diff options
Diffstat (limited to 'runs')
984 files changed, 35433 insertions, 0 deletions
diff --git a/runs/.last_real_log b/runs/.last_real_log new file mode 100644 index 0000000..1c84084 --- /dev/null +++ b/runs/.last_real_log @@ -0,0 +1 @@ +/home/yurenh2/rrog/runs/real_sweep_20260616_081956.log diff --git a/runs/.last_sweep_log b/runs/.last_sweep_log new file mode 100644 index 0000000..cc8070e --- /dev/null +++ b/runs/.last_sweep_log @@ -0,0 +1 @@ +/home/yurenh2/rrog/runs/diag_sweep_20260616_074509.log diff --git a/runs/archA.log b/runs/archA.log new file mode 100644 index 0000000..4b2b4f7 --- /dev/null +++ b/runs/archA.log @@ -0,0 +1,242 @@ +A start gpu=0 2026-06-16T15:29:24-05:00 +== A s0 conv=gcn == +ep20 solve_rate=0.000 mean_conflicts=162.09 +ep40 solve_rate=0.000 mean_conflicts=129.86 +ep60 solve_rate=0.000 mean_conflicts=149.86 +ep80 solve_rate=0.000 mean_conflicts=47.19 +ep100 solve_rate=0.000 mean_conflicts=72.71 +ep120 solve_rate=0.000 mean_conflicts=153.69 +ep140 solve_rate=0.000 mean_conflicts=163.38 +ep150 solve_rate=0.000 mean_conflicts=163.18 +[color_gcn_full_none_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.0 @ep20 (199.2s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s0.pt +[gcn/full] LE n=300 fail=1.00 | SOLVED +nan UNSOLVED -1.276 sep=+nan AUROC=nan mean_lam=-1.276 +[pe=none s0] deterministic solve_rate = 0.000 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.000 0.000 0.000 0.000 nan + wrote /home/yurenh2/rrog/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s0.json +== A s0 conv=sage == +ep20 solve_rate=0.303 mean_conflicts=4.08 +ep40 solve_rate=0.703 mean_conflicts=1.23 +ep60 solve_rate=0.730 mean_conflicts=1.09 +ep80 solve_rate=0.720 mean_conflicts=1.05 +ep100 solve_rate=0.680 mean_conflicts=1.20 +ep120 solve_rate=0.707 mean_conflicts=1.28 +ep140 solve_rate=0.667 mean_conflicts=1.62 +ep150 solve_rate=0.660 mean_conflicts=1.76 +[color_sage_full_none_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.73 @ep60 (163.3s) + wrote /home/yurenh2/rrog/runs/ckpt_color_sage_full_none_n50_k3_p0.2_T3_ns3_s0.pt +[sage/full] LE n=300 fail=0.27 | SOLVED -0.131 UNSOLVED +0.052 sep=+0.183 AUROC=0.793 mean_lam=-0.082 +[pe=none s0] deterministic solve_rate = 0.747 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.953 0.813 0.767 0.762 0.771 + wrote /home/yurenh2/rrog/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s0.json +== A s0 conv=gat == +ep20 solve_rate=0.000 mean_conflicts=152.21 +ep40 solve_rate=0.000 mean_conflicts=143.93 +ep60 solve_rate=0.007 mean_conflicts=116.76 +ep80 solve_rate=0.013 mean_conflicts=107.49 +ep100 solve_rate=0.000 mean_conflicts=102.05 +ep120 solve_rate=0.003 mean_conflicts=111.15 +ep140 solve_rate=0.000 mean_conflicts=163.45 +ep150 solve_rate=0.000 mean_conflicts=163.46 +[color_gat_full_none_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.0133 @ep80 (305.2s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gat_full_none_n50_k3_p0.2_T3_ns3_s0.pt +[gat/full] LE n=300 fail=0.99 | SOLVED -0.211 UNSOLVED -0.296 sep=-0.084 AUROC=0.353 mean_lam=-0.295 +[pe=none s0] deterministic solve_rate = 0.007 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.047 0.020 0.027 0.020 0.203 + wrote /home/yurenh2/rrog/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s0.json +== A s1 conv=gcn == +ep20 solve_rate=0.000 mean_conflicts=41.51 +ep40 solve_rate=0.000 mean_conflicts=35.89 +ep60 solve_rate=0.000 mean_conflicts=66.98 +ep80 solve_rate=0.000 mean_conflicts=73.91 +ep100 solve_rate=0.000 mean_conflicts=60.61 +ep120 solve_rate=0.000 mean_conflicts=61.23 +ep140 solve_rate=0.000 mean_conflicts=53.94 +ep150 solve_rate=0.003 mean_conflicts=47.46 +[color_gcn_full_none_n50_k3_p0.2_T3_ns3_s1] best solve_rate=0.0033 @ep150 (200.7s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s1.pt +[gcn/full] LE n=300 fail=1.00 | SOLVED -0.234 UNSOLVED -0.104 sep=+0.130 AUROC=0.893 mean_lam=-0.105 +[pe=none s1] deterministic solve_rate = 0.000 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.007 0.000 0.000 0.000 0.941 + wrote /home/yurenh2/rrog/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s1.json +== A s1 conv=sage == +ep20 solve_rate=0.223 mean_conflicts=4.59 +ep40 solve_rate=0.723 mean_conflicts=1.13 +ep60 solve_rate=0.760 mean_conflicts=0.84 +ep80 solve_rate=0.780 mean_conflicts=0.82 +ep100 solve_rate=0.750 mean_conflicts=0.96 +ep120 solve_rate=0.787 mean_conflicts=0.78 +ep140 solve_rate=0.760 mean_conflicts=0.81 +ep150 solve_rate=0.740 mean_conflicts=0.87 +[color_sage_full_none_n50_k3_p0.2_T3_ns3_s1] best solve_rate=0.7867 @ep120 (159.8s) + wrote /home/yurenh2/rrog/runs/ckpt_color_sage_full_none_n50_k3_p0.2_T3_ns3_s1.pt +[sage/full] LE n=300 fail=0.21 | SOLVED +0.063 UNSOLVED +0.160 sep=+0.097 AUROC=0.688 mean_lam=+0.084 +[pe=none s1] deterministic solve_rate = 0.827 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.973 0.873 0.793 0.781 0.702 + wrote /home/yurenh2/rrog/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s1.json +== A s1 conv=gat == +ep20 solve_rate=0.000 mean_conflicts=161.72 +ep40 solve_rate=0.000 mean_conflicts=146.74 +ep60 solve_rate=0.000 mean_conflicts=115.72 +ep80 solve_rate=0.007 mean_conflicts=81.21 +ep100 solve_rate=0.003 mean_conflicts=118.91 +ep120 solve_rate=0.000 mean_conflicts=111.77 +ep140 solve_rate=0.000 mean_conflicts=140.12 +ep150 solve_rate=0.000 mean_conflicts=141.12 +[color_gat_full_none_n50_k3_p0.2_T3_ns3_s1] best solve_rate=0.0067 @ep80 (870.5s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gat_full_none_n50_k3_p0.2_T3_ns3_s1.pt +[gat/full] LE n=300 fail=0.99 | SOLVED -0.101 UNSOLVED -0.253 sep=-0.153 AUROC=0.087 mean_lam=-0.252 +[pe=none s1] deterministic solve_rate = 0.013 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.033 0.020 0.013 0.014 0.177 + wrote /home/yurenh2/rrog/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s1.json +== A s2 conv=gcn == +ep20 solve_rate=0.000 mean_conflicts=40.93 +ep40 solve_rate=0.000 mean_conflicts=48.18 +ep60 solve_rate=0.000 mean_conflicts=92.76 +ep80 solve_rate=0.000 mean_conflicts=86.67 +ep100 solve_rate=0.003 mean_conflicts=60.79 +ep120 solve_rate=0.003 mean_conflicts=46.40 +ep140 solve_rate=0.003 mean_conflicts=59.99 +ep150 solve_rate=0.003 mean_conflicts=75.26 +[color_gcn_full_none_n50_k3_p0.2_T3_ns3_s2] best solve_rate=0.0033 @ep100 (676.3s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s2.pt +[gcn/full] LE n=300 fail=1.00 | SOLVED -0.221 UNSOLVED -0.262 sep=-0.041 AUROC=0.301 mean_lam=-0.262 +[pe=none s2] deterministic solve_rate = 0.007 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.007 0.007 0.000 0.003 0.563 + wrote /home/yurenh2/rrog/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s2.json +== A s2 conv=sage == +ep20 solve_rate=0.267 mean_conflicts=3.97 +ep40 solve_rate=0.727 mean_conflicts=1.07 +ep60 solve_rate=0.830 mean_conflicts=0.68 +ep80 solve_rate=0.827 mean_conflicts=0.54 +ep100 solve_rate=0.803 mean_conflicts=0.74 +ep120 solve_rate=0.680 mean_conflicts=1.54 +ep140 solve_rate=0.587 mean_conflicts=2.31 +ep150 solve_rate=0.527 mean_conflicts=2.94 +[color_sage_full_none_n50_k3_p0.2_T3_ns3_s2] best solve_rate=0.83 @ep60 (224.4s) + wrote /home/yurenh2/rrog/runs/ckpt_color_sage_full_none_n50_k3_p0.2_T3_ns3_s2.pt +[sage/full] LE n=300 fail=0.17 | SOLVED -0.105 UNSOLVED +0.102 sep=+0.207 AUROC=0.814 mean_lam=-0.070 +[pe=none s2] deterministic solve_rate = 0.847 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.980 0.907 0.833 0.820 0.790 + wrote /home/yurenh2/rrog/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s2.json +== A s2 conv=gat == +ep20 solve_rate=0.000 mean_conflicts=130.86 +ep40 solve_rate=0.000 mean_conflicts=163.47 +ep60 solve_rate=0.000 mean_conflicts=163.48 +ep80 solve_rate=0.000 mean_conflicts=163.48 +ep100 solve_rate=0.003 mean_conflicts=152.94 +ep120 solve_rate=0.000 mean_conflicts=156.99 +ep140 solve_rate=0.000 mean_conflicts=163.18 +ep150 solve_rate=0.000 mean_conflicts=163.48 +[color_gat_full_none_n50_k3_p0.2_T3_ns3_s2] best solve_rate=0.0033 @ep100 (871.7s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gat_full_none_n50_k3_p0.2_T3_ns3_s2.pt +[gat/full] LE n=300 fail=1.00 | SOLVED -0.133 UNSOLVED -0.253 sep=-0.120 AUROC=0.147 mean_lam=-0.252 +[pe=none s2] deterministic solve_rate = 0.007 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.033 0.013 0.020 0.013 0.248 + wrote /home/yurenh2/rrog/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s2.json +== A s3 conv=gcn == +ep20 solve_rate=0.000 mean_conflicts=44.52 +ep40 solve_rate=0.000 mean_conflicts=47.99 +ep60 solve_rate=0.000 mean_conflicts=91.15 +ep80 solve_rate=0.000 mean_conflicts=99.85 +ep100 solve_rate=0.003 mean_conflicts=69.26 +ep120 solve_rate=0.003 mean_conflicts=54.51 +ep140 solve_rate=0.003 mean_conflicts=59.94 +ep150 solve_rate=0.003 mean_conflicts=54.14 +[color_gcn_full_none_n50_k3_p0.2_T3_ns3_s3] best solve_rate=0.0033 @ep100 (675.0s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s3.pt +[gcn/full] LE n=300 fail=1.00 | SOLVED -0.372 UNSOLVED -0.330 sep=+0.042 AUROC=0.672 mean_lam=-0.330 +[pe=none s3] deterministic solve_rate = 0.007 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.013 0.000 0.007 0.004 0.697 + wrote /home/yurenh2/rrog/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s3.json +== A s3 conv=sage == +ep20 solve_rate=0.227 mean_conflicts=4.44 +ep40 solve_rate=0.653 mean_conflicts=1.48 +ep60 solve_rate=0.767 mean_conflicts=0.88 +ep80 solve_rate=0.803 mean_conflicts=0.71 +ep100 solve_rate=0.797 mean_conflicts=0.72 +ep120 solve_rate=0.773 mean_conflicts=0.91 +ep140 solve_rate=0.747 mean_conflicts=1.25 +ep150 solve_rate=0.707 mean_conflicts=1.48 +[color_sage_full_none_n50_k3_p0.2_T3_ns3_s3] best solve_rate=0.8033 @ep80 (223.5s) + wrote /home/yurenh2/rrog/runs/ckpt_color_sage_full_none_n50_k3_p0.2_T3_ns3_s3.pt +[sage/full] LE n=300 fail=0.20 | SOLVED +0.002 UNSOLVED +0.120 sep=+0.118 AUROC=0.680 mean_lam=+0.025 +[pe=none s3] deterministic solve_rate = 0.813 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.953 0.880 0.780 0.802 0.750 + wrote /home/yurenh2/rrog/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s3.json +== A s3 conv=gat == +ep20 solve_rate=0.000 mean_conflicts=161.40 +ep40 solve_rate=0.027 mean_conflicts=28.43 +ep60 solve_rate=0.100 mean_conflicts=17.61 +ep80 solve_rate=0.063 mean_conflicts=13.36 +ep100 solve_rate=0.030 mean_conflicts=19.86 +ep120 solve_rate=0.007 mean_conflicts=53.33 +ep140 solve_rate=0.000 mean_conflicts=139.14 +ep150 solve_rate=0.000 mean_conflicts=140.87 +[color_gat_full_none_n50_k3_p0.2_T3_ns3_s3] best solve_rate=0.1 @ep60 (869.6s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gat_full_none_n50_k3_p0.2_T3_ns3_s3.pt +[gat/full] LE n=300 fail=0.90 | SOLVED -0.097 UNSOLVED -0.064 sep=+0.034 AUROC=0.585 mean_lam=-0.067 +[pe=none s3] deterministic solve_rate = 0.113 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.220 0.113 0.113 0.105 0.614 + wrote /home/yurenh2/rrog/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s3.json +== A s4 conv=gcn == +ep20 solve_rate=0.000 mean_conflicts=81.70 +ep40 solve_rate=0.000 mean_conflicts=39.68 +ep60 solve_rate=0.000 mean_conflicts=67.85 +ep80 solve_rate=0.000 mean_conflicts=58.58 +ep100 solve_rate=0.003 mean_conflicts=60.47 +ep120 solve_rate=0.000 mean_conflicts=54.07 +ep140 solve_rate=0.003 mean_conflicts=100.63 +ep150 solve_rate=0.003 mean_conflicts=106.05 +[color_gcn_full_none_n50_k3_p0.2_T3_ns3_s4] best solve_rate=0.0033 @ep100 (676.5s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s4.pt +[gcn/full] LE n=300 fail=1.00 | SOLVED -0.254 UNSOLVED -0.117 sep=+0.137 AUROC=0.943 mean_lam=-0.117 +[pe=none s4] deterministic solve_rate = 0.000 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.007 0.000 0.000 0.001 0.062 + wrote /home/yurenh2/rrog/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s4.json +== A s4 conv=sage == +ep20 solve_rate=0.210 mean_conflicts=3.76 +ep40 solve_rate=0.717 mean_conflicts=0.97 +ep60 solve_rate=0.813 mean_conflicts=0.73 +ep80 solve_rate=0.803 mean_conflicts=0.72 +ep100 solve_rate=0.817 mean_conflicts=0.70 +ep120 solve_rate=0.817 mean_conflicts=0.65 +ep140 solve_rate=0.800 mean_conflicts=0.96 +ep150 solve_rate=0.773 mean_conflicts=1.14 +[color_sage_full_none_n50_k3_p0.2_T3_ns3_s4] best solve_rate=0.8167 @ep100 (215.8s) + wrote /home/yurenh2/rrog/runs/ckpt_color_sage_full_none_n50_k3_p0.2_T3_ns3_s4.pt +[sage/full] LE n=300 fail=0.18 | SOLVED -0.011 UNSOLVED +0.182 sep=+0.193 AUROC=0.828 mean_lam=+0.024 +[pe=none s4] deterministic solve_rate = 0.840 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.987 0.893 0.847 0.835 0.752 + wrote /home/yurenh2/rrog/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s4.json +== A s4 conv=gat == +ep20 solve_rate=0.000 mean_conflicts=155.28 +ep40 solve_rate=0.000 mean_conflicts=163.18 +ep60 solve_rate=0.000 mean_conflicts=111.24 +ep80 solve_rate=0.077 mean_conflicts=26.13 +ep100 solve_rate=0.060 mean_conflicts=47.08 +ep120 solve_rate=0.050 mean_conflicts=77.35 +ep140 solve_rate=0.080 mean_conflicts=76.13 +ep150 solve_rate=0.060 mean_conflicts=81.07 +[color_gat_full_none_n50_k3_p0.2_T3_ns3_s4] best solve_rate=0.08 @ep140 (871.2s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gat_full_none_n50_k3_p0.2_T3_ns3_s4.pt +[gat/full] LE n=300 fail=0.92 | SOLVED +0.013 UNSOLVED -0.019 sep=-0.032 AUROC=0.423 mean_lam=-0.016 +[pe=none s4] deterministic solve_rate = 0.133 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.227 0.147 0.120 0.113 0.454 + wrote /home/yurenh2/rrog/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s4.json +doneA=2026-06-16T18:14:25-05:00 diff --git a/runs/archB.log b/runs/archB.log new file mode 100644 index 0000000..fd9b1fb --- /dev/null +++ b/runs/archB.log @@ -0,0 +1,302 @@ +B start gpu=1 2026-06-16T15:29:24-05:00 +== B s0 conv=gps == +ep20 solve_rate=0.403 mean_conflicts=3.29 +ep40 solve_rate=0.437 mean_conflicts=2.99 +ep60 solve_rate=0.287 mean_conflicts=5.24 +ep80 solve_rate=0.463 mean_conflicts=2.91 +ep100 solve_rate=0.653 mean_conflicts=1.54 +ep120 solve_rate=0.797 mean_conflicts=0.81 +ep140 solve_rate=0.903 mean_conflicts=0.31 +ep150 solve_rate=0.913 mean_conflicts=0.29 +[color_gps_full_none_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.9133 @ep150 (591.9s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gps_full_none_n50_k3_p0.2_T3_ns3_s0.pt +[gps/full] LE n=300 fail=0.09 | SOLVED -0.390 UNSOLVED +0.044 sep=+0.434 AUROC=0.898 mean_lam=-0.352 +[pe=none s0] deterministic solve_rate = 0.940 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.987 0.960 0.920 0.925 0.819 + wrote /home/yurenh2/rrog/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s0.json +== B s0 gin pe=lappe == +/home/yurenh2/rrog/diag/train_color.py:90: RuntimeWarning: divide by zero encountered in divide + di = np.where(deg > 0, 1.0 / np.sqrt(deg), 0.0) +ep20 solve_rate=0.000 mean_conflicts=161.60 +ep40 solve_rate=0.050 mean_conflicts=135.93 +ep60 solve_rate=0.253 mean_conflicts=47.45 +ep80 solve_rate=0.390 mean_conflicts=20.85 +ep100 solve_rate=0.090 mean_conflicts=71.30 +ep120 solve_rate=0.073 mean_conflicts=94.81 +ep140 solve_rate=0.073 mean_conflicts=61.36 +ep150 solve_rate=0.110 mean_conflicts=51.49 +[color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.39 @ep80 (150.2s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s0.pt +/home/yurenh2/rrog/diag/train_color.py:90: RuntimeWarning: divide by zero encountered in divide + di = np.where(deg > 0, 1.0 / np.sqrt(deg), 0.0) +[gin/full] LE n=300 fail=0.61 | SOLVED -0.249 UNSOLVED -0.010 sep=+0.240 AUROC=0.843 mean_lam=-0.103 +/home/yurenh2/rrog/diag/train_color.py:90: RuntimeWarning: divide by zero encountered in divide + di = np.where(deg > 0, 1.0 / np.sqrt(deg), 0.0) +[pe=lappe s0] deterministic solve_rate = 0.420 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.760 0.600 0.387 0.378 0.839 + wrote /home/yurenh2/rrog/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s0.json +== B s0 gin pe=all == +/home/yurenh2/rrog/diag/train_color.py:84: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +ep20 solve_rate=0.000 mean_conflicts=36.32 +ep40 solve_rate=0.193 mean_conflicts=25.99 +ep60 solve_rate=0.260 mean_conflicts=53.12 +ep80 solve_rate=0.670 mean_conflicts=4.01 +ep100 solve_rate=0.543 mean_conflicts=30.14 +ep120 solve_rate=0.510 mean_conflicts=35.56 +ep140 solve_rate=0.557 mean_conflicts=28.97 +ep150 solve_rate=0.563 mean_conflicts=27.39 +[color_gin_full_all_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.67 @ep80 (151.3s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gin_full_all_n50_k3_p0.2_T3_ns3_s0.pt +/home/yurenh2/rrog/diag/train_color.py:84: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[gin/full] LE n=300 fail=0.33 | SOLVED -0.372 UNSOLVED +0.020 sep=+0.393 AUROC=0.875 mean_lam=-0.243 +/home/yurenh2/rrog/diag/train_color.py:84: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[pe=all s0] deterministic solve_rate = 0.693 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.887 0.833 0.693 0.694 0.898 + wrote /home/yurenh2/rrog/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s0.json +== B s1 conv=gps == +ep20 solve_rate=0.443 mean_conflicts=3.22 +ep40 solve_rate=0.350 mean_conflicts=4.18 +ep60 solve_rate=0.163 mean_conflicts=12.75 +ep80 solve_rate=0.397 mean_conflicts=4.12 +ep100 solve_rate=0.643 mean_conflicts=1.80 +ep120 solve_rate=0.837 mean_conflicts=0.64 +ep140 solve_rate=0.907 mean_conflicts=0.30 +ep150 solve_rate=0.927 mean_conflicts=0.30 +[color_gps_full_none_n50_k3_p0.2_T3_ns3_s1] best solve_rate=0.9267 @ep150 (2583.0s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gps_full_none_n50_k3_p0.2_T3_ns3_s1.pt +[gps/full] LE n=300 fail=0.07 | SOLVED -0.388 UNSOLVED +0.017 sep=+0.405 AUROC=0.863 mean_lam=-0.358 +[pe=none s1] deterministic solve_rate = 0.940 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.987 0.953 0.960 0.938 0.857 + wrote /home/yurenh2/rrog/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s1.json +== B s1 gin pe=lappe == +/home/yurenh2/rrog/diag/train_color.py:90: RuntimeWarning: divide by zero encountered in divide + di = np.where(deg > 0, 1.0 / np.sqrt(deg), 0.0) +ep20 solve_rate=0.000 mean_conflicts=81.19 +ep40 solve_rate=0.193 mean_conflicts=23.68 +ep60 solve_rate=0.320 mean_conflicts=14.89 +ep80 solve_rate=0.397 mean_conflicts=7.99 +ep100 solve_rate=0.593 mean_conflicts=6.31 +ep120 solve_rate=0.247 mean_conflicts=63.22 +ep140 solve_rate=0.033 mean_conflicts=112.15 +ep150 solve_rate=0.017 mean_conflicts=118.57 +[color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s1] best solve_rate=0.5933 @ep100 (224.3s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s1.pt +/home/yurenh2/rrog/diag/train_color.py:90: RuntimeWarning: divide by zero encountered in divide + di = np.where(deg > 0, 1.0 / np.sqrt(deg), 0.0) +[gin/full] LE n=300 fail=0.41 | SOLVED -0.233 UNSOLVED +0.025 sep=+0.258 AUROC=0.890 mean_lam=-0.128 +/home/yurenh2/rrog/diag/train_color.py:90: RuntimeWarning: divide by zero encountered in divide + di = np.where(deg > 0, 1.0 / np.sqrt(deg), 0.0) +[pe=lappe s1] deterministic solve_rate = 0.620 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.927 0.787 0.573 0.583 0.863 + wrote /home/yurenh2/rrog/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s1.json +== B s1 gin pe=all == +/home/yurenh2/rrog/diag/train_color.py:84: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +ep20 solve_rate=0.000 mean_conflicts=57.12 +ep40 solve_rate=0.167 mean_conflicts=26.04 +ep60 solve_rate=0.190 mean_conflicts=119.01 +ep80 solve_rate=0.657 mean_conflicts=5.39 +ep100 solve_rate=0.643 mean_conflicts=16.68 +ep120 solve_rate=0.707 mean_conflicts=8.86 +ep140 solve_rate=0.697 mean_conflicts=10.20 +ep150 solve_rate=0.650 mean_conflicts=13.00 +[color_gin_full_all_n50_k3_p0.2_T3_ns3_s1] best solve_rate=0.7067 @ep120 (216.1s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gin_full_all_n50_k3_p0.2_T3_ns3_s1.pt +/home/yurenh2/rrog/diag/train_color.py:84: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[gin/full] LE n=300 fail=0.29 | SOLVED -0.214 UNSOLVED +0.091 sep=+0.305 AUROC=0.869 mean_lam=-0.125 +/home/yurenh2/rrog/diag/train_color.py:84: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[pe=all s1] deterministic solve_rate = 0.760 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.940 0.820 0.773 0.735 0.878 + wrote /home/yurenh2/rrog/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s1.json +== B s2 conv=gps == +ep20 solve_rate=0.390 mean_conflicts=3.38 +ep40 solve_rate=0.430 mean_conflicts=3.72 +ep60 solve_rate=0.173 mean_conflicts=12.65 +ep80 solve_rate=0.430 mean_conflicts=3.79 +ep100 solve_rate=0.660 mean_conflicts=1.73 +ep120 solve_rate=0.840 mean_conflicts=0.76 +ep140 solve_rate=0.913 mean_conflicts=0.34 +ep150 solve_rate=0.937 mean_conflicts=0.22 +[color_gps_full_none_n50_k3_p0.2_T3_ns3_s2] best solve_rate=0.9367 @ep150 (3039.3s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gps_full_none_n50_k3_p0.2_T3_ns3_s2.pt +[gps/full] LE n=300 fail=0.06 | SOLVED -0.410 UNSOLVED +0.012 sep=+0.422 AUROC=0.913 mean_lam=-0.384 +[pe=none s2] deterministic solve_rate = 0.953 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.980 0.953 0.927 0.935 0.872 + wrote /home/yurenh2/rrog/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s2.json +== B s2 gin pe=lappe == +/home/yurenh2/rrog/diag/train_color.py:90: RuntimeWarning: divide by zero encountered in divide + di = np.where(deg > 0, 1.0 / np.sqrt(deg), 0.0) +ep20 solve_rate=0.000 mean_conflicts=109.99 +ep40 solve_rate=0.057 mean_conflicts=113.77 +ep60 solve_rate=0.087 mean_conflicts=31.41 +ep80 solve_rate=0.193 mean_conflicts=20.53 +ep100 solve_rate=0.373 mean_conflicts=25.48 +ep120 solve_rate=0.260 mean_conflicts=29.57 +ep140 solve_rate=0.197 mean_conflicts=45.54 +ep150 solve_rate=0.173 mean_conflicts=55.97 +[color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s2] best solve_rate=0.3733 @ep100 (225.1s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s2.pt +/home/yurenh2/rrog/diag/train_color.py:90: RuntimeWarning: divide by zero encountered in divide + di = np.where(deg > 0, 1.0 / np.sqrt(deg), 0.0) +[gin/full] LE n=300 fail=0.63 | SOLVED -0.206 UNSOLVED +0.000 sep=+0.206 AUROC=0.821 mean_lam=-0.077 +/home/yurenh2/rrog/diag/train_color.py:90: RuntimeWarning: divide by zero encountered in divide + di = np.where(deg > 0, 1.0 / np.sqrt(deg), 0.0) +[pe=lappe s2] deterministic solve_rate = 0.413 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.760 0.540 0.393 0.400 0.834 + wrote /home/yurenh2/rrog/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s2.json +== B s2 gin pe=all == +/home/yurenh2/rrog/diag/train_color.py:84: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +ep20 solve_rate=0.000 mean_conflicts=65.87 +ep40 solve_rate=0.327 mean_conflicts=21.26 +ep60 solve_rate=0.333 mean_conflicts=59.61 +ep80 solve_rate=0.097 mean_conflicts=67.57 +ep100 solve_rate=0.130 mean_conflicts=85.23 +ep120 solve_rate=0.160 mean_conflicts=68.36 +ep140 solve_rate=0.120 mean_conflicts=72.82 +ep150 solve_rate=0.100 mean_conflicts=68.99 +[color_gin_full_all_n50_k3_p0.2_T3_ns3_s2] best solve_rate=0.3333 @ep60 (233.5s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gin_full_all_n50_k3_p0.2_T3_ns3_s2.pt +/home/yurenh2/rrog/diag/train_color.py:84: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[gin/full] LE n=300 fail=0.67 | SOLVED -0.363 UNSOLVED -0.253 sep=+0.110 AUROC=0.623 mean_lam=-0.290 +/home/yurenh2/rrog/diag/train_color.py:84: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[pe=all s2] deterministic solve_rate = 0.327 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.460 0.327 0.280 0.303 0.656 + wrote /home/yurenh2/rrog/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s2.json +== B s3 conv=gps == +ep20 solve_rate=0.420 mean_conflicts=3.03 +ep40 solve_rate=0.457 mean_conflicts=2.82 +ep60 solve_rate=0.313 mean_conflicts=5.62 +ep80 solve_rate=0.457 mean_conflicts=3.50 +ep100 solve_rate=0.670 mean_conflicts=1.60 +ep120 solve_rate=0.823 mean_conflicts=0.81 +ep140 solve_rate=0.920 mean_conflicts=0.30 +ep150 solve_rate=0.943 mean_conflicts=0.23 +[color_gps_full_none_n50_k3_p0.2_T3_ns3_s3] best solve_rate=0.9433 @ep150 (3097.1s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gps_full_none_n50_k3_p0.2_T3_ns3_s3.pt +[gps/full] LE n=300 fail=0.06 | SOLVED -0.397 UNSOLVED -0.056 sep=+0.341 AUROC=0.856 mean_lam=-0.378 +[pe=none s3] deterministic solve_rate = 0.933 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.987 0.973 0.953 0.940 0.866 + wrote /home/yurenh2/rrog/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s3.json +== B s3 gin pe=lappe == +/home/yurenh2/rrog/diag/train_color.py:90: RuntimeWarning: divide by zero encountered in divide + di = np.where(deg > 0, 1.0 / np.sqrt(deg), 0.0) +ep20 solve_rate=0.000 mean_conflicts=119.16 +ep40 solve_rate=0.127 mean_conflicts=97.26 +ep60 solve_rate=0.350 mean_conflicts=25.49 +ep80 solve_rate=0.523 mean_conflicts=6.35 +ep100 solve_rate=0.483 mean_conflicts=14.99 +ep120 solve_rate=0.353 mean_conflicts=36.89 +ep140 solve_rate=0.090 mean_conflicts=92.76 +ep150 solve_rate=0.063 mean_conflicts=95.97 +[color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s3] best solve_rate=0.5233 @ep80 (234.0s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s3.pt +/home/yurenh2/rrog/diag/train_color.py:90: RuntimeWarning: divide by zero encountered in divide + di = np.where(deg > 0, 1.0 / np.sqrt(deg), 0.0) +[gin/full] LE n=300 fail=0.48 | SOLVED -0.311 UNSOLVED -0.045 sep=+0.266 AUROC=0.871 mean_lam=-0.184 +/home/yurenh2/rrog/diag/train_color.py:90: RuntimeWarning: divide by zero encountered in divide + di = np.where(deg > 0, 1.0 / np.sqrt(deg), 0.0) +[pe=lappe s3] deterministic solve_rate = 0.567 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.853 0.727 0.520 0.519 0.864 + wrote /home/yurenh2/rrog/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s3.json +== B s3 gin pe=all == +/home/yurenh2/rrog/diag/train_color.py:84: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +ep20 solve_rate=0.000 mean_conflicts=63.12 +ep40 solve_rate=0.040 mean_conflicts=139.63 +ep60 solve_rate=0.457 mean_conflicts=22.17 +ep80 solve_rate=0.130 mean_conflicts=95.35 +ep100 solve_rate=0.097 mean_conflicts=82.22 +ep120 solve_rate=0.047 mean_conflicts=92.15 +ep140 solve_rate=0.027 mean_conflicts=93.55 +ep150 solve_rate=0.037 mean_conflicts=88.97 +[color_gin_full_all_n50_k3_p0.2_T3_ns3_s3] best solve_rate=0.4567 @ep60 (229.5s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gin_full_all_n50_k3_p0.2_T3_ns3_s3.pt +/home/yurenh2/rrog/diag/train_color.py:84: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[gin/full] LE n=300 fail=0.54 | SOLVED -0.265 UNSOLVED +0.014 sep=+0.280 AUROC=0.839 mean_lam=-0.113 +/home/yurenh2/rrog/diag/train_color.py:84: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[pe=all s3] deterministic solve_rate = 0.467 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.760 0.627 0.427 0.456 0.891 + wrote /home/yurenh2/rrog/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s3.json +== B s4 conv=gps == +ep20 solve_rate=0.440 mean_conflicts=3.41 +ep40 solve_rate=0.477 mean_conflicts=2.97 +ep60 solve_rate=0.420 mean_conflicts=3.52 +ep80 solve_rate=0.510 mean_conflicts=2.78 +ep100 solve_rate=0.660 mean_conflicts=1.68 +ep120 solve_rate=0.807 mean_conflicts=0.87 +ep140 solve_rate=0.930 mean_conflicts=0.31 +ep150 solve_rate=0.937 mean_conflicts=0.22 +[color_gps_full_none_n50_k3_p0.2_T3_ns3_s4] best solve_rate=0.9367 @ep150 (3113.0s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gps_full_none_n50_k3_p0.2_T3_ns3_s4.pt +[gps/full] LE n=300 fail=0.06 | SOLVED -0.402 UNSOLVED +0.045 sep=+0.448 AUROC=0.936 mean_lam=-0.374 +[pe=none s4] deterministic solve_rate = 0.960 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.993 0.967 0.947 0.952 0.900 + wrote /home/yurenh2/rrog/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s4.json +== B s4 gin pe=lappe == +/home/yurenh2/rrog/diag/train_color.py:90: RuntimeWarning: divide by zero encountered in divide + di = np.where(deg > 0, 1.0 / np.sqrt(deg), 0.0) +ep20 solve_rate=0.000 mean_conflicts=96.50 +ep40 solve_rate=0.150 mean_conflicts=33.60 +ep60 solve_rate=0.313 mean_conflicts=31.99 +ep80 solve_rate=0.333 mean_conflicts=28.49 +ep100 solve_rate=0.260 mean_conflicts=36.77 +ep120 solve_rate=0.180 mean_conflicts=38.74 +ep140 solve_rate=0.147 mean_conflicts=47.98 +ep150 solve_rate=0.133 mean_conflicts=51.20 +[color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s4] best solve_rate=0.3333 @ep80 (229.4s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s4.pt +/home/yurenh2/rrog/diag/train_color.py:90: RuntimeWarning: divide by zero encountered in divide + di = np.where(deg > 0, 1.0 / np.sqrt(deg), 0.0) +[gin/full] LE n=300 fail=0.67 | SOLVED -0.220 UNSOLVED -0.063 sep=+0.156 AUROC=0.776 mean_lam=-0.115 +/home/yurenh2/rrog/diag/train_color.py:90: RuntimeWarning: divide by zero encountered in divide + di = np.where(deg > 0, 1.0 / np.sqrt(deg), 0.0) +[pe=lappe s4] deterministic solve_rate = 0.340 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.753 0.507 0.307 0.333 0.784 + wrote /home/yurenh2/rrog/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s4.json +== B s4 gin pe=all == +/home/yurenh2/rrog/diag/train_color.py:84: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +ep20 solve_rate=0.000 mean_conflicts=64.98 +ep40 solve_rate=0.360 mean_conflicts=13.46 +ep60 solve_rate=0.567 mean_conflicts=22.46 +ep80 solve_rate=0.523 mean_conflicts=32.14 +ep100 solve_rate=0.287 mean_conflicts=53.76 +ep120 solve_rate=0.343 mean_conflicts=43.17 +ep140 solve_rate=0.200 mean_conflicts=60.30 +ep150 solve_rate=0.177 mean_conflicts=63.07 +[color_gin_full_all_n50_k3_p0.2_T3_ns3_s4] best solve_rate=0.5667 @ep60 (233.8s) + wrote /home/yurenh2/rrog/runs/ckpt_color_gin_full_all_n50_k3_p0.2_T3_ns3_s4.pt +/home/yurenh2/rrog/diag/train_color.py:84: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[gin/full] LE n=300 fail=0.43 | SOLVED -0.376 UNSOLVED -0.027 sep=+0.349 AUROC=0.879 mean_lam=-0.225 +/home/yurenh2/rrog/diag/train_color.py:84: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[pe=all s4] deterministic solve_rate = 0.593 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.787 0.707 0.567 0.575 0.901 + wrote /home/yurenh2/rrog/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s4.json +doneB=2026-06-16T21:03:05-05:00 diff --git a/runs/cin_sweep.log b/runs/cin_sweep.log new file mode 100644 index 0000000..c1759c1 --- /dev/null +++ b/runs/cin_sweep.log @@ -0,0 +1,58 @@ +PPGN done -> CIN +CIN start gpu=1 2026-06-17T04:31:06-05:00 +== cin s0 == +ep20 solve=0.063 +ep40 solve=0.423 +ep60 solve=0.340 +ep80 solve=0.397 +ep100 solve=0.417 +ep120 solve=0.460 +ep140 solve=0.477 +ep150 solve=0.470 +[cin/full] solve=0.477 LE AUROC=0.763 mean_lam=+0.074 passK=0.473 lamsel=0.473 (639s) + wrote cin_full_none_n50_k3_p0.2_T3_ns3_s0 +== cin s1 == +ep20 solve=0.013 +ep40 solve=0.413 +ep60 solve=0.443 +ep80 solve=0.467 +ep100 solve=0.313 +ep120 solve=0.507 +ep140 solve=0.533 +ep150 solve=0.520 +[cin/full] solve=0.533 LE AUROC=0.763 mean_lam=+0.134 passK=0.553 lamsel=0.553 (1125s) + wrote cin_full_none_n50_k3_p0.2_T3_ns3_s1 +== cin s2 == +ep20 solve=0.080 +ep40 solve=0.413 +ep60 solve=0.360 +ep80 solve=0.403 +ep100 solve=0.510 +ep120 solve=0.453 +ep140 solve=0.483 +ep150 solve=0.517 +[cin/full] solve=0.517 LE AUROC=0.713 mean_lam=+0.087 passK=0.567 lamsel=0.567 (1127s) + wrote cin_full_none_n50_k3_p0.2_T3_ns3_s2 +== cin s3 == +ep20 solve=0.070 +ep40 solve=0.470 +ep60 solve=0.453 +ep80 solve=0.493 +ep100 solve=0.463 +ep120 solve=0.550 +ep140 solve=0.597 +ep150 solve=0.577 +[cin/full] solve=0.597 LE AUROC=0.655 mean_lam=+0.162 passK=0.587 lamsel=0.587 (1112s) + wrote cin_full_none_n50_k3_p0.2_T3_ns3_s3 +== cin s4 == +ep20 solve=0.037 +ep40 solve=0.193 +ep60 solve=0.223 +ep80 solve=0.393 +ep100 solve=0.510 +ep120 solve=0.457 +ep140 solve=0.423 +ep150 solve=0.463 +[cin/full] solve=0.510 LE AUROC=0.752 mean_lam=+0.123 passK=0.527 lamsel=0.527 (1127s) + wrote cin_full_none_n50_k3_p0.2_T3_ns3_s4 +doneCIN=2026-06-17T05:57:37-05:00 diff --git a/runs/color_1step_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_1step_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..56cc6f8 --- /dev/null +++ b/runs/color_1step_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,22 @@ +{ + "task": "graph3coloring", + "tag": "color_1step_n50_k3_p0.2_T3_ns3_s0", + "mode": "train", + "grad_mode": "1step", + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 0, + "sec": 121.4, + "ep": 150, + "solve_rate": 0.2833, + "mean_conflicts": 5.193 +}
\ No newline at end of file diff --git a/runs/color_1step_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_1step_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..17e736a --- /dev/null +++ b/runs/color_1step_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_1step_none_n50_k3_p0.2_T3_ns3_s0", + "mode": "train", + "grad_mode": "1step", + "pe": "none", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 8, + "sec": 127.1, + "ep": 60, + "solve_rate": 0.2, + "mean_conflicts": 18.333 +}
\ No newline at end of file diff --git a/runs/color_1step_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/color_1step_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..4c6ec55 --- /dev/null +++ b/runs/color_1step_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_1step_none_n50_k3_p0.2_T3_ns3_s1", + "mode": "train", + "grad_mode": "1step", + "pe": "none", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 1, + "in_dim": 8, + "sec": 123.3, + "ep": 80, + "solve_rate": 0.3333, + "mean_conflicts": 8.7 +}
\ No newline at end of file diff --git a/runs/color_1step_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/color_1step_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..5a049d9 --- /dev/null +++ b/runs/color_1step_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_1step_none_n50_k3_p0.2_T3_ns3_s2", + "mode": "train", + "grad_mode": "1step", + "pe": "none", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 2, + "in_dim": 8, + "sec": 131.6, + "ep": 100, + "solve_rate": 0.3567, + "mean_conflicts": 4.67 +}
\ No newline at end of file diff --git a/runs/color_1step_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/color_1step_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..cc9da6e --- /dev/null +++ b/runs/color_1step_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_1step_none_n50_k3_p0.2_T3_ns3_s3", + "mode": "train", + "grad_mode": "1step", + "pe": "none", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 3, + "in_dim": 8, + "sec": 124.3, + "ep": 120, + "solve_rate": 0.3367, + "mean_conflicts": 7.227 +}
\ No newline at end of file diff --git a/runs/color_1step_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/color_1step_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..51bab30 --- /dev/null +++ b/runs/color_1step_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_1step_none_n50_k3_p0.2_T3_ns3_s4", + "mode": "train", + "grad_mode": "1step", + "pe": "none", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 4, + "in_dim": 8, + "sec": 120.8, + "ep": 60, + "solve_rate": 0.2367, + "mean_conflicts": 22.393 +}
\ No newline at end of file diff --git a/runs/color_cin_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_cin_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..3580f31 --- /dev/null +++ b/runs/color_cin_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1 @@ +{"conv": "cin", "pe": "none", "grad_mode": "full", "contract": false, "seed": 0, "solve_rate": 0.4766666666666667}
\ No newline at end of file diff --git a/runs/color_cin_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/color_cin_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..cbd69ae --- /dev/null +++ b/runs/color_cin_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1 @@ +{"conv": "cin", "pe": "none", "grad_mode": "full", "contract": false, "seed": 1, "solve_rate": 0.5333333333333333}
\ No newline at end of file diff --git a/runs/color_cin_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/color_cin_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..887f539 --- /dev/null +++ b/runs/color_cin_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1 @@ +{"conv": "cin", "pe": "none", "grad_mode": "full", "contract": false, "seed": 2, "solve_rate": 0.5166666666666667}
\ No newline at end of file diff --git a/runs/color_cin_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/color_cin_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..2e3be07 --- /dev/null +++ b/runs/color_cin_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1 @@ +{"conv": "cin", "pe": "none", "grad_mode": "full", "contract": false, "seed": 3, "solve_rate": 0.5966666666666667}
\ No newline at end of file diff --git a/runs/color_cin_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/color_cin_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..cd8d485 --- /dev/null +++ b/runs/color_cin_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1 @@ +{"conv": "cin", "pe": "none", "grad_mode": "full", "contract": false, "seed": 4, "solve_rate": 0.51}
\ No newline at end of file diff --git a/runs/color_esan_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_esan_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..ebd9a08 --- /dev/null +++ b/runs/color_esan_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1 @@ +{"conv": "esan", "pe": "none", "grad_mode": "full", "contract": false, "seed": 0, "solve_rate": 0.49666666666666665}
\ No newline at end of file diff --git a/runs/color_esan_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/color_esan_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..481b197 --- /dev/null +++ b/runs/color_esan_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1 @@ +{"conv": "esan", "pe": "none", "grad_mode": "full", "contract": false, "seed": 1, "solve_rate": 0.48333333333333334}
\ No newline at end of file diff --git a/runs/color_esan_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/color_esan_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..9f89fcc --- /dev/null +++ b/runs/color_esan_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1 @@ +{"conv": "esan", "pe": "none", "grad_mode": "full", "contract": false, "seed": 2, "solve_rate": 0.7133333333333334}
\ No newline at end of file diff --git a/runs/color_esan_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/color_esan_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..cc17641 --- /dev/null +++ b/runs/color_esan_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1 @@ +{"conv": "esan", "pe": "none", "grad_mode": "full", "contract": false, "seed": 3, "solve_rate": 0.5633333333333334}
\ No newline at end of file diff --git a/runs/color_esan_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/color_esan_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..4f05b5c --- /dev/null +++ b/runs/color_esan_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1 @@ +{"conv": "esan", "pe": "none", "grad_mode": "full", "contract": false, "seed": 4, "solve_rate": 0.67}
\ No newline at end of file diff --git a/runs/color_full_gsn_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_full_gsn_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..3072e52 --- /dev/null +++ b/runs/color_full_gsn_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_full_gsn_n50_k3_p0.2_T3_ns3_s0", + "mode": "train", + "grad_mode": "full", + "pe": "gsn", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 10, + "sec": 153.5, + "ep": 80, + "solve_rate": 0.6433, + "mean_conflicts": 2.77 +}
\ No newline at end of file diff --git a/runs/color_full_gsn_n50_k3_p0.2_T3_ns3_s1.json b/runs/color_full_gsn_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..90e63c6 --- /dev/null +++ b/runs/color_full_gsn_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_full_gsn_n50_k3_p0.2_T3_ns3_s1", + "mode": "train", + "grad_mode": "full", + "pe": "gsn", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 1, + "in_dim": 10, + "sec": 150.6, + "ep": 80, + "solve_rate": 0.5333, + "mean_conflicts": 19.95 +}
\ No newline at end of file diff --git a/runs/color_full_gsn_n50_k3_p0.2_T3_ns3_s2.json b/runs/color_full_gsn_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..293548e --- /dev/null +++ b/runs/color_full_gsn_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_full_gsn_n50_k3_p0.2_T3_ns3_s2", + "mode": "train", + "grad_mode": "full", + "pe": "gsn", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 2, + "in_dim": 10, + "sec": 154.1, + "ep": 80, + "solve_rate": 0.65, + "mean_conflicts": 9.427 +}
\ No newline at end of file diff --git a/runs/color_full_gsn_n50_k3_p0.2_T3_ns3_s3.json b/runs/color_full_gsn_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..a7108c4 --- /dev/null +++ b/runs/color_full_gsn_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_full_gsn_n50_k3_p0.2_T3_ns3_s3", + "mode": "train", + "grad_mode": "full", + "pe": "gsn", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 3, + "in_dim": 10, + "sec": 150.0, + "ep": 80, + "solve_rate": 0.5767, + "mean_conflicts": 7.477 +}
\ No newline at end of file diff --git a/runs/color_full_gsn_n50_k3_p0.2_T3_ns3_s4.json b/runs/color_full_gsn_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..4978587 --- /dev/null +++ b/runs/color_full_gsn_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_full_gsn_n50_k3_p0.2_T3_ns3_s4", + "mode": "train", + "grad_mode": "full", + "pe": "gsn", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 4, + "in_dim": 10, + "sec": 153.1, + "ep": 100, + "solve_rate": 0.5767, + "mean_conflicts": 7.393 +}
\ No newline at end of file diff --git a/runs/color_full_n50_k3_p0.15_T3_ns3_s0.json b/runs/color_full_n50_k3_p0.15_T3_ns3_s0.json new file mode 100644 index 0000000..e31bd27 --- /dev/null +++ b/runs/color_full_n50_k3_p0.15_T3_ns3_s0.json @@ -0,0 +1,22 @@ +{ + "task": "graph3coloring", + "tag": "color_full_n50_k3_p0.15_T3_ns3_s0", + "mode": "train", + "grad_mode": "full", + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.15, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 120, + "lr": 0.001, + "bs": 32, + "seed": 0, + "sec": 116.5, + "ep": 60, + "solve_rate": 0.2033, + "mean_conflicts": 3.24 +}
\ No newline at end of file diff --git a/runs/color_full_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_full_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..3b96fd4 --- /dev/null +++ b/runs/color_full_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,22 @@ +{ + "task": "graph3coloring", + "tag": "color_full_n50_k3_p0.2_T3_ns3_s0", + "mode": "train", + "grad_mode": "full", + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 0, + "sec": 153.7, + "ep": 60, + "solve_rate": 0.5033, + "mean_conflicts": 19.497 +}
\ No newline at end of file diff --git a/runs/color_full_none_ctr_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_full_none_ctr_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..2636c64 --- /dev/null +++ b/runs/color_full_none_ctr_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,26 @@ +{ + "task": "graph3coloring", + "tag": "color_full_none_ctr_n50_k3_p0.2_T3_ns3_s0", + "mode": "train", + "grad_mode": "full", + "pe": "none", + "contract": true, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 8, + "sec": 207.1, + "ep": 20, + "solve_rate": 0.0, + "mean_conflicts": 163.477 +}
\ No newline at end of file diff --git a/runs/color_full_none_ctr_n50_k3_p0.2_T3_ns3_s1.json b/runs/color_full_none_ctr_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..a0f3b6c --- /dev/null +++ b/runs/color_full_none_ctr_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,26 @@ +{ + "task": "graph3coloring", + "tag": "color_full_none_ctr_n50_k3_p0.2_T3_ns3_s1", + "mode": "train", + "grad_mode": "full", + "pe": "none", + "contract": true, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 1, + "in_dim": 8, + "sec": 206.4, + "ep": 20, + "solve_rate": 0.0, + "mean_conflicts": 107.593 +}
\ No newline at end of file diff --git a/runs/color_full_none_ctr_n50_k3_p0.2_T3_ns3_s2.json b/runs/color_full_none_ctr_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..13e785a --- /dev/null +++ b/runs/color_full_none_ctr_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,26 @@ +{ + "task": "graph3coloring", + "tag": "color_full_none_ctr_n50_k3_p0.2_T3_ns3_s2", + "mode": "train", + "grad_mode": "full", + "pe": "none", + "contract": true, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 2, + "in_dim": 8, + "sec": 208.2, + "ep": 20, + "solve_rate": 0.0, + "mean_conflicts": 102.423 +}
\ No newline at end of file diff --git a/runs/color_full_none_ctr_n50_k3_p0.2_T3_ns3_s3.json b/runs/color_full_none_ctr_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..97a1eb7 --- /dev/null +++ b/runs/color_full_none_ctr_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,26 @@ +{ + "task": "graph3coloring", + "tag": "color_full_none_ctr_n50_k3_p0.2_T3_ns3_s3", + "mode": "train", + "grad_mode": "full", + "pe": "none", + "contract": true, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 3, + "in_dim": 8, + "sec": 206.2, + "ep": 20, + "solve_rate": 0.0, + "mean_conflicts": 125.593 +}
\ No newline at end of file diff --git a/runs/color_full_none_ctr_n50_k3_p0.2_T3_ns3_s4.json b/runs/color_full_none_ctr_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..2b92684 --- /dev/null +++ b/runs/color_full_none_ctr_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,26 @@ +{ + "task": "graph3coloring", + "tag": "color_full_none_ctr_n50_k3_p0.2_T3_ns3_s4", + "mode": "train", + "grad_mode": "full", + "pe": "none", + "contract": true, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 4, + "in_dim": 8, + "sec": 208.3, + "ep": 20, + "solve_rate": 0.0, + "mean_conflicts": 156.353 +}
\ No newline at end of file diff --git a/runs/color_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..d0f58a1 --- /dev/null +++ b/runs/color_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_full_none_n50_k3_p0.2_T3_ns3_s0", + "mode": "train", + "grad_mode": "full", + "pe": "none", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 8, + "sec": 155.3, + "ep": 80, + "solve_rate": 0.61, + "mean_conflicts": 4.323 +}
\ No newline at end of file diff --git a/runs/color_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/color_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..929be63 --- /dev/null +++ b/runs/color_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_full_none_n50_k3_p0.2_T3_ns3_s1", + "mode": "train", + "grad_mode": "full", + "pe": "none", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 1, + "in_dim": 8, + "sec": 151.0, + "ep": 80, + "solve_rate": 0.4533, + "mean_conflicts": 11.753 +}
\ No newline at end of file diff --git a/runs/color_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/color_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..5d04e02 --- /dev/null +++ b/runs/color_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_full_none_n50_k3_p0.2_T3_ns3_s2", + "mode": "train", + "grad_mode": "full", + "pe": "none", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 2, + "in_dim": 8, + "sec": 154.4, + "ep": 80, + "solve_rate": 0.4133, + "mean_conflicts": 16.23 +}
\ No newline at end of file diff --git a/runs/color_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/color_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..67f9b8b --- /dev/null +++ b/runs/color_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_full_none_n50_k3_p0.2_T3_ns3_s3", + "mode": "train", + "grad_mode": "full", + "pe": "none", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 3, + "in_dim": 8, + "sec": 151.6, + "ep": 60, + "solve_rate": 0.46, + "mean_conflicts": 15.68 +}
\ No newline at end of file diff --git a/runs/color_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/color_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..8fadc86 --- /dev/null +++ b/runs/color_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_full_none_n50_k3_p0.2_T3_ns3_s4", + "mode": "train", + "grad_mode": "full", + "pe": "none", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 4, + "in_dim": 8, + "sec": 149.8, + "ep": 60, + "solve_rate": 0.3467, + "mean_conflicts": 27.197 +}
\ No newline at end of file diff --git a/runs/color_full_rwse_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_full_rwse_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..55afe75 --- /dev/null +++ b/runs/color_full_rwse_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_full_rwse_n50_k3_p0.2_T3_ns3_s0", + "mode": "train", + "grad_mode": "full", + "pe": "rwse", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 24, + "sec": 153.3, + "ep": 100, + "solve_rate": 0.3833, + "mean_conflicts": 31.483 +}
\ No newline at end of file diff --git a/runs/color_full_rwse_n50_k3_p0.2_T3_ns3_s1.json b/runs/color_full_rwse_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..3c5b1b9 --- /dev/null +++ b/runs/color_full_rwse_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_full_rwse_n50_k3_p0.2_T3_ns3_s1", + "mode": "train", + "grad_mode": "full", + "pe": "rwse", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 1, + "in_dim": 24, + "sec": 152.1, + "ep": 140, + "solve_rate": 0.5367, + "mean_conflicts": 13.68 +}
\ No newline at end of file diff --git a/runs/color_full_rwse_n50_k3_p0.2_T3_ns3_s2.json b/runs/color_full_rwse_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..707c3e3 --- /dev/null +++ b/runs/color_full_rwse_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_full_rwse_n50_k3_p0.2_T3_ns3_s2", + "mode": "train", + "grad_mode": "full", + "pe": "rwse", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 2, + "in_dim": 24, + "sec": 151.8, + "ep": 80, + "solve_rate": 0.56, + "mean_conflicts": 3.4 +}
\ No newline at end of file diff --git a/runs/color_full_rwse_n50_k3_p0.2_T3_ns3_s3.json b/runs/color_full_rwse_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..1cf0e40 --- /dev/null +++ b/runs/color_full_rwse_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_full_rwse_n50_k3_p0.2_T3_ns3_s3", + "mode": "train", + "grad_mode": "full", + "pe": "rwse", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 3, + "in_dim": 24, + "sec": 152.1, + "ep": 100, + "solve_rate": 0.49, + "mean_conflicts": 12.46 +}
\ No newline at end of file diff --git a/runs/color_full_rwse_n50_k3_p0.2_T3_ns3_s4.json b/runs/color_full_rwse_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..9dd65cd --- /dev/null +++ b/runs/color_full_rwse_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,25 @@ +{ + "task": "graph3coloring", + "tag": "color_full_rwse_n50_k3_p0.2_T3_ns3_s4", + "mode": "train", + "grad_mode": "full", + "pe": "rwse", + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 4, + "in_dim": 24, + "sec": 154.2, + "ep": 100, + "solve_rate": 0.5467, + "mean_conflicts": 6.193 +}
\ No newline at end of file diff --git a/runs/color_full_sub_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_full_sub_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..3190cee --- /dev/null +++ b/runs/color_full_sub_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,26 @@ +{ + "task": "graph3coloring", + "tag": "color_full_sub_n50_k3_p0.2_T3_ns3_s0", + "mode": "train", + "grad_mode": "full", + "pe": "sub", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 11, + "sec": 155.3, + "ep": 100, + "solve_rate": 0.71, + "mean_conflicts": 1.94 +}
\ No newline at end of file diff --git a/runs/color_full_sub_n50_k3_p0.2_T3_ns3_s1.json b/runs/color_full_sub_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..7c1bdc7 --- /dev/null +++ b/runs/color_full_sub_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,26 @@ +{ + "task": "graph3coloring", + "tag": "color_full_sub_n50_k3_p0.2_T3_ns3_s1", + "mode": "train", + "grad_mode": "full", + "pe": "sub", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 1, + "in_dim": 11, + "sec": 148.6, + "ep": 80, + "solve_rate": 0.57, + "mean_conflicts": 7.483 +}
\ No newline at end of file diff --git a/runs/color_full_sub_n50_k3_p0.2_T3_ns3_s2.json b/runs/color_full_sub_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..d30c923 --- /dev/null +++ b/runs/color_full_sub_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,26 @@ +{ + "task": "graph3coloring", + "tag": "color_full_sub_n50_k3_p0.2_T3_ns3_s2", + "mode": "train", + "grad_mode": "full", + "pe": "sub", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 2, + "in_dim": 11, + "sec": 152.1, + "ep": 80, + "solve_rate": 0.67, + "mean_conflicts": 3.317 +}
\ No newline at end of file diff --git a/runs/color_full_sub_n50_k3_p0.2_T3_ns3_s3.json b/runs/color_full_sub_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..d6d8ebe --- /dev/null +++ b/runs/color_full_sub_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,26 @@ +{ + "task": "graph3coloring", + "tag": "color_full_sub_n50_k3_p0.2_T3_ns3_s3", + "mode": "train", + "grad_mode": "full", + "pe": "sub", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 3, + "in_dim": 11, + "sec": 152.2, + "ep": 40, + "solve_rate": 0.2533, + "mean_conflicts": 27.497 +}
\ No newline at end of file diff --git a/runs/color_full_sub_n50_k3_p0.2_T3_ns3_s4.json b/runs/color_full_sub_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..b072361 --- /dev/null +++ b/runs/color_full_sub_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,26 @@ +{ + "task": "graph3coloring", + "tag": "color_full_sub_n50_k3_p0.2_T3_ns3_s4", + "mode": "train", + "grad_mode": "full", + "pe": "sub", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 4, + "in_dim": 11, + "sec": 152.1, + "ep": 80, + "solve_rate": 0.6233, + "mean_conflicts": 4.323 +}
\ No newline at end of file diff --git a/runs/color_gat_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_gat_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..91f6bec --- /dev/null +++ b/runs/color_gat_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gat_full_none_n50_k3_p0.2_T3_ns3_s0", + "mode": "train", + "conv": "gat", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 8, + "sec": 305.2, + "ep": 80, + "solve_rate": 0.0133, + "mean_conflicts": 107.493 +}
\ No newline at end of file diff --git a/runs/color_gat_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/color_gat_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..e17df81 --- /dev/null +++ b/runs/color_gat_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gat_full_none_n50_k3_p0.2_T3_ns3_s1", + "mode": "train", + "conv": "gat", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 1, + "in_dim": 8, + "sec": 870.5, + "ep": 80, + "solve_rate": 0.0067, + "mean_conflicts": 81.21 +}
\ No newline at end of file diff --git a/runs/color_gat_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/color_gat_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..c3eed62 --- /dev/null +++ b/runs/color_gat_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gat_full_none_n50_k3_p0.2_T3_ns3_s2", + "mode": "train", + "conv": "gat", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 2, + "in_dim": 8, + "sec": 871.7, + "ep": 100, + "solve_rate": 0.0033, + "mean_conflicts": 152.937 +}
\ No newline at end of file diff --git a/runs/color_gat_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/color_gat_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..34f928f --- /dev/null +++ b/runs/color_gat_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gat_full_none_n50_k3_p0.2_T3_ns3_s3", + "mode": "train", + "conv": "gat", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 3, + "in_dim": 8, + "sec": 869.6, + "ep": 60, + "solve_rate": 0.1, + "mean_conflicts": 17.607 +}
\ No newline at end of file diff --git a/runs/color_gat_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/color_gat_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..295a8c4 --- /dev/null +++ b/runs/color_gat_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gat_full_none_n50_k3_p0.2_T3_ns3_s4", + "mode": "train", + "conv": "gat", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 4, + "in_dim": 8, + "sec": 871.2, + "ep": 140, + "solve_rate": 0.08, + "mean_conflicts": 76.133 +}
\ No newline at end of file diff --git a/runs/color_gcn_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_gcn_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..a8c5704 --- /dev/null +++ b/runs/color_gcn_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gcn_full_none_n50_k3_p0.2_T3_ns3_s0", + "mode": "train", + "conv": "gcn", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 8, + "sec": 199.2, + "ep": 20, + "solve_rate": 0.0, + "mean_conflicts": 162.087 +}
\ No newline at end of file diff --git a/runs/color_gcn_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/color_gcn_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..ea6888a --- /dev/null +++ b/runs/color_gcn_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gcn_full_none_n50_k3_p0.2_T3_ns3_s1", + "mode": "train", + "conv": "gcn", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 1, + "in_dim": 8, + "sec": 200.7, + "ep": 150, + "solve_rate": 0.0033, + "mean_conflicts": 47.46 +}
\ No newline at end of file diff --git a/runs/color_gcn_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/color_gcn_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..18e485d --- /dev/null +++ b/runs/color_gcn_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gcn_full_none_n50_k3_p0.2_T3_ns3_s2", + "mode": "train", + "conv": "gcn", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 2, + "in_dim": 8, + "sec": 676.3, + "ep": 100, + "solve_rate": 0.0033, + "mean_conflicts": 60.787 +}
\ No newline at end of file diff --git a/runs/color_gcn_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/color_gcn_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..9e7baec --- /dev/null +++ b/runs/color_gcn_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gcn_full_none_n50_k3_p0.2_T3_ns3_s3", + "mode": "train", + "conv": "gcn", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 3, + "in_dim": 8, + "sec": 675.0, + "ep": 100, + "solve_rate": 0.0033, + "mean_conflicts": 69.257 +}
\ No newline at end of file diff --git a/runs/color_gcn_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/color_gcn_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..f4e9c85 --- /dev/null +++ b/runs/color_gcn_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gcn_full_none_n50_k3_p0.2_T3_ns3_s4", + "mode": "train", + "conv": "gcn", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 4, + "in_dim": 8, + "sec": 676.5, + "ep": 100, + "solve_rate": 0.0033, + "mean_conflicts": 60.47 +}
\ No newline at end of file diff --git a/runs/color_gin_full_all_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_gin_full_all_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..ee36730 --- /dev/null +++ b/runs/color_gin_full_all_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gin_full_all_n50_k3_p0.2_T3_ns3_s0", + "mode": "train", + "conv": "gin", + "grad_mode": "full", + "pe": "all", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 29, + "sec": 151.3, + "ep": 80, + "solve_rate": 0.67, + "mean_conflicts": 4.01 +}
\ No newline at end of file diff --git a/runs/color_gin_full_all_n50_k3_p0.2_T3_ns3_s1.json b/runs/color_gin_full_all_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..f1d9a2d --- /dev/null +++ b/runs/color_gin_full_all_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gin_full_all_n50_k3_p0.2_T3_ns3_s1", + "mode": "train", + "conv": "gin", + "grad_mode": "full", + "pe": "all", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 1, + "in_dim": 29, + "sec": 216.1, + "ep": 120, + "solve_rate": 0.7067, + "mean_conflicts": 8.86 +}
\ No newline at end of file diff --git a/runs/color_gin_full_all_n50_k3_p0.2_T3_ns3_s2.json b/runs/color_gin_full_all_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..33411ee --- /dev/null +++ b/runs/color_gin_full_all_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gin_full_all_n50_k3_p0.2_T3_ns3_s2", + "mode": "train", + "conv": "gin", + "grad_mode": "full", + "pe": "all", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 2, + "in_dim": 29, + "sec": 233.5, + "ep": 60, + "solve_rate": 0.3333, + "mean_conflicts": 59.61 +}
\ No newline at end of file diff --git a/runs/color_gin_full_all_n50_k3_p0.2_T3_ns3_s3.json b/runs/color_gin_full_all_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..824b09f --- /dev/null +++ b/runs/color_gin_full_all_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gin_full_all_n50_k3_p0.2_T3_ns3_s3", + "mode": "train", + "conv": "gin", + "grad_mode": "full", + "pe": "all", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 3, + "in_dim": 29, + "sec": 229.5, + "ep": 60, + "solve_rate": 0.4567, + "mean_conflicts": 22.17 +}
\ No newline at end of file diff --git a/runs/color_gin_full_all_n50_k3_p0.2_T3_ns3_s4.json b/runs/color_gin_full_all_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..b39b5b7 --- /dev/null +++ b/runs/color_gin_full_all_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gin_full_all_n50_k3_p0.2_T3_ns3_s4", + "mode": "train", + "conv": "gin", + "grad_mode": "full", + "pe": "all", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 4, + "in_dim": 29, + "sec": 233.8, + "ep": 60, + "solve_rate": 0.5667, + "mean_conflicts": 22.46 +}
\ No newline at end of file diff --git a/runs/color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..66d25a8 --- /dev/null +++ b/runs/color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s0", + "mode": "train", + "conv": "gin", + "grad_mode": "full", + "pe": "lappe", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 16, + "sec": 150.2, + "ep": 80, + "solve_rate": 0.39, + "mean_conflicts": 20.85 +}
\ No newline at end of file diff --git a/runs/color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s1.json b/runs/color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..e9c392f --- /dev/null +++ b/runs/color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s1", + "mode": "train", + "conv": "gin", + "grad_mode": "full", + "pe": "lappe", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 1, + "in_dim": 16, + "sec": 224.3, + "ep": 100, + "solve_rate": 0.5933, + "mean_conflicts": 6.31 +}
\ No newline at end of file diff --git a/runs/color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s2.json b/runs/color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..36be7ed --- /dev/null +++ b/runs/color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s2", + "mode": "train", + "conv": "gin", + "grad_mode": "full", + "pe": "lappe", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 2, + "in_dim": 16, + "sec": 225.1, + "ep": 100, + "solve_rate": 0.3733, + "mean_conflicts": 25.483 +}
\ No newline at end of file diff --git a/runs/color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s3.json b/runs/color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..6c98e9a --- /dev/null +++ b/runs/color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s3", + "mode": "train", + "conv": "gin", + "grad_mode": "full", + "pe": "lappe", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 3, + "in_dim": 16, + "sec": 234.0, + "ep": 80, + "solve_rate": 0.5233, + "mean_conflicts": 6.353 +}
\ No newline at end of file diff --git a/runs/color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s4.json b/runs/color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..1e3c323 --- /dev/null +++ b/runs/color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s4", + "mode": "train", + "conv": "gin", + "grad_mode": "full", + "pe": "lappe", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 4, + "in_dim": 16, + "sec": 229.4, + "ep": 80, + "solve_rate": 0.3333, + "mean_conflicts": 28.493 +}
\ No newline at end of file diff --git a/runs/color_gps_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_gps_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..8fc703b --- /dev/null +++ b/runs/color_gps_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gps_full_none_n50_k3_p0.2_T3_ns3_s0", + "mode": "train", + "conv": "gps", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 8, + "sec": 591.9, + "ep": 150, + "solve_rate": 0.9133, + "mean_conflicts": 0.287 +}
\ No newline at end of file diff --git a/runs/color_gps_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/color_gps_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..5c5cc97 --- /dev/null +++ b/runs/color_gps_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gps_full_none_n50_k3_p0.2_T3_ns3_s1", + "mode": "train", + "conv": "gps", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 1, + "in_dim": 8, + "sec": 2583.0, + "ep": 150, + "solve_rate": 0.9267, + "mean_conflicts": 0.3 +}
\ No newline at end of file diff --git a/runs/color_gps_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/color_gps_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..5328a20 --- /dev/null +++ b/runs/color_gps_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gps_full_none_n50_k3_p0.2_T3_ns3_s2", + "mode": "train", + "conv": "gps", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 2, + "in_dim": 8, + "sec": 3039.3, + "ep": 150, + "solve_rate": 0.9367, + "mean_conflicts": 0.22 +}
\ No newline at end of file diff --git a/runs/color_gps_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/color_gps_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..7adf4c6 --- /dev/null +++ b/runs/color_gps_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gps_full_none_n50_k3_p0.2_T3_ns3_s3", + "mode": "train", + "conv": "gps", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 3, + "in_dim": 8, + "sec": 3097.1, + "ep": 150, + "solve_rate": 0.9433, + "mean_conflicts": 0.227 +}
\ No newline at end of file diff --git a/runs/color_gps_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/color_gps_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..4128e17 --- /dev/null +++ b/runs/color_gps_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_gps_full_none_n50_k3_p0.2_T3_ns3_s4", + "mode": "train", + "conv": "gps", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 4, + "in_dim": 8, + "sec": 3113.0, + "ep": 150, + "solve_rate": 0.9367, + "mean_conflicts": 0.223 +}
\ No newline at end of file diff --git a/runs/color_pna_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_pna_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..5a69424 --- /dev/null +++ b/runs/color_pna_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_pna_full_none_n50_k3_p0.2_T3_ns3_s0", + "mode": "train", + "conv": "pna", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 8, + "sec": 718.5, + "ep": 140, + "solve_rate": 0.92, + "mean_conflicts": 0.323 +}
\ No newline at end of file diff --git a/runs/color_pna_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/color_pna_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..8b82fd5 --- /dev/null +++ b/runs/color_pna_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_pna_full_none_n50_k3_p0.2_T3_ns3_s1", + "mode": "train", + "conv": "pna", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 1, + "in_dim": 8, + "sec": 718.2, + "ep": 150, + "solve_rate": 0.9433, + "mean_conflicts": 0.15 +}
\ No newline at end of file diff --git a/runs/color_pna_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/color_pna_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..0abace8 --- /dev/null +++ b/runs/color_pna_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_pna_full_none_n50_k3_p0.2_T3_ns3_s2", + "mode": "train", + "conv": "pna", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 2, + "in_dim": 8, + "sec": 714.9, + "ep": 150, + "solve_rate": 0.9167, + "mean_conflicts": 0.197 +}
\ No newline at end of file diff --git a/runs/color_pna_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/color_pna_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..c8c6c59 --- /dev/null +++ b/runs/color_pna_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_pna_full_none_n50_k3_p0.2_T3_ns3_s3", + "mode": "train", + "conv": "pna", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 3, + "in_dim": 8, + "sec": 614.3, + "ep": 140, + "solve_rate": 0.9433, + "mean_conflicts": 0.2 +}
\ No newline at end of file diff --git a/runs/color_pna_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/color_pna_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..e02ff41 --- /dev/null +++ b/runs/color_pna_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_pna_full_none_n50_k3_p0.2_T3_ns3_s4", + "mode": "train", + "conv": "pna", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 4, + "in_dim": 8, + "sec": 702.2, + "ep": 150, + "solve_rate": 0.9233, + "mean_conflicts": 0.293 +}
\ No newline at end of file diff --git a/runs/color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..160bc33 --- /dev/null +++ b/runs/color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,8 @@ +{ + "conv": "ppgn", + "pe": "none", + "grad_mode": "full", + "contract": false, + "seed": 0, + "solve_rate": 0.9233333333333333 +}
\ No newline at end of file diff --git a/runs/color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..3e27997 --- /dev/null +++ b/runs/color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,8 @@ +{ + "conv": "ppgn", + "pe": "none", + "grad_mode": "full", + "contract": false, + "seed": 1, + "solve_rate": 0.93 +}
\ No newline at end of file diff --git a/runs/color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..0af6f22 --- /dev/null +++ b/runs/color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,8 @@ +{ + "conv": "ppgn", + "pe": "none", + "grad_mode": "full", + "contract": false, + "seed": 2, + "solve_rate": 0.9333333333333333 +}
\ No newline at end of file diff --git a/runs/color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..69cda09 --- /dev/null +++ b/runs/color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,8 @@ +{ + "conv": "ppgn", + "pe": "none", + "grad_mode": "full", + "contract": false, + "seed": 3, + "solve_rate": 0.9466666666666667 +}
\ No newline at end of file diff --git a/runs/color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..748da35 --- /dev/null +++ b/runs/color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,8 @@ +{ + "conv": "ppgn", + "pe": "none", + "grad_mode": "full", + "contract": false, + "seed": 4, + "solve_rate": 0.9233333333333333 +}
\ No newline at end of file diff --git a/runs/color_rrog_attn_gin_full_none_n50_k3_p0.2_T1_ns3_s0.json b/runs/color_rrog_attn_gin_full_none_n50_k3_p0.2_T1_ns3_s0.json new file mode 100644 index 0000000..eb12b67 --- /dev/null +++ b/runs/color_rrog_attn_gin_full_none_n50_k3_p0.2_T1_ns3_s0.json @@ -0,0 +1,32 @@ +{ + "task": "graph3coloring", + "tag": "color_rrog_attn_gin_full_none_n50_k3_p0.2_T1_ns3_s0", + "mode": "train", + "conv": "gin", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 1, + "n_sup": 3, + "epochs": 80, + "agg_layers": 1, + "compute_layers": 2, + "compute": "attn", + "attn_heads": 4, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 8, + "arch": "rrog_once_agg_hidden_compute", + "sec": 96.3, + "ep": 20, + "solve_rate": 0.0, + "mean_conflicts": 50.673 +}
\ No newline at end of file diff --git a/runs/color_rrog_gin_1step_none_n12_k3_p0.2_T2_ns2_s7.json b/runs/color_rrog_gin_1step_none_n12_k3_p0.2_T2_ns2_s7.json new file mode 100644 index 0000000..4c3017b --- /dev/null +++ b/runs/color_rrog_gin_1step_none_n12_k3_p0.2_T2_ns2_s7.json @@ -0,0 +1,30 @@ +{ + "task": "graph3coloring", + "tag": "color_rrog_gin_1step_none_n12_k3_p0.2_T2_ns2_s7", + "mode": "train", + "conv": "gin", + "grad_mode": "1step", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 12, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 16, + "T": 2, + "n_sup": 2, + "epochs": 1, + "agg_layers": 1, + "compute_layers": 2, + "lr": 0.001, + "bs": 1024, + "seed": 7, + "in_dim": 8, + "arch": "rrog_once_agg_node_compute", + "sec": 1.4, + "ep": 1, + "solve_rate": 0.0, + "mean_conflicts": 8.867 +}
\ No newline at end of file diff --git a/runs/color_rrog_gin_full_none_n12_k3_p0.2_T2_ns2_s7.json b/runs/color_rrog_gin_full_none_n12_k3_p0.2_T2_ns2_s7.json new file mode 100644 index 0000000..4074d2a --- /dev/null +++ b/runs/color_rrog_gin_full_none_n12_k3_p0.2_T2_ns2_s7.json @@ -0,0 +1,30 @@ +{ + "task": "graph3coloring", + "tag": "color_rrog_gin_full_none_n12_k3_p0.2_T2_ns2_s7", + "mode": "train", + "conv": "gin", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 12, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 16, + "T": 2, + "n_sup": 2, + "epochs": 1, + "agg_layers": 1, + "compute_layers": 2, + "lr": 0.001, + "bs": 1024, + "seed": 7, + "in_dim": 8, + "arch": "rrog_once_agg_node_compute", + "sec": 1.4, + "ep": 1, + "solve_rate": 0.0, + "mean_conflicts": 8.867 +}
\ No newline at end of file diff --git a/runs/color_rrog_gin_full_none_n50_k3_p0.2_T1_ns3_s0.json b/runs/color_rrog_gin_full_none_n50_k3_p0.2_T1_ns3_s0.json new file mode 100644 index 0000000..78fdd5c --- /dev/null +++ b/runs/color_rrog_gin_full_none_n50_k3_p0.2_T1_ns3_s0.json @@ -0,0 +1,30 @@ +{ + "task": "graph3coloring", + "tag": "color_rrog_gin_full_none_n50_k3_p0.2_T1_ns3_s0", + "mode": "train", + "conv": "gin", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 1, + "n_sup": 3, + "epochs": 150, + "agg_layers": 1, + "compute_layers": 2, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 8, + "arch": "rrog_once_agg_node_compute", + "sec": 127.8, + "ep": 20, + "solve_rate": 0.0, + "mean_conflicts": 61.333 +}
\ No newline at end of file diff --git a/runs/color_rrog_gin_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_rrog_gin_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..8cdba1c --- /dev/null +++ b/runs/color_rrog_gin_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,30 @@ +{ + "task": "graph3coloring", + "tag": "color_rrog_gin_full_none_n50_k3_p0.2_T3_ns3_s0", + "mode": "train", + "conv": "gin", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "agg_layers": 1, + "compute_layers": 2, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 8, + "arch": "rrog_once_agg_node_compute", + "sec": 141.4, + "ep": 20, + "solve_rate": 0.0, + "mean_conflicts": 66.637 +}
\ No newline at end of file diff --git a/runs/color_rrog_node_gcn_full_none_n50_k3_p0.2_T0_ns3_s0.json b/runs/color_rrog_node_gcn_full_none_n50_k3_p0.2_T0_ns3_s0.json new file mode 100644 index 0000000..3a1a8bf --- /dev/null +++ b/runs/color_rrog_node_gcn_full_none_n50_k3_p0.2_T0_ns3_s0.json @@ -0,0 +1,32 @@ +{ + "task": "graph3coloring", + "tag": "color_rrog_node_gcn_full_none_n50_k3_p0.2_T0_ns3_s0", + "mode": "train", + "conv": "gcn", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 0, + "n_sup": 3, + "epochs": 150, + "agg_layers": 4, + "compute_layers": 2, + "compute": "node", + "attn_heads": 4, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 8, + "arch": "rrog_once_agg_hidden_compute", + "sec": 72.9, + "ep": 120, + "solve_rate": 0.0067, + "mean_conflicts": 20.977 +}
\ No newline at end of file diff --git a/runs/color_rrog_node_gin_full_none_n50_k3_p0.2_T0_ns3_s0.json b/runs/color_rrog_node_gin_full_none_n50_k3_p0.2_T0_ns3_s0.json new file mode 100644 index 0000000..0df9c45 --- /dev/null +++ b/runs/color_rrog_node_gin_full_none_n50_k3_p0.2_T0_ns3_s0.json @@ -0,0 +1,32 @@ +{ + "task": "graph3coloring", + "tag": "color_rrog_node_gin_full_none_n50_k3_p0.2_T0_ns3_s0", + "mode": "train", + "conv": "gin", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 0, + "n_sup": 3, + "epochs": 150, + "agg_layers": 4, + "compute_layers": 2, + "compute": "node", + "attn_heads": 4, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 8, + "arch": "rrog_once_agg_hidden_compute", + "sec": 69.4, + "ep": 20, + "solve_rate": 0.0, + "mean_conflicts": 81.17 +}
\ No newline at end of file diff --git a/runs/color_rrog_node_gin_full_none_n50_k3_p0.2_T1_ns3_s0.json b/runs/color_rrog_node_gin_full_none_n50_k3_p0.2_T1_ns3_s0.json new file mode 100644 index 0000000..bdd9c8a --- /dev/null +++ b/runs/color_rrog_node_gin_full_none_n50_k3_p0.2_T1_ns3_s0.json @@ -0,0 +1,32 @@ +{ + "task": "graph3coloring", + "tag": "color_rrog_node_gin_full_none_n50_k3_p0.2_T1_ns3_s0", + "mode": "train", + "conv": "gin", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 1, + "n_sup": 3, + "epochs": 80, + "agg_layers": 4, + "compute_layers": 2, + "compute": "node", + "attn_heads": 4, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 8, + "arch": "rrog_once_agg_hidden_compute", + "sec": 54.3, + "ep": 20, + "solve_rate": 0.0, + "mean_conflicts": 58.17 +}
\ No newline at end of file diff --git a/runs/color_sage_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/color_sage_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..3a7c8e5 --- /dev/null +++ b/runs/color_sage_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_sage_full_none_n50_k3_p0.2_T3_ns3_s0", + "mode": "train", + "conv": "sage", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 0, + "in_dim": 8, + "sec": 163.3, + "ep": 60, + "solve_rate": 0.73, + "mean_conflicts": 1.087 +}
\ No newline at end of file diff --git a/runs/color_sage_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/color_sage_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..5756b5f --- /dev/null +++ b/runs/color_sage_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_sage_full_none_n50_k3_p0.2_T3_ns3_s1", + "mode": "train", + "conv": "sage", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 1, + "in_dim": 8, + "sec": 159.8, + "ep": 120, + "solve_rate": 0.7867, + "mean_conflicts": 0.777 +}
\ No newline at end of file diff --git a/runs/color_sage_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/color_sage_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..ac70950 --- /dev/null +++ b/runs/color_sage_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_sage_full_none_n50_k3_p0.2_T3_ns3_s2", + "mode": "train", + "conv": "sage", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 2, + "in_dim": 8, + "sec": 224.4, + "ep": 60, + "solve_rate": 0.83, + "mean_conflicts": 0.677 +}
\ No newline at end of file diff --git a/runs/color_sage_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/color_sage_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..36cb84b --- /dev/null +++ b/runs/color_sage_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_sage_full_none_n50_k3_p0.2_T3_ns3_s3", + "mode": "train", + "conv": "sage", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 3, + "in_dim": 8, + "sec": 223.5, + "ep": 80, + "solve_rate": 0.8033, + "mean_conflicts": 0.713 +}
\ No newline at end of file diff --git a/runs/color_sage_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/color_sage_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..6c7d058 --- /dev/null +++ b/runs/color_sage_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,27 @@ +{ + "task": "graph3coloring", + "tag": "color_sage_full_none_n50_k3_p0.2_T3_ns3_s4", + "mode": "train", + "conv": "sage", + "grad_mode": "full", + "pe": "none", + "contract": false, + "rwse_k": 16, + "ckpt": null, + "n": 50, + "k": 3, + "p": 0.2, + "r": 8, + "hidden": 128, + "T": 3, + "n_sup": 3, + "epochs": 150, + "lr": 0.001, + "bs": 32, + "seed": 4, + "in_dim": 8, + "sec": 215.8, + "ep": 100, + "solve_rate": 0.8167, + "mean_conflicts": 0.697 +}
\ No newline at end of file diff --git a/runs/color_sweep.log b/runs/color_sweep.log new file mode 100644 index 0000000..f93d0ac --- /dev/null +++ b/runs/color_sweep.log @@ -0,0 +1,27 @@ +host=timan1.cs.illinois.edu gpu=0 start=2026-06-16T10:47:27-05:00 +===== train full ===== +ep20 solve_rate=0.000 mean_conflicts=159.45 +ep40 solve_rate=0.137 mean_conflicts=51.42 +ep60 solve_rate=0.503 mean_conflicts=19.50 +ep80 solve_rate=0.357 mean_conflicts=56.76 +ep100 solve_rate=0.060 mean_conflicts=115.03 +ep120 solve_rate=0.007 mean_conflicts=113.40 +ep140 solve_rate=0.003 mean_conflicts=102.39 +ep150 solve_rate=0.003 mean_conflicts=101.91 +[color_full_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.5033 mean_conflicts=19.497 @ep60 (153.7s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_n50_k3_p0.2_T3_ns3_s0.pt +===== train 1step ===== +ep20 solve_rate=0.000 mean_conflicts=43.71 +ep40 solve_rate=0.120 mean_conflicts=14.24 +ep60 solve_rate=0.250 mean_conflicts=12.98 +ep80 solve_rate=0.273 mean_conflicts=5.86 +ep100 solve_rate=0.237 mean_conflicts=6.15 +ep120 solve_rate=0.257 mean_conflicts=6.03 +ep140 solve_rate=0.223 mean_conflicts=5.50 +ep150 solve_rate=0.283 mean_conflicts=5.19 +[color_1step_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.2833 mean_conflicts=5.193 @ep150 (121.4s) + wrote /home/yurenh2/rrog/runs/ckpt_color_1step_n50_k3_p0.2_T3_ns3_s0.pt +===== LE diagnostic (lambda1: solved vs unsolved) ===== +[full] LE n=300 fail_rate=0.50 | lambda1 SOLVED mean -0.4828 (n=151) | UNSOLVED mean -0.1333 (n=149) | sep=+0.3495 | AUROC(fail|lambda1)=0.871 | mean_lambda1=-0.3092 +[1step] LE n=300 fail_rate=0.72 | lambda1 SOLVED mean +0.0215 (n=85) | UNSOLVED mean +0.2097 (n=215) | sep=+0.1882 | AUROC(fail|lambda1)=0.814 | mean_lambda1=+0.1564 +done=2026-06-16T10:52:55-05:00 diff --git a/runs/cyc_gcn_none_L5_s0.json b/runs/cyc_gcn_none_L5_s0.json new file mode 100644 index 0000000..8e3a5c2 --- /dev/null +++ b/runs/cyc_gcn_none_L5_s0.json @@ -0,0 +1,32 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "gcn_none_L5_s0", + "conv": "gcn", + "feat": "none", + "layers": 5, + "hidden": 128, + "rni_dim": 16, + "epochs": 200, + "lr": 0.001, + "bs": 128, + "seed": 0, + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "sec": 127.8, + "dev": "cuda", + "ep": 200, + "train_mae": [ + 0.05943963676691055, + 0.08676010370254517 + ], + "val_mae": [ + 0.15079250931739807, + 0.20910263061523438 + ], + "test_mae": [ + 0.1485612541437149, + 0.21971328556537628 + ] +}
\ No newline at end of file diff --git a/runs/cyc_gin_none_L5_s0.json b/runs/cyc_gin_none_L5_s0.json new file mode 100644 index 0000000..7b53fb3 --- /dev/null +++ b/runs/cyc_gin_none_L5_s0.json @@ -0,0 +1,32 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "gin_none_L5_s0", + "conv": "gin", + "feat": "none", + "layers": 5, + "hidden": 128, + "rni_dim": 16, + "epochs": 200, + "lr": 0.001, + "bs": 128, + "seed": 0, + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "sec": 125.5, + "dev": "cuda", + "ep": 200, + "train_mae": [ + 0.00937615055590868, + 0.02337666228413582 + ], + "val_mae": [ + 0.05451786890625954, + 0.09657028317451477 + ], + "test_mae": [ + 0.052763670682907104, + 0.08840502053499222 + ] +}
\ No newline at end of file diff --git a/runs/cyc_gin_rni_L5_s0.json b/runs/cyc_gin_rni_L5_s0.json new file mode 100644 index 0000000..3fb13b3 --- /dev/null +++ b/runs/cyc_gin_rni_L5_s0.json @@ -0,0 +1,32 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "gin_rni_L5_s0", + "conv": "gin", + "feat": "rni", + "layers": 5, + "hidden": 128, + "rni_dim": 16, + "epochs": 200, + "lr": 0.001, + "bs": 128, + "seed": 0, + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "sec": 134.3, + "dev": "cuda", + "ep": 200, + "train_mae": [ + 0.012719802558422089, + 0.02454240433871746 + ], + "val_mae": [ + 0.06555940210819244, + 0.10593626648187637 + ], + "test_mae": [ + 0.052439868450164795, + 0.0945335254073143 + ] +}
\ No newline at end of file diff --git a/runs/cyc_gin_rwse_L5_s0.json b/runs/cyc_gin_rwse_L5_s0.json new file mode 100644 index 0000000..59f13e7 --- /dev/null +++ b/runs/cyc_gin_rwse_L5_s0.json @@ -0,0 +1,32 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "gin_rwse_L5_s0", + "conv": "gin", + "feat": "rwse", + "layers": 5, + "hidden": 128, + "rni_dim": 16, + "epochs": 200, + "lr": 0.001, + "bs": 128, + "seed": 0, + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "sec": 125.3, + "dev": "cuda", + "ep": 200, + "train_mae": [ + 0.005093096289783716, + 0.011449216865003109 + ], + "val_mae": [ + 0.009772364050149918, + 0.020356670022010803 + ], + "test_mae": [ + 0.008741355501115322, + 0.016079651191830635 + ] +}
\ No newline at end of file diff --git a/runs/cycle_sweep.log b/runs/cycle_sweep.log new file mode 100644 index 0000000..04a3494 --- /dev/null +++ b/runs/cycle_sweep.log @@ -0,0 +1,54 @@ +host=timan1.cs.illinois.edu gpu=0 start=2026-06-16T08:59:16-05:00 +===== --conv gin --feat none ===== +ep20 val_mae(c5,c6)=[0.402, 0.44] +ep40 val_mae(c5,c6)=[0.225, 0.404] +ep60 val_mae(c5,c6)=[0.128, 0.188] +ep80 val_mae(c5,c6)=[0.09, 0.169] +ep100 val_mae(c5,c6)=[0.078, 0.124] +ep120 val_mae(c5,c6)=[0.062, 0.106] +ep140 val_mae(c5,c6)=[0.081, 0.136] +ep160 val_mae(c5,c6)=[0.056, 0.104] +ep180 val_mae(c5,c6)=[0.056, 0.097] +ep200 val_mae(c5,c6)=[0.055, 0.097] +[gin_none_L5_s0] train_mae(c5,c6)=[0.009, 0.023] test_mae=[0.053, 0.088] (raw rings; std=[0.78, 0.95]) @ep200 (125.5s) + wrote /home/yurenh2/rrog/runs/cyc_gin_none_L5_s0.json +===== --conv gcn --feat none ===== +ep20 val_mae(c5,c6)=[0.451, 0.691] +ep40 val_mae(c5,c6)=[0.352, 1.192] +ep60 val_mae(c5,c6)=[0.284, 0.438] +ep80 val_mae(c5,c6)=[0.234, 0.287] +ep100 val_mae(c5,c6)=[0.221, 0.333] +ep120 val_mae(c5,c6)=[0.201, 0.369] +ep140 val_mae(c5,c6)=[0.195, 0.264] +ep160 val_mae(c5,c6)=[0.153, 0.212] +ep180 val_mae(c5,c6)=[0.152, 0.212] +ep200 val_mae(c5,c6)=[0.151, 0.209] +[gcn_none_L5_s0] train_mae(c5,c6)=[0.059, 0.087] test_mae=[0.149, 0.22] (raw rings; std=[0.78, 0.95]) @ep200 (127.8s) + wrote /home/yurenh2/rrog/runs/cyc_gcn_none_L5_s0.json +===== --conv gin --feat rni ===== +ep20 val_mae(c5,c6)=[0.212, 0.288] +ep40 val_mae(c5,c6)=[0.161, 0.273] +ep60 val_mae(c5,c6)=[0.116, 0.226] +ep80 val_mae(c5,c6)=[0.14, 0.185] +ep100 val_mae(c5,c6)=[0.095, 0.139] +ep120 val_mae(c5,c6)=[0.08, 0.12] +ep140 val_mae(c5,c6)=[0.073, 0.117] +ep160 val_mae(c5,c6)=[0.069, 0.111] +ep180 val_mae(c5,c6)=[0.067, 0.107] +ep200 val_mae(c5,c6)=[0.066, 0.106] +[gin_rni_L5_s0] train_mae(c5,c6)=[0.013, 0.025] test_mae=[0.052, 0.095] (raw rings; std=[0.78, 0.95]) @ep200 (134.3s) + wrote /home/yurenh2/rrog/runs/cyc_gin_rni_L5_s0.json +===== --conv gin --feat rwse ===== +ep20 val_mae(c5,c6)=[0.09, 0.974] +ep40 val_mae(c5,c6)=[0.074, 0.268] +ep60 val_mae(c5,c6)=[0.069, 0.734] +ep80 val_mae(c5,c6)=[0.041, 0.347] +ep100 val_mae(c5,c6)=[0.054, 0.22] +ep120 val_mae(c5,c6)=[0.028, 0.092] +ep140 val_mae(c5,c6)=[0.017, 0.048] +ep160 val_mae(c5,c6)=[0.017, 0.053] +ep180 val_mae(c5,c6)=[0.01, 0.021] +ep200 val_mae(c5,c6)=[0.01, 0.02] +[gin_rwse_L5_s0] train_mae(c5,c6)=[0.005, 0.011] test_mae=[0.009, 0.016] (raw rings; std=[0.78, 0.95]) @ep200 (125.3s) + wrote /home/yurenh2/rrog/runs/cyc_gin_rwse_L5_s0.json +done=2026-06-16T09:08:37-05:00 diff --git a/runs/diag_csl_gcn_L4_s0.json b/runs/diag_csl_gcn_L4_s0.json new file mode 100644 index 0000000..a244c96 --- /dev/null +++ b/runs/diag_csl_gcn_L4_s0.json @@ -0,0 +1,24 @@ +{ + "task": "csl", + "model": "gcn", + "layers": 4, + "seed": 0, + "kind": null, + "n": 150, + "n_train": 100, + "n_test": 50, + "conv_round": 1, + "sec": 5.3, + "dev": "cuda", + "train_acc": 0.1, + "test_acc": 0.1, + "wl_ceiling_acc_converged": 0.1, + "wl_ceiling_acc_Ldepth": 0.1, + "test_bucket_counts": { + "H2": 50 + }, + "failure_bucket_counts": { + "H2": 45 + }, + "n_failures": 45 +}
\ No newline at end of file diff --git a/runs/diag_csl_gin_L4_s0.json b/runs/diag_csl_gin_L4_s0.json new file mode 100644 index 0000000..d3a2432 --- /dev/null +++ b/runs/diag_csl_gin_L4_s0.json @@ -0,0 +1,24 @@ +{ + "task": "csl", + "model": "gin", + "layers": 4, + "seed": 0, + "kind": null, + "n": 150, + "n_train": 100, + "n_test": 50, + "conv_round": 1, + "sec": 4.9, + "dev": "cuda", + "train_acc": 0.1, + "test_acc": 0.1, + "wl_ceiling_acc_converged": 0.1, + "wl_ceiling_acc_Ldepth": 0.1, + "test_bucket_counts": { + "H2": 50 + }, + "failure_bucket_counts": { + "H2": 45 + }, + "n_failures": 45 +}
\ No newline at end of file diff --git a/runs/diag_sweep_20260616_074509.log b/runs/diag_sweep_20260616_074509.log new file mode 100644 index 0000000..c90d558 --- /dev/null +++ b/runs/diag_sweep_20260616_074509.log @@ -0,0 +1,20 @@ +host=timan1.cs.illinois.edu gpu=0 start=2026-06-16T07:45:09-05:00 +===== --task csl --model gin ===== +[csl/gin] train_acc=0.100 test_acc=0.100 | 1-WL ceiling(conv)=0.100 L-depth=0.100 | failures=45 -> {'H2': 45} + wrote /home/yurenh2/rrog/runs/diag_csl_gin_L4_s0.json +===== --task tri --model gin --kind er ===== +[tri/gin/er] train_mse=3.474 test_mse=4.077 | 1-WL oracle floor(H2)=0.000 | unseen=1.00 singleton=1.00 | learn_gap=4.077 var_y=13.583 + wrote /home/yurenh2/rrog/runs/diag_tri_er_gin_L4_s0.json +===== --task tri --model gin --kind regular ===== +[tri/gin/regular] train_mse=1.582 test_mse=1.486 | 1-WL oracle floor(H2)=1.483 | unseen=0.00 singleton=0.00 | learn_gap=0.002 var_y=1.482 + wrote /home/yurenh2/rrog/runs/diag_tri_regular_gin_L4_s0.json +===== --task csl --model gcn ===== +[csl/gcn] train_acc=0.100 test_acc=0.100 | 1-WL ceiling(conv)=0.100 L-depth=0.100 | failures=45 -> {'H2': 45} + wrote /home/yurenh2/rrog/runs/diag_csl_gcn_L4_s0.json +===== --task tri --model gcn --kind er ===== +[tri/gcn/er] train_mse=15.246 test_mse=13.652 | 1-WL oracle floor(H2)=0.000 | unseen=1.00 singleton=1.00 | learn_gap=13.652 var_y=13.583 + wrote /home/yurenh2/rrog/runs/diag_tri_er_gcn_L4_s0.json +===== --task tri --model gcn --kind regular ===== +[tri/gcn/regular] train_mse=1.582 test_mse=1.485 | 1-WL oracle floor(H2)=1.483 | unseen=0.00 singleton=0.00 | learn_gap=0.001 var_y=1.482 + wrote /home/yurenh2/rrog/runs/diag_tri_regular_gcn_L4_s0.json +done=2026-06-16T07:47:46-05:00 diff --git a/runs/diag_tri_er_gcn_L4_s0.json b/runs/diag_tri_er_gcn_L4_s0.json new file mode 100644 index 0000000..b7ff68e --- /dev/null +++ b/runs/diag_tri_er_gcn_L4_s0.json @@ -0,0 +1,22 @@ +{ + "task": "tri", + "model": "gcn", + "layers": 4, + "seed": 0, + "kind": "er", + "n": 800, + "n_train": 560, + "n_test": 240, + "conv_round": 7, + "sec": 23.9, + "dev": "cuda", + "train_mse": 15.2464, + "test_mse_gin": 13.652, + "mse_floor_oracle_H2": 0.0, + "mse_floor_converged_train": 13.6509, + "mse_floor_Ldepth_train": 13.6509, + "var_target_test": 13.5833, + "frac_test_unseen_color": 1.0, + "frac_test_singleton_color": 1.0, + "learn_gap_test": 13.652 +}
\ No newline at end of file diff --git a/runs/diag_tri_er_gin_L4_s0.json b/runs/diag_tri_er_gin_L4_s0.json new file mode 100644 index 0000000..9c246bf --- /dev/null +++ b/runs/diag_tri_er_gin_L4_s0.json @@ -0,0 +1,22 @@ +{ + "task": "tri", + "model": "gin", + "layers": 4, + "seed": 0, + "kind": "er", + "n": 800, + "n_train": 560, + "n_test": 240, + "conv_round": 7, + "sec": 26.0, + "dev": "cuda", + "train_mse": 3.4742, + "test_mse_gin": 4.0773, + "mse_floor_oracle_H2": 0.0, + "mse_floor_converged_train": 13.6509, + "mse_floor_Ldepth_train": 13.6509, + "var_target_test": 13.5833, + "frac_test_unseen_color": 1.0, + "frac_test_singleton_color": 1.0, + "learn_gap_test": 4.0773 +}
\ No newline at end of file diff --git a/runs/diag_tri_gin_L4_s0.json b/runs/diag_tri_gin_L4_s0.json new file mode 100644 index 0000000..432c669 --- /dev/null +++ b/runs/diag_tri_gin_L4_s0.json @@ -0,0 +1,20 @@ +{ + "task": "tri", + "model": "gin", + "layers": 4, + "seed": 0, + "n": 800, + "n_train": 560, + "n_test": 240, + "conv_round": 1, + "sec": 4.9, + "dev": "cuda", + "test_mse_gin": 13820393400.4686, + "mse_floor_oracle_H2": 1.4835, + "mse_floor_converged_train": 1.4854, + "mse_floor_Ldepth_train": 1.4854, + "var_target_test": 1.4816, + "frac_test_unseen_color": 0.0, + "frac_test_singleton_color": 0.0, + "learn_gap": 13820393398.9851 +}
\ No newline at end of file diff --git a/runs/diag_tri_regular_gcn_L4_s0.json b/runs/diag_tri_regular_gcn_L4_s0.json new file mode 100644 index 0000000..e9c70f5 --- /dev/null +++ b/runs/diag_tri_regular_gcn_L4_s0.json @@ -0,0 +1,22 @@ +{ + "task": "tri", + "model": "gcn", + "layers": 4, + "seed": 0, + "kind": "regular", + "n": 800, + "n_train": 560, + "n_test": 240, + "conv_round": 1, + "sec": 24.2, + "dev": "cuda", + "train_mse": 1.5822, + "test_mse_gin": 1.4847, + "mse_floor_oracle_H2": 1.4835, + "mse_floor_converged_train": 1.4854, + "mse_floor_Ldepth_train": 1.4854, + "var_target_test": 1.4816, + "frac_test_unseen_color": 0.0, + "frac_test_singleton_color": 0.0, + "learn_gap_test": 0.0012 +}
\ No newline at end of file diff --git a/runs/diag_tri_regular_gin_L4_s0.json b/runs/diag_tri_regular_gin_L4_s0.json new file mode 100644 index 0000000..b4c06d7 --- /dev/null +++ b/runs/diag_tri_regular_gin_L4_s0.json @@ -0,0 +1,22 @@ +{ + "task": "tri", + "model": "gin", + "layers": 4, + "seed": 0, + "kind": "regular", + "n": 800, + "n_train": 560, + "n_test": 240, + "conv_round": 1, + "sec": 25.1, + "dev": "cuda", + "train_mse": 1.5821, + "test_mse_gin": 1.4857, + "mse_floor_oracle_H2": 1.4835, + "mse_floor_converged_train": 1.4854, + "mse_floor_Ldepth_train": 1.4854, + "var_target_test": 1.4816, + "frac_test_unseen_color": 0.0, + "frac_test_singleton_color": 0.0, + "learn_gap_test": 0.0022 +}
\ No newline at end of file diff --git a/runs/esan_sweep.log b/runs/esan_sweep.log new file mode 100644 index 0000000..ffcdb42 --- /dev/null +++ b/runs/esan_sweep.log @@ -0,0 +1,58 @@ +PNA done -> ESAN +ESAN start gpu=0 2026-06-17T04:49:09-05:00 +== esan s0 == +ep20 solve=0.053 +ep40 solve=0.313 +ep60 solve=0.367 +ep80 solve=0.270 +ep100 solve=0.467 +ep120 solve=0.487 +ep140 solve=0.473 +ep150 solve=0.497 +[esan/full] solve=0.497 LE AUROC=0.790 mean_lam=+0.084 passK=0.513 lamsel=0.513 (486s) + wrote esan_full_none_n50_k3_p0.2_T3_ns3_s0 +== esan s1 == +ep20 solve=0.063 +ep40 solve=0.260 +ep60 solve=0.290 +ep80 solve=0.310 +ep100 solve=0.340 +ep120 solve=0.417 +ep140 solve=0.483 +ep150 solve=0.457 +[esan/full] solve=0.483 LE AUROC=0.791 mean_lam=+0.109 passK=0.453 lamsel=0.453 (487s) + wrote esan_full_none_n50_k3_p0.2_T3_ns3_s1 +== esan s2 == +ep20 solve=0.063 +ep40 solve=0.317 +ep60 solve=0.327 +ep80 solve=0.543 +ep100 solve=0.650 +ep120 solve=0.713 +ep140 solve=0.663 +ep150 solve=0.687 +[esan/full] solve=0.713 LE AUROC=0.887 mean_lam=+0.025 passK=0.773 lamsel=0.773 (486s) + wrote esan_full_none_n50_k3_p0.2_T3_ns3_s2 +== esan s3 == +ep20 solve=0.063 +ep40 solve=0.233 +ep60 solve=0.397 +ep80 solve=0.373 +ep100 solve=0.487 +ep120 solve=0.463 +ep140 solve=0.537 +ep150 solve=0.563 +[esan/full] solve=0.563 LE AUROC=0.651 mean_lam=+0.150 passK=0.613 lamsel=0.613 (487s) + wrote esan_full_none_n50_k3_p0.2_T3_ns3_s3 +== esan s4 == +ep20 solve=0.020 +ep40 solve=0.343 +ep60 solve=0.407 +ep80 solve=0.537 +ep100 solve=0.670 +ep120 solve=0.667 +ep140 solve=0.670 +ep150 solve=0.650 +[esan/full] solve=0.670 LE AUROC=0.826 mean_lam=+0.049 passK=0.720 lamsel=0.720 (488s) + wrote esan_full_none_n50_k3_p0.2_T3_ns3_s4 +doneESAN=2026-06-17T05:30:33-05:00 diff --git a/runs/ff_sweep.log b/runs/ff_sweep.log new file mode 100644 index 0000000..a91967f --- /dev/null +++ b/runs/ff_sweep.log @@ -0,0 +1,20 @@ +FF start gpu=0 2026-06-17T09:36:53-05:00 +[ff/gcn/L4/s0] solve=0.007 +[ff/gcn/L4/s1] solve=0.007 +[ff/gcn/L4/s2] solve=0.007 +[ff/gcn/L8/s0] solve=0.017 +[ff/gcn/L8/s1] solve=0.013 +[ff/gcn/L8/s2] solve=0.020 +[ff/gcn/L16/s0] solve=0.000 +[ff/gcn/L16/s1] solve=0.000 +[ff/gcn/L16/s2] solve=0.000 +[ff/gat/L4/s0] solve=0.000 +[ff/gat/L4/s1] solve=0.003 +[ff/gat/L4/s2] solve=0.000 +[ff/gat/L8/s0] solve=0.000 +[ff/gat/L8/s1] solve=0.000 +[ff/gat/L8/s2] solve=0.000 +[ff/gat/L16/s0] solve=0.000 +[ff/gat/L16/s1] solve=0.000 +[ff/gat/L16/s2] solve=0.000 +doneFF=2026-06-17T11:34:28-05:00 diff --git a/runs/le_color_1step_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/le_color_1step_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..79bb648 --- /dev/null +++ b/runs/le_color_1step_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "1step", + "pe": "none", + "seed": 0, + "n": 300, + "fail_rate": 0.8, + "auroc": 0.7704861111111111, + "sep": 0.17692238994714662, + "lam_solved": -0.2978147272290058, + "lam_unsolved": -0.12089233728185919, + "mean_lam": -0.15627681527128853 +}
\ No newline at end of file diff --git a/runs/le_color_1step_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/le_color_1step_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..1f789af --- /dev/null +++ b/runs/le_color_1step_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "1step", + "pe": "none", + "seed": 1, + "n": 300, + "fail_rate": 0.6666666666666666, + "auroc": 0.8459000000000001, + "sep": 0.29627635299530486, + "lam_solved": -0.27734302583486875, + "lam_unsolved": 0.018933327160436116, + "mean_lam": -0.07982545717133217 +}
\ No newline at end of file diff --git a/runs/le_color_1step_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/le_color_1step_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..ab7d7fb --- /dev/null +++ b/runs/le_color_1step_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "1step", + "pe": "none", + "seed": 2, + "n": 300, + "fail_rate": 0.6433333333333333, + "auroc": 0.8665439930269722, + "sep": 0.30687106563423694, + "lam_solved": -0.21527756840739037, + "lam_unsolved": 0.09159349722684659, + "mean_lam": -0.01785718284936458 +}
\ No newline at end of file diff --git a/runs/le_color_1step_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/le_color_1step_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..ecbf3c4 --- /dev/null +++ b/runs/le_color_1step_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "1step", + "pe": "none", + "seed": 3, + "n": 300, + "fail_rate": 0.6633333333333333, + "auroc": 0.7862580227872034, + "sep": 0.18177656397526462, + "lam_solved": -0.01236024695468813, + "lam_unsolved": 0.1694163170205765, + "mean_lam": 0.10821820714890407 +}
\ No newline at end of file diff --git a/runs/le_color_1step_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/le_color_1step_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..50cddc9 --- /dev/null +++ b/runs/le_color_1step_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "1step", + "pe": "none", + "seed": 4, + "n": 300, + "fail_rate": 0.7633333333333333, + "auroc": 0.8352912233224676, + "sep": 0.2472765305163136, + "lam_solved": -0.299572467096354, + "lam_unsolved": -0.0522959365800404, + "mean_lam": -0.11081804880223461 +}
\ No newline at end of file diff --git a/runs/le_color_cin_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/le_color_cin_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..28e195f --- /dev/null +++ b/runs/le_color_cin_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1 @@ +{"conv": "cin", "pe": "none", "grad_mode": "full", "contract": false, "seed": 0, "auroc": 0.7627027990729185, "mean_lam": 0.07398854013587206}
\ No newline at end of file diff --git a/runs/le_color_cin_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/le_color_cin_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..1592377 --- /dev/null +++ b/runs/le_color_cin_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1 @@ +{"conv": "cin", "pe": "none", "grad_mode": "full", "contract": false, "seed": 1, "auroc": 0.7631720913504765, "mean_lam": 0.13374968373699594}
\ No newline at end of file diff --git a/runs/le_color_cin_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/le_color_cin_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..8824de9 --- /dev/null +++ b/runs/le_color_cin_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1 @@ +{"conv": "cin", "pe": "none", "grad_mode": "full", "contract": false, "seed": 2, "auroc": 0.7134841628959276, "mean_lam": 0.08663227541678578}
\ No newline at end of file diff --git a/runs/le_color_cin_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/le_color_cin_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..4bf55d7 --- /dev/null +++ b/runs/le_color_cin_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1 @@ +{"conv": "cin", "pe": "none", "grad_mode": "full", "contract": false, "seed": 3, "auroc": 0.654508797653959, "mean_lam": 0.16228838449736402}
\ No newline at end of file diff --git a/runs/le_color_cin_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/le_color_cin_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..6756f6b --- /dev/null +++ b/runs/le_color_cin_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1 @@ +{"conv": "cin", "pe": "none", "grad_mode": "full", "contract": false, "seed": 4, "auroc": 0.7523622749153146, "mean_lam": 0.12296970983169525}
\ No newline at end of file diff --git a/runs/le_color_esan_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/le_color_esan_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..96eca89 --- /dev/null +++ b/runs/le_color_esan_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1 @@ +{"conv": "esan", "pe": "none", "grad_mode": "full", "contract": false, "seed": 0, "auroc": 0.7902508450453656, "mean_lam": 0.08353524500741279}
\ No newline at end of file diff --git a/runs/le_color_esan_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/le_color_esan_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..1cff3e5 --- /dev/null +++ b/runs/le_color_esan_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1 @@ +{"conv": "esan", "pe": "none", "grad_mode": "full", "contract": false, "seed": 1, "auroc": 0.7905308464849355, "mean_lam": 0.10852073952883344}
\ No newline at end of file diff --git a/runs/le_color_esan_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/le_color_esan_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..79cfa33 --- /dev/null +++ b/runs/le_color_esan_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1 @@ +{"conv": "esan", "pe": "none", "grad_mode": "full", "contract": false, "seed": 2, "auroc": 0.8874239350912778, "mean_lam": 0.025470853106484417}
\ No newline at end of file diff --git a/runs/le_color_esan_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/le_color_esan_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..9ba5357 --- /dev/null +++ b/runs/le_color_esan_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1 @@ +{"conv": "esan", "pe": "none", "grad_mode": "full", "contract": false, "seed": 3, "auroc": 0.6510494752623688, "mean_lam": 0.1498462958365713}
\ No newline at end of file diff --git a/runs/le_color_esan_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/le_color_esan_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..2817267 --- /dev/null +++ b/runs/le_color_esan_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1 @@ +{"conv": "esan", "pe": "none", "grad_mode": "full", "contract": false, "seed": 4, "auroc": 0.826058201058201, "mean_lam": 0.0494715114729479}
\ No newline at end of file diff --git a/runs/le_color_full_gsn_n50_k3_p0.2_T3_ns3_s0.json b/runs/le_color_full_gsn_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..c70cc10 --- /dev/null +++ b/runs/le_color_full_gsn_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "full", + "pe": "gsn", + "seed": 0, + "n": 300, + "fail_rate": 0.3566666666666667, + "auroc": 0.8982615853953804, + "sep": 0.35803423783369703, + "lam_solved": -0.34035963701800304, + "lam_unsolved": 0.017674600815693997, + "mean_lam": -0.2126607588573178 +}
\ No newline at end of file diff --git a/runs/le_color_full_gsn_n50_k3_p0.2_T3_ns3_s1.json b/runs/le_color_full_gsn_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..4953be4 --- /dev/null +++ b/runs/le_color_full_gsn_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "full", + "pe": "gsn", + "seed": 1, + "n": 300, + "fail_rate": 0.4666666666666667, + "auroc": 0.85375, + "sep": 0.2892627108727711, + "lam_solved": -0.25632031088160956, + "lam_unsolved": 0.03294239999116158, + "mean_lam": -0.1213310458076497 +}
\ No newline at end of file diff --git a/runs/le_color_full_gsn_n50_k3_p0.2_T3_ns3_s2.json b/runs/le_color_full_gsn_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..7f6d1ec --- /dev/null +++ b/runs/le_color_full_gsn_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "full", + "pe": "gsn", + "seed": 2, + "n": 300, + "fail_rate": 0.35, + "auroc": 0.838827838827839, + "sep": 0.3273356129052927, + "lam_solved": -0.38730427610735674, + "lam_unsolved": -0.05996866320206401, + "mean_lam": -0.2727368115905043 +}
\ No newline at end of file diff --git a/runs/le_color_full_gsn_n50_k3_p0.2_T3_ns3_s3.json b/runs/le_color_full_gsn_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..df024b6 --- /dev/null +++ b/runs/le_color_full_gsn_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "full", + "pe": "gsn", + "seed": 3, + "n": 300, + "fail_rate": 0.42333333333333334, + "auroc": 0.8570388239042375, + "sep": 0.29659789015355364, + "lam_solved": -0.29392590991084694, + "lam_unsolved": 0.002671980242706691, + "mean_lam": -0.16836613641250922 +}
\ No newline at end of file diff --git a/runs/le_color_full_gsn_n50_k3_p0.2_T3_ns3_s4.json b/runs/le_color_full_gsn_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..dcf0d12 --- /dev/null +++ b/runs/le_color_full_gsn_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "full", + "pe": "gsn", + "seed": 4, + "n": 300, + "fail_rate": 0.42333333333333334, + "auroc": 0.8897182649856629, + "sep": 0.3100360129828437, + "lam_solved": -0.30639521868468567, + "lam_unsolved": 0.0036407942981580657, + "mean_lam": -0.17514663985528187 +}
\ No newline at end of file diff --git a/runs/le_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s0.json b/runs/le_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..2dfc2ce --- /dev/null +++ b/runs/le_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,13 @@ +{ + "grad_mode": "full", + "pe": "none", + "contract": true, + "seed": 0, + "n": 300, + "fail_rate": 1.0, + "auroc": NaN, + "sep": NaN, + "lam_solved": null, + "lam_unsolved": -0.6307877821110769, + "mean_lam": -0.6307877821110769 +}
\ No newline at end of file diff --git a/runs/le_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s1.json b/runs/le_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..27ee082 --- /dev/null +++ b/runs/le_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,13 @@ +{ + "grad_mode": "full", + "pe": "none", + "contract": true, + "seed": 1, + "n": 300, + "fail_rate": 1.0, + "auroc": NaN, + "sep": NaN, + "lam_solved": null, + "lam_unsolved": -1.047869036831134, + "mean_lam": -1.047869036831134 +}
\ No newline at end of file diff --git a/runs/le_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s2.json b/runs/le_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..f1ac24d --- /dev/null +++ b/runs/le_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,13 @@ +{ + "grad_mode": "full", + "pe": "none", + "contract": true, + "seed": 2, + "n": 300, + "fail_rate": 1.0, + "auroc": NaN, + "sep": NaN, + "lam_solved": null, + "lam_unsolved": -0.988645583950673, + "mean_lam": -0.988645583950673 +}
\ No newline at end of file diff --git a/runs/le_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s3.json b/runs/le_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..4267ba7 --- /dev/null +++ b/runs/le_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,13 @@ +{ + "grad_mode": "full", + "pe": "none", + "contract": true, + "seed": 3, + "n": 300, + "fail_rate": 1.0, + "auroc": NaN, + "sep": NaN, + "lam_solved": null, + "lam_unsolved": -0.5764816490510163, + "mean_lam": -0.5764816490510163 +}
\ No newline at end of file diff --git a/runs/le_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s4.json b/runs/le_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..f7622b5 --- /dev/null +++ b/runs/le_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,13 @@ +{ + "grad_mode": "full", + "pe": "none", + "contract": true, + "seed": 4, + "n": 300, + "fail_rate": 1.0, + "auroc": NaN, + "sep": NaN, + "lam_solved": null, + "lam_unsolved": -0.7751220583778976, + "mean_lam": -0.7751220583778976 +}
\ No newline at end of file diff --git a/runs/le_color_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/le_color_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..1928960 --- /dev/null +++ b/runs/le_color_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "full", + "pe": "none", + "seed": 0, + "n": 300, + "fail_rate": 0.39, + "auroc": 0.9187333613563121, + "sep": 0.36915687154651744, + "lam_solved": -0.3206477810760501, + "lam_unsolved": 0.04850909047046736, + "mean_lam": -0.1766766011729083 +}
\ No newline at end of file diff --git a/runs/le_color_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/le_color_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..fe44e6a --- /dev/null +++ b/runs/le_color_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "full", + "pe": "none", + "seed": 1, + "n": 300, + "fail_rate": 0.5466666666666666, + "auroc": 0.8641499282639885, + "sep": 0.2756670027758962, + "lam_solved": -0.3182340920534473, + "lam_unsolved": -0.04256708927755117, + "mean_lam": -0.16753613053595742 +}
\ No newline at end of file diff --git a/runs/le_color_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/le_color_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..2b1a5cc --- /dev/null +++ b/runs/le_color_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "full", + "pe": "none", + "seed": 2, + "n": 300, + "fail_rate": 0.5866666666666667, + "auroc": 0.8303702346041055, + "sep": 0.21174650838964304, + "lam_solved": -0.29134582768622963, + "lam_unsolved": -0.0795993192965866, + "mean_lam": -0.1671212094309724 +}
\ No newline at end of file diff --git a/runs/le_color_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/le_color_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..632cb67 --- /dev/null +++ b/runs/le_color_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "full", + "pe": "none", + "seed": 3, + "n": 300, + "fail_rate": 0.54, + "auroc": 0.8864734299516908, + "sep": 0.33899259038282137, + "lam_solved": -0.42155256822806314, + "lam_unsolved": -0.08255997784524179, + "mean_lam": -0.23849656942133962 +}
\ No newline at end of file diff --git a/runs/le_color_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/le_color_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..9627001 --- /dev/null +++ b/runs/le_color_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "full", + "pe": "none", + "seed": 4, + "n": 300, + "fail_rate": 0.6533333333333333, + "auroc": 0.8417386185243327, + "sep": 0.2567499832492072, + "lam_solved": -0.40076147058114775, + "lam_unsolved": -0.14401148733194052, + "mean_lam": -0.23301814819166566 +}
\ No newline at end of file diff --git a/runs/le_color_full_rwse_n50_k3_p0.2_T3_ns3_s0.json b/runs/le_color_full_rwse_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..097a3a3 --- /dev/null +++ b/runs/le_color_full_rwse_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "full", + "pe": "rwse", + "seed": 0, + "n": 300, + "fail_rate": 0.6166666666666667, + "auroc": 0.8173913043478261, + "sep": 0.19336201375907117, + "lam_solved": -0.1833865268431505, + "lam_unsolved": 0.009975486915920677, + "mean_lam": -0.06414661835838995 +}
\ No newline at end of file diff --git a/runs/le_color_full_rwse_n50_k3_p0.2_T3_ns3_s1.json b/runs/le_color_full_rwse_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..6beaf15 --- /dev/null +++ b/runs/le_color_full_rwse_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "full", + "pe": "rwse", + "seed": 1, + "n": 300, + "fail_rate": 0.4633333333333333, + "auroc": 0.7742973323204789, + "sep": 0.15543756282073046, + "lam_solved": 0.02188775661090568, + "lam_unsolved": 0.17732531943163615, + "mean_lam": 0.09390716071784415 +}
\ No newline at end of file diff --git a/runs/le_color_full_rwse_n50_k3_p0.2_T3_ns3_s2.json b/runs/le_color_full_rwse_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..ca15bcd --- /dev/null +++ b/runs/le_color_full_rwse_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "full", + "pe": "rwse", + "seed": 2, + "n": 300, + "fail_rate": 0.44, + "auroc": 0.882711038961039, + "sep": 0.30343676796421315, + "lam_solved": -0.23277661128446367, + "lam_unsolved": 0.07066015667974951, + "mean_lam": -0.09926443338020986 +}
\ No newline at end of file diff --git a/runs/le_color_full_rwse_n50_k3_p0.2_T3_ns3_s3.json b/runs/le_color_full_rwse_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..8011dc0 --- /dev/null +++ b/runs/le_color_full_rwse_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "full", + "pe": "rwse", + "seed": 3, + "n": 300, + "fail_rate": 0.51, + "auroc": 0.8299319727891156, + "sep": 0.20560663420246325, + "lam_solved": -0.04382999812552701, + "lam_unsolved": 0.16177663607693624, + "mean_lam": 0.061029385317729244 +}
\ No newline at end of file diff --git a/runs/le_color_full_rwse_n50_k3_p0.2_T3_ns3_s4.json b/runs/le_color_full_rwse_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..081bb6b --- /dev/null +++ b/runs/le_color_full_rwse_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,12 @@ +{ + "grad_mode": "full", + "pe": "rwse", + "seed": 4, + "n": 300, + "fail_rate": 0.4533333333333333, + "auroc": 0.8797973457675753, + "sep": 0.2826686345638501, + "lam_solved": -0.1742354800275462, + "lam_unsolved": 0.10843315453630388, + "mean_lam": -0.04609236569193416 +}
\ No newline at end of file diff --git a/runs/le_color_full_sub_n50_k3_p0.2_T3_ns3_s0.json b/runs/le_color_full_sub_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..2dd7285 --- /dev/null +++ b/runs/le_color_full_sub_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,13 @@ +{ + "grad_mode": "full", + "pe": "sub", + "contract": false, + "seed": 0, + "n": 300, + "fail_rate": 0.29, + "auroc": 0.8854352166639685, + "sep": 0.371421663181259, + "lam_solved": -0.33706009613483473, + "lam_unsolved": 0.034361567046424304, + "mean_lam": -0.2293478138122696 +}
\ No newline at end of file diff --git a/runs/le_color_full_sub_n50_k3_p0.2_T3_ns3_s1.json b/runs/le_color_full_sub_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..5c26620 --- /dev/null +++ b/runs/le_color_full_sub_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,13 @@ +{ + "grad_mode": "full", + "pe": "sub", + "contract": false, + "seed": 1, + "n": 300, + "fail_rate": 0.43, + "auroc": 0.9283739063420826, + "sep": 0.3461654921982069, + "lam_solved": -0.31389610731037476, + "lam_unsolved": 0.032269384887832125, + "mean_lam": -0.1650449456651458 +}
\ No newline at end of file diff --git a/runs/le_color_full_sub_n50_k3_p0.2_T3_ns3_s2.json b/runs/le_color_full_sub_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..4b0a09c --- /dev/null +++ b/runs/le_color_full_sub_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,13 @@ +{ + "grad_mode": "full", + "pe": "sub", + "contract": false, + "seed": 2, + "n": 300, + "fail_rate": 0.33, + "auroc": 0.9373837881300568, + "sep": 0.4122078550399701, + "lam_solved": -0.36501360948855494, + "lam_unsolved": 0.04719424555141518, + "mean_lam": -0.22898501732536478 +}
\ No newline at end of file diff --git a/runs/le_color_full_sub_n50_k3_p0.2_T3_ns3_s3.json b/runs/le_color_full_sub_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..714ead1 --- /dev/null +++ b/runs/le_color_full_sub_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,13 @@ +{ + "grad_mode": "full", + "pe": "sub", + "contract": false, + "seed": 3, + "n": 300, + "fail_rate": 0.7466666666666667, + "auroc": 0.8052749060150376, + "sep": 0.18687849755263247, + "lam_solved": -0.37974399775664913, + "lam_unsolved": -0.19286550020401666, + "mean_lam": -0.2402080529173502 +}
\ No newline at end of file diff --git a/runs/le_color_full_sub_n50_k3_p0.2_T3_ns3_s4.json b/runs/le_color_full_sub_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..2f17fb7 --- /dev/null +++ b/runs/le_color_full_sub_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,13 @@ +{ + "grad_mode": "full", + "pe": "sub", + "contract": false, + "seed": 4, + "n": 300, + "fail_rate": 0.37666666666666665, + "auroc": 0.9398514031517676, + "sep": 0.40571009494029864, + "lam_solved": -0.3912686726042387, + "lam_unsolved": 0.014441422336059918, + "mean_lam": -0.2384512035100596 +}
\ No newline at end of file diff --git a/runs/le_color_gat_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/le_color_gat_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..119b039 --- /dev/null +++ b/runs/le_color_gat_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,14 @@ +{ + "conv": "gat", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 0, + "n": 300, + "fail_rate": 0.9866666666666667, + "auroc": 0.35304054054054057, + "sep": -0.08434677179811781, + "lam_solved": -0.21130188492437205, + "lam_unsolved": -0.29564865672248986, + "mean_lam": -0.294524033098515 +}
\ No newline at end of file diff --git a/runs/le_color_gat_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/le_color_gat_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..d138938 --- /dev/null +++ b/runs/le_color_gat_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,14 @@ +{ + "conv": "gat", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 1, + "n": 300, + "fail_rate": 0.9933333333333333, + "auroc": 0.087248322147651, + "sep": -0.15258480964050894, + "lam_solved": -0.1005014719751974, + "lam_unsolved": -0.25308628161570634, + "mean_lam": -0.2520690495514362 +}
\ No newline at end of file diff --git a/runs/le_color_gat_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/le_color_gat_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..dd33101 --- /dev/null +++ b/runs/le_color_gat_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,14 @@ +{ + "conv": "gat", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 2, + "n": 300, + "fail_rate": 0.9966666666666667, + "auroc": 0.14715719063545152, + "sep": -0.11967090781858178, + "lam_solved": -0.133104228725036, + "lam_unsolved": -0.2527751365436178, + "mean_lam": -0.25237623351755584 +}
\ No newline at end of file diff --git a/runs/le_color_gat_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/le_color_gat_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..e8465b0 --- /dev/null +++ b/runs/le_color_gat_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,14 @@ +{ + "conv": "gat", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 3, + "n": 300, + "fail_rate": 0.9, + "auroc": 0.5854320987654321, + "sep": 0.03350021469580089, + "lam_solved": -0.09700316947591664, + "lam_unsolved": -0.06350295478011575, + "mean_lam": -0.06685297624969583 +}
\ No newline at end of file diff --git a/runs/le_color_gat_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/le_color_gat_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..d2fc632 --- /dev/null +++ b/runs/le_color_gat_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,14 @@ +{ + "conv": "gat", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 4, + "n": 300, + "fail_rate": 0.92, + "auroc": 0.4227053140096618, + "sep": -0.03209031551551487, + "lam_solved": 0.013302566394418977, + "lam_unsolved": -0.01878774912109589, + "mean_lam": -0.0162205238798547 +}
\ No newline at end of file diff --git a/runs/le_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/le_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..23780b9 --- /dev/null +++ b/runs/le_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,14 @@ +{ + "conv": "gcn", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 0, + "n": 300, + "fail_rate": 1.0, + "auroc": NaN, + "sep": NaN, + "lam_solved": null, + "lam_unsolved": -1.2761640768029072, + "mean_lam": -1.2761640768029072 +}
\ No newline at end of file diff --git a/runs/le_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/le_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..e0ccaaf --- /dev/null +++ b/runs/le_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,14 @@ +{ + "conv": "gcn", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 1, + "n": 300, + "fail_rate": 0.9966666666666667, + "auroc": 0.8929765886287625, + "sep": 0.12979977201457832, + "lam_solved": -0.23425789011849296, + "lam_unsolved": -0.10445811810391464, + "mean_lam": -0.1048907840106299 +}
\ No newline at end of file diff --git a/runs/le_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/le_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..3fb8258 --- /dev/null +++ b/runs/le_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,14 @@ +{ + "conv": "gcn", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 2, + "n": 300, + "fail_rate": 0.9966666666666667, + "auroc": 0.3010033444816054, + "sep": -0.04060677371960947, + "lam_solved": -0.22116798617773586, + "lam_unsolved": -0.26177475989734533, + "mean_lam": -0.2616394039849466 +}
\ No newline at end of file diff --git a/runs/le_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/le_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..6130217 --- /dev/null +++ b/runs/le_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,14 @@ +{ + "conv": "gcn", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 3, + "n": 300, + "fail_rate": 0.9966666666666667, + "auroc": 0.6722408026755853, + "sep": 0.04162079442172012, + "lam_solved": -0.3715861423148049, + "lam_unsolved": -0.3299653478930848, + "mean_lam": -0.3301040838744905 +}
\ No newline at end of file diff --git a/runs/le_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/le_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..8567fac --- /dev/null +++ b/runs/le_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,14 @@ +{ + "conv": "gcn", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 4, + "n": 300, + "fail_rate": 0.9966666666666667, + "auroc": 0.9431438127090301, + "sep": 0.13671148504996603, + "lam_solved": -0.2536296047684219, + "lam_unsolved": -0.11691811971845587, + "mean_lam": -0.11737382466862244 +}
\ No newline at end of file diff --git a/runs/le_color_gin_full_all_n50_k3_p0.2_T3_ns3_s0.json b/runs/le_color_gin_full_all_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..6ce761a --- /dev/null +++ b/runs/le_color_gin_full_all_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,14 @@ +{ + "conv": "gin", + "grad_mode": "full", + "pe": "all", + "contract": false, + "seed": 0, + "n": 300, + "fail_rate": 0.33, + "auroc": 0.875119352731293, + "sep": 0.39282084404068157, + "lam_solved": -0.3723896080101707, + "lam_unsolved": 0.02043123603051091, + "mean_lam": -0.24275872947674576 +}
\ No newline at end of file diff --git a/runs/le_color_gin_full_all_n50_k3_p0.2_T3_ns3_s1.json b/runs/le_color_gin_full_all_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..c50870c --- /dev/null +++ b/runs/le_color_gin_full_all_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,14 @@ +{ + "conv": "gin", + "grad_mode": "full", + "pe": "all", + "contract": false, + "seed": 1, + "n": 300, + "fail_rate": 0.29333333333333333, + "auroc": 0.8694253859348199, + "sep": 0.3051520100323088, + "lam_solved": -0.21418917401960944, + "lam_unsolved": 0.09096283601269936, + "mean_lam": -0.12467791774346551 +}
\ No newline at end of file diff --git a/runs/le_color_gin_full_all_n50_k3_p0.2_T3_ns3_s2.json b/runs/le_color_gin_full_all_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..001fff1 --- /dev/null +++ b/runs/le_color_gin_full_all_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,14 @@ +{ + "conv": "gin", + "grad_mode": "full", + "pe": "all", + "contract": false, + "seed": 2, + "n": 300, + "fail_rate": 0.6666666666666666, + "auroc": 0.62255, + "sep": 0.11030953636694896, + "lam_solved": -0.3633558039967869, + "lam_unsolved": -0.25304626762983795, + "mean_lam": -0.2898161130854876 +}
\ No newline at end of file diff --git a/runs/le_color_gin_full_all_n50_k3_p0.2_T3_ns3_s3.json b/runs/le_color_gin_full_all_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..689c02a --- /dev/null +++ b/runs/le_color_gin_full_all_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,14 @@ +{ + "conv": "gin", + "grad_mode": "full", + "pe": "all", + "contract": false, + "seed": 3, + "n": 300, + "fail_rate": 0.5433333333333333, + "auroc": 0.8387443464242533, + "sep": 0.27962101447452803, + "lam_solved": -0.2652154538338771, + "lam_unsolved": 0.0144055606406509, + "mean_lam": -0.11328803596938357 +}
\ No newline at end of file diff --git a/runs/le_color_gin_full_all_n50_k3_p0.2_T3_ns3_s4.json b/runs/le_color_gin_full_all_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..338c14b --- /dev/null +++ b/runs/le_color_gin_full_all_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,14 @@ +{ + "conv": "gin", + "grad_mode": "full", + "pe": "all", + "contract": false, + "seed": 4, + "n": 300, + "fail_rate": 0.43333333333333335, + "auroc": 0.8791855203619909, + "sep": 0.34873692015189584, + "lam_solved": -0.37620393001391506, + "lam_unsolved": -0.027467009862019227, + "mean_lam": -0.2250845979480935 +}
\ No newline at end of file diff --git a/runs/le_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s0.json b/runs/le_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..27ce86b --- /dev/null +++ b/runs/le_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,14 @@ +{ + "conv": "gin", + "grad_mode": "full", + "pe": "lappe", + "contract": false, + "seed": 0, + "n": 300, + "fail_rate": 0.61, + "auroc": 0.8431180234458923, + "sep": 0.23954686694875665, + "lam_solved": -0.24919056584773336, + "lam_unsolved": -0.009643698898976713, + "mean_lam": -0.10306697700899181 +}
\ No newline at end of file diff --git a/runs/le_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s1.json b/runs/le_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..d96a7ab --- /dev/null +++ b/runs/le_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,14 @@ +{ + "conv": "gin", + "grad_mode": "full", + "pe": "lappe", + "contract": false, + "seed": 1, + "n": 300, + "fail_rate": 0.4066666666666667, + "auroc": 0.8900349972370603, + "sep": 0.25754704093557873, + "lam_solved": -0.23253211094147053, + "lam_unsolved": 0.025014929994108197, + "mean_lam": -0.1277963142943352 +}
\ No newline at end of file diff --git a/runs/le_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s2.json b/runs/le_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..acdd56b --- /dev/null +++ b/runs/le_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,14 @@ +{ + "conv": "gin", + "grad_mode": "full", + "pe": "lappe", + "contract": false, + "seed": 2, + "n": 300, + "fail_rate": 0.6266666666666667, + "auroc": 0.8214285714285715, + "sep": 0.20622674168925886, + "lam_solved": -0.20602498477854253, + "lam_unsolved": 0.00020175691071634133, + "mean_lam": -0.07678955998660697 +}
\ No newline at end of file diff --git a/runs/le_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s3.json b/runs/le_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..05dfcaa --- /dev/null +++ b/runs/le_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,14 @@ +{ + "conv": "gin", + "grad_mode": "full", + "pe": "lappe", + "contract": false, + "seed": 3, + "n": 300, + "fail_rate": 0.4766666666666667, + "auroc": 0.8708743485813549, + "sep": 0.2660060151580407, + "lam_solved": -0.3108652821187193, + "lam_unsolved": -0.04485926696067862, + "mean_lam": -0.1840690815600532 +}
\ No newline at end of file diff --git a/runs/le_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s4.json b/runs/le_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..50172fd --- /dev/null +++ b/runs/le_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,14 @@ +{ + "conv": "gin", + "grad_mode": "full", + "pe": "lappe", + "contract": false, + "seed": 4, + "n": 300, + "fail_rate": 0.6666666666666666, + "auroc": 0.7764, + "sep": 0.15627152857246984, + "lam_solved": -0.21964845005493164, + "lam_unsolved": -0.06337692148246181, + "mean_lam": -0.11546743100661842 +}
\ No newline at end of file diff --git a/runs/le_color_gps_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/le_color_gps_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..4064b3a --- /dev/null +++ b/runs/le_color_gps_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,14 @@ +{ + "conv": "gps", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 0, + "n": 300, + "fail_rate": 0.08666666666666667, + "auroc": 0.8976698483997754, + "sep": 0.433656147833876, + "lam_solved": -0.3897495614230082, + "lam_unsolved": 0.043906586410867796, + "mean_lam": -0.3521660286107389 +}
\ No newline at end of file diff --git a/runs/le_color_gps_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/le_color_gps_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..5f4efe0 --- /dev/null +++ b/runs/le_color_gps_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,14 @@ +{ + "conv": "gps", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 1, + "n": 300, + "fail_rate": 0.07333333333333333, + "auroc": 0.8626553302812295, + "sep": 0.40458751982158114, + "lam_solved": -0.38756856991550986, + "lam_unsolved": 0.017018949906071265, + "mean_lam": -0.3578988184619272 +}
\ No newline at end of file diff --git a/runs/le_color_gps_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/le_color_gps_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..ad81820 --- /dev/null +++ b/runs/le_color_gps_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,14 @@ +{ + "conv": "gps", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 2, + "n": 300, + "fail_rate": 0.06333333333333334, + "auroc": 0.9134669413747893, + "sep": 0.4224918690249863, + "lam_solved": -0.4104796568638945, + "lam_unsolved": 0.012012212161091832, + "mean_lam": -0.38372183849231195 +}
\ No newline at end of file diff --git a/runs/le_color_gps_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/le_color_gps_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..c8934a3 --- /dev/null +++ b/runs/le_color_gps_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,14 @@ +{ + "conv": "gps", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 3, + "n": 300, + "fail_rate": 0.056666666666666664, + "auroc": 0.8559551028892123, + "sep": 0.34088548051302103, + "lam_solved": -0.39706455164588167, + "lam_unsolved": -0.056179071132860636, + "mean_lam": -0.37774770775014377 +}
\ No newline at end of file diff --git a/runs/le_color_gps_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/le_color_gps_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..69cb51c --- /dev/null +++ b/runs/le_color_gps_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,14 @@ +{ + "conv": "gps", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 4, + "n": 300, + "fail_rate": 0.06333333333333334, + "auroc": 0.9361303614909159, + "sep": 0.44779683882547483, + "lam_solved": -0.4023600169638574, + "lam_unsolved": 0.045436821861617405, + "mean_lam": -0.3739995505049107 +}
\ No newline at end of file diff --git a/runs/le_color_pna_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/le_color_pna_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..163c4d4 --- /dev/null +++ b/runs/le_color_pna_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,14 @@ +{ + "conv": "pna", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 0, + "n": 300, + "fail_rate": 0.08, + "auroc": 0.8668478260869565, + "sep": 0.3206947953297776, + "lam_solved": -0.1496762873718966, + "lam_unsolved": 0.171018507957881, + "mean_lam": -0.12402070374551438 +}
\ No newline at end of file diff --git a/runs/le_color_pna_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/le_color_pna_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..64a3763 --- /dev/null +++ b/runs/le_color_pna_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,14 @@ +{ + "conv": "pna", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 1, + "n": 300, + "fail_rate": 0.056666666666666664, + "auroc": 0.7266680523799626, + "sep": 0.1446541795370263, + "lam_solved": -0.16350230373766278, + "lam_unsolved": -0.01884812420063646, + "mean_lam": -0.15530523356389797 +}
\ No newline at end of file diff --git a/runs/le_color_pna_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/le_color_pna_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..ab8f446 --- /dev/null +++ b/runs/le_color_pna_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,14 @@ +{ + "conv": "pna", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 2, + "n": 300, + "fail_rate": 0.08333333333333333, + "auroc": 0.7729454545454545, + "sep": 0.21168878280404826, + "lam_solved": -0.20395821199521913, + "lam_unsolved": 0.007730570808829122, + "mean_lam": -0.18631748009488178 +}
\ No newline at end of file diff --git a/runs/le_color_pna_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/le_color_pna_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..ef3a99b --- /dev/null +++ b/runs/le_color_pna_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,14 @@ +{ + "conv": "pna", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 3, + "n": 300, + "fail_rate": 0.056666666666666664, + "auroc": 0.7563916025774267, + "sep": 0.20069597616913837, + "lam_solved": -0.16172555582132558, + "lam_unsolved": 0.03897042034781278, + "mean_lam": -0.15035278383840775 +}
\ No newline at end of file diff --git a/runs/le_color_pna_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/le_color_pna_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..2591a8c --- /dev/null +++ b/runs/le_color_pna_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,14 @@ +{ + "conv": "pna", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 4, + "n": 300, + "fail_rate": 0.07666666666666666, + "auroc": 0.7783707424266206, + "sep": 0.20707521025037756, + "lam_solved": -0.13658651744906117, + "lam_unsolved": 0.07048869280131638, + "mean_lam": -0.12071075132986554 +}
\ No newline at end of file diff --git a/runs/le_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/le_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..4d5ee52 --- /dev/null +++ b/runs/le_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,11 @@ +{ + "conv": "ppgn", + "pe": "none", + "grad_mode": "full", + "contract": false, + "seed": 0, + "auroc": 0.8571428571428572, + "mean_lam": -0.024575068365040895, + "lam_solved": -0.03098289660826143, + "lam_unsolved": 0.10632770860360728 +}
\ No newline at end of file diff --git a/runs/le_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/le_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..31f2d05 --- /dev/null +++ b/runs/le_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,11 @@ +{ + "conv": "ppgn", + "pe": "none", + "grad_mode": "full", + "contract": false, + "seed": 1, + "auroc": 0.7531034482758621, + "mean_lam": -0.010107360393438418, + "lam_solved": -0.013472549581830657, + "lam_unsolved": 0.0874831260699365 +}
\ No newline at end of file diff --git a/runs/le_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/le_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..03b0176 --- /dev/null +++ b/runs/le_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,11 @@ +{ + "conv": "ppgn", + "pe": "none", + "grad_mode": "full", + "contract": false, + "seed": 2, + "auroc": 0.7793103448275862, + "mean_lam": -0.011402015426623011, + "lam_solved": -0.014706044295830362, + "lam_unsolved": 0.08441482178039021 +}
\ No newline at end of file diff --git a/runs/le_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/le_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..436f54a --- /dev/null +++ b/runs/le_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,11 @@ +{ + "conv": "ppgn", + "pe": "none", + "grad_mode": "full", + "contract": false, + "seed": 3, + "auroc": 0.7696551724137932, + "mean_lam": 0.013861869268444363, + "lam_solved": 0.011020388753700146, + "lam_unsolved": 0.0962648041960266 +}
\ No newline at end of file diff --git a/runs/le_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/le_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..0d1f945 --- /dev/null +++ b/runs/le_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,11 @@ +{ + "conv": "ppgn", + "pe": "none", + "grad_mode": "full", + "contract": false, + "seed": 4, + "auroc": 0.7280092592592593, + "mean_lam": -0.03937435364091975, + "lam_solved": -0.04227734012992759, + "lam_unsolved": 0.030297322095268295 +}
\ No newline at end of file diff --git a/runs/le_color_rrog_gin_full_none_n12_k3_p0.2_T2_ns2_s7.json b/runs/le_color_rrog_gin_full_none_n12_k3_p0.2_T2_ns2_s7.json new file mode 100644 index 0000000..81715aa --- /dev/null +++ b/runs/le_color_rrog_gin_full_none_n12_k3_p0.2_T2_ns2_s7.json @@ -0,0 +1,15 @@ +{ + "conv": "gin", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 7, + "arch": "rrog_once_agg_node_compute", + "n": 300, + "fail_rate": 1.0, + "auroc": NaN, + "sep": NaN, + "lam_solved": null, + "lam_unsolved": -6.027523296422051e-07, + "mean_lam": -6.027523296422051e-07 +}
\ No newline at end of file diff --git a/runs/le_color_sage_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/le_color_sage_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..bd2e44f --- /dev/null +++ b/runs/le_color_sage_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,14 @@ +{ + "conv": "sage", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 0, + "n": 300, + "fail_rate": 0.27, + "auroc": 0.7929421049664581, + "sep": 0.18276381259910376, + "lam_solved": -0.13102778772546086, + "lam_unsolved": 0.0517360248736429, + "mean_lam": -0.08168155832370286 +}
\ No newline at end of file diff --git a/runs/le_color_sage_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/le_color_sage_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..aa47b30 --- /dev/null +++ b/runs/le_color_sage_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,14 @@ +{ + "conv": "sage", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 1, + "n": 300, + "fail_rate": 0.21333333333333335, + "auroc": 0.6884931144067798, + "sep": 0.0968948235826547, + "lam_solved": 0.06293318916170748, + "lam_unsolved": 0.15982801274436217, + "mean_lam": 0.0836040848593405 +}
\ No newline at end of file diff --git a/runs/le_color_sage_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/le_color_sage_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..3c27d79 --- /dev/null +++ b/runs/le_color_sage_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,14 @@ +{ + "conv": "sage", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 2, + "n": 300, + "fail_rate": 0.17, + "auroc": 0.8143948342389165, + "sep": 0.20737819121386966, + "lam_solved": -0.10523268078443035, + "lam_unsolved": 0.10214551042943931, + "mean_lam": -0.06997838827807248 +}
\ No newline at end of file diff --git a/runs/le_color_sage_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/le_color_sage_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..b8352fc --- /dev/null +++ b/runs/le_color_sage_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,14 @@ +{ + "conv": "sage", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 3, + "n": 300, + "fail_rate": 0.19666666666666666, + "auroc": 0.6804979253112032, + "sep": 0.11776359703690804, + "lam_solved": 0.002266006156251741, + "lam_unsolved": 0.12002960319315978, + "mean_lam": 0.025426180240176986 +}
\ No newline at end of file diff --git a/runs/le_color_sage_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/le_color_sage_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..6287958 --- /dev/null +++ b/runs/le_color_sage_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,14 @@ +{ + "conv": "sage", + "grad_mode": "full", + "pe": "none", + "contract": false, + "seed": 4, + "n": 300, + "fail_rate": 0.18333333333333332, + "auroc": 0.8282745825602968, + "sep": 0.1934978023844479, + "lam_solved": -0.011430386611423616, + "lam_unsolved": 0.18206741577302427, + "mean_lam": 0.024044210492391832 +}
\ No newline at end of file diff --git a/runs/le_sweep.log b/runs/le_sweep.log new file mode 100644 index 0000000..a34180d --- /dev/null +++ b/runs/le_sweep.log @@ -0,0 +1,29 @@ +host=timan1.cs.illinois.edu gpu=0 start=2026-06-16T10:23:58-05:00 +ep20 val_mae=[0.316, 0.393] +ep40 val_mae=[0.357, 0.365] +ep60 val_mae=[0.165, 0.247] +ep80 val_mae=[0.171, 0.226] +ep100 val_mae=[0.415, 0.502] +ep120 val_mae=[0.183, 0.27] +ep140 val_mae=[0.149, 0.203] +ep160 val_mae=[0.172, 0.243] +ep180 val_mae=[0.171, 0.205] +ep200 val_mae=[0.176, 0.212] +[rec_full_sig0.0_K1_bestq_T3_ns3_s0] test_mae=[0.145, 0.198] oracle@K=[0.145, 0.198] @ep140 (209.3s) + wrote /home/yurenh2/rrog/runs/ckpt_rec_full_sig0.0_K1_bestq_T3_ns3_s0.pt +ep20 val_mae=[0.353, 0.393] +ep40 val_mae=[0.281, 0.337] +ep60 val_mae=[0.217, 0.308] +ep80 val_mae=[0.194, 0.285] +ep100 val_mae=[0.185, 0.313] +ep120 val_mae=[0.21, 0.373] +ep140 val_mae=[0.531, 0.684] +ep160 val_mae=[0.471, 0.599] +ep180 val_mae=[0.56, 0.6] +ep200 val_mae=[0.595, 0.645] +[rec_1step_sig0.0_K1_bestq_T3_ns3_s0] test_mae=[0.211, 0.293] oracle@K=[0.211, 0.293] @ep80 (168.0s) + wrote /home/yurenh2/rrog/runs/ckpt_rec_1step_sig0.0_K1_bestq_T3_ns3_s0.pt +===== LE diagnostic (lambda1: success vs failure) ===== +[full] n=300 fail_rate=0.15 | lambda1 SUCC mean -0.0402 std 0.1253 (n=256) | FAIL mean +0.0156 std 0.1058 (n=44) | sep(fail-succ)=+0.0558 | AUROC(fail|lambda1)=0.633 | mean_lambda1=-0.0320 +[1step] n=300 fail_rate=0.29 | lambda1 SUCC mean -0.2247 std 0.1226 (n=213) | FAIL mean -0.1706 std 0.1229 (n=87) | sep(fail-succ)=+0.0542 | AUROC(fail|lambda1)=0.630 | mean_lambda1=-0.2090 +done=2026-06-16T10:31:15-05:00 diff --git a/runs/ogb_hiv_remaining_gpu1.log b/runs/ogb_hiv_remaining_gpu1.log new file mode 100644 index 0000000..97ed9bb --- /dev/null +++ b/runs/ogb_hiv_remaining_gpu1.log @@ -0,0 +1,79 @@ ++ [[ hB != hxB ]] ++ XTRACE_STATE=-x ++ [[ hxB != hxB ]] ++ VERBOSE_STATE=+v ++ set +xv ++ unset XTRACE_STATE VERBOSE_STATE ++ set -euo pipefail ++ cd /home/yurenh2/rrog ++ export PYTHONPATH=/home/yurenh2/rrog: ++ PYTHONPATH=/home/yurenh2/rrog: ++ DEVICE=cuda:1 ++ EPOCHS=100 ++ SEED=0 ++ run_if_missing sgc fixed-rrog 3 3 ++ local view=sgc ++ local compute=fixed-rrog ++ local t=3 ++ local ns=3 ++ local out=runs/ogbg-molhiv_sgc_fixed-rrog_T3_ns3_h128_e100_s0.json ++ [[ -f runs/ogbg-molhiv_sgc_fixed-rrog_T3_ns3_h128_e100_s0.json ]] ++ echo '[run] view=sgc compute=fixed-rrog T=3 ns=3 device=cuda:1' +[run] view=sgc compute=fixed-rrog T=3 ns=3 device=cuda:1 ++ python3 -m rrog.cli run --task ogbg-molhiv --view sgc --compute fixed-rrog --epochs 100 --T 3 --n_sup 3 --seed 0 --device cuda:1 +python3 rrog/train_ogb_graphprop.py --dataset ogbg-molhiv --view sgc --compute fixed-rrog --T 3 --n_sup 3 --hidden 128 --bs 128 --epochs 100 --eval_every 10 --agg_layers 5 --compute_layers 2 --seed 0 --device cuda:1 +ep10 val_rocauc=0.71985 halt=0.00 train_steps=3.00 +ep20 val_rocauc=0.72847 halt=0.00 train_steps=3.00 +ep30 val_rocauc=0.72656 halt=0.00 train_steps=3.00 +ep40 val_rocauc=0.72385 halt=0.00 train_steps=3.00 +ep50 val_rocauc=0.73415 halt=0.00 train_steps=3.00 +ep60 val_rocauc=0.74863 halt=0.00 train_steps=3.00 +ep70 val_rocauc=0.73652 halt=0.00 train_steps=3.00 +ep80 val_rocauc=0.74310 halt=0.00 train_steps=3.00 +ep90 val_rocauc=0.74841 halt=0.00 train_steps=3.00 +ep100 val_rocauc=0.73595 halt=0.00 train_steps=3.00 +[ogbg-molhiv_sgc_fixed-rrog_T3_ns3_h128_e100_s0] best_ep=60 val={'rocauc': 0.7486343817362336} test={'rocauc': 0.7382220591359432} adaptive=None steps=None + wrote /home/yurenh2/rrog/runs/ogbg-molhiv_sgc_fixed-rrog_T3_ns3_h128_e100_s0.json ++ run_if_missing cheb classic 0 1 ++ local view=cheb ++ local compute=classic ++ local t=0 ++ local ns=1 ++ local out=runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s0.json ++ [[ -f runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s0.json ]] ++ echo '[run] view=cheb compute=classic T=0 ns=1 device=cuda:1' +[run] view=cheb compute=classic T=0 ns=1 device=cuda:1 ++ python3 -m rrog.cli run --task ogbg-molhiv --view cheb --compute classic --epochs 100 --T 0 --n_sup 1 --seed 0 --device cuda:1 +python3 rrog/train_ogb_graphprop.py --dataset ogbg-molhiv --view cheb --compute classic --T 0 --n_sup 1 --hidden 128 --bs 128 --epochs 100 --eval_every 10 --agg_layers 5 --compute_layers 2 --seed 0 --device cuda:1 +ep10 val_rocauc=0.72594 halt=0.00 train_steps=1.00 +ep20 val_rocauc=0.78152 halt=0.00 train_steps=1.00 +ep30 val_rocauc=0.75664 halt=0.00 train_steps=1.00 +ep40 val_rocauc=0.74200 halt=0.00 train_steps=1.00 +ep50 val_rocauc=0.79068 halt=0.00 train_steps=1.00 +ep60 val_rocauc=0.79676 halt=0.00 train_steps=1.00 +ep70 val_rocauc=0.76138 halt=0.00 train_steps=1.00 +ep80 val_rocauc=0.77612 halt=0.00 train_steps=1.00 +ep90 val_rocauc=0.77074 halt=0.00 train_steps=1.00 +ep100 val_rocauc=0.77029 halt=0.00 train_steps=1.00 +[ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s0] best_ep=60 val={'rocauc': 0.796764770723104} test={'rocauc': 0.7451302651654147} adaptive=None steps=None + wrote /home/yurenh2/rrog/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s0.json ++ run_if_missing cheb fixed-rrog 3 3 ++ local view=cheb ++ local compute=fixed-rrog ++ local t=3 ++ local ns=3 ++ local out=runs/ogbg-molhiv_cheb_fixed-rrog_T3_ns3_h128_e100_s0.json ++ [[ -f runs/ogbg-molhiv_cheb_fixed-rrog_T3_ns3_h128_e100_s0.json ]] ++ echo '[run] view=cheb compute=fixed-rrog T=3 ns=3 device=cuda:1' +[run] view=cheb compute=fixed-rrog T=3 ns=3 device=cuda:1 ++ python3 -m rrog.cli run --task ogbg-molhiv --view cheb --compute fixed-rrog --epochs 100 --T 3 --n_sup 3 --seed 0 --device cuda:1 +python3 rrog/train_ogb_graphprop.py --dataset ogbg-molhiv --view cheb --compute fixed-rrog --T 3 --n_sup 3 --hidden 128 --bs 128 --epochs 100 --eval_every 10 --agg_layers 5 --compute_layers 2 --seed 0 --device cuda:1 +ep10 val_rocauc=0.72235 halt=0.00 train_steps=3.00 +ep20 val_rocauc=0.76443 halt=0.00 train_steps=3.00 +ep30 val_rocauc=0.77549 halt=0.00 train_steps=3.00 +ep40 val_rocauc=0.73576 halt=0.00 train_steps=3.00 +ep50 val_rocauc=0.77500 halt=0.00 train_steps=3.00 +ep60 val_rocauc=0.77257 halt=0.00 train_steps=3.00 +ep70 val_rocauc=0.76067 halt=0.00 train_steps=3.00 +ep80 val_rocauc=0.76616 halt=0.00 train_steps=3.00 +ep90 val_rocauc=0.76171 halt=0.00 train_steps=3.00 diff --git a/runs/ogbg-molbace_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_appnp_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..e30e682 --- /dev/null +++ b/runs/ogbg-molbace_appnp_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_appnp_classic_T0_ns1_h128_e100_s0", + "view": "appnp", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 17.3, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.6564102564102564 + }, + "test": { + "rocauc": 0.7423056859676577 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..c30d31f --- /dev/null +++ b/runs/ogbg-molbace_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_appnp_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "appnp", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 20.1, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7168498168498169 + }, + "test": { + "rocauc": 0.7209181011997913 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..d061742 --- /dev/null +++ b/runs/ogbg-molbace_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 34.5, + "dev": "cuda:3", + "ep": 10, + "val": { + "rocauc": 0.6802197802197802 + }, + "val_adaptive": { + "rocauc": 0.6714285714285715 + }, + "test": { + "rocauc": 0.6833594157537818 + }, + "test_adaptive": { + "rocauc": 0.7826464962615197 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.1059602649006623, + "fixed_steps": 8.0, + "adaptive_steps": 2.0921052631578947 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..5dbddc8 --- /dev/null +++ b/runs/ogbg-molbace_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 38.3, + "dev": "cuda:0", + "ep": 20, + "val": { + "rocauc": 0.6835164835164835 + }, + "val_adaptive": { + "rocauc": 0.6549450549450551 + }, + "test": { + "rocauc": 0.7118761954442705 + }, + "test_adaptive": { + "rocauc": 0.7328290732046601 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.357615894039735, + "fixed_steps": 8.0, + "adaptive_steps": 2.1315789473684212 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_arma_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..4d18ef2 --- /dev/null +++ b/runs/ogbg-molbace_arma_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_arma_classic_T0_ns1_h128_e100_s0", + "view": "arma", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 30.6, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.6923076923076924 + }, + "test": { + "rocauc": 0.7838636758824552 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_arma_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..8090a35 --- /dev/null +++ b/runs/ogbg-molbace_arma_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_arma_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "arma", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 38.9, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.717948717948718 + }, + "test": { + "rocauc": 0.7671709267953399 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..ae5bc4f --- /dev/null +++ b/runs/ogbg-molbace_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "arma", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 36.3, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.7355311355311356 + }, + "val_adaptive": { + "rocauc": 0.7347985347985347 + }, + "test": { + "rocauc": 0.7450878108155102 + }, + "test_adaptive": { + "rocauc": 0.7645626847504782 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.71523178807947, + "fixed_steps": 8.0, + "adaptive_steps": 4.375 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_cheb_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..ffd0717 --- /dev/null +++ b/runs/ogbg-molbace_cheb_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_cheb_classic_T0_ns1_h128_e100_s0", + "view": "cheb", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 15.4, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.7267399267399268 + }, + "test": { + "rocauc": 0.7969048861067639 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..0fec992 --- /dev/null +++ b/runs/ogbg-molbace_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_cheb_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "cheb", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 23.6, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7113553113553114 + }, + "test": { + "rocauc": 0.7532603025560771 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..62ad993 --- /dev/null +++ b/runs/ogbg-molbace_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "cheb", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 37.2, + "dev": "cuda:0", + "ep": 70, + "val": { + "rocauc": 0.7164835164835166 + }, + "val_adaptive": { + "rocauc": 0.7380952380952381 + }, + "test": { + "rocauc": 0.8007303077725613 + }, + "test_adaptive": { + "rocauc": 0.8120326899669622 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.8675496688741724, + "fixed_steps": 8.0, + "adaptive_steps": 2.598684210526316 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_film_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..c263851 --- /dev/null +++ b/runs/ogbg-molbace_film_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_film_classic_T0_ns1_h128_e100_s0", + "view": "film", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 17.2, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.6703296703296703 + }, + "test": { + "rocauc": 0.7242218744566161 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_film_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..dc748cb --- /dev/null +++ b/runs/ogbg-molbace_film_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_film_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "film", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 26.1, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.6652014652014652 + }, + "test": { + "rocauc": 0.7242218744566163 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..2187ffa --- /dev/null +++ b/runs/ogbg-molbace_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "film", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 35.3, + "dev": "cuda:0", + "ep": 70, + "val": { + "rocauc": 0.6467032967032967 + }, + "val_adaptive": { + "rocauc": 0.6472527472527473 + }, + "test": { + "rocauc": 0.6802295252999478 + }, + "test_adaptive": { + "rocauc": 0.6732742131803164 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 6.139072847682119, + "fixed_steps": 8.0, + "adaptive_steps": 5.256578947368421 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_gatv2_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..7d5f25d --- /dev/null +++ b/runs/ogbg-molbace_gatv2_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gatv2_classic_T0_ns1_h128_e100_s0", + "view": "gatv2", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 29.9, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.702930402930403 + }, + "test": { + "rocauc": 0.7400452095287776 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..4ed6321 --- /dev/null +++ b/runs/ogbg-molbace_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gatv2_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gatv2", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 34.7, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7025641025641026 + }, + "test": { + "rocauc": 0.751869240132151 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..9f3dced --- /dev/null +++ b/runs/ogbg-molbace_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gatv2", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 45.8, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7131868131868132 + }, + "val_adaptive": { + "rocauc": 0.7197802197802198 + }, + "test": { + "rocauc": 0.8261171970092158 + }, + "test_adaptive": { + "rocauc": 0.8262910798122065 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.52317880794702, + "fixed_steps": 8.0, + "adaptive_steps": 4.006578947368421 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_gcn_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..438332b --- /dev/null +++ b/runs/ogbg-molbace_gcn_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gcn_classic_T0_ns1_h128_e100_s0", + "view": "gcn", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 11.5, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.638095238095238 + }, + "test": { + "rocauc": 0.7393496783168144 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..4d02789 --- /dev/null +++ b/runs/ogbg-molbace_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gcn_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gcn", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 22.2, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.6373626373626374 + }, + "test": { + "rocauc": 0.7732568249000173 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..7c2ac00 --- /dev/null +++ b/runs/ogbg-molbace_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 30.9, + "dev": "cuda:3", + "ep": 10, + "val": { + "rocauc": 0.6615384615384615 + }, + "val_adaptive": { + "rocauc": 0.6882783882783883 + }, + "test": { + "rocauc": 0.4418362023995827 + }, + "test_adaptive": { + "rocauc": 0.5362545644235784 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.1589403973509933, + "fixed_steps": 8.0, + "adaptive_steps": 2.8421052631578947 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..992eef2 --- /dev/null +++ b/runs/ogbg-molbace_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 33.9, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.7201465201465201 + }, + "val_adaptive": { + "rocauc": 0.7021978021978023 + }, + "test": { + "rocauc": 0.7483915840723353 + }, + "test_adaptive": { + "rocauc": 0.7450878108155105 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.28476821192053, + "fixed_steps": 8.0, + "adaptive_steps": 3.960526315789474 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_gen_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..13095ae --- /dev/null +++ b/runs/ogbg-molbace_gen_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gen_classic_T0_ns1_h128_e100_s0", + "view": "gen", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 13.8, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.7128205128205128 + }, + "test": { + "rocauc": 0.7325682490001738 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_gen_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..19b0e7a --- /dev/null +++ b/runs/ogbg-molbace_gen_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gen_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gen", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 17.5, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.6893772893772894 + }, + "test": { + "rocauc": 0.7449139280125194 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..fb8deeb --- /dev/null +++ b/runs/ogbg-molbace_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gen", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 35.7, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.6534798534798535 + }, + "val_adaptive": { + "rocauc": 0.6428571428571429 + }, + "test": { + "rocauc": 0.6915319074943488 + }, + "test_adaptive": { + "rocauc": 0.6788384628760215 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.450331125827814, + "fixed_steps": 8.0, + "adaptive_steps": 3.9802631578947367 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_gin_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..c3a8f27 --- /dev/null +++ b/runs/ogbg-molbace_gin_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gin_classic_T0_ns1_h128_e100_s0", + "view": "gin", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 22.0, + "dev": "cuda:1", + "ep": 100, + "val": { + "rocauc": 0.652014652014652 + }, + "test": { + "rocauc": 0.7336115458181186 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_gin_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..f168f82 --- /dev/null +++ b/runs/ogbg-molbace_gin_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gin_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gin", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 27.0, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.6538461538461539 + }, + "test": { + "rocauc": 0.7169187967310032 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..ddaea1e --- /dev/null +++ b/runs/ogbg-molbace_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 32.2, + "dev": "cuda:3", + "ep": 60, + "val": { + "rocauc": 0.6630036630036631 + }, + "val_adaptive": { + "rocauc": 0.694871794871795 + }, + "test": { + "rocauc": 0.7275256477134411 + }, + "test_adaptive": { + "rocauc": 0.7369153190749435 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0860927152317883, + "fixed_steps": 8.0, + "adaptive_steps": 2.0526315789473686 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..e194917 --- /dev/null +++ b/runs/ogbg-molbace_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 33.3, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.6802197802197802 + }, + "val_adaptive": { + "rocauc": 0.6652014652014652 + }, + "test": { + "rocauc": 0.723526343244653 + }, + "test_adaptive": { + "rocauc": 0.721961398017736 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.397350993377484, + "fixed_steps": 8.0, + "adaptive_steps": 3.473684210526316 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_gine_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..358ccad --- /dev/null +++ b/runs/ogbg-molbace_gine_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gine_classic_T0_ns1_h128_e100_s0", + "view": "gine", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 12.1, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.6641025641025642 + }, + "test": { + "rocauc": 0.7454355764214919 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_gine_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..b9c0532 --- /dev/null +++ b/runs/ogbg-molbace_gine_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gine_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gine", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 19.0, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.6684981684981685 + }, + "test": { + "rocauc": 0.6993566336289341 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..76f621a --- /dev/null +++ b/runs/ogbg-molbace_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gine", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 33.3, + "dev": "cuda:0", + "ep": 70, + "val": { + "rocauc": 0.6824175824175824 + }, + "val_adaptive": { + "rocauc": 0.6978021978021979 + }, + "test": { + "rocauc": 0.7718657624760911 + }, + "test_adaptive": { + "rocauc": 0.7697791688402017 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.980132450331126, + "fixed_steps": 8.0, + "adaptive_steps": 3.1710526315789473 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_graphconv_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..1ecb1b8 --- /dev/null +++ b/runs/ogbg-molbace_graphconv_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_graphconv_classic_T0_ns1_h128_e100_s0", + "view": "graphconv", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 18.2, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.7311355311355311 + }, + "test": { + "rocauc": 0.8035124326204138 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..38b40bc --- /dev/null +++ b/runs/ogbg-molbace_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_graphconv_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphconv", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 22.5, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.7461538461538462 + }, + "test": { + "rocauc": 0.7982959485306903 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..90181e4 --- /dev/null +++ b/runs/ogbg-molbace_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 29.6, + "dev": "cuda:3", + "ep": 70, + "val": { + "rocauc": 0.6926739926739928 + }, + "val_adaptive": { + "rocauc": 0.6978021978021979 + }, + "test": { + "rocauc": 0.6736219787862981 + }, + "test_adaptive": { + "rocauc": 0.734828725439054 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0, + "fixed_steps": 8.0, + "adaptive_steps": 2.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..5023a02 --- /dev/null +++ b/runs/ogbg-molbace_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 31.4, + "dev": "cuda:0", + "ep": 30, + "val": { + "rocauc": 0.6908424908424909 + }, + "val_adaptive": { + "rocauc": 0.6923076923076923 + }, + "test": { + "rocauc": 0.7475221700573813 + }, + "test_adaptive": { + "rocauc": 0.7638671535385151 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 5.887417218543046, + "fixed_steps": 8.0, + "adaptive_steps": 4.276315789473684 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_graphsage_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..fbd4ded --- /dev/null +++ b/runs/ogbg-molbace_graphsage_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_graphsage_classic_T0_ns1_h128_e100_s0", + "view": "graphsage", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 11.0, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.6758241758241759 + }, + "test": { + "rocauc": 0.7758650669448792 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..01d7a96 --- /dev/null +++ b/runs/ogbg-molbace_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_graphsage_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphsage", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 16.6, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.6703296703296704 + }, + "test": { + "rocauc": 0.7118761954442706 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..b99cda3 --- /dev/null +++ b/runs/ogbg-molbace_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphsage", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 31.9, + "dev": "cuda:0", + "ep": 70, + "val": { + "rocauc": 0.7091575091575092 + }, + "val_adaptive": { + "rocauc": 0.715018315018315 + }, + "test": { + "rocauc": 0.7821248478525474 + }, + "test_adaptive": { + "rocauc": 0.7909928708050773 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.543046357615894, + "fixed_steps": 8.0, + "adaptive_steps": 3.75 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_mf_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..0be66cb --- /dev/null +++ b/runs/ogbg-molbace_mf_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_mf_classic_T0_ns1_h128_e100_s0", + "view": "mf", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 51.3, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.7421245421245422 + }, + "test": { + "rocauc": 0.7760389497478699 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_mf_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..8667208 --- /dev/null +++ b/runs/ogbg-molbace_mf_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_mf_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "mf", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 52.6, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.7234432234432234 + }, + "test": { + "rocauc": 0.7683881064162754 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..7913df0 --- /dev/null +++ b/runs/ogbg-molbace_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "mf", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 56.2, + "dev": "cuda:0", + "ep": 30, + "val": { + "rocauc": 0.7747252747252747 + }, + "val_adaptive": { + "rocauc": 0.7472527472527473 + }, + "test": { + "rocauc": 0.8019474873934969 + }, + "test_adaptive": { + "rocauc": 0.7949921752738653 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 5.026490066225166, + "fixed_steps": 8.0, + "adaptive_steps": 4.980263157894737 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_pna_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..d12a0be --- /dev/null +++ b/runs/ogbg-molbace_pna_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_pna_classic_T0_ns1_h128_e100_s0", + "view": "pna", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 30.2, + "dev": "cuda:1", + "ep": 90, + "val": { + "rocauc": 0.7516483516483518 + }, + "test": { + "rocauc": 0.6911841418883674 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_pna_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..1ac26ac --- /dev/null +++ b/runs/ogbg-molbace_pna_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_pna_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "pna", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 29.3, + "dev": "cuda:1", + "ep": 100, + "val": { + "rocauc": 0.7036630036630036 + }, + "test": { + "rocauc": 0.7967310033037731 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..88f629c --- /dev/null +++ b/runs/ogbg-molbace_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "pna", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 41.0, + "dev": "cuda:3", + "ep": 30, + "val": { + "rocauc": 0.658974358974359 + }, + "val_adaptive": { + "rocauc": 0.6501831501831502 + }, + "test": { + "rocauc": 0.7480438184663536 + }, + "test_adaptive": { + "rocauc": 0.7546513649800034 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.562913907284768, + "fixed_steps": 8.0, + "adaptive_steps": 2.6315789473684212 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..639257f --- /dev/null +++ b/runs/ogbg-molbace_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "pna", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 44.7, + "dev": "cuda:0", + "ep": 20, + "val": { + "rocauc": 0.7095238095238096 + }, + "val_adaptive": { + "rocauc": 0.5846153846153846 + }, + "test": { + "rocauc": 0.7809076682316118 + }, + "test_adaptive": { + "rocauc": 0.7337854286211093 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.556291390728477, + "fixed_steps": 8.0, + "adaptive_steps": 3.914473684210526 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_resgated_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..2789193 --- /dev/null +++ b/runs/ogbg-molbace_resgated_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_resgated_classic_T0_ns1_h128_e100_s0", + "view": "resgated", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 21.1, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.7172161172161172 + }, + "test": { + "rocauc": 0.7876890975482524 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..cc03d1d --- /dev/null +++ b/runs/ogbg-molbace_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_resgated_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "resgated", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 22.7, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.6912087912087912 + }, + "test": { + "rocauc": 0.7464788732394366 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..98d5a43 --- /dev/null +++ b/runs/ogbg-molbace_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "resgated", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 33.7, + "dev": "cuda:3", + "ep": 60, + "val": { + "rocauc": 0.6941391941391942 + }, + "val_adaptive": { + "rocauc": 0.6959706959706959 + }, + "test": { + "rocauc": 0.7231785776386715 + }, + "test_adaptive": { + "rocauc": 0.7640410363415059 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0, + "fixed_steps": 8.0, + "adaptive_steps": 2.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..53dcf92 --- /dev/null +++ b/runs/ogbg-molbace_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "resgated", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 36.1, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.7395604395604396 + }, + "val_adaptive": { + "rocauc": 0.7293040293040294 + }, + "test": { + "rocauc": 0.7313510693792384 + }, + "test_adaptive": { + "rocauc": 0.7617805599026256 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.139072847682119, + "fixed_steps": 8.0, + "adaptive_steps": 3.388157894736842 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_sgc_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..2749fcc --- /dev/null +++ b/runs/ogbg-molbace_sgc_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_sgc_classic_T0_ns1_h128_e100_s0", + "view": "sgc", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 13.6, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.6575091575091575 + }, + "test": { + "rocauc": 0.6965745087810815 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..387544f --- /dev/null +++ b/runs/ogbg-molbace_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_sgc_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "sgc", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 23.0, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.6454212454212455 + }, + "test": { + "rocauc": 0.772735176491045 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..2c56535 --- /dev/null +++ b/runs/ogbg-molbace_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 32.1, + "dev": "cuda:3", + "ep": 70, + "val": { + "rocauc": 0.643956043956044 + }, + "val_adaptive": { + "rocauc": 0.6227106227106227 + }, + "test": { + "rocauc": 0.7117023126412798 + }, + "test_adaptive": { + "rocauc": 0.7499565292992523 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0, + "fixed_steps": 8.0, + "adaptive_steps": 2.013157894736842 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..67e5a89 --- /dev/null +++ b/runs/ogbg-molbace_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 33.9, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.6615384615384615 + }, + "val_adaptive": { + "rocauc": 0.6641025641025642 + }, + "test": { + "rocauc": 0.7970787689097547 + }, + "test_adaptive": { + "rocauc": 0.7988175969396626 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.966887417218543, + "fixed_steps": 8.0, + "adaptive_steps": 3.638157894736842 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_tag_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..e34b3b7 --- /dev/null +++ b/runs/ogbg-molbace_tag_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_tag_classic_T0_ns1_h128_e100_s0", + "view": "tag", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 16.0, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.7084249084249085 + }, + "test": { + "rocauc": 0.7344809598330725 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_tag_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..c399fa2 --- /dev/null +++ b/runs/ogbg-molbace_tag_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_tag_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "tag", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 22.1, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.7355311355311356 + }, + "test": { + "rocauc": 0.6805772909059293 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..33942a1 --- /dev/null +++ b/runs/ogbg-molbace_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 33.9, + "dev": "cuda:3", + "ep": 30, + "val": { + "rocauc": 0.6545787545787546 + }, + "val_adaptive": { + "rocauc": 0.663003663003663 + }, + "test": { + "rocauc": 0.8191618848895844 + }, + "test_adaptive": { + "rocauc": 0.8142931664058426 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.013245033112583, + "fixed_steps": 8.0, + "adaptive_steps": 2.111842105263158 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..851014a --- /dev/null +++ b/runs/ogbg-molbace_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 38.5, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.7084249084249085 + }, + "val_adaptive": { + "rocauc": 0.6970695970695971 + }, + "test": { + "rocauc": 0.7960354720918101 + }, + "test_adaptive": { + "rocauc": 0.7776038949747869 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.9735099337748343, + "fixed_steps": 8.0, + "adaptive_steps": 2.5526315789473686 +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbace_transformer_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..ef02f11 --- /dev/null +++ b/runs/ogbg-molbace_transformer_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_transformer_classic_T0_ns1_h128_e100_s0", + "view": "transformer", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 21.7, + "dev": "cuda:1", + "ep": 90, + "val": { + "rocauc": 0.6663003663003664 + }, + "test": { + "rocauc": 0.7363936706659711 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbace_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..4d9ce01 --- /dev/null +++ b/runs/ogbg-molbace_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_transformer_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "transformer", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 28.7, + "dev": "cuda:1", + "ep": 90, + "val": { + "rocauc": 0.6981684981684982 + }, + "test": { + "rocauc": 0.7487393496783169 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbace_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbace_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..1d80a20 --- /dev/null +++ b/runs/ogbg-molbace_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbace", + "tag": "ogbg-molbace_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "transformer", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 41.7, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.6534798534798535 + }, + "val_adaptive": { + "rocauc": 0.6538461538461539 + }, + "test": { + "rocauc": 0.7191792731698834 + }, + "test_adaptive": { + "rocauc": 0.729264475743349 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.357615894039735, + "fixed_steps": 8.0, + "adaptive_steps": 2.710526315789474 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_appnp_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..e01c17a --- /dev/null +++ b/runs/ogbg-molbbbp_appnp_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_appnp_classic_T0_ns1_h128_e100_s0", + "view": "appnp", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 19.6, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.9146669321915762 + }, + "test": { + "rocauc": 0.6387924382716049 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..03928c0 --- /dev/null +++ b/runs/ogbg-molbbbp_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_appnp_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "appnp", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 26.7, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.9359753061834113 + }, + "test": { + "rocauc": 0.6073495370370371 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..39e5ebe --- /dev/null +++ b/runs/ogbg-molbbbp_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 45.2, + "dev": "cuda:3", + "ep": 50, + "val": { + "rocauc": 0.8797172159713232 + }, + "val_adaptive": { + "rocauc": 0.9080951906800757 + }, + "test": { + "rocauc": 0.5456211419753086 + }, + "test_adaptive": { + "rocauc": 0.5880594135802469 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0, + "fixed_steps": 8.0, + "adaptive_steps": 2.0098039215686274 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..b46a244 --- /dev/null +++ b/runs/ogbg-molbbbp_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 48.8, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.9066016130638256 + }, + "val_adaptive": { + "rocauc": 0.9337847256795779 + }, + "test": { + "rocauc": 0.5573881172839507 + }, + "test_adaptive": { + "rocauc": 0.6225887345679013 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0, + "fixed_steps": 8.0, + "adaptive_steps": 2.014705882352941 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molbbbp_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..9ae24fc --- /dev/null +++ b/runs/ogbg-molbbbp_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 43.8, + "dev": "cuda:3", + "ep": 80, + "val": { + "rocauc": 0.8966444289554915 + }, + "val_adaptive": { + "rocauc": 0.924225828935577 + }, + "test": { + "rocauc": 0.6170910493827161 + }, + "test_adaptive": { + "rocauc": 0.6361882716049383 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0098039215686274, + "fixed_steps": 8.0, + "adaptive_steps": 2.0049019607843137 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_arma_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..d3696cf --- /dev/null +++ b/runs/ogbg-molbbbp_arma_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_arma_classic_T0_ns1_h128_e100_s0", + "view": "arma", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 23.0, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.9366723090709947 + }, + "test": { + "rocauc": 0.6651234567901235 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_arma_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..f14e5c2 --- /dev/null +++ b/runs/ogbg-molbbbp_arma_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_arma_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "arma", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 44.9, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.941451757442995 + }, + "test": { + "rocauc": 0.6634837962962963 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..fe7120a --- /dev/null +++ b/runs/ogbg-molbbbp_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "arma", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 52.3, + "dev": "cuda:0", + "ep": 70, + "val": { + "rocauc": 0.9404560390321618 + }, + "val_adaptive": { + "rocauc": 0.9375684556407449 + }, + "test": { + "rocauc": 0.6411072530864197 + }, + "test_adaptive": { + "rocauc": 0.636766975308642 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0245098039215685, + "fixed_steps": 8.0, + "adaptive_steps": 2.1519607843137254 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_cheb_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..c66161b --- /dev/null +++ b/runs/ogbg-molbbbp_cheb_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_cheb_classic_T0_ns1_h128_e100_s0", + "view": "cheb", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 19.6, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.9452354874041621 + }, + "test": { + "rocauc": 0.6514274691358024 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..3b92e52 --- /dev/null +++ b/runs/ogbg-molbbbp_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_cheb_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "cheb", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 27.4, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.9278104152145773 + }, + "test": { + "rocauc": 0.665895061728395 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..ae93dcd --- /dev/null +++ b/runs/ogbg-molbbbp_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "cheb", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 48.9, + "dev": "cuda:0", + "ep": 70, + "val": { + "rocauc": 0.9496166484118291 + }, + "val_adaptive": { + "rocauc": 0.9449367718809121 + }, + "test": { + "rocauc": 0.6182484567901234 + }, + "test_adaptive": { + "rocauc": 0.611014660493827 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0294117647058822, + "fixed_steps": 8.0, + "adaptive_steps": 2.1666666666666665 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_film_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..71cf8e4 --- /dev/null +++ b/runs/ogbg-molbbbp_film_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_film_classic_T0_ns1_h128_e100_s0", + "view": "film", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 15.9, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.9285074181021606 + }, + "test": { + "rocauc": 0.6300154320987654 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_film_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..75350d8 --- /dev/null +++ b/runs/ogbg-molbbbp_film_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_film_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "film", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 39.4, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.939958179826745 + }, + "test": { + "rocauc": 0.6323302469135803 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..f3e24ce --- /dev/null +++ b/runs/ogbg-molbbbp_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "film", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 46.4, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.9392611769391616 + }, + "val_adaptive": { + "rocauc": 0.9483222144777457 + }, + "test": { + "rocauc": 0.5584490740740741 + }, + "test_adaptive": { + "rocauc": 0.5745563271604939 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.696078431372549, + "fixed_steps": 8.0, + "adaptive_steps": 3.2058823529411766 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_gatv2_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..c775266 --- /dev/null +++ b/runs/ogbg-molbbbp_gatv2_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gatv2_classic_T0_ns1_h128_e100_s0", + "view": "gatv2", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 34.3, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.9346808722493279 + }, + "test": { + "rocauc": 0.6324266975308642 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..3c0370c --- /dev/null +++ b/runs/ogbg-molbbbp_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gatv2_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gatv2", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 42.8, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.935577018819078 + }, + "test": { + "rocauc": 0.6559606481481481 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..b485203 --- /dev/null +++ b/runs/ogbg-molbbbp_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gatv2", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 55.0, + "dev": "cuda:0", + "ep": 70, + "val": { + "rocauc": 0.9302997112416609 + }, + "val_adaptive": { + "rocauc": 0.9165587971721598 + }, + "test": { + "rocauc": 0.6648341049382716 + }, + "test_adaptive": { + "rocauc": 0.6627121913580247 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.1029411764705883, + "fixed_steps": 8.0, + "adaptive_steps": 2.1372549019607843 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_gcn_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..a6a18df --- /dev/null +++ b/runs/ogbg-molbbbp_gcn_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gcn_classic_T0_ns1_h128_e100_s0", + "view": "gcn", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 13.4, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.9385641740515782 + }, + "test": { + "rocauc": 0.667920524691358 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..ba2c88e --- /dev/null +++ b/runs/ogbg-molbbbp_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gcn_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gcn", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 19.8, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.9416509011251619 + }, + "test": { + "rocauc": 0.601658950617284 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..9c600a3 --- /dev/null +++ b/runs/ogbg-molbbbp_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 38.4, + "dev": "cuda:3", + "ep": 40, + "val": { + "rocauc": 0.9429453350592453 + }, + "val_adaptive": { + "rocauc": 0.9520063725978294 + }, + "test": { + "rocauc": 0.6137152777777778 + }, + "test_adaptive": { + "rocauc": 0.675829475308642 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0098039215686274, + "fixed_steps": 8.0, + "adaptive_steps": 2.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..bd80655 --- /dev/null +++ b/runs/ogbg-molbbbp_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 42.2, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.9528029473264961 + }, + "val_adaptive": { + "rocauc": 0.9538982375784127 + }, + "test": { + "rocauc": 0.6794945987654321 + }, + "test_adaptive": { + "rocauc": 0.6629050925925926 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.1715686274509802, + "fixed_steps": 8.0, + "adaptive_steps": 2.269607843137255 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molbbbp_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..7070fb1 --- /dev/null +++ b/runs/ogbg-molbbbp_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 37.9, + "dev": "cuda:3", + "ep": 70, + "val": { + "rocauc": 0.9343821567260779 + }, + "val_adaptive": { + "rocauc": 0.9363735935477446 + }, + "test": { + "rocauc": 0.6946373456790124 + }, + "test_adaptive": { + "rocauc": 0.6956983024691358 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.377450980392157, + "fixed_steps": 8.0, + "adaptive_steps": 3.0049019607843137 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_gen_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..96c4f79 --- /dev/null +++ b/runs/ogbg-molbbbp_gen_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gen_classic_T0_ns1_h128_e100_s0", + "view": "gen", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 18.0, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.9548939559892462 + }, + "test": { + "rocauc": 0.677469135802469 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_gen_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..46346d4 --- /dev/null +++ b/runs/ogbg-molbbbp_gen_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gen_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gen", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 37.8, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.9429453350592453 + }, + "test": { + "rocauc": 0.6036844135802468 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..098535e --- /dev/null +++ b/runs/ogbg-molbbbp_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gen", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 45.4, + "dev": "cuda:0", + "ep": 30, + "val": { + "rocauc": 0.925121975505327 + }, + "val_adaptive": { + "rocauc": 0.9211391018619934 + }, + "test": { + "rocauc": 0.6313657407407408 + }, + "test_adaptive": { + "rocauc": 0.6291473765432098 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.622549019607843, + "fixed_steps": 8.0, + "adaptive_steps": 3.7892156862745097 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_gin_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..6e9794f --- /dev/null +++ b/runs/ogbg-molbbbp_gin_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gin_classic_T0_ns1_h128_e100_s0", + "view": "gin", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 14.3, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.925121975505327 + }, + "test": { + "rocauc": 0.5670331790123456 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_gin_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..4d3d022 --- /dev/null +++ b/runs/ogbg-molbbbp_gin_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gin_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gin", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 34.4, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.9526038036443294 + }, + "test": { + "rocauc": 0.5931712962962963 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..1bf5645 --- /dev/null +++ b/runs/ogbg-molbbbp_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 40.8, + "dev": "cuda:3", + "ep": 50, + "val": { + "rocauc": 0.9282087025789106 + }, + "val_adaptive": { + "rocauc": 0.936473165388828 + }, + "test": { + "rocauc": 0.6619405864197531 + }, + "test_adaptive": { + "rocauc": 0.6692708333333333 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.088235294117647, + "fixed_steps": 8.0, + "adaptive_steps": 2.0833333333333335 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..1c17af9 --- /dev/null +++ b/runs/ogbg-molbbbp_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 44.8, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.92044209897441 + }, + "val_adaptive": { + "rocauc": 0.9314945733346609 + }, + "test": { + "rocauc": 0.6527777777777778 + }, + "test_adaptive": { + "rocauc": 0.65258487654321 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.1323529411764706, + "fixed_steps": 8.0, + "adaptive_steps": 4.872549019607843 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molbbbp_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..852bc5b --- /dev/null +++ b/runs/ogbg-molbbbp_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 38.1, + "dev": "cuda:3", + "ep": 60, + "val": { + "rocauc": 0.9426466195359953 + }, + "val_adaptive": { + "rocauc": 0.944040625311162 + }, + "test": { + "rocauc": 0.6331018518518519 + }, + "test_adaptive": { + "rocauc": 0.638406635802469 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.142156862745098, + "fixed_steps": 8.0, + "adaptive_steps": 3.2058823529411766 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_gine_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..d696564 --- /dev/null +++ b/runs/ogbg-molbbbp_gine_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gine_classic_T0_ns1_h128_e100_s0", + "view": "gine", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 19.6, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.932390719904411 + }, + "test": { + "rocauc": 0.6160300925925926 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_gine_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..7082f6c --- /dev/null +++ b/runs/ogbg-molbbbp_gine_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gine_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gine", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 34.1, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.9421487603305785 + }, + "test": { + "rocauc": 0.6976273148148147 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..5a7c602 --- /dev/null +++ b/runs/ogbg-molbbbp_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gine", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 45.5, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.9205416708154933 + }, + "val_adaptive": { + "rocauc": 0.912277208005576 + }, + "test": { + "rocauc": 0.591820987654321 + }, + "test_adaptive": { + "rocauc": 0.5948109567901234 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.573529411764706, + "fixed_steps": 8.0, + "adaptive_steps": 2.9166666666666665 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_graphconv_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..7883f62 --- /dev/null +++ b/runs/ogbg-molbbbp_graphconv_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_graphconv_classic_T0_ns1_h128_e100_s0", + "view": "graphconv", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 16.2, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.9268146968037438 + }, + "test": { + "rocauc": 0.5899884259259258 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..5d5dc58 --- /dev/null +++ b/runs/ogbg-molbbbp_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_graphconv_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphconv", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 18.9, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.9336851538384945 + }, + "test": { + "rocauc": 0.6518132716049383 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..1a941f7 --- /dev/null +++ b/runs/ogbg-molbbbp_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 38.1, + "dev": "cuda:3", + "ep": 50, + "val": { + "rocauc": 0.9056058946529921 + }, + "val_adaptive": { + "rocauc": 0.923927113412327 + }, + "test": { + "rocauc": 0.6368634259259259 + }, + "test_adaptive": { + "rocauc": 0.6415895061728395 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0049019607843137, + "fixed_steps": 8.0, + "adaptive_steps": 2.1176470588235294 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..6e2f49d --- /dev/null +++ b/runs/ogbg-molbbbp_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 40.5, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.9234292542069104 + }, + "val_adaptive": { + "rocauc": 0.9375684556407448 + }, + "test": { + "rocauc": 0.6602044753086419 + }, + "test_adaptive": { + "rocauc": 0.6875 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.2058823529411766, + "fixed_steps": 8.0, + "adaptive_steps": 2.7941176470588234 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molbbbp_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..5f5eadb --- /dev/null +++ b/runs/ogbg-molbbbp_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 36.0, + "dev": "cuda:3", + "ep": 80, + "val": { + "rocauc": 0.9495170765707459 + }, + "val_adaptive": { + "rocauc": 0.9502140794583291 + }, + "test": { + "rocauc": 0.6861496913580247 + }, + "test_adaptive": { + "rocauc": 0.6808449074074074 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.1127450980392157, + "fixed_steps": 8.0, + "adaptive_steps": 2.7058823529411766 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_graphsage_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..b21c0b7 --- /dev/null +++ b/runs/ogbg-molbbbp_graphsage_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_graphsage_classic_T0_ns1_h128_e100_s0", + "view": "graphsage", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 14.6, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.9483222144777457 + }, + "test": { + "rocauc": 0.628761574074074 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..1a95b3f --- /dev/null +++ b/runs/ogbg-molbbbp_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_graphsage_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphsage", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 30.4, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.9502140794583291 + }, + "test": { + "rocauc": 0.5933641975308641 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..a0534f9 --- /dev/null +++ b/runs/ogbg-molbbbp_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphsage", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 42.0, + "dev": "cuda:0", + "ep": 10, + "val": { + "rocauc": 0.9406551827143284 + }, + "val_adaptive": { + "rocauc": 0.9543960967838296 + }, + "test": { + "rocauc": 0.6039737654320988 + }, + "test_adaptive": { + "rocauc": 0.6147762345679012 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.5441176470588234, + "fixed_steps": 8.0, + "adaptive_steps": 2.5686274509803924 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_mf_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..cd6c06d --- /dev/null +++ b/runs/ogbg-molbbbp_mf_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_mf_classic_T0_ns1_h128_e100_s0", + "view": "mf", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 64.9, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.9394603206213283 + }, + "test": { + "rocauc": 0.6364776234567902 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_mf_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..067dcf6 --- /dev/null +++ b/runs/ogbg-molbbbp_mf_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_mf_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "mf", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 73.9, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.9488200736831625 + }, + "test": { + "rocauc": 0.6480516975308641 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..f221069 --- /dev/null +++ b/runs/ogbg-molbbbp_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "mf", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 76.6, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.936771880912078 + }, + "val_adaptive": { + "rocauc": 0.9453350592452454 + }, + "test": { + "rocauc": 0.662133487654321 + }, + "test_adaptive": { + "rocauc": 0.667824074074074 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.6862745098039214, + "fixed_steps": 8.0, + "adaptive_steps": 3.5441176470588234 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_pna_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..04fb49d --- /dev/null +++ b/runs/ogbg-molbbbp_pna_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_pna_classic_T0_ns1_h128_e100_s0", + "view": "pna", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 45.6, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.955391815194663 + }, + "test": { + "rocauc": 0.6417824074074073 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_pna_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..fd856dc --- /dev/null +++ b/runs/ogbg-molbbbp_pna_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_pna_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "pna", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 51.7, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.9584785422682465 + }, + "test": { + "rocauc": 0.6682098765432098 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..b0434cf --- /dev/null +++ b/runs/ogbg-molbbbp_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "pna", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 52.0, + "dev": "cuda:3", + "ep": 30, + "val": { + "rocauc": 0.9379667430050782 + }, + "val_adaptive": { + "rocauc": 0.9427461913770785 + }, + "test": { + "rocauc": 0.6539351851851851 + }, + "test_adaptive": { + "rocauc": 0.6563464506172839 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.200980392156863, + "fixed_steps": 8.0, + "adaptive_steps": 2.3137254901960786 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..a9791f9 --- /dev/null +++ b/runs/ogbg-molbbbp_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "pna", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 62.0, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.9500149357761626 + }, + "val_adaptive": { + "rocauc": 0.9505127949815791 + }, + "test": { + "rocauc": 0.6172839506172839 + }, + "test_adaptive": { + "rocauc": 0.6179591049382716 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.6715686274509802, + "fixed_steps": 8.0, + "adaptive_steps": 4.686274509803922 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_resgated_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..fdf12c1 --- /dev/null +++ b/runs/ogbg-molbbbp_resgated_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_resgated_classic_T0_ns1_h128_e100_s0", + "view": "resgated", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 20.4, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.9182515184705764 + }, + "test": { + "rocauc": 0.6626157407407406 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..accc032 --- /dev/null +++ b/runs/ogbg-molbbbp_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_resgated_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "resgated", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 40.2, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.9534999502140794 + }, + "test": { + "rocauc": 0.583912037037037 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..82cc92f --- /dev/null +++ b/runs/ogbg-molbbbp_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "resgated", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 42.6, + "dev": "cuda:3", + "ep": 20, + "val": { + "rocauc": 0.9499153639350792 + }, + "val_adaptive": { + "rocauc": 0.9558896744000798 + }, + "test": { + "rocauc": 0.6603973765432098 + }, + "test_adaptive": { + "rocauc": 0.6677276234567902 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.1519607843137254, + "fixed_steps": 8.0, + "adaptive_steps": 2.343137254901961 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..197b41e --- /dev/null +++ b/runs/ogbg-molbbbp_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "resgated", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 46.9, + "dev": "cuda:0", + "ep": 30, + "val": { + "rocauc": 0.9132729264164094 + }, + "val_adaptive": { + "rocauc": 0.9309967141292442 + }, + "test": { + "rocauc": 0.5753279320987655 + }, + "test_adaptive": { + "rocauc": 0.5887345679012346 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.6323529411764706, + "fixed_steps": 8.0, + "adaptive_steps": 3.593137254901961 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_sgc_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..e1f6e85 --- /dev/null +++ b/runs/ogbg-molbbbp_sgc_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_sgc_classic_T0_ns1_h128_e100_s0", + "view": "sgc", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 15.1, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.9300009957184109 + }, + "test": { + "rocauc": 0.6239390432098766 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..256ff82 --- /dev/null +++ b/runs/ogbg-molbbbp_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_sgc_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "sgc", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 22.0, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.9285074181021606 + }, + "test": { + "rocauc": 0.6454475308641976 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..beab1b0 --- /dev/null +++ b/runs/ogbg-molbbbp_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 39.6, + "dev": "cuda:3", + "ep": 70, + "val": { + "rocauc": 0.9346808722493279 + }, + "val_adaptive": { + "rocauc": 0.9448372000398287 + }, + "test": { + "rocauc": 0.6516203703703703 + }, + "test_adaptive": { + "rocauc": 0.6385030864197532 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0, + "fixed_steps": 8.0, + "adaptive_steps": 2.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..c0fc97d --- /dev/null +++ b/runs/ogbg-molbbbp_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 43.2, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.947525639749079 + }, + "val_adaptive": { + "rocauc": 0.9579806830628299 + }, + "test": { + "rocauc": 0.6593364197530864 + }, + "test_adaptive": { + "rocauc": 0.6675347222222222 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.073529411764706, + "fixed_steps": 8.0, + "adaptive_steps": 2.2549019607843137 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molbbbp_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..c3329bd --- /dev/null +++ b/runs/ogbg-molbbbp_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 39.7, + "dev": "cuda:3", + "ep": 40, + "val": { + "rocauc": 0.9522055162799961 + }, + "val_adaptive": { + "rocauc": 0.9463307776560788 + }, + "test": { + "rocauc": 0.6266396604938272 + }, + "test_adaptive": { + "rocauc": 0.6264467592592592 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.303921568627451, + "fixed_steps": 8.0, + "adaptive_steps": 2.7892156862745097 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_tag_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..98c445b --- /dev/null +++ b/runs/ogbg-molbbbp_tag_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_tag_classic_T0_ns1_h128_e100_s0", + "view": "tag", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 19.7, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.9476252115901622 + }, + "test": { + "rocauc": 0.6099537037037036 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_tag_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..e80c891 --- /dev/null +++ b/runs/ogbg-molbbbp_tag_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_tag_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "tag", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 30.0, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.9459324902917455 + }, + "test": { + "rocauc": 0.6419753086419753 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..f082d73 --- /dev/null +++ b/runs/ogbg-molbbbp_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 44.0, + "dev": "cuda:3", + "ep": 30, + "val": { + "rocauc": 0.9405556108732449 + }, + "val_adaptive": { + "rocauc": 0.9485213581599123 + }, + "test": { + "rocauc": 0.635030864197531 + }, + "test_adaptive": { + "rocauc": 0.6146797839506173 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0098039215686274, + "fixed_steps": 8.0, + "adaptive_steps": 2.014705882352941 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..c20a688 --- /dev/null +++ b/runs/ogbg-molbbbp_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 49.7, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.9496166484118291 + }, + "val_adaptive": { + "rocauc": 0.9541969531016629 + }, + "test": { + "rocauc": 0.6579861111111112 + }, + "test_adaptive": { + "rocauc": 0.6550925925925926 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.2549019607843137, + "fixed_steps": 8.0, + "adaptive_steps": 2.6176470588235294 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molbbbp_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..7925593 --- /dev/null +++ b/runs/ogbg-molbbbp_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 42.1, + "dev": "cuda:3", + "ep": 70, + "val": { + "rocauc": 0.9534999502140795 + }, + "val_adaptive": { + "rocauc": 0.949317932888579 + }, + "test": { + "rocauc": 0.6597222222222222 + }, + "test_adaptive": { + "rocauc": 0.6678240740740741 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.426470588235294, + "fixed_steps": 8.0, + "adaptive_steps": 3.2450980392156863 +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molbbbp_transformer_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..c83499c --- /dev/null +++ b/runs/ogbg-molbbbp_transformer_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_transformer_classic_T0_ns1_h128_e100_s0", + "view": "transformer", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 34.3, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.9495170765707458 + }, + "test": { + "rocauc": 0.6156442901234568 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molbbbp_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..a2dfef3 --- /dev/null +++ b/runs/ogbg-molbbbp_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_transformer_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "transformer", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 36.9, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.9354774469779946 + }, + "test": { + "rocauc": 0.6221064814814815 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molbbbp_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molbbbp_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..4016f9f --- /dev/null +++ b/runs/ogbg-molbbbp_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molbbbp", + "tag": "ogbg-molbbbp_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "transformer", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 54.8, + "dev": "cuda:0", + "ep": 90, + "val": { + "rocauc": 0.9397590361445782 + }, + "val_adaptive": { + "rocauc": 0.9337847256795778 + }, + "test": { + "rocauc": 0.642554012345679 + }, + "test_adaptive": { + "rocauc": 0.6309799382716049 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.1323529411764706, + "fixed_steps": 8.0, + "adaptive_steps": 2.2254901960784315 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_appnp_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..fa5411b --- /dev/null +++ b/runs/ogbg-molclintox_appnp_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_appnp_classic_T0_ns1_h128_e100_s0", + "view": "appnp", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 16.0, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.8515931251846744 + }, + "test": { + "rocauc": 0.9184287352726515 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..e276b4d --- /dev/null +++ b/runs/ogbg-molclintox_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_appnp_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "appnp", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 30.3, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.9029408385042188 + }, + "test": { + "rocauc": 0.8898090223473396 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..a53086c --- /dev/null +++ b/runs/ogbg-molclintox_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 34.7, + "dev": "cuda:3", + "ep": 100, + "val": { + "rocauc": 0.9391148757345941 + }, + "val_adaptive": { + "rocauc": 0.9443087429002922 + }, + "test": { + "rocauc": 0.8412244117749279 + }, + "test_adaptive": { + "rocauc": 0.9026361519480067 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0, + "fixed_steps": 8.0, + "adaptive_steps": 2.0405405405405403 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..fbc1d3b --- /dev/null +++ b/runs/ogbg-molclintox_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 36.2, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.9156406973308382 + }, + "val_adaptive": { + "rocauc": 0.9228938901474113 + }, + "test": { + "rocauc": 0.7779932575678588 + }, + "test_adaptive": { + "rocauc": 0.886122406422688 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.1621621621621623, + "fixed_steps": 8.0, + "adaptive_steps": 2.1621621621621623 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_arma_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..a9bdee1 --- /dev/null +++ b/runs/ogbg-molclintox_arma_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_arma_classic_T0_ns1_h128_e100_s0", + "view": "arma", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 19.3, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.9462941987589875 + }, + "test": { + "rocauc": 0.8678231327981094 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_arma_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..7488260 --- /dev/null +++ b/runs/ogbg-molclintox_arma_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_arma_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "arma", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 32.7, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.9135288420499689 + }, + "test": { + "rocauc": 0.8863352796024051 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..22fa6a2 --- /dev/null +++ b/runs/ogbg-molclintox_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "arma", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 36.6, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.942323287041597 + }, + "val_adaptive": { + "rocauc": 0.9228060671722643 + }, + "test": { + "rocauc": 0.8458372432488792 + }, + "test_adaptive": { + "rocauc": 0.8651226844611268 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.831081081081081, + "fixed_steps": 8.0, + "adaptive_steps": 2.722972972972973 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_cheb_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..d0d3745 --- /dev/null +++ b/runs/ogbg-molclintox_cheb_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_cheb_classic_T0_ns1_h128_e100_s0", + "view": "cheb", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 17.0, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.8927886667323287 + }, + "test": { + "rocauc": 0.9152165224342266 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..7495809 --- /dev/null +++ b/runs/ogbg-molclintox_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_cheb_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "cheb", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 20.5, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.8816384319905446 + }, + "test": { + "rocauc": 0.8982283738226811 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..93e0496 --- /dev/null +++ b/runs/ogbg-molclintox_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "cheb", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 36.3, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.9172116615778587 + }, + "val_adaptive": { + "rocauc": 0.9370415969007518 + }, + "test": { + "rocauc": 0.906584297779168 + }, + "test_adaptive": { + "rocauc": 0.9058335939943698 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.25, + "fixed_steps": 8.0, + "adaptive_steps": 2.97972972972973 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_film_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..4ba9e9c --- /dev/null +++ b/runs/ogbg-molclintox_film_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_film_classic_T0_ns1_h128_e100_s0", + "view": "film", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 23.7, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.9048138481237074 + }, + "test": { + "rocauc": 0.7730589441490285 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_film_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..4eb4dec --- /dev/null +++ b/runs/ogbg-molclintox_film_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_film_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "film", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 29.8, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.9453700055812732 + }, + "test": { + "rocauc": 0.8429647586278803 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..6777e2e --- /dev/null +++ b/runs/ogbg-molclintox_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "film", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 33.2, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.8531673725335697 + }, + "val_adaptive": { + "rocauc": 0.8860451754817951 + }, + "test": { + "rocauc": 0.8229512042539882 + }, + "test_adaptive": { + "rocauc": 0.8409142251416258 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.385135135135135, + "fixed_steps": 8.0, + "adaptive_steps": 3.5675675675675675 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_gatv2_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..12a30aa --- /dev/null +++ b/runs/ogbg-molclintox_gatv2_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gatv2_classic_T0_ns1_h128_e100_s0", + "view": "gatv2", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 33.2, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.9514880659246856 + }, + "test": { + "rocauc": 0.849258853786536 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..603df56 --- /dev/null +++ b/runs/ogbg-molclintox_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gatv2_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gatv2", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 38.6, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.9350807643061164 + }, + "test": { + "rocauc": 0.8328163556111632 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..673fe03 --- /dev/null +++ b/runs/ogbg-molclintox_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gatv2", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 43.6, + "dev": "cuda:1", + "ep": 100, + "val": { + "rocauc": 0.9506763189861781 + }, + "val_adaptive": { + "rocauc": 0.956720509537411 + }, + "test": { + "rocauc": 0.8617905675459633 + }, + "test_adaptive": { + "rocauc": 0.834407256803253 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.2837837837837838, + "fixed_steps": 8.0, + "adaptive_steps": 2.3378378378378377 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_gcn_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..acfb767 --- /dev/null +++ b/runs/ogbg-molclintox_gcn_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gcn_classic_T0_ns1_h128_e100_s0", + "view": "gcn", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 11.4, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.9318477297350538 + }, + "test": { + "rocauc": 0.8932080422618427 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..b003dfe --- /dev/null +++ b/runs/ogbg-molclintox_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gcn_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gcn", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 19.6, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.909733576282872 + }, + "test": { + "rocauc": 0.8791896917248809 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..349dbe6 --- /dev/null +++ b/runs/ogbg-molclintox_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 29.6, + "dev": "cuda:3", + "ep": 90, + "val": { + "rocauc": 0.9758757674250633 + }, + "val_adaptive": { + "rocauc": 0.9734405266095407 + }, + "test": { + "rocauc": 0.8739825530879644 + }, + "test_adaptive": { + "rocauc": 0.8682749452611824 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0, + "fixed_steps": 8.0, + "adaptive_steps": 2.054054054054054 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..011ded7 --- /dev/null +++ b/runs/ogbg-molclintox_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 32.0, + "dev": "cuda:1", + "ep": 90, + "val": { + "rocauc": 0.9460307298335469 + }, + "val_adaptive": { + "rocauc": 0.943858957943465 + }, + "test": { + "rocauc": 0.8712221527126125 + }, + "test_adaptive": { + "rocauc": 0.8801906301046121 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.1621621621621623, + "fixed_steps": 8.0, + "adaptive_steps": 2.2027027027027026 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_gen_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..297cd3e --- /dev/null +++ b/runs/ogbg-molclintox_gen_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gen_classic_T0_ns1_h128_e100_s0", + "view": "gen", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 16.4, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.9820184510325356 + }, + "test": { + "rocauc": 0.8127689153025406 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_gen_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..053b21b --- /dev/null +++ b/runs/ogbg-molclintox_gen_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gen_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gen", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 31.7, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.9398880462260745 + }, + "test": { + "rocauc": 0.8194027386786223 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..2a4d418 --- /dev/null +++ b/runs/ogbg-molclintox_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gen", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 34.1, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.962652253849437 + }, + "val_adaptive": { + "rocauc": 0.9578942184575987 + }, + "test": { + "rocauc": 0.7993926597852152 + }, + "test_adaptive": { + "rocauc": 0.8024780175859313 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.3716216216216215, + "fixed_steps": 8.0, + "adaptive_steps": 2.52027027027027 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_gin_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..13498e1 --- /dev/null +++ b/runs/ogbg-molclintox_gin_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gin_classic_T0_ns1_h128_e100_s0", + "view": "gin", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 20.0, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.9547104304146558 + }, + "test": { + "rocauc": 0.8586383067459077 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_gin_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..2eb5ad6 --- /dev/null +++ b/runs/ogbg-molclintox_gin_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gin_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gin", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 29.9, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.9163892445582587 + }, + "test": { + "rocauc": 0.8788013067806625 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..ed5f58b --- /dev/null +++ b/runs/ogbg-molclintox_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 30.7, + "dev": "cuda:3", + "ep": 60, + "val": { + "rocauc": 0.925691092944614 + }, + "val_adaptive": { + "rocauc": 0.9147025509701566 + }, + "test": { + "rocauc": 0.880287943558197 + }, + "test_adaptive": { + "rocauc": 0.8739417161922636 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0405405405405403, + "fixed_steps": 8.0, + "adaptive_steps": 2.0675675675675675 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..9a23f3d --- /dev/null +++ b/runs/ogbg-molclintox_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 33.1, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.9599674972914409 + }, + "val_adaptive": { + "rocauc": 0.9615909911684559 + }, + "test": { + "rocauc": 0.8033521009279533 + }, + "test_adaptive": { + "rocauc": 0.8111476036562055 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.2432432432432434, + "fixed_steps": 8.0, + "adaptive_steps": 2.7094594594594597 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_gine_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..52546fb --- /dev/null +++ b/runs/ogbg-molclintox_gine_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gine_classic_T0_ns1_h128_e100_s0", + "view": "gine", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 12.0, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.9352564102564103 + }, + "test": { + "rocauc": 0.8869330622458556 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_gine_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..7876dc1 --- /dev/null +++ b/runs/ogbg-molclintox_gine_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gine_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gine", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 29.8, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.9225425982468236 + }, + "test": { + "rocauc": 0.8839597886907865 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..a0e4e2a --- /dev/null +++ b/runs/ogbg-molclintox_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gine", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 33.1, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.9456195213237466 + }, + "val_adaptive": { + "rocauc": 0.9196715256574411 + }, + "test": { + "rocauc": 0.9048100649914852 + }, + "test_adaptive": { + "rocauc": 0.9068831891008932 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.2162162162162162, + "fixed_steps": 8.0, + "adaptive_steps": 2.2972972972972974 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_graphconv_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..bd2e92c --- /dev/null +++ b/runs/ogbg-molclintox_graphconv_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_graphconv_classic_T0_ns1_h128_e100_s0", + "view": "graphconv", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 10.2, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.8917274040513478 + }, + "test": { + "rocauc": 0.850132937128558 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..a57218f --- /dev/null +++ b/runs/ogbg-molclintox_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_graphconv_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphconv", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 25.2, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.849372106766473 + }, + "test": { + "rocauc": 0.8185512459597539 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..41d1eab --- /dev/null +++ b/runs/ogbg-molclintox_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 28.6, + "dev": "cuda:3", + "ep": 40, + "val": { + "rocauc": 0.8659657244164286 + }, + "val_adaptive": { + "rocauc": 0.8802505006730359 + }, + "test": { + "rocauc": 0.805447815660515 + }, + "test_adaptive": { + "rocauc": 0.8240981128140966 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.141891891891892, + "fixed_steps": 8.0, + "adaptive_steps": 2.2094594594594597 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..f19044a --- /dev/null +++ b/runs/ogbg-molclintox_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 30.4, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.9574583866837387 + }, + "val_adaptive": { + "rocauc": 0.9313733215141666 + }, + "test": { + "rocauc": 0.881274111145866 + }, + "test_adaptive": { + "rocauc": 0.8484968546901609 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.2837837837837838, + "fixed_steps": 8.0, + "adaptive_steps": 2.4121621621621623 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_graphsage_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..5eb0922 --- /dev/null +++ b/runs/ogbg-molclintox_graphsage_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_graphsage_classic_T0_ns1_h128_e100_s0", + "view": "graphsage", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 10.6, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.9143020125414492 + }, + "test": { + "rocauc": 0.8881694644284572 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..89cf219 --- /dev/null +++ b/runs/ogbg-molclintox_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_graphsage_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphsage", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 26.4, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.957908171640566 + }, + "test": { + "rocauc": 0.8664451047857367 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..dbcc610 --- /dev/null +++ b/runs/ogbg-molclintox_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphsage", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 31.5, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.9516390886109196 + }, + "val_adaptive": { + "rocauc": 0.9448955973603861 + }, + "test": { + "rocauc": 0.88216296527995 + }, + "test_adaptive": { + "rocauc": 0.8780280123727106 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.5067567567567566, + "fixed_steps": 8.0, + "adaptive_steps": 2.4324324324324325 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_mf_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..4574369 --- /dev/null +++ b/runs/ogbg-molclintox_mf_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_mf_classic_T0_ns1_h128_e100_s0", + "view": "mf", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 51.1, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.9251534850126399 + }, + "test": { + "rocauc": 0.8369808501025267 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_mf_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..4bb8f7a --- /dev/null +++ b/runs/ogbg-molclintox_mf_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_mf_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "mf", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 55.6, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.9147271742342165 + }, + "test": { + "rocauc": 0.804700587356202 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..9b5ba68 --- /dev/null +++ b/runs/ogbg-molclintox_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "mf", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 52.8, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.9416239863422963 + }, + "val_adaptive": { + "rocauc": 0.9153386519583703 + }, + "test": { + "rocauc": 0.852654398220554 + }, + "test_adaptive": { + "rocauc": 0.8698067632850242 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.1554054054054053, + "fixed_steps": 8.0, + "adaptive_steps": 2.5675675675675675 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_pna_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..3a82461 --- /dev/null +++ b/runs/ogbg-molclintox_pna_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_pna_classic_T0_ns1_h128_e100_s0", + "view": "pna", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 36.9, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.9285867887980563 + }, + "test": { + "rocauc": 0.8602891599763668 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_pna_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..67f69a4 --- /dev/null +++ b/runs/ogbg-molclintox_pna_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_pna_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "pna", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 36.7, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.9064094356347877 + }, + "test": { + "rocauc": 0.8734968546901609 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..c61b6bf --- /dev/null +++ b/runs/ogbg-molclintox_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "pna", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 39.9, + "dev": "cuda:3", + "ep": 100, + "val": { + "rocauc": 0.8294650185495256 + }, + "val_adaptive": { + "rocauc": 0.8032921304048065 + }, + "test": { + "rocauc": 0.9034242171480207 + }, + "test_adaptive": { + "rocauc": 0.9194748548986897 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.054054054054054, + "fixed_steps": 8.0, + "adaptive_steps": 2.22972972972973 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..86c137d --- /dev/null +++ b/runs/ogbg-molclintox_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "pna", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 43.0, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.874143110410716 + }, + "val_adaptive": { + "rocauc": 0.8983059194326799 + }, + "test": { + "rocauc": 0.8539203419872797 + }, + "test_adaptive": { + "rocauc": 0.8613908872901679 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.5337837837837838, + "fixed_steps": 8.0, + "adaptive_steps": 3.675675675675676 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_resgated_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..4256fd6 --- /dev/null +++ b/runs/ogbg-molclintox_resgated_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_resgated_classic_T0_ns1_h128_e100_s0", + "view": "resgated", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 17.1, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.9243803145211595 + }, + "test": { + "rocauc": 0.9184252597921663 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..480b881 --- /dev/null +++ b/runs/ogbg-molclintox_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_resgated_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "resgated", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 34.7, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.9055377720870679 + }, + "test": { + "rocauc": 0.8978999409168318 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..8b41b3c --- /dev/null +++ b/runs/ogbg-molclintox_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "resgated", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 33.3, + "dev": "cuda:3", + "ep": 80, + "val": { + "rocauc": 0.9116172559834532 + }, + "val_adaptive": { + "rocauc": 0.8987942808365345 + }, + "test": { + "rocauc": 0.8402903763945366 + }, + "test_adaptive": { + "rocauc": 0.8415754353039308 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.027027027027027, + "fixed_steps": 8.0, + "adaptive_steps": 2.0337837837837838 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..dd54b34 --- /dev/null +++ b/runs/ogbg-molclintox_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "resgated", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 33.7, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.957693949243245 + }, + "val_adaptive": { + "rocauc": 0.9453946288453331 + }, + "test": { + "rocauc": 0.8777291210509853 + }, + "test_adaptive": { + "rocauc": 0.8950795885031105 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.1554054054054053, + "fixed_steps": 8.0, + "adaptive_steps": 2.2567567567567566 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_sgc_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..47d3ae9 --- /dev/null +++ b/runs/ogbg-molclintox_sgc_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_sgc_classic_T0_ns1_h128_e100_s0", + "view": "sgc", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 13.1, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.9194852096260546 + }, + "test": { + "rocauc": 0.8985793973516839 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..038547d --- /dev/null +++ b/runs/ogbg-molclintox_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_sgc_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "sgc", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 23.6, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.9219696969696969 + }, + "test": { + "rocauc": 0.9054147985959059 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..d8fc57c --- /dev/null +++ b/runs/ogbg-molclintox_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 31.0, + "dev": "cuda:3", + "ep": 70, + "val": { + "rocauc": 0.9309095833743721 + }, + "val_adaptive": { + "rocauc": 0.9393258150300403 + }, + "test": { + "rocauc": 0.8809821707851111 + }, + "test_adaptive": { + "rocauc": 0.9033008375907969 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0135135135135136, + "fixed_steps": 8.0, + "adaptive_steps": 2.0878378378378377 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..360e0bc --- /dev/null +++ b/runs/ogbg-molclintox_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 32.9, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.9152647821661906 + }, + "val_adaptive": { + "rocauc": 0.8952731540759709 + }, + "test": { + "rocauc": 0.8882589580509506 + }, + "test_adaptive": { + "rocauc": 0.8904589371980676 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.310810810810811, + "fixed_steps": 8.0, + "adaptive_steps": 2.25 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_tag_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..aa7648f --- /dev/null +++ b/runs/ogbg-molclintox_tag_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_tag_classic_T0_ns1_h128_e100_s0", + "view": "tag", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 23.4, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.923656390557799 + }, + "test": { + "rocauc": 0.7998149306641643 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_tag_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..4a0238f --- /dev/null +++ b/runs/ogbg-molclintox_tag_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_tag_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "tag", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 30.9, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.9182762073607145 + }, + "test": { + "rocauc": 0.8432784207416675 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..492182a --- /dev/null +++ b/runs/ogbg-molclintox_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 33.2, + "dev": "cuda:3", + "ep": 30, + "val": { + "rocauc": 0.8678740273810697 + }, + "val_adaptive": { + "rocauc": 0.8684116353130438 + }, + "test": { + "rocauc": 0.8432636499496056 + }, + "test_adaptive": { + "rocauc": 0.8344932749452612 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0, + "fixed_steps": 8.0, + "adaptive_steps": 2.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..b488b39 --- /dev/null +++ b/runs/ogbg-molclintox_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 35.5, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.9001050592599888 + }, + "val_adaptive": { + "rocauc": 0.8796882694770018 + }, + "test": { + "rocauc": 0.8008871163938415 + }, + "test_adaptive": { + "rocauc": 0.8083576616967296 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.47972972972973, + "fixed_steps": 8.0, + "adaptive_steps": 2.5945945945945947 +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molclintox_transformer_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..605855f --- /dev/null +++ b/runs/ogbg-molclintox_transformer_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_transformer_classic_T0_ns1_h128_e100_s0", + "view": "transformer", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 29.2, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.9270511178961884 + }, + "test": { + "rocauc": 0.8763771591422514 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molclintox_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..50ba6e4 --- /dev/null +++ b/runs/ogbg-molclintox_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_transformer_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "transformer", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 38.6, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.9321957385337667 + }, + "test": { + "rocauc": 0.8521686998227505 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molclintox_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molclintox_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..4389deb --- /dev/null +++ b/runs/ogbg-molclintox_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molclintox", + "tag": "ogbg-molclintox_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "transformer", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 41.0, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.8521414031977412 + }, + "val_adaptive": { + "rocauc": 0.8862561147772415 + }, + "test": { + "rocauc": 0.7332707746846001 + }, + "test_adaptive": { + "rocauc": 0.7908464532721649 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.310810810810811, + "fixed_steps": 8.0, + "adaptive_steps": 3.2567567567567566 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_appnp_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..6a47cc6 --- /dev/null +++ b/runs/ogbg-molesol_appnp_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_appnp_classic_T0_ns1_h128_e100_s0", + "view": "appnp", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 11.3, + "dev": "cuda:1", + "ep": 50, + "val": { + "rmse": 1.608295202255249 + }, + "test": { + "rmse": 1.5212217569351196 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..719533d --- /dev/null +++ b/runs/ogbg-molesol_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_appnp_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "appnp", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 17.4, + "dev": "cuda:1", + "ep": 100, + "val": { + "rmse": 1.4195600748062134 + }, + "test": { + "rmse": 1.4928637742996216 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..0885895 --- /dev/null +++ b/runs/ogbg-molesol_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 26.7, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 1.6270278692245483 + }, + "val_adaptive": { + "rmse": 1.2530083656311035 + }, + "test": { + "rmse": 1.2973164319992065 + }, + "test_adaptive": { + "rmse": 1.0733075141906738 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.743362831858407, + "fixed_steps": 8.0, + "adaptive_steps": 2.814159292035398 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_arma_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..7ce93b8 --- /dev/null +++ b/runs/ogbg-molesol_arma_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_arma_classic_T0_ns1_h128_e100_s0", + "view": "arma", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 11.5, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 1.0194642543792725 + }, + "test": { + "rmse": 1.0665998458862305 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_arma_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..5beccfd --- /dev/null +++ b/runs/ogbg-molesol_arma_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_arma_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "arma", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 17.6, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 1.003442406654358 + }, + "test": { + "rmse": 1.1272348165512085 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..818213d --- /dev/null +++ b/runs/ogbg-molesol_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "arma", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 26.9, + "dev": "cuda:1", + "ep": 50, + "val": { + "rmse": 1.3099640607833862 + }, + "val_adaptive": { + "rmse": 1.0777862071990967 + }, + "test": { + "rmse": 1.5309946537017822 + }, + "test_adaptive": { + "rmse": 1.038582682609558 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.4867256637168142, + "fixed_steps": 8.0, + "adaptive_steps": 2.575221238938053 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_cheb_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..30b1a7a --- /dev/null +++ b/runs/ogbg-molesol_cheb_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_cheb_classic_T0_ns1_h128_e100_s0", + "view": "cheb", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 10.8, + "dev": "cuda:1", + "ep": 60, + "val": { + "rmse": 0.9649985432624817 + }, + "test": { + "rmse": 0.8722475171089172 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..ce5887e --- /dev/null +++ b/runs/ogbg-molesol_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_cheb_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "cheb", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 14.6, + "dev": "cuda:1", + "ep": 40, + "val": { + "rmse": 0.9198977947235107 + }, + "test": { + "rmse": 0.8840651512145996 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..826de97 --- /dev/null +++ b/runs/ogbg-molesol_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "cheb", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 26.8, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 1.0643402338027954 + }, + "val_adaptive": { + "rmse": 0.918844997882843 + }, + "test": { + "rmse": 1.0342040061950684 + }, + "test_adaptive": { + "rmse": 0.8497806787490845 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.424778761061947, + "fixed_steps": 8.0, + "adaptive_steps": 2.601769911504425 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_film_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..db08bfe --- /dev/null +++ b/runs/ogbg-molesol_film_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_film_classic_T0_ns1_h128_e100_s0", + "view": "film", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 9.3, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 1.0717737674713135 + }, + "test": { + "rmse": 1.2896088361740112 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_film_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..f4729c2 --- /dev/null +++ b/runs/ogbg-molesol_film_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_film_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "film", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 14.6, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 1.0196408033370972 + }, + "test": { + "rmse": 1.084921956062317 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..5af1876 --- /dev/null +++ b/runs/ogbg-molesol_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "film", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 24.9, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 1.3673769235610962 + }, + "val_adaptive": { + "rmse": 1.275072455406189 + }, + "test": { + "rmse": 1.3647929430007935 + }, + "test_adaptive": { + "rmse": 1.128640055656433 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.0, + "fixed_steps": 8.0, + "adaptive_steps": 3.6106194690265485 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_gatv2_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..5fab56a --- /dev/null +++ b/runs/ogbg-molesol_gatv2_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_gatv2_classic_T0_ns1_h128_e100_s0", + "view": "gatv2", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 16.1, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 1.0367836952209473 + }, + "test": { + "rmse": 0.9878302216529846 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..ab55e2b --- /dev/null +++ b/runs/ogbg-molesol_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_gatv2_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gatv2", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 17.5, + "dev": "cuda:1", + "ep": 40, + "val": { + "rmse": 1.001816987991333 + }, + "test": { + "rmse": 0.9779817461967468 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..896ce8b --- /dev/null +++ b/runs/ogbg-molesol_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gatv2", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 30.2, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 0.9842343926429749 + }, + "val_adaptive": { + "rmse": 0.9415140748023987 + }, + "test": { + "rmse": 0.9534291625022888 + }, + "test_adaptive": { + "rmse": 0.8805939555168152 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.5929203539823007, + "fixed_steps": 8.0, + "adaptive_steps": 2.4867256637168142 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_gcn_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..8498f5c --- /dev/null +++ b/runs/ogbg-molesol_gcn_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_gcn_classic_T0_ns1_h128_e100_s0", + "view": "gcn", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 7.7, + "dev": "cuda:1", + "ep": 40, + "val": { + "rmse": 1.0408910512924194 + }, + "test": { + "rmse": 1.1161426305770874 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..c279b31 --- /dev/null +++ b/runs/ogbg-molesol_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_gcn_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gcn", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 11.3, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 0.9590842127799988 + }, + "test": { + "rmse": 0.9305291175842285 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..37245f5 --- /dev/null +++ b/runs/ogbg-molesol_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 23.8, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 1.0293915271759033 + }, + "val_adaptive": { + "rmse": 0.8799248337745667 + }, + "test": { + "rmse": 1.2572919130325317 + }, + "test_adaptive": { + "rmse": 0.9221709370613098 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.7876106194690267, + "fixed_steps": 8.0, + "adaptive_steps": 2.7168141592920354 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_gen_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..8598a27 --- /dev/null +++ b/runs/ogbg-molesol_gen_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_gen_classic_T0_ns1_h128_e100_s0", + "view": "gen", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 9.5, + "dev": "cuda:1", + "ep": 40, + "val": { + "rmse": 1.0088852643966675 + }, + "test": { + "rmse": 0.8762271404266357 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_gen_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..ac5af1b --- /dev/null +++ b/runs/ogbg-molesol_gen_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_gen_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gen", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 15.9, + "dev": "cuda:1", + "ep": 50, + "val": { + "rmse": 1.0026726722717285 + }, + "test": { + "rmse": 0.920613169670105 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..610ce8f --- /dev/null +++ b/runs/ogbg-molesol_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gen", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 25.3, + "dev": "cuda:1", + "ep": 60, + "val": { + "rmse": 1.1622369289398193 + }, + "val_adaptive": { + "rmse": 1.0015885829925537 + }, + "test": { + "rmse": 1.4459298849105835 + }, + "test_adaptive": { + "rmse": 1.0918991565704346 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.690265486725664, + "fixed_steps": 8.0, + "adaptive_steps": 2.6106194690265485 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_gin_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..3656879 --- /dev/null +++ b/runs/ogbg-molesol_gin_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_gin_classic_T0_ns1_h128_e100_s0", + "view": "gin", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 8.7, + "dev": "cuda:1", + "ep": 60, + "val": { + "rmse": 1.0186669826507568 + }, + "test": { + "rmse": 0.9899855852127075 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_gin_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..24aa419 --- /dev/null +++ b/runs/ogbg-molesol_gin_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_gin_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gin", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 14.8, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 0.9646593928337097 + }, + "test": { + "rmse": 1.0798395872116089 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..12913d5 --- /dev/null +++ b/runs/ogbg-molesol_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 29.9, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 1.4046697616577148 + }, + "val_adaptive": { + "rmse": 0.9466085433959961 + }, + "test": { + "rmse": 2.065119504928589 + }, + "test_adaptive": { + "rmse": 0.9663381576538086 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.8849557522123894, + "fixed_steps": 8.0, + "adaptive_steps": 2.982300884955752 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_gine_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..71039a3 --- /dev/null +++ b/runs/ogbg-molesol_gine_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_gine_classic_T0_ns1_h128_e100_s0", + "view": "gine", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 13.2, + "dev": "cuda:1", + "ep": 100, + "val": { + "rmse": 1.0286154747009277 + }, + "test": { + "rmse": 1.0806611776351929 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_gine_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..3eb0ea1 --- /dev/null +++ b/runs/ogbg-molesol_gine_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_gine_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gine", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 13.6, + "dev": "cuda:1", + "ep": 100, + "val": { + "rmse": 1.0580767393112183 + }, + "test": { + "rmse": 1.0950747728347778 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..6ea7888 --- /dev/null +++ b/runs/ogbg-molesol_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gine", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 23.3, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 1.3110343217849731 + }, + "val_adaptive": { + "rmse": 1.0165117979049683 + }, + "test": { + "rmse": 2.039428472518921 + }, + "test_adaptive": { + "rmse": 1.099277138710022 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.5132743362831858, + "fixed_steps": 8.0, + "adaptive_steps": 2.8849557522123894 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_graphconv_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..247fa49 --- /dev/null +++ b/runs/ogbg-molesol_graphconv_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_graphconv_classic_T0_ns1_h128_e100_s0", + "view": "graphconv", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 7.0, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 0.9740990400314331 + }, + "test": { + "rmse": 0.9732325673103333 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..ece0df6 --- /dev/null +++ b/runs/ogbg-molesol_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_graphconv_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphconv", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 10.7, + "dev": "cuda:1", + "ep": 40, + "val": { + "rmse": 1.0048154592514038 + }, + "test": { + "rmse": 0.9968388080596924 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..e0dd2ba --- /dev/null +++ b/runs/ogbg-molesol_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 22.9, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 1.148048996925354 + }, + "val_adaptive": { + "rmse": 1.0027403831481934 + }, + "test": { + "rmse": 1.2080546617507935 + }, + "test_adaptive": { + "rmse": 1.0046480894088745 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.150442477876106, + "fixed_steps": 8.0, + "adaptive_steps": 2.743362831858407 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_graphsage_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..a2f7308 --- /dev/null +++ b/runs/ogbg-molesol_graphsage_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_graphsage_classic_T0_ns1_h128_e100_s0", + "view": "graphsage", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 7.1, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 0.9680215120315552 + }, + "test": { + "rmse": 1.0037521123886108 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..de80ece --- /dev/null +++ b/runs/ogbg-molesol_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_graphsage_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphsage", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 11.6, + "dev": "cuda:1", + "ep": 20, + "val": { + "rmse": 0.9934180974960327 + }, + "test": { + "rmse": 1.0794438123703003 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..eb74c8c --- /dev/null +++ b/runs/ogbg-molesol_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphsage", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 23.8, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 1.1587085723876953 + }, + "val_adaptive": { + "rmse": 0.9203268885612488 + }, + "test": { + "rmse": 1.3228503465652466 + }, + "test_adaptive": { + "rmse": 0.9323515295982361 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.4070796460176993, + "fixed_steps": 8.0, + "adaptive_steps": 2.398230088495575 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_mf_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..ebb24ff --- /dev/null +++ b/runs/ogbg-molesol_mf_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_mf_classic_T0_ns1_h128_e100_s0", + "view": "mf", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 22.8, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 1.1494333744049072 + }, + "test": { + "rmse": 1.0638543367385864 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_mf_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..a46243a --- /dev/null +++ b/runs/ogbg-molesol_mf_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_mf_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "mf", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 41.5, + "dev": "cuda:1", + "ep": 40, + "val": { + "rmse": 1.055277943611145 + }, + "test": { + "rmse": 1.0367581844329834 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..05d9465 --- /dev/null +++ b/runs/ogbg-molesol_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "mf", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 39.1, + "dev": "cuda:1", + "ep": 60, + "val": { + "rmse": 1.0765037536621094 + }, + "val_adaptive": { + "rmse": 1.0629757642745972 + }, + "test": { + "rmse": 1.0843762159347534 + }, + "test_adaptive": { + "rmse": 0.9588797688484192 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.690265486725664, + "fixed_steps": 8.0, + "adaptive_steps": 3.4070796460176993 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_pna_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..c49f0b7 --- /dev/null +++ b/runs/ogbg-molesol_pna_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_pna_classic_T0_ns1_h128_e100_s0", + "view": "pna", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 18.9, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 0.911565363407135 + }, + "test": { + "rmse": 0.9152661561965942 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_pna_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..53395fa --- /dev/null +++ b/runs/ogbg-molesol_pna_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_pna_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "pna", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 25.1, + "dev": "cuda:1", + "ep": 50, + "val": { + "rmse": 0.9840529561042786 + }, + "test": { + "rmse": 0.9092428088188171 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..a4f70e0 --- /dev/null +++ b/runs/ogbg-molesol_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "pna", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 32.0, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 1.280998706817627 + }, + "val_adaptive": { + "rmse": 1.0270553827285767 + }, + "test": { + "rmse": 1.4175682067871094 + }, + "test_adaptive": { + "rmse": 0.9829455614089966 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.4601769911504423, + "fixed_steps": 8.0, + "adaptive_steps": 2.601769911504425 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_resgated_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..ffa3eaf --- /dev/null +++ b/runs/ogbg-molesol_resgated_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_resgated_classic_T0_ns1_h128_e100_s0", + "view": "resgated", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 9.9, + "dev": "cuda:1", + "ep": 60, + "val": { + "rmse": 0.9491544961929321 + }, + "test": { + "rmse": 0.8908001780509949 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..626ef87 --- /dev/null +++ b/runs/ogbg-molesol_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_resgated_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "resgated", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 24.6, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 0.9873355627059937 + }, + "test": { + "rmse": 0.8825017213821411 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..27c5012 --- /dev/null +++ b/runs/ogbg-molesol_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "resgated", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 25.8, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 1.093890905380249 + }, + "val_adaptive": { + "rmse": 0.9799346327781677 + }, + "test": { + "rmse": 1.0833443403244019 + }, + "test_adaptive": { + "rmse": 0.9181241989135742 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.274336283185841, + "fixed_steps": 8.0, + "adaptive_steps": 3.230088495575221 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_sgc_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..5fcc1d3 --- /dev/null +++ b/runs/ogbg-molesol_sgc_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_sgc_classic_T0_ns1_h128_e100_s0", + "view": "sgc", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 9.6, + "dev": "cuda:1", + "ep": 100, + "val": { + "rmse": 1.061699628829956 + }, + "test": { + "rmse": 0.9779573082923889 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..6c40242 --- /dev/null +++ b/runs/ogbg-molesol_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_sgc_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "sgc", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 11.6, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 1.0129139423370361 + }, + "test": { + "rmse": 0.9372893571853638 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..868b5df --- /dev/null +++ b/runs/ogbg-molesol_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 23.9, + "dev": "cuda:1", + "ep": 60, + "val": { + "rmse": 1.0345253944396973 + }, + "val_adaptive": { + "rmse": 1.0311837196350098 + }, + "test": { + "rmse": 1.0465621948242188 + }, + "test_adaptive": { + "rmse": 0.9780674576759338 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.4070796460176993, + "fixed_steps": 8.0, + "adaptive_steps": 3.2831858407079646 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_tag_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..bdab4c4 --- /dev/null +++ b/runs/ogbg-molesol_tag_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_tag_classic_T0_ns1_h128_e100_s0", + "view": "tag", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 10.5, + "dev": "cuda:1", + "ep": 30, + "val": { + "rmse": 0.9323490858078003 + }, + "test": { + "rmse": 0.9677547216415405 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_tag_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..317fb16 --- /dev/null +++ b/runs/ogbg-molesol_tag_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_tag_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "tag", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 16.3, + "dev": "cuda:1", + "ep": 50, + "val": { + "rmse": 0.9035957455635071 + }, + "test": { + "rmse": 0.9462130665779114 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..0e155a1 --- /dev/null +++ b/runs/ogbg-molesol_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 25.9, + "dev": "cuda:1", + "ep": 100, + "val": { + "rmse": 1.0871219635009766 + }, + "val_adaptive": { + "rmse": 0.9639987349510193 + }, + "test": { + "rmse": 1.2508167028427124 + }, + "test_adaptive": { + "rmse": 1.01895010471344 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.3893805309734515, + "fixed_steps": 8.0, + "adaptive_steps": 2.353982300884956 +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molesol_transformer_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..ff4f947 --- /dev/null +++ b/runs/ogbg-molesol_transformer_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_transformer_classic_T0_ns1_h128_e100_s0", + "view": "transformer", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 11.8, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 0.9397740960121155 + }, + "test": { + "rmse": 0.9491862058639526 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_transformer_classic_T0_ns1_h128_e1_s0.json b/runs/ogbg-molesol_transformer_classic_T0_ns1_h128_e1_s0.json new file mode 100644 index 0000000..25d89f4 --- /dev/null +++ b/runs/ogbg-molesol_transformer_classic_T0_ns1_h128_e1_s0.json @@ -0,0 +1,37 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_transformer_classic_T0_ns1_h128_e1_s0", + "view": "transformer", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 1, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 1, + "max_eval_batches": 1, + "metric": "rmse", + "sec": 0.8, + "dev": "cuda", + "ep": 1, + "val": { + "rmse": 4.1780009269714355 + }, + "test": { + "rmse": 4.270694255828857 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molesol_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..31a2397 --- /dev/null +++ b/runs/ogbg-molesol_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_transformer_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "transformer", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 24.7, + "dev": "cuda:1", + "ep": 30, + "val": { + "rmse": 0.9840657114982605 + }, + "test": { + "rmse": 1.0003974437713623 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molesol_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molesol_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..1c215f6 --- /dev/null +++ b/runs/ogbg-molesol_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molesol", + "tag": "ogbg-molesol_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "transformer", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 28.3, + "dev": "cuda:1", + "ep": 40, + "val": { + "rmse": 1.066428780555725 + }, + "val_adaptive": { + "rmse": 1.0112154483795166 + }, + "test": { + "rmse": 0.9533939361572266 + }, + "test_adaptive": { + "rmse": 0.8505216836929321 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.185840707964602, + "fixed_steps": 8.0, + "adaptive_steps": 2.2831858407079646 +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_appnp_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..746e804 --- /dev/null +++ b/runs/ogbg-molfreesolv_appnp_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_appnp_classic_T0_ns1_h128_e100_s0", + "view": "appnp", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 6.7, + "dev": "cuda:1", + "ep": 10, + "val": { + "rmse": 6.046187400817871 + }, + "test": { + "rmse": 4.647761821746826 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..11c5a38 --- /dev/null +++ b/runs/ogbg-molfreesolv_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_appnp_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "appnp", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 9.0, + "dev": "cuda:1", + "ep": 10, + "val": { + "rmse": 5.559294700622559 + }, + "test": { + "rmse": 3.654918670654297 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_arma_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..472f3ab --- /dev/null +++ b/runs/ogbg-molfreesolv_arma_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_arma_classic_T0_ns1_h128_e100_s0", + "view": "arma", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 11.1, + "dev": "cuda:1", + "ep": 60, + "val": { + "rmse": 4.26617956161499 + }, + "test": { + "rmse": 2.9769132137298584 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_arma_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..72a427a --- /dev/null +++ b/runs/ogbg-molfreesolv_arma_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_arma_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "arma", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 16.4, + "dev": "cuda:1", + "ep": 10, + "val": { + "rmse": 5.068253993988037 + }, + "test": { + "rmse": 3.6822547912597656 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_cheb_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..5613bf2 --- /dev/null +++ b/runs/ogbg-molfreesolv_cheb_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_cheb_classic_T0_ns1_h128_e100_s0", + "view": "cheb", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 6.6, + "dev": "cuda:1", + "ep": 50, + "val": { + "rmse": 2.9480721950531006 + }, + "test": { + "rmse": 2.2430641651153564 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..864eff5 --- /dev/null +++ b/runs/ogbg-molfreesolv_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_cheb_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "cheb", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 8.9, + "dev": "cuda:1", + "ep": 50, + "val": { + "rmse": 3.0142416954040527 + }, + "test": { + "rmse": 2.2398786544799805 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_film_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..13f4682 --- /dev/null +++ b/runs/ogbg-molfreesolv_film_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_film_classic_T0_ns1_h128_e100_s0", + "view": "film", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 5.9, + "dev": "cuda:1", + "ep": 30, + "val": { + "rmse": 3.1545956134796143 + }, + "test": { + "rmse": 2.9581117630004883 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_film_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..8371249 --- /dev/null +++ b/runs/ogbg-molfreesolv_film_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_film_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "film", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 13.1, + "dev": "cuda:1", + "ep": 20, + "val": { + "rmse": 3.2952098846435547 + }, + "test": { + "rmse": 3.304159164428711 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_gatv2_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..a1f6fad --- /dev/null +++ b/runs/ogbg-molfreesolv_gatv2_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_gatv2_classic_T0_ns1_h128_e100_s0", + "view": "gatv2", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 10.3, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 4.208639144897461 + }, + "test": { + "rmse": 2.7368204593658447 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..84f9f46 --- /dev/null +++ b/runs/ogbg-molfreesolv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gatv2", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 13.0, + "dev": "cuda:1", + "ep": 100, + "val": { + "rmse": 3.9983770847320557 + }, + "test": { + "rmse": 2.5965566635131836 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_gcn_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..8553aee --- /dev/null +++ b/runs/ogbg-molfreesolv_gcn_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_gcn_classic_T0_ns1_h128_e100_s0", + "view": "gcn", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 4.7, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 3.7172489166259766 + }, + "test": { + "rmse": 2.4850735664367676 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..06a4ed7 --- /dev/null +++ b/runs/ogbg-molfreesolv_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_gcn_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gcn", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 7.1, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 3.5887632369995117 + }, + "test": { + "rmse": 2.4443516731262207 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_gen_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..a0ef0ee --- /dev/null +++ b/runs/ogbg-molfreesolv_gen_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_gen_classic_T0_ns1_h128_e100_s0", + "view": "gen", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 5.8, + "dev": "cuda:1", + "ep": 40, + "val": { + "rmse": 3.9998085498809814 + }, + "test": { + "rmse": 2.558762788772583 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_gen_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..9c5f0a0 --- /dev/null +++ b/runs/ogbg-molfreesolv_gen_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_gen_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gen", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 11.4, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 4.300873279571533 + }, + "test": { + "rmse": 2.9063339233398438 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_gin_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..e1db15f --- /dev/null +++ b/runs/ogbg-molfreesolv_gin_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_gin_classic_T0_ns1_h128_e100_s0", + "view": "gin", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 4.9, + "dev": "cuda:1", + "ep": 40, + "val": { + "rmse": 4.018989086151123 + }, + "test": { + "rmse": 3.4898324012756348 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_gin_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..1f527f0 --- /dev/null +++ b/runs/ogbg-molfreesolv_gin_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_gin_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gin", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 12.1, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 3.9742789268493652 + }, + "test": { + "rmse": 3.4291605949401855 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_gine_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..21a7f6a --- /dev/null +++ b/runs/ogbg-molfreesolv_gine_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_gine_classic_T0_ns1_h128_e100_s0", + "view": "gine", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 5.0, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 3.296074151992798 + }, + "test": { + "rmse": 3.144200086593628 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_gine_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..20e37b9 --- /dev/null +++ b/runs/ogbg-molfreesolv_gine_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_gine_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gine", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 11.5, + "dev": "cuda:1", + "ep": 100, + "val": { + "rmse": 4.446825981140137 + }, + "test": { + "rmse": 3.740544319152832 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_graphconv_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..fecde17 --- /dev/null +++ b/runs/ogbg-molfreesolv_graphconv_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_graphconv_classic_T0_ns1_h128_e100_s0", + "view": "graphconv", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 4.2, + "dev": "cuda:1", + "ep": 20, + "val": { + "rmse": 2.5313968658447266 + }, + "test": { + "rmse": 2.7952840328216553 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..ead7559 --- /dev/null +++ b/runs/ogbg-molfreesolv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphconv", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 7.2, + "dev": "cuda:1", + "ep": 40, + "val": { + "rmse": 2.9106228351593018 + }, + "test": { + "rmse": 3.142881155014038 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_graphsage_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..4f2daf7 --- /dev/null +++ b/runs/ogbg-molfreesolv_graphsage_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_graphsage_classic_T0_ns1_h128_e100_s0", + "view": "graphsage", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 4.4, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 3.5022244453430176 + }, + "test": { + "rmse": 2.2976508140563965 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..7aa2f03 --- /dev/null +++ b/runs/ogbg-molfreesolv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphsage", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 6.9, + "dev": "cuda:1", + "ep": 30, + "val": { + "rmse": 3.7380001544952393 + }, + "test": { + "rmse": 2.193081855773926 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_mf_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..a5b647c --- /dev/null +++ b/runs/ogbg-molfreesolv_mf_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_mf_classic_T0_ns1_h128_e100_s0", + "view": "mf", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 24.2, + "dev": "cuda:1", + "ep": 30, + "val": { + "rmse": 2.737367630004883 + }, + "test": { + "rmse": 2.8884994983673096 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_mf_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..29a8bef --- /dev/null +++ b/runs/ogbg-molfreesolv_mf_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_mf_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "mf", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 24.8, + "dev": "cuda:1", + "ep": 40, + "val": { + "rmse": 2.5060386657714844 + }, + "test": { + "rmse": 3.1891541481018066 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_pna_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..81ea6ec --- /dev/null +++ b/runs/ogbg-molfreesolv_pna_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_pna_classic_T0_ns1_h128_e100_s0", + "view": "pna", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 13.6, + "dev": "cuda:1", + "ep": 40, + "val": { + "rmse": 2.3625338077545166 + }, + "test": { + "rmse": 2.2610387802124023 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_pna_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..de0fee4 --- /dev/null +++ b/runs/ogbg-molfreesolv_pna_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_pna_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "pna", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 16.4, + "dev": "cuda:1", + "ep": 40, + "val": { + "rmse": 3.3333704471588135 + }, + "test": { + "rmse": 2.4279491901397705 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_resgated_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..9187a7a --- /dev/null +++ b/runs/ogbg-molfreesolv_resgated_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_resgated_classic_T0_ns1_h128_e100_s0", + "view": "resgated", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 8.1, + "dev": "cuda:1", + "ep": 50, + "val": { + "rmse": 2.4772303104400635 + }, + "test": { + "rmse": 2.0041325092315674 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..7efe491 --- /dev/null +++ b/runs/ogbg-molfreesolv_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_resgated_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "resgated", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 14.0, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 3.0919928550720215 + }, + "test": { + "rmse": 2.0244016647338867 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_sgc_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..08ba938 --- /dev/null +++ b/runs/ogbg-molfreesolv_sgc_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_sgc_classic_T0_ns1_h128_e100_s0", + "view": "sgc", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 5.0, + "dev": "cuda:1", + "ep": 50, + "val": { + "rmse": 3.9146761894226074 + }, + "test": { + "rmse": 2.4146173000335693 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..d6ec5dc --- /dev/null +++ b/runs/ogbg-molfreesolv_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_sgc_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "sgc", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 7.4, + "dev": "cuda:1", + "ep": 50, + "val": { + "rmse": 3.9261200428009033 + }, + "test": { + "rmse": 2.4886999130249023 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_tag_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..1d73b02 --- /dev/null +++ b/runs/ogbg-molfreesolv_tag_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_tag_classic_T0_ns1_h128_e100_s0", + "view": "tag", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 6.7, + "dev": "cuda:1", + "ep": 20, + "val": { + "rmse": 2.687361001968384 + }, + "test": { + "rmse": 2.3825674057006836 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_tag_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..ab5daea --- /dev/null +++ b/runs/ogbg-molfreesolv_tag_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_tag_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "tag", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 9.9, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 2.735919952392578 + }, + "test": { + "rmse": 2.0588314533233643 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molfreesolv_transformer_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..7842d4a --- /dev/null +++ b/runs/ogbg-molfreesolv_transformer_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_transformer_classic_T0_ns1_h128_e100_s0", + "view": "transformer", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 8.5, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 4.094240665435791 + }, + "test": { + "rmse": 2.3205413818359375 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molfreesolv_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molfreesolv_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..ad17542 --- /dev/null +++ b/runs/ogbg-molfreesolv_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molfreesolv", + "tag": "ogbg-molfreesolv_transformer_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "transformer", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 10.4, + "dev": "cuda:1", + "ep": 60, + "val": { + "rmse": 4.417959690093994 + }, + "test": { + "rmse": 2.432546377182007 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..40a3758 --- /dev/null +++ b/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s0", + "view": "appnp", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 450.5, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7674851190476192 + }, + "test": { + "rocauc": 0.7000000000000001 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..96c1ef5 --- /dev/null +++ b/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s1", + "view": "appnp", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 474.4, + "dev": "cuda:0", + "ep": 20, + "val": { + "rocauc": 0.6934707524985303 + }, + "test": { + "rocauc": 0.7044149172444427 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..0f7a3cf --- /dev/null +++ b/runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s2", + "view": "appnp", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 479.4, + "dev": "cuda:0", + "ep": 20, + "val": { + "rocauc": 0.7213342641583382 + }, + "test": { + "rocauc": 0.690191004075011 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..f0c1da1 --- /dev/null +++ b/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "appnp", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 802.7, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.7573179992161474 + }, + "test": { + "rocauc": 0.7228548253152822 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..c5de3ef --- /dev/null +++ b/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "appnp", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 925.6, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.75122170781893 + }, + "test": { + "rocauc": 0.7448212595840012 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..ff308ee --- /dev/null +++ b/runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "appnp", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 793.0, + "dev": "cuda:0", + "ep": 20, + "val": { + "rocauc": 0.7619568146188516 + }, + "test": { + "rocauc": 0.72329708955368 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_appnp_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_appnp_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..08a5659 --- /dev/null +++ b/runs/ogbg-molhiv_appnp_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_appnp_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "appnp", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 961.4, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7203422006662747 + }, + "test": { + "rocauc": 0.682502558952471 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..c2f9d23 --- /dev/null +++ b/runs/ogbg-molhiv_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 1000.9, + "dev": "cuda:3", + "ep": 50, + "val": { + "rocauc": 0.7323571918479326 + }, + "val_adaptive": { + "rocauc": 0.7404314863805603 + }, + "test": { + "rocauc": 0.7487070047702736 + }, + "test_adaptive": { + "rocauc": 0.7287433129260897 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0034038414782396, + "fixed_steps": 8.0, + "adaptive_steps": 2.0063214198881596 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..8fdd38b --- /dev/null +++ b/runs/ogbg-molhiv_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1126.6, + "dev": "cuda:0", + "ep": 70, + "val": { + "rocauc": 0.7378778414658045 + }, + "val_adaptive": { + "rocauc": 0.7123046492259455 + }, + "test": { + "rocauc": 0.6883099325981575 + }, + "test_adaptive": { + "rocauc": 0.7290619749319223 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.098468271334792, + "fixed_steps": 8.0, + "adaptive_steps": 2.102358375881352 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molhiv_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..9017bc3 --- /dev/null +++ b/runs/ogbg-molhiv_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 967.3, + "dev": "cuda:3", + "ep": 40, + "val": { + "rocauc": 0.720568783068783 + }, + "val_adaptive": { + "rocauc": 0.6885012492651382 + }, + "test": { + "rocauc": 0.7274165202108962 + }, + "test_adaptive": { + "rocauc": 0.747511539427181 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.1568198395331875, + "fixed_steps": 8.0, + "adaptive_steps": 2.2569900316070997 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..85391c2 --- /dev/null +++ b/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s0", + "view": "arma", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 830.5, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.7872115667254557 + }, + "test": { + "rocauc": 0.7296336352575368 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..f68ee33 --- /dev/null +++ b/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s1", + "view": "arma", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 872.0, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.7766081226729374 + }, + "test": { + "rocauc": 0.7197338689430077 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..fa28286 --- /dev/null +++ b/runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s2", + "view": "arma", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 881.8, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7759957378012934 + }, + "test": { + "rocauc": 0.7694818362656676 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..0580718 --- /dev/null +++ b/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "arma", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 833.4, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.7956441064079952 + }, + "test": { + "rocauc": 0.6966917089939937 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..0bf9e9d --- /dev/null +++ b/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "arma", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1127.4, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.7571649029982364 + }, + "test": { + "rocauc": 0.6928774213484231 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..304dd63 --- /dev/null +++ b/runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "arma", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1125.5, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7940457818930041 + }, + "test": { + "rocauc": 0.7463856003399061 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_arma_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_arma_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..bd8e351 --- /dev/null +++ b/runs/ogbg-molhiv_arma_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_arma_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "arma", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 1229.7, + "dev": "cuda:1", + "ep": 90, + "val": { + "rocauc": 0.7926495443856555 + }, + "test": { + "rocauc": 0.7317541860599857 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..b541793 --- /dev/null +++ b/runs/ogbg-molhiv_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "arma", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1181.9, + "dev": "cuda:0", + "ep": 100, + "val": { + "rocauc": 0.7861153978052127 + }, + "val_adaptive": { + "rocauc": 0.765070791691162 + }, + "test": { + "rocauc": 0.7306939106587612 + }, + "test_adaptive": { + "rocauc": 0.7378782904266208 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0566496474592753, + "fixed_steps": 8.0, + "adaptive_steps": 2.085825431558473 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..62c5c5c --- /dev/null +++ b/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s0", + "view": "cheb", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 429.1, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.783120835782873 + }, + "test": { + "rocauc": 0.7281735838853589 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..c8c48a9 --- /dev/null +++ b/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s1", + "view": "cheb", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 440.1, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7577895355673133 + }, + "test": { + "rocauc": 0.7291006006295989 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..25f58ff --- /dev/null +++ b/runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s2", + "view": "cheb", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 450.5, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.7987825788751715 + }, + "test": { + "rocauc": 0.7219181521466231 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..4d6939c --- /dev/null +++ b/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "cheb", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 570.2, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.794682662159514 + }, + "test": { + "rocauc": 0.7290194866644778 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..e4e897e --- /dev/null +++ b/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "cheb", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 905.2, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7655423280423279 + }, + "test": { + "rocauc": 0.7438594797118523 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..62dc770 --- /dev/null +++ b/runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "cheb", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 822.8, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.8092084313149128 + }, + "test": { + "rocauc": 0.7313505475192645 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_cheb_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_cheb_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..b0f4487 --- /dev/null +++ b/runs/ogbg-molhiv_cheb_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_cheb_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "cheb", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 957.8, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.7734757740544776 + }, + "test": { + "rocauc": 0.7425713126943356 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..1ef9c3e --- /dev/null +++ b/runs/ogbg-molhiv_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "cheb", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1117.5, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7825329463060945 + }, + "val_adaptive": { + "rocauc": 0.7969699196551049 + }, + "test": { + "rocauc": 0.7205932907163135 + }, + "test_adaptive": { + "rocauc": 0.7218775951640628 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.2144420131291027, + "fixed_steps": 8.0, + "adaptive_steps": 2.2939460247994163 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..6feff27 --- /dev/null +++ b/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_film_classic_T0_ns1_h128_e100_s0", + "view": "film", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 684.6, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.7921535126396236 + }, + "test": { + "rocauc": 0.7842136773595473 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..8e0aa76 --- /dev/null +++ b/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_film_classic_T0_ns1_h128_e100_s1", + "view": "film", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 738.2, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7384259259259259 + }, + "test": { + "rocauc": 0.7277853956237085 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..0e4ea69 --- /dev/null +++ b/runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_film_classic_T0_ns1_h128_e100_s2", + "view": "film", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 707.7, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.8214622525965118 + }, + "test": { + "rocauc": 0.7396087216825356 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..a874862 --- /dev/null +++ b/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "film", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 723.6, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.8251457475994514 + }, + "test": { + "rocauc": 0.7725487166611946 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..95b90c4 --- /dev/null +++ b/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "film", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 978.0, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.7767214138741916 + }, + "test": { + "rocauc": 0.721711504664053 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..2af945e --- /dev/null +++ b/runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "film", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 990.1, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.8191688712522045 + }, + "test": { + "rocauc": 0.7626895073292261 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_film_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_film_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..be80ab8 --- /dev/null +++ b/runs/ogbg-molhiv_film_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_film_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "film", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 1072.1, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7633101851851851 + }, + "test": { + "rocauc": 0.7727785395623709 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..8c45ebb --- /dev/null +++ b/runs/ogbg-molhiv_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "film", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1076.0, + "dev": "cuda:0", + "ep": 90, + "val": { + "rocauc": 0.8150199637468156 + }, + "val_adaptive": { + "rocauc": 0.8101515040172447 + }, + "test": { + "rocauc": 0.7415303501419496 + }, + "test_adaptive": { + "rocauc": 0.7291546766063463 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.137855579868709, + "fixed_steps": 8.0, + "adaptive_steps": 2.2144420131291027 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..c3f6d33 --- /dev/null +++ b/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s0", + "view": "gatv2", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 725.9, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.7834576474622771 + }, + "test": { + "rocauc": 0.75625253481141 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..1c65b7a --- /dev/null +++ b/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s1", + "view": "gatv2", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1027.7, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.7755777851263962 + }, + "test": { + "rocauc": 0.7039629965816258 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..73c6073 --- /dev/null +++ b/runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s2", + "view": "gatv2", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1040.1, + "dev": "cuda:0", + "ep": 20, + "val": { + "rocauc": 0.793114956888105 + }, + "test": { + "rocauc": 0.7273817570829874 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gatv2_classic_T0_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gatv2_classic_T0_ns3_h128_e100_s0.json new file mode 100644 index 0000000..4b32e81 --- /dev/null +++ b/runs/ogbg-molhiv_gatv2_classic_T0_ns3_h128_e100_s0.json @@ -0,0 +1,32 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gatv2_classic_T0_ns3_h128_e100_s0", + "view": "gatv2", + "compute": "classic", + "T": 0, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_exploration_prob": 0.1, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "metric": "rocauc", + "sec": 592.5, + "dev": "cuda", + "ep": 40, + "val": { + "rocauc": 0.7634357240838722 + }, + "test": { + "rocauc": 0.6885629309179396 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..e62c1ef --- /dev/null +++ b/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gatv2", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 973.3, + "dev": "cuda:0", + "ep": 30, + "val": { + "rocauc": 0.8049003037428963 + }, + "test": { + "rocauc": 0.7485679522586377 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..4351ea8 --- /dev/null +++ b/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "gatv2", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1274.2, + "dev": "cuda:0", + "ep": 70, + "val": { + "rocauc": 0.7392587693513621 + }, + "test": { + "rocauc": 0.7076787886981208 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..f276429 --- /dev/null +++ b/runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "gatv2", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1272.1, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.7761641436409955 + }, + "test": { + "rocauc": 0.724479035902586 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gatv2_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gatv2_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..db451de --- /dev/null +++ b/runs/ogbg-molhiv_gatv2_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gatv2_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "gatv2", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 1115.2, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.7835464432686655 + }, + "test": { + "rocauc": 0.746617354525966 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..cfc5f77 --- /dev/null +++ b/runs/ogbg-molhiv_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gatv2", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1245.0, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.7722111992945326 + }, + "val_adaptive": { + "rocauc": 0.7736227464236723 + }, + "test": { + "rocauc": 0.7005330346279379 + }, + "test_adaptive": { + "rocauc": 0.7209988605419185 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.102358375881352, + "fixed_steps": 8.0, + "adaptive_steps": 2.161196207148067 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..ddad80a --- /dev/null +++ b/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s0", + "view": "gcn", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 315.1, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7754323437193807 + }, + "test": { + "rocauc": 0.719778288495336 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..3b56de3 --- /dev/null +++ b/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s1", + "view": "gcn", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 335.9, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.774963869292573 + }, + "test": { + "rocauc": 0.7313544100890322 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..465a3b3 --- /dev/null +++ b/runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s2", + "view": "gcn", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 336.6, + "dev": "cuda:0", + "ep": 30, + "val": { + "rocauc": 0.7749179404271997 + }, + "test": { + "rocauc": 0.7569246219509841 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gcn_classic_T0_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gcn_classic_T0_ns3_h128_e100_s0.json new file mode 100644 index 0000000..f4dd13f --- /dev/null +++ b/runs/ogbg-molhiv_gcn_classic_T0_ns3_h128_e100_s0.json @@ -0,0 +1,32 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gcn_classic_T0_ns3_h128_e100_s0", + "view": "gcn", + "compute": "classic", + "T": 0, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_exploration_prob": 0.1, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "metric": "rocauc", + "sec": 342.7, + "dev": "cuda", + "ep": 50, + "val": { + "rocauc": 0.7599512541642173 + }, + "test": { + "rocauc": 0.7072114177562332 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..ea60520 --- /dev/null +++ b/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gcn", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 506.8, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.783344356261023 + }, + "test": { + "rocauc": 0.7447787713165569 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..a731208 --- /dev/null +++ b/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "gcn", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 718.5, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.7912043160885752 + }, + "test": { + "rocauc": 0.7217501303617297 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..c625a4c --- /dev/null +++ b/runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "gcn", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 727.8, + "dev": "cuda:0", + "ep": 30, + "val": { + "rocauc": 0.7741386806780326 + }, + "test": { + "rocauc": 0.7494157863226405 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gcn_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gcn_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..342d210 --- /dev/null +++ b/runs/ogbg-molhiv_gcn_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gcn_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "gcn", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 627.4, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.7454683519498334 + }, + "test": { + "rocauc": 0.7482879159504818 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..bd771f2 --- /dev/null +++ b/runs/ogbg-molhiv_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 866.3, + "dev": "cuda:3", + "ep": 90, + "val": { + "rocauc": 0.7712620027434841 + }, + "val_adaptive": { + "rocauc": 0.7554318538114835 + }, + "test": { + "rocauc": 0.7476081036713725 + }, + "test_adaptive": { + "rocauc": 0.7387782691824871 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.00024313153416, + "fixed_steps": 8.0, + "adaptive_steps": 2.012156576707999 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..12d5541 --- /dev/null +++ b/runs/ogbg-molhiv_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 926.0, + "dev": "cuda:0", + "ep": 100, + "val": { + "rocauc": 0.76521164021164 + }, + "val_adaptive": { + "rocauc": 0.7598471487360376 + }, + "test": { + "rocauc": 0.7279630738330211 + }, + "test_adaptive": { + "rocauc": 0.7195040460418316 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0923899829807926, + "fixed_steps": 8.0, + "adaptive_steps": 2.1412594213469487 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molhiv_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..ca2203e --- /dev/null +++ b/runs/ogbg-molhiv_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 836.2, + "dev": "cuda:3", + "ep": 80, + "val": { + "rocauc": 0.7437720458553793 + }, + "val_adaptive": { + "rocauc": 0.7528353419557123 + }, + "test": { + "rocauc": 0.7537553834566137 + }, + "test_adaptive": { + "rocauc": 0.7804708472546787 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.090201799173353, + "fixed_steps": 8.0, + "adaptive_steps": 2.135910527595429 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..2ba76fb --- /dev/null +++ b/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s0", + "view": "gen", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 576.3, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7530159954928474 + }, + "test": { + "rocauc": 0.7313524788041483 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..6917858 --- /dev/null +++ b/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s1", + "view": "gen", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 747.3, + "dev": "cuda:0", + "ep": 90, + "val": { + "rocauc": 0.7787851508916324 + }, + "test": { + "rocauc": 0.7435079858629947 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..7b0261b --- /dev/null +++ b/runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s2", + "view": "gen", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 693.8, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.7559125759357241 + }, + "test": { + "rocauc": 0.7565596091079395 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..520759b --- /dev/null +++ b/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gen", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 658.9, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.77400548696845 + }, + "test": { + "rocauc": 0.7589563336487767 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..533c8bf --- /dev/null +++ b/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "gen", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 994.9, + "dev": "cuda:0", + "ep": 30, + "val": { + "rocauc": 0.7575843866353126 + }, + "test": { + "rocauc": 0.7301454257517527 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..ebb7a88 --- /dev/null +++ b/runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "gen", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 989.1, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7676060650597687 + }, + "test": { + "rocauc": 0.7570231174800596 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gen_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gen_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..9a03ebd --- /dev/null +++ b/runs/ogbg-molhiv_gen_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gen_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "gen", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 1109.1, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.8127970066627475 + }, + "test": { + "rocauc": 0.7631375654222755 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..3cadcd3 --- /dev/null +++ b/runs/ogbg-molhiv_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gen", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1088.2, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.769011488340192 + }, + "val_adaptive": { + "rocauc": 0.7765683176562805 + }, + "test": { + "rocauc": 0.7434075590490352 + }, + "test_adaptive": { + "rocauc": 0.7426736707931786 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.1043034281546316, + "fixed_steps": 8.0, + "adaptive_steps": 2.178215414539266 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..4f5aa1a --- /dev/null +++ b/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s0", + "view": "gin", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 345.2, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.816746889084852 + }, + "test": { + "rocauc": 0.7723980764402558 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..a3016cb --- /dev/null +++ b/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s1", + "view": "gin", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 648.9, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.7888619439545366 + }, + "test": { + "rocauc": 0.7680604105911663 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..1441a04 --- /dev/null +++ b/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s2", + "view": "gin", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 634.3, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.8099769743288261 + }, + "test": { + "rocauc": 0.7394638753162479 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s0.json b/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s0.json new file mode 100644 index 0000000..55013c8 --- /dev/null +++ b/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s0.json @@ -0,0 +1,35 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s0", + "view": "gin", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 300, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "metric": "rocauc", + "sec": 917.5, + "dev": "cuda", + "ep": 90, + "val": { + "rocauc": 0.7655147707231041 + }, + "test": { + "rocauc": 0.7153121922014716 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s1.json b/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s1.json new file mode 100644 index 0000000..4cea082 --- /dev/null +++ b/runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s1.json @@ -0,0 +1,36 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s1", + "view": "gin", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 300, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "metric": "rocauc", + "sec": 2128.1, + "dev": "cuda", + "ep": 70, + "val": { + "rocauc": 0.8101576278659612 + }, + "test": { + "rocauc": 0.755140114718322 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns2_h32_e1_ema0.999_s992.json b/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns2_h32_e1_ema0.999_s992.json new file mode 100644 index 0000000..db07dca --- /dev/null +++ b/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns2_h32_e1_ema0.999_s992.json @@ -0,0 +1,36 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_fixed-rrog_T1_ns2_h32_e1_ema0.999_s992", + "view": "gin", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 2, + "hidden": 32, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 1, + "eval_every": 1, + "lr": 0.001, + "bs": 64, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "ema": 0.999, + "seed": 992, + "num_workers": 0, + "max_train_batches": 1, + "max_eval_batches": 1, + "metric": "rocauc", + "sec": 0.8, + "dev": "cuda", + "ep": 1, + "val": { + "rocauc": 0.7509920634920635 + }, + "test": { + "rocauc": 0.7348790322580645 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..a5da14d --- /dev/null +++ b/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gin", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 622.0, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7710048010973936 + }, + "test": { + "rocauc": 0.7667761061434172 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..fe35c37 --- /dev/null +++ b/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "gin", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 880.4, + "dev": "cuda:0", + "ep": 90, + "val": { + "rocauc": 0.7900285371350186 + }, + "test": { + "rocauc": 0.7325170435890999 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..b9cba39 --- /dev/null +++ b/runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "gin", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 899.5, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7518616500097983 + }, + "test": { + "rocauc": 0.7650823693002955 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_fixed-rrog_T2_ns3_h32_e1_s126.json b/runs/ogbg-molhiv_gin_fixed-rrog_T2_ns3_h32_e1_s126.json new file mode 100644 index 0000000..f3d97d9 --- /dev/null +++ b/runs/ogbg-molhiv_gin_fixed-rrog_T2_ns3_h32_e1_s126.json @@ -0,0 +1,32 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_fixed-rrog_T2_ns3_h32_e1_s126", + "compute": "fixed-rrog", + "T": 2, + "n_sup": 3, + "hidden": 32, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 1, + "eval_every": 1, + "lr": 0.001, + "bs": 64, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_exploration_prob": 0.1, + "seed": 126, + "num_workers": 0, + "max_train_batches": 2, + "max_eval_batches": 0, + "view": "gin", + "metric": "rocauc", + "sec": 1.4, + "dev": "cuda", + "ep": 1, + "val": { + "rocauc": 0.3287190133254948 + }, + "test": { + "rocauc": 0.2735761602193939 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..0d48148 --- /dev/null +++ b/runs/ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "gin", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 605.6, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7523760533019792 + }, + "test": { + "rocauc": 0.7324378609088626 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e300_s0.json b/runs/ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e300_s0.json new file mode 100644 index 0000000..1c2a0f0 --- /dev/null +++ b/runs/ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e300_s0.json @@ -0,0 +1,35 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e300_s0", + "view": "gin", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 300, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "metric": "rocauc", + "sec": 2635.6, + "dev": "cuda", + "ep": 50, + "val": { + "rocauc": 0.7650432343719381 + }, + "test": { + "rocauc": 0.7796751578825393 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e300_s1.json b/runs/ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e300_s1.json new file mode 100644 index 0000000..ec0f43c --- /dev/null +++ b/runs/ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e300_s1.json @@ -0,0 +1,36 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e300_s1", + "view": "gin", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 300, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "metric": "rocauc", + "sec": 4091.5, + "dev": "cuda", + "ep": 150, + "val": { + "rocauc": 0.7921565745639819 + }, + "test": { + "rocauc": 0.7489503466656366 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..e44721a --- /dev/null +++ b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h128_e100_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_rrog-act_T1_ns3_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 4, + "halt_target": "loss", + "halt_loss_threshold": 0.1, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "metric": "rocauc", + "sec": 2703.5, + "dev": "cuda", + "ep": 30, + "val": { + "rocauc": 0.7663414902998235 + }, + "val_adaptive": { + "rocauc": 0.7663414902998235 + }, + "test": { + "rocauc": 0.7403561289325787 + }, + "test_adaptive": { + "rocauc": 0.7403561289325788 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 8.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s126.json b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s126.json new file mode 100644 index 0000000..a27d24a --- /dev/null +++ b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s126.json @@ -0,0 +1,37 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s126", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 32, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 1, + "eval_every": 1, + "lr": 0.001, + "bs": 64, + "lam_q": 1.0, + "halt_max_steps": 2, + "halt_exploration_prob": 0.1, + "seed": 126, + "num_workers": 0, + "max_train_batches": 2, + "max_eval_batches": 0, + "view": "gin", + "metric": "rocauc", + "sec": 1.6, + "dev": "cuda", + "ep": 1, + "val": { + "rocauc": 0.3300999412110523 + }, + "test": { + "rocauc": 0.26874408544004325 + }, + "test_adaptive": { + "rocauc": 0.26874408544004325 + }, + "fixed_steps": 2.0, + "adaptive_steps": 2.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s127.json b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s127.json new file mode 100644 index 0000000..9c6997a --- /dev/null +++ b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s127.json @@ -0,0 +1,40 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s127", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 32, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 1, + "eval_every": 1, + "lr": 0.001, + "bs": 64, + "lam_q": 1.0, + "halt_max_steps": 4, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "seed": 127, + "num_workers": 0, + "max_train_batches": 2, + "max_eval_batches": 0, + "metric": "rocauc", + "sec": 1.7, + "dev": "cuda", + "ep": 1, + "val": { + "rocauc": 0.329166054281795 + }, + "test": { + "rocauc": 0.29172830684254236 + }, + "test_adaptive": { + "rocauc": 0.29172830684254236 + }, + "fixed_steps": 4.0, + "adaptive_steps": 4.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s991.json b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s991.json new file mode 100644 index 0000000..3bf4288 --- /dev/null +++ b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s991.json @@ -0,0 +1,45 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s991", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 32, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 1, + "eval_every": 1, + "lr": 0.001, + "bs": 64, + "lam_q": 1.0, + "halt_max_steps": 4, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "seed": 991, + "num_workers": 0, + "max_train_batches": 1, + "max_eval_batches": 1, + "metric": "rocauc", + "sec": 0.8, + "dev": "cuda", + "ep": 1, + "val": { + "rocauc": 0.3015873015873016 + }, + "val_adaptive": { + "rocauc": 0.3015873015873016 + }, + "test": { + "rocauc": 0.22933467741935482 + }, + "test_adaptive": { + "rocauc": 0.22933467741935482 + }, + "fixed_val_steps": 4.0, + "adaptive_val_steps": 4.0, + "fixed_steps": 4.0, + "adaptive_steps": 4.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s993.json b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s993.json new file mode 100644 index 0000000..1df4e9c --- /dev/null +++ b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s993.json @@ -0,0 +1,46 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s993", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 32, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 1, + "eval_every": 1, + "lr": 0.001, + "bs": 64, + "lam_q": 1.0, + "halt_max_steps": 4, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "ema": 0.0, + "seed": 993, + "num_workers": 0, + "max_train_batches": 1, + "max_eval_batches": 1, + "metric": "rocauc", + "sec": 0.9, + "dev": "cuda", + "ep": 1, + "val": { + "rocauc": 0.28174603174603174 + }, + "val_adaptive": { + "rocauc": 0.28174603174603174 + }, + "test": { + "rocauc": 0.21370967741935482 + }, + "test_adaptive": { + "rocauc": 0.21370967741935482 + }, + "fixed_val_steps": 4.0, + "adaptive_val_steps": 4.0, + "fixed_steps": 4.0, + "adaptive_steps": 4.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s994.json b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s994.json new file mode 100644 index 0000000..e505b47 --- /dev/null +++ b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s994.json @@ -0,0 +1,46 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_rrog-act_T1_ns3_h32_e1_s994", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 32, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 1, + "eval_every": 1, + "lr": 0.001, + "bs": 64, + "lam_q": 0.1, + "halt_max_steps": 4, + "halt_min_steps": 3, + "halt_target": "loss", + "halt_loss_threshold": 0.1, + "halt_exploration_prob": 0.1, + "ema": 0.0, + "seed": 994, + "num_workers": 0, + "max_train_batches": 1, + "max_eval_batches": 1, + "metric": "rocauc", + "sec": 0.9, + "dev": "cuda", + "ep": 1, + "val": { + "rocauc": 0.26884920634920634 + }, + "val_adaptive": { + "rocauc": 0.26884920634920634 + }, + "test": { + "rocauc": 0.2479838709677419 + }, + "test_adaptive": { + "rocauc": 0.2479838709677419 + }, + "fixed_val_steps": 4.0, + "adaptive_val_steps": 4.0, + "fixed_steps": 4.0, + "adaptive_steps": 4.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..98afada --- /dev/null +++ b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 890.8, + "dev": "cuda:3", + "ep": 100, + "val": { + "rocauc": 0.7412490201842054 + }, + "val_adaptive": { + "rocauc": 0.7575966343327454 + }, + "test": { + "rocauc": 0.7254234342107805 + }, + "test_adaptive": { + "rocauc": 0.7567005929044593 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0, + "fixed_steps": 8.0, + "adaptive_steps": 2.00024313153416 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..6456e52 --- /dev/null +++ b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 938.6, + "dev": "cuda:0", + "ep": 90, + "val": { + "rocauc": 0.7622844405251813 + }, + "val_adaptive": { + "rocauc": 0.7816266166960611 + }, + "test": { + "rocauc": 0.728463276617934 + }, + "test_adaptive": { + "rocauc": 0.7414685490256668 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.111597374179431, + "fixed_steps": 8.0, + "adaptive_steps": 2.1835643082907854 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..2abc8ba --- /dev/null +++ b/runs/ogbg-molhiv_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 856.3, + "dev": "cuda:3", + "ep": 70, + "val": { + "rocauc": 0.774284122085048 + }, + "val_adaptive": { + "rocauc": 0.7713324270037233 + }, + "test": { + "rocauc": 0.6994457212383399 + }, + "test_adaptive": { + "rocauc": 0.6907394889820196 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0615122781424753, + "fixed_steps": 8.0, + "adaptive_steps": 2.0816921954777534 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_view-only_T0_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gin_view-only_T0_ns3_h128_e100_s0.json new file mode 100644 index 0000000..b5a3b6b --- /dev/null +++ b/runs/ogbg-molhiv_gin_view-only_T0_ns3_h128_e100_s0.json @@ -0,0 +1,32 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_view-only_T0_ns3_h128_e100_s0", + "compute": "view-only", + "T": 0, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_exploration_prob": 0.1, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "view": "gin", + "metric": "rocauc", + "sec": 361.6, + "dev": "cuda", + "ep": 70, + "val": { + "rocauc": 0.8085501175778953 + }, + "test": { + "rocauc": 0.7444832847293305 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gin_view-only_T0_ns3_h32_e1_s126.json b/runs/ogbg-molhiv_gin_view-only_T0_ns3_h32_e1_s126.json new file mode 100644 index 0000000..7477bf9 --- /dev/null +++ b/runs/ogbg-molhiv_gin_view-only_T0_ns3_h32_e1_s126.json @@ -0,0 +1,32 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gin_view-only_T0_ns3_h32_e1_s126", + "compute": "view-only", + "T": 0, + "n_sup": 3, + "hidden": 32, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 1, + "eval_every": 1, + "lr": 0.001, + "bs": 64, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_exploration_prob": 0.1, + "seed": 126, + "num_workers": 0, + "max_train_batches": 2, + "max_eval_batches": 0, + "view": "gin", + "metric": "rocauc", + "sec": 1.4, + "dev": "cuda", + "ep": 1, + "val": { + "rocauc": 0.33753735547717034 + }, + "test": { + "rocauc": 0.27185345410301476 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..1d75215 --- /dev/null +++ b/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s0", + "view": "gine", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 453.6, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.7942448069762884 + }, + "test": { + "rocauc": 0.7445141852874717 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..d88283d --- /dev/null +++ b/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s1", + "view": "gine", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 658.5, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.763098912404468 + }, + "test": { + "rocauc": 0.7342204368566407 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..9f1f6de --- /dev/null +++ b/runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s2", + "view": "gine", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 656.1, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.7786351165980796 + }, + "test": { + "rocauc": 0.7729069700071457 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..6bfee5b --- /dev/null +++ b/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gine", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 627.5, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.7489589457182049 + }, + "test": { + "rocauc": 0.7375634909905561 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..3f9fb8a --- /dev/null +++ b/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "gine", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 889.7, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.7576823682147755 + }, + "test": { + "rocauc": 0.7671121497132043 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..2c42092 --- /dev/null +++ b/runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "gine", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 904.4, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.7872697432882618 + }, + "test": { + "rocauc": 0.7010158558488964 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gine_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_gine_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..d906f24 --- /dev/null +++ b/runs/ogbg-molhiv_gine_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gine_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "gine", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 662.2, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.7574588477366255 + }, + "test": { + "rocauc": 0.7400818864790746 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..b9f1b79 --- /dev/null +++ b/runs/ogbg-molhiv_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gine", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 953.5, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.7427218058005095 + }, + "val_adaptive": { + "rocauc": 0.7543601802861062 + }, + "test": { + "rocauc": 0.7216728789663763 + }, + "test_adaptive": { + "rocauc": 0.7219567778442999 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.1692195477753464, + "fixed_steps": 8.0, + "adaptive_steps": 2.1913445173839046 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..7c060a9 --- /dev/null +++ b/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s0", + "view": "graphconv", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 296.8, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.7706618655692731 + }, + "test": { + "rocauc": 0.7108113327796983 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..d2362dd --- /dev/null +++ b/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s1", + "view": "graphconv", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 354.5, + "dev": "cuda:0", + "ep": 20, + "val": { + "rocauc": 0.7911185822065452 + }, + "test": { + "rocauc": 0.7552501979567006 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..c49b184 --- /dev/null +++ b/runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s2", + "view": "graphconv", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 386.2, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7350884283754655 + }, + "test": { + "rocauc": 0.7330423530775024 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..9cf349f --- /dev/null +++ b/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphconv", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 614.9, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7816847932588673 + }, + "test": { + "rocauc": 0.7492632148168176 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..ae03725 --- /dev/null +++ b/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "graphconv", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 813.7, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.7784422153635117 + }, + "test": { + "rocauc": 0.7098244462040595 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..a338cbd --- /dev/null +++ b/runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "graphconv", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 812.9, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.7665068342151675 + }, + "test": { + "rocauc": 0.7325112497344484 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphconv_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_graphconv_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..a0f771a --- /dev/null +++ b/runs/ogbg-molhiv_graphconv_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphconv_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "graphconv", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 897.2, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.7712528169704094 + }, + "test": { + "rocauc": 0.6979180748952278 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..d08e17a --- /dev/null +++ b/runs/ogbg-molhiv_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 840.7, + "dev": "cuda:3", + "ep": 80, + "val": { + "rocauc": 0.7484965951401137 + }, + "val_adaptive": { + "rocauc": 0.7407682980599647 + }, + "test": { + "rocauc": 0.722140249908264 + }, + "test_adaptive": { + "rocauc": 0.7285405280132873 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0, + "fixed_steps": 8.0, + "adaptive_steps": 2.00024313153416 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..fe8fbdd --- /dev/null +++ b/runs/ogbg-molhiv_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 896.5, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.7790944052518126 + }, + "val_adaptive": { + "rocauc": 0.7738033999608073 + }, + "test": { + "rocauc": 0.7510651036134339 + }, + "test_adaptive": { + "rocauc": 0.7493443287819387 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.2103087770483834, + "fixed_steps": 8.0, + "adaptive_steps": 2.2287867736445417 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molhiv_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..635d338 --- /dev/null +++ b/runs/ogbg-molhiv_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 804.7, + "dev": "cuda:3", + "ep": 80, + "val": { + "rocauc": 0.7537722908093278 + }, + "val_adaptive": { + "rocauc": 0.7665435773074663 + }, + "test": { + "rocauc": 0.7703277390447865 + }, + "test_adaptive": { + "rocauc": 0.764460495567701 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0651592511548746, + "fixed_steps": 8.0, + "adaptive_steps": 2.0678336980306344 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..4803bd6 --- /dev/null +++ b/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s0", + "view": "graphsage", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 295.9, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.7968596903782088 + }, + "test": { + "rocauc": 0.7625118291199134 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..43bf748 --- /dev/null +++ b/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s1", + "view": "graphsage", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 326.7, + "dev": "cuda:0", + "ep": 20, + "val": { + "rocauc": 0.7860541593180482 + }, + "test": { + "rocauc": 0.7280480503679099 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..9ccf7e4 --- /dev/null +++ b/runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s2", + "view": "graphsage", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 321.7, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7765070791691162 + }, + "test": { + "rocauc": 0.7610942660151799 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphsage_classic_T0_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_graphsage_classic_T0_ns3_h128_e100_s0.json new file mode 100644 index 0000000..b76d130 --- /dev/null +++ b/runs/ogbg-molhiv_graphsage_classic_T0_ns3_h128_e100_s0.json @@ -0,0 +1,32 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphsage_classic_T0_ns3_h128_e100_s0", + "view": "graphsage", + "compute": "classic", + "T": 0, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_exploration_prob": 0.1, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "metric": "rocauc", + "sec": 333.7, + "dev": "cuda", + "ep": 40, + "val": { + "rocauc": 0.7715559474818734 + }, + "test": { + "rocauc": 0.7522837443751327 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..3f9f5d9 --- /dev/null +++ b/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphsage", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 545.5, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.7893457280031354 + }, + "test": { + "rocauc": 0.7632959307827497 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..f8b906b --- /dev/null +++ b/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "graphsage", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 839.5, + "dev": "cuda:0", + "ep": 20, + "val": { + "rocauc": 0.7888068293160886 + }, + "test": { + "rocauc": 0.709044207110991 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..c0bc09c --- /dev/null +++ b/runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "graphsage", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 824.9, + "dev": "cuda:0", + "ep": 70, + "val": { + "rocauc": 0.7798445767195766 + }, + "test": { + "rocauc": 0.7146430019892235 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphsage_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_graphsage_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..a143dfa --- /dev/null +++ b/runs/ogbg-molhiv_graphsage_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphsage_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "graphsage", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 556.3, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.7586759626690183 + }, + "test": { + "rocauc": 0.7641070704339598 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..44b1b4e --- /dev/null +++ b/runs/ogbg-molhiv_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphsage", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 898.2, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.7724224720752498 + }, + "val_adaptive": { + "rocauc": 0.7656556192435822 + }, + "test": { + "rocauc": 0.7540721141775624 + }, + "test_adaptive": { + "rocauc": 0.7493028061569362 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.1356673960612693, + "fixed_steps": 8.0, + "adaptive_steps": 2.225382932166302 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..f609023 --- /dev/null +++ b/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s0", + "view": "mf", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 1531.1, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.784538506760729 + }, + "test": { + "rocauc": 0.7073504702678692 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..45239b6 --- /dev/null +++ b/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s1", + "view": "mf", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1549.6, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.757284318048207 + }, + "test": { + "rocauc": 0.7282353850016416 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..0a54ab0 --- /dev/null +++ b/runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s2", + "view": "mf", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1696.8, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7735645698608662 + }, + "test": { + "rocauc": 0.769927963073833 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..a4a8bc9 --- /dev/null +++ b/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "mf", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1416.9, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.7754017244757985 + }, + "test": { + "rocauc": 0.7114583132157826 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..e0f745e --- /dev/null +++ b/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "mf", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1730.2, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.796195252792475 + }, + "test": { + "rocauc": 0.7153228142683327 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..bbce3ca --- /dev/null +++ b/runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "mf", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1742.8, + "dev": "cuda:0", + "ep": 20, + "val": { + "rocauc": 0.7763417352537723 + }, + "test": { + "rocauc": 0.7111811738349525 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_mf_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_mf_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..6a5fba2 --- /dev/null +++ b/runs/ogbg-molhiv_mf_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_mf_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "mf", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 1787.2, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.7930782137958065 + }, + "test": { + "rocauc": 0.7216728789663763 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..996bd57 --- /dev/null +++ b/runs/ogbg-molhiv_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "mf", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1677.8, + "dev": "cuda:0", + "ep": 70, + "val": { + "rocauc": 0.8046522878698804 + }, + "val_adaptive": { + "rocauc": 0.7827258475406624 + }, + "test": { + "rocauc": 0.7416423646652118 + }, + "test_adaptive": { + "rocauc": 0.7333127329612392 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.146851446632628, + "fixed_steps": 8.0, + "adaptive_steps": 2.1964502796012644 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..098ce44 --- /dev/null +++ b/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s0", + "view": "pna", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 1145.0, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.7779523074661963 + }, + "test": { + "rocauc": 0.7647926765677203 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..2918d26 --- /dev/null +++ b/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s1", + "view": "pna", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1188.6, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7983079805996471 + }, + "test": { + "rocauc": 0.7485834025377083 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..8ad1de4 --- /dev/null +++ b/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s2", + "view": "pna", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1211.3, + "dev": "cuda:0", + "ep": 70, + "val": { + "rocauc": 0.8066731579463061 + }, + "test": { + "rocauc": 0.7427663724676027 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e1_s0.json b/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e1_s0.json new file mode 100644 index 0000000..7ad454c --- /dev/null +++ b/runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e1_s0.json @@ -0,0 +1,37 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_pna_classic_T0_ns1_h128_e1_s0", + "view": "pna", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 1, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 1, + "max_eval_batches": 1, + "metric": "rocauc", + "sec": 0.8, + "dev": "cuda", + "ep": 1, + "val": { + "rocauc": 0.7509920634920635 + }, + "test": { + "rocauc": 0.719758064516129 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..d37c7d3 --- /dev/null +++ b/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "pna", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 906.5, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.8096554722712129 + }, + "test": { + "rocauc": 0.7601633867011722 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..e5b3dd1 --- /dev/null +++ b/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "pna", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1459.2, + "dev": "cuda:0", + "ep": 70, + "val": { + "rocauc": 0.8510281941994904 + }, + "test": { + "rocauc": 0.7524633538693293 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..19f20d0 --- /dev/null +++ b/runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "pna", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1461.8, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.7816358024691358 + }, + "test": { + "rocauc": 0.7382085401417564 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_pna_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_pna_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..783fd88 --- /dev/null +++ b/runs/ogbg-molhiv_pna_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_pna_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "pna", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 1420.7, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.7890395355673133 + }, + "test": { + "rocauc": 0.7629792000618011 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..dcd2b40 --- /dev/null +++ b/runs/ogbg-molhiv_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "pna", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 1165.2, + "dev": "cuda:3", + "ep": 70, + "val": { + "rocauc": 0.7384932882618068 + }, + "val_adaptive": { + "rocauc": 0.7678234616892025 + }, + "test": { + "rocauc": 0.7185075030417737 + }, + "test_adaptive": { + "rocauc": 0.7421078043222156 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.00048626306832, + "fixed_steps": 8.0, + "adaptive_steps": 2.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..6c7fb03 --- /dev/null +++ b/runs/ogbg-molhiv_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "pna", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1400.2, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7487599206349206 + }, + "val_adaptive": { + "rocauc": 0.7203820056829315 + }, + "test": { + "rocauc": 0.6730373317368046 + }, + "test_adaptive": { + "rocauc": 0.6877382722725429 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.034038414782397, + "fixed_steps": 8.0, + "adaptive_steps": 2.0588378312667155 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..625c1ea --- /dev/null +++ b/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s0", + "view": "resgated", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 731.8, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.8143738977072311 + }, + "test": { + "rocauc": 0.7241738928909403 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..260a7dc --- /dev/null +++ b/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s1", + "view": "resgated", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 749.6, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7860449735449736 + }, + "test": { + "rocauc": 0.715921512582321 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..2bc4a4f --- /dev/null +++ b/runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s2", + "view": "resgated", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 782.8, + "dev": "cuda:0", + "ep": 10, + "val": { + "rocauc": 0.7885404418969234 + }, + "test": { + "rocauc": 0.7547480638869041 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..73a87a9 --- /dev/null +++ b/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "resgated", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 712.4, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.7922576180678031 + }, + "test": { + "rocauc": 0.7226559029722475 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..b31ca8b --- /dev/null +++ b/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "resgated", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1027.0, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.8151638741916519 + }, + "test": { + "rocauc": 0.7581278124336122 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..aabf825 --- /dev/null +++ b/runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "resgated", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1026.6, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7987029688418578 + }, + "test": { + "rocauc": 0.7339867513856969 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_resgated_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_resgated_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..1ad3cf3 --- /dev/null +++ b/runs/ogbg-molhiv_resgated_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_resgated_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "resgated", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 1139.9, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.8173500881834216 + }, + "test": { + "rocauc": 0.7054809865003185 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..ef45220 --- /dev/null +++ b/runs/ogbg-molhiv_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "resgated", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 954.4, + "dev": "cuda:3", + "ep": 40, + "val": { + "rocauc": 0.8009657309425828 + }, + "val_adaptive": { + "rocauc": 0.7896488585145993 + }, + "test": { + "rocauc": 0.7787017903010873 + }, + "test_adaptive": { + "rocauc": 0.7875702504876494 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0, + "fixed_steps": 8.0, + "adaptive_steps": 2.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..52afe84 --- /dev/null +++ b/runs/ogbg-molhiv_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "resgated", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1059.4, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.8030723349010386 + }, + "val_adaptive": { + "rocauc": 0.7952827993337253 + }, + "test": { + "rocauc": 0.7502983835145524 + }, + "test_adaptive": { + "rocauc": 0.7566658297765504 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.099927060539752, + "fixed_steps": 8.0, + "adaptive_steps": 2.2205203014831025 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..53f4e1d --- /dev/null +++ b/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s0", + "view": "sgc", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 349.7, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.7478597148736037 + }, + "test": { + "rocauc": 0.7019100407501111 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..0375109 --- /dev/null +++ b/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s1", + "view": "sgc", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 367.1, + "dev": "cuda:0", + "ep": 30, + "val": { + "rocauc": 0.7691676464824613 + }, + "test": { + "rocauc": 0.7100407501110487 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..c8af7ef --- /dev/null +++ b/runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s2", + "view": "sgc", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 366.8, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.7927750832843425 + }, + "test": { + "rocauc": 0.6994457212383398 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..6113561 --- /dev/null +++ b/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "sgc", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 524.9, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.7659097589653145 + }, + "test": { + "rocauc": 0.7135769327333474 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..de5740d --- /dev/null +++ b/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "sgc", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 669.2, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.7603952331961592 + }, + "test": { + "rocauc": 0.675208095946233 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..51be4d8 --- /dev/null +++ b/runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "sgc", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 763.4, + "dev": "cuda:0", + "ep": 20, + "val": { + "rocauc": 0.7665741965510485 + }, + "test": { + "rocauc": 0.7427122964908555 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_sgc_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_sgc_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..e89cf0f --- /dev/null +++ b/runs/ogbg-molhiv_sgc_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_sgc_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "sgc", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 907.7, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.7481720311581422 + }, + "test": { + "rocauc": 0.7177311265184728 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..284a8c9 --- /dev/null +++ b/runs/ogbg-molhiv_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 894.1, + "dev": "cuda:3", + "ep": 30, + "val": { + "rocauc": 0.7378227268273565 + }, + "val_adaptive": { + "rocauc": 0.7460286841073879 + }, + "test": { + "rocauc": 0.7035709457502076 + }, + "test_adaptive": { + "rocauc": 0.724386334228162 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0328227571115973, + "fixed_steps": 8.0, + "adaptive_steps": 2.0269876002917577 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..f332c6f --- /dev/null +++ b/runs/ogbg-molhiv_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1011.3, + "dev": "cuda:0", + "ep": 50, + "val": { + "rocauc": 0.7352782676856752 + }, + "val_adaptive": { + "rocauc": 0.7147756221830296 + }, + "test": { + "rocauc": 0.6961702620753587 + }, + "test_adaptive": { + "rocauc": 0.7016995306977732 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.088743009968393, + "fixed_steps": 8.0, + "adaptive_steps": 2.0795040116703136 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molhiv_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..0e3a623 --- /dev/null +++ b/runs/ogbg-molhiv_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 866.6, + "dev": "cuda:3", + "ep": 90, + "val": { + "rocauc": 0.7396537575935725 + }, + "val_adaptive": { + "rocauc": 0.7572414511071918 + }, + "test": { + "rocauc": 0.7500666293284923 + }, + "test_adaptive": { + "rocauc": 0.7314046234960119 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.102358375881352, + "fixed_steps": 8.0, + "adaptive_steps": 2.136883053732069 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..5729c3d --- /dev/null +++ b/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s0", + "view": "tag", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 590.5, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.7528292181069958 + }, + "test": { + "rocauc": 0.7255354487340427 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..bf5a55b --- /dev/null +++ b/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s1", + "view": "tag", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 616.8, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.7339157113462669 + }, + "test": { + "rocauc": 0.7487765310260917 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..b9406c3 --- /dev/null +++ b/runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s2", + "view": "tag", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 658.9, + "dev": "cuda:0", + "ep": 30, + "val": { + "rocauc": 0.7595807613168722 + }, + "test": { + "rocauc": 0.7552386102473976 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..ea17c1a --- /dev/null +++ b/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "tag", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 646.4, + "dev": "cuda:0", + "ep": 90, + "val": { + "rocauc": 0.7717029198510681 + }, + "test": { + "rocauc": 0.7181154522103554 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..e132ac4 --- /dev/null +++ b/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "tag", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 884.1, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.7412612678816383 + }, + "test": { + "rocauc": 0.7289634794028468 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..aad79c1 --- /dev/null +++ b/runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "tag", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 952.1, + "dev": "cuda:0", + "ep": 70, + "val": { + "rocauc": 0.753107853223594 + }, + "test": { + "rocauc": 0.7545375538345662 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_tag_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_tag_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..547c08d --- /dev/null +++ b/runs/ogbg-molhiv_tag_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_tag_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "tag", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 1148.5, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.7803834754066236 + }, + "test": { + "rocauc": 0.7351764228741382 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..15e4e59 --- /dev/null +++ b/runs/ogbg-molhiv_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 961.8, + "dev": "cuda:3", + "ep": 70, + "val": { + "rocauc": 0.7326450127376054 + }, + "val_adaptive": { + "rocauc": 0.7643696110131295 + }, + "test": { + "rocauc": 0.759611039224396 + }, + "test_adaptive": { + "rocauc": 0.7786419204696885 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0, + "fixed_steps": 8.0, + "adaptive_steps": 2.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..5a4ca43 --- /dev/null +++ b/runs/ogbg-molhiv_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1109.5, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.7567852243778168 + }, + "val_adaptive": { + "rocauc": 0.7644706545169508 + }, + "test": { + "rocauc": 0.7480619556190734 + }, + "test_adaptive": { + "rocauc": 0.7477104617702157 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.138098711402869, + "fixed_steps": 8.0, + "adaptive_steps": 2.225869195234622 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molhiv_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..7496c27 --- /dev/null +++ b/runs/ogbg-molhiv_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 948.7, + "dev": "cuda:3", + "ep": 60, + "val": { + "rocauc": 0.7298433519498334 + }, + "val_adaptive": { + "rocauc": 0.714129556143445 + }, + "test": { + "rocauc": 0.6791286042604143 + }, + "test_adaptive": { + "rocauc": 0.7162469340852469 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.2890833941162168, + "fixed_steps": 8.0, + "adaptive_steps": 2.4831023583758816 +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..b662527 --- /dev/null +++ b/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s0", + "view": "transformer", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 906.4, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7617332941407015 + }, + "test": { + "rocauc": 0.7547248884682979 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s1.json b/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s1.json new file mode 100644 index 0000000..4d0b540 --- /dev/null +++ b/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s1", + "view": "transformer", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 917.2, + "dev": "cuda:0", + "ep": 30, + "val": { + "rocauc": 0.7767152900254751 + }, + "test": { + "rocauc": 0.7883891152783947 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s2.json b/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s2.json new file mode 100644 index 0000000..84cf314 --- /dev/null +++ b/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s2", + "view": "transformer", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 927.8, + "dev": "cuda:0", + "ep": 30, + "val": { + "rocauc": 0.7618435234175974 + }, + "test": { + "rocauc": 0.7711736418239055 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e1_s0.json b/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e1_s0.json new file mode 100644 index 0000000..567d135 --- /dev/null +++ b/runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e1_s0.json @@ -0,0 +1,37 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_transformer_classic_T0_ns1_h128_e1_s0", + "view": "transformer", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 1, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 1, + "max_eval_batches": 1, + "metric": "rocauc", + "sec": 0.8, + "dev": "cuda", + "ep": 1, + "val": { + "rocauc": 0.28769841269841273 + }, + "test": { + "rocauc": 0.27368951612903225 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..9fcb322 --- /dev/null +++ b/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "transformer", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 883.0, + "dev": "cuda:0", + "ep": 30, + "val": { + "rocauc": 0.7838158926121889 + }, + "test": { + "rocauc": 0.7647501883002762 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s1.json b/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s1.json new file mode 100644 index 0000000..4961b21 --- /dev/null +++ b/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s1.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s1", + "view": "transformer", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 1, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1165.4, + "dev": "cuda:0", + "ep": 70, + "val": { + "rocauc": 0.7651320301783265 + }, + "test": { + "rocauc": 0.749757623747079 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s2.json b/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s2.json new file mode 100644 index 0000000..1bb42aa --- /dev/null +++ b/runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s2.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s2", + "view": "transformer", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 2, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1182.1, + "dev": "cuda:0", + "ep": 40, + "val": { + "rocauc": 0.8043399715853421 + }, + "test": { + "rocauc": 0.7765908959230575 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_transformer_fixed-rrog_T3_ns3_h128_e100_s0.json b/runs/ogbg-molhiv_transformer_fixed-rrog_T3_ns3_h128_e100_s0.json new file mode 100644 index 0000000..bf85cdc --- /dev/null +++ b/runs/ogbg-molhiv_transformer_fixed-rrog_T3_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_transformer_fixed-rrog_T3_ns3_h128_e100_s0", + "view": "transformer", + "compute": "fixed-rrog", + "T": 3, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 1246.4, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.8088103811483441 + }, + "test": { + "rocauc": 0.7413024585256572 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molhiv_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molhiv_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..a054aac --- /dev/null +++ b/runs/ogbg-molhiv_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molhiv", + "tag": "ogbg-molhiv_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "transformer", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 1172.8, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.7813418577307466 + }, + "val_adaptive": { + "rocauc": 0.7825329463060944 + }, + "test": { + "rocauc": 0.7294279534174086 + }, + "test_adaptive": { + "rocauc": 0.7396338283860252 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.1475808412351083, + "fixed_steps": 8.0, + "adaptive_steps": 2.215171407731583 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_appnp_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..76b378b --- /dev/null +++ b/runs/ogbg-mollipo_appnp_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_appnp_classic_T0_ns1_h128_e100_s0", + "view": "appnp", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 43.5, + "dev": "cuda:1", + "ep": 100, + "val": { + "rmse": 0.9014809727668762 + }, + "test": { + "rmse": 0.9070075154304504 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..b9f9086 --- /dev/null +++ b/runs/ogbg-mollipo_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_appnp_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "appnp", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 63.2, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 0.8392646908760071 + }, + "test": { + "rmse": 0.9173930287361145 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..2966335 --- /dev/null +++ b/runs/ogbg-mollipo_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 102.5, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 1.1389226913452148 + }, + "val_adaptive": { + "rmse": 0.8501057624816895 + }, + "test": { + "rmse": 1.0732718706130981 + }, + "test_adaptive": { + "rmse": 0.8331995606422424 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.3333333333333335, + "fixed_steps": 8.0, + "adaptive_steps": 2.2404761904761905 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_arma_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..dac8f21 --- /dev/null +++ b/runs/ogbg-mollipo_arma_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_arma_classic_T0_ns1_h128_e100_s0", + "view": "arma", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 67.1, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 0.7324715852737427 + }, + "test": { + "rmse": 0.7294970750808716 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_arma_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..b2c75d3 --- /dev/null +++ b/runs/ogbg-mollipo_arma_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_arma_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "arma", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 98.7, + "dev": "cuda:1", + "ep": 50, + "val": { + "rmse": 0.7172609567642212 + }, + "test": { + "rmse": 0.7547623515129089 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..926cb7f --- /dev/null +++ b/runs/ogbg-mollipo_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "arma", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 102.6, + "dev": "cuda:1", + "ep": 10, + "val": { + "rmse": 108.34754180908203 + }, + "val_adaptive": { + "rmse": 108.19417572021484 + }, + "test": { + "rmse": 1.5814603567123413 + }, + "test_adaptive": { + "rmse": 1.2714992761611938 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 6.180952380952381, + "fixed_steps": 8.0, + "adaptive_steps": 6.019047619047619 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_cheb_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..fbbe6be --- /dev/null +++ b/runs/ogbg-mollipo_cheb_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_cheb_classic_T0_ns1_h128_e100_s0", + "view": "cheb", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 41.9, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 0.7188113927841187 + }, + "test": { + "rmse": 0.7179734706878662 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..5eba1b4 --- /dev/null +++ b/runs/ogbg-mollipo_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_cheb_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "cheb", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 66.9, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 0.6990480422973633 + }, + "test": { + "rmse": 0.7132058143615723 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..45d681b --- /dev/null +++ b/runs/ogbg-mollipo_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "cheb", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 101.8, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 0.7458768486976624 + }, + "val_adaptive": { + "rmse": 0.7055894136428833 + }, + "test": { + "rmse": 0.8054617643356323 + }, + "test_adaptive": { + "rmse": 0.7404536604881287 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.0476190476190474, + "fixed_steps": 8.0, + "adaptive_steps": 2.033333333333333 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_film_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..1488ae4 --- /dev/null +++ b/runs/ogbg-mollipo_film_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_film_classic_T0_ns1_h128_e100_s0", + "view": "film", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 52.4, + "dev": "cuda:1", + "ep": 100, + "val": { + "rmse": 0.7620365619659424 + }, + "test": { + "rmse": 0.7370873689651489 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_film_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..8cf3938 --- /dev/null +++ b/runs/ogbg-mollipo_film_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_film_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "film", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 85.7, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 0.8122015595436096 + }, + "test": { + "rmse": 0.7353013753890991 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..9388427 --- /dev/null +++ b/runs/ogbg-mollipo_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "film", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 95.0, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 0.9863712787628174 + }, + "val_adaptive": { + "rmse": 0.8663719296455383 + }, + "test": { + "rmse": 0.9712099432945251 + }, + "test_adaptive": { + "rmse": 0.834499180316925 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.2738095238095237, + "fixed_steps": 8.0, + "adaptive_steps": 3.211904761904762 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_gatv2_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..a1373e9 --- /dev/null +++ b/runs/ogbg-mollipo_gatv2_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_gatv2_classic_T0_ns1_h128_e100_s0", + "view": "gatv2", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 70.6, + "dev": "cuda:1", + "ep": 40, + "val": { + "rmse": 0.6864758729934692 + }, + "test": { + "rmse": 0.7307590842247009 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..14353de --- /dev/null +++ b/runs/ogbg-mollipo_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_gatv2_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gatv2", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 115.7, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 0.7079874277114868 + }, + "test": { + "rmse": 0.733400285243988 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..a77b001 --- /dev/null +++ b/runs/ogbg-mollipo_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gatv2", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 120.6, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 0.8837260603904724 + }, + "val_adaptive": { + "rmse": 0.7446271181106567 + }, + "test": { + "rmse": 0.9250612854957581 + }, + "test_adaptive": { + "rmse": 0.7935744524002075 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.4, + "fixed_steps": 8.0, + "adaptive_steps": 2.2928571428571427 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_gcn_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..a639220 --- /dev/null +++ b/runs/ogbg-mollipo_gcn_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_gcn_classic_T0_ns1_h128_e100_s0", + "view": "gcn", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 32.4, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 0.7378985285758972 + }, + "test": { + "rmse": 0.782814621925354 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..625b0a6 --- /dev/null +++ b/runs/ogbg-mollipo_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_gcn_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gcn", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 46.3, + "dev": "cuda:1", + "ep": 60, + "val": { + "rmse": 0.773021936416626 + }, + "test": { + "rmse": 0.7758824825286865 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..9a246e2 --- /dev/null +++ b/runs/ogbg-mollipo_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 93.3, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 0.9103560447692871 + }, + "val_adaptive": { + "rmse": 0.7345834970474243 + }, + "test": { + "rmse": 0.9299253225326538 + }, + "test_adaptive": { + "rmse": 0.8009624481201172 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.566666666666667, + "fixed_steps": 8.0, + "adaptive_steps": 2.4785714285714286 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_gen_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..8f45cbc --- /dev/null +++ b/runs/ogbg-mollipo_gen_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_gen_classic_T0_ns1_h128_e100_s0", + "view": "gen", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 60.8, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 0.7046297788619995 + }, + "test": { + "rmse": 0.7378753423690796 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_gen_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..bb1fc48 --- /dev/null +++ b/runs/ogbg-mollipo_gen_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_gen_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gen", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 77.5, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 0.6594089865684509 + }, + "test": { + "rmse": 0.7455868124961853 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..995ad42 --- /dev/null +++ b/runs/ogbg-mollipo_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gen", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 98.0, + "dev": "cuda:1", + "ep": 30, + "val": { + "rmse": 0.9299842715263367 + }, + "val_adaptive": { + "rmse": 0.9338786602020264 + }, + "test": { + "rmse": 0.9385538101196289 + }, + "test_adaptive": { + "rmse": 0.9375044107437134 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.366666666666666, + "fixed_steps": 8.0, + "adaptive_steps": 4.252380952380952 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_gin_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..254e616 --- /dev/null +++ b/runs/ogbg-mollipo_gin_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_gin_classic_T0_ns1_h128_e100_s0", + "view": "gin", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 56.5, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 0.6853910684585571 + }, + "test": { + "rmse": 0.7389819622039795 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_gin_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..b09bc85 --- /dev/null +++ b/runs/ogbg-mollipo_gin_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_gin_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gin", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 72.8, + "dev": "cuda:1", + "ep": 100, + "val": { + "rmse": 0.6748515367507935 + }, + "test": { + "rmse": 0.7072575688362122 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..1b9fab2 --- /dev/null +++ b/runs/ogbg-mollipo_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 90.2, + "dev": "cuda:1", + "ep": 100, + "val": { + "rmse": 0.8872742652893066 + }, + "val_adaptive": { + "rmse": 0.7704845070838928 + }, + "test": { + "rmse": 1.0246026515960693 + }, + "test_adaptive": { + "rmse": 0.8618570566177368 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.7214285714285715, + "fixed_steps": 8.0, + "adaptive_steps": 2.5404761904761903 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_gine_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..91316a4 --- /dev/null +++ b/runs/ogbg-mollipo_gine_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_gine_classic_T0_ns1_h128_e100_s0", + "view": "gine", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 63.4, + "dev": "cuda:1", + "ep": 100, + "val": { + "rmse": 0.6614735722541809 + }, + "test": { + "rmse": 0.7341321706771851 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_gine_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..47fb60b --- /dev/null +++ b/runs/ogbg-mollipo_gine_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_gine_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gine", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 74.6, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 0.7167647480964661 + }, + "test": { + "rmse": 0.731584906578064 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..ac12e4d --- /dev/null +++ b/runs/ogbg-mollipo_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gine", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 92.7, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 0.8773280382156372 + }, + "val_adaptive": { + "rmse": 0.750048041343689 + }, + "test": { + "rmse": 0.9709947109222412 + }, + "test_adaptive": { + "rmse": 0.8221004605293274 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.5023809523809524, + "fixed_steps": 8.0, + "adaptive_steps": 2.395238095238095 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_graphconv_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..3056f46 --- /dev/null +++ b/runs/ogbg-mollipo_graphconv_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_graphconv_classic_T0_ns1_h128_e100_s0", + "view": "graphconv", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 42.0, + "dev": "cuda:1", + "ep": 100, + "val": { + "rmse": 0.7177638411521912 + }, + "test": { + "rmse": 0.729673445224762 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..8691e5a --- /dev/null +++ b/runs/ogbg-mollipo_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_graphconv_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphconv", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 79.8, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 0.737244188785553 + }, + "test": { + "rmse": 0.7395755052566528 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..a7f11fb --- /dev/null +++ b/runs/ogbg-mollipo_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 87.3, + "dev": "cuda:1", + "ep": 100, + "val": { + "rmse": 0.9623555541038513 + }, + "val_adaptive": { + "rmse": 0.7365044355392456 + }, + "test": { + "rmse": 0.9985842704772949 + }, + "test_adaptive": { + "rmse": 0.7662481665611267 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.2, + "fixed_steps": 8.0, + "adaptive_steps": 2.123809523809524 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_graphsage_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..4ccb844 --- /dev/null +++ b/runs/ogbg-mollipo_graphsage_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_graphsage_classic_T0_ns1_h128_e100_s0", + "view": "graphsage", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 41.2, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 0.7239025831222534 + }, + "test": { + "rmse": 0.7783035635948181 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..3c63ef7 --- /dev/null +++ b/runs/ogbg-mollipo_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_graphsage_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphsage", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 66.9, + "dev": "cuda:1", + "ep": 40, + "val": { + "rmse": 0.718391478061676 + }, + "test": { + "rmse": 0.7720211148262024 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..41d7bdf --- /dev/null +++ b/runs/ogbg-mollipo_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphsage", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 89.0, + "dev": "cuda:1", + "ep": 10, + "val": { + "rmse": 1.0741798877716064 + }, + "val_adaptive": { + "rmse": 0.9657984375953674 + }, + "test": { + "rmse": 1.1165450811386108 + }, + "test_adaptive": { + "rmse": 0.9747765064239502 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 5.630952380952381, + "fixed_steps": 8.0, + "adaptive_steps": 5.461904761904762 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_mf_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..ad2b2d7 --- /dev/null +++ b/runs/ogbg-mollipo_mf_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_mf_classic_T0_ns1_h128_e100_s0", + "view": "mf", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 113.2, + "dev": "cuda:1", + "ep": 50, + "val": { + "rmse": 0.712922215461731 + }, + "test": { + "rmse": 0.7404878735542297 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_mf_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..a781542 --- /dev/null +++ b/runs/ogbg-mollipo_mf_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_mf_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "mf", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 129.1, + "dev": "cuda:1", + "ep": 100, + "val": { + "rmse": 0.7049701809883118 + }, + "test": { + "rmse": 0.710095226764679 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..057addc --- /dev/null +++ b/runs/ogbg-mollipo_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "mf", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 148.1, + "dev": "cuda:1", + "ep": 20, + "val": { + "rmse": 1.005599021911621 + }, + "val_adaptive": { + "rmse": 0.9785529971122742 + }, + "test": { + "rmse": 0.9820316433906555 + }, + "test_adaptive": { + "rmse": 0.9414123892784119 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.330952380952381, + "fixed_steps": 8.0, + "adaptive_steps": 4.321428571428571 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_pna_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..ec34057 --- /dev/null +++ b/runs/ogbg-mollipo_pna_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_pna_classic_T0_ns1_h128_e100_s0", + "view": "pna", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 92.1, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 0.7179175019264221 + }, + "test": { + "rmse": 0.7749425172805786 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_pna_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..7173b7c --- /dev/null +++ b/runs/ogbg-mollipo_pna_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_pna_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "pna", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 108.3, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 0.7465738654136658 + }, + "test": { + "rmse": 0.7908006310462952 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..d6ee79c --- /dev/null +++ b/runs/ogbg-mollipo_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "pna", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 119.6, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 0.914740264415741 + }, + "val_adaptive": { + "rmse": 0.8654114603996277 + }, + "test": { + "rmse": 0.9266903400421143 + }, + "test_adaptive": { + "rmse": 0.8750127553939819 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.819047619047619, + "fixed_steps": 8.0, + "adaptive_steps": 4.614285714285714 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_resgated_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..5493265 --- /dev/null +++ b/runs/ogbg-mollipo_resgated_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_resgated_classic_T0_ns1_h128_e100_s0", + "view": "resgated", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 72.5, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 0.6720540523529053 + }, + "test": { + "rmse": 0.7270413041114807 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..27e4416 --- /dev/null +++ b/runs/ogbg-mollipo_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_resgated_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "resgated", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 86.6, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 0.6766338348388672 + }, + "test": { + "rmse": 0.7144215703010559 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..63ca690 --- /dev/null +++ b/runs/ogbg-mollipo_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "resgated", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 98.4, + "dev": "cuda:1", + "ep": 100, + "val": { + "rmse": 0.8307315111160278 + }, + "val_adaptive": { + "rmse": 0.6797361373901367 + }, + "test": { + "rmse": 0.882472038269043 + }, + "test_adaptive": { + "rmse": 0.7250288128852844 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.15, + "fixed_steps": 8.0, + "adaptive_steps": 2.1166666666666667 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_sgc_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..4c4c616 --- /dev/null +++ b/runs/ogbg-mollipo_sgc_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_sgc_classic_T0_ns1_h128_e100_s0", + "view": "sgc", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 34.6, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 0.750457763671875 + }, + "test": { + "rmse": 0.817555844783783 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..1648b69 --- /dev/null +++ b/runs/ogbg-mollipo_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_sgc_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "sgc", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 72.1, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 0.7536844611167908 + }, + "test": { + "rmse": 0.7490182518959045 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..3480ed6 --- /dev/null +++ b/runs/ogbg-mollipo_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 91.7, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 0.9196410775184631 + }, + "val_adaptive": { + "rmse": 0.754634439945221 + }, + "test": { + "rmse": 1.0144816637039185 + }, + "test_adaptive": { + "rmse": 0.8478080630302429 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.4571428571428573, + "fixed_steps": 8.0, + "adaptive_steps": 2.3452380952380953 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_tag_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..90c373d --- /dev/null +++ b/runs/ogbg-mollipo_tag_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_tag_classic_T0_ns1_h128_e100_s0", + "view": "tag", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 43.9, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 0.6691507697105408 + }, + "test": { + "rmse": 0.7226714491844177 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_tag_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..711ec49 --- /dev/null +++ b/runs/ogbg-mollipo_tag_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_tag_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "tag", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 86.6, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 0.6743124723434448 + }, + "test": { + "rmse": 0.7200686931610107 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..58ef508 --- /dev/null +++ b/runs/ogbg-mollipo_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 99.7, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 0.8615076541900635 + }, + "val_adaptive": { + "rmse": 0.7453644275665283 + }, + "test": { + "rmse": 0.9196054935455322 + }, + "test_adaptive": { + "rmse": 0.8038428425788879 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.4285714285714284, + "fixed_steps": 8.0, + "adaptive_steps": 2.35 +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-mollipo_transformer_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..ece8648 --- /dev/null +++ b/runs/ogbg-mollipo_transformer_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_transformer_classic_T0_ns1_h128_e100_s0", + "view": "transformer", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 78.7, + "dev": "cuda:1", + "ep": 80, + "val": { + "rmse": 0.6809519529342651 + }, + "test": { + "rmse": 0.7346181273460388 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-mollipo_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..6d1cd1f --- /dev/null +++ b/runs/ogbg-mollipo_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_transformer_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "transformer", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 74.7, + "dev": "cuda:1", + "ep": 90, + "val": { + "rmse": 0.6688172817230225 + }, + "test": { + "rmse": 0.7396050095558167 + } +}
\ No newline at end of file diff --git a/runs/ogbg-mollipo_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-mollipo_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..68661c7 --- /dev/null +++ b/runs/ogbg-mollipo_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-mollipo", + "tag": "ogbg-mollipo_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "transformer", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rmse", + "sec": 120.0, + "dev": "cuda:1", + "ep": 70, + "val": { + "rmse": 0.8665701150894165 + }, + "val_adaptive": { + "rmse": 0.7386842966079712 + }, + "test": { + "rmse": 0.892951488494873 + }, + "test_adaptive": { + "rmse": 0.7886161804199219 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.388095238095238, + "fixed_steps": 8.0, + "adaptive_steps": 2.316666666666667 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_appnp_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..368fdba --- /dev/null +++ b/runs/ogbg-molsider_appnp_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_appnp_classic_T0_ns1_h128_e100_s0", + "view": "appnp", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 14.7, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.5886184927786781 + }, + "test": { + "rocauc": 0.6003864841212386 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..bfcac49 --- /dev/null +++ b/runs/ogbg-molsider_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_appnp_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "appnp", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 18.6, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.5937589012949048 + }, + "test": { + "rocauc": 0.5905116380584287 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..5583b1d --- /dev/null +++ b/runs/ogbg-molsider_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 30.7, + "dev": "cuda:3", + "ep": 100, + "val": { + "rocauc": 0.593345692093345 + }, + "val_adaptive": { + "rocauc": 0.5909592523154833 + }, + "test": { + "rocauc": 0.5966615384995925 + }, + "test_adaptive": { + "rocauc": 0.5964163493356076 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 7.846153846153846, + "fixed_steps": 8.0, + "adaptive_steps": 7.888111888111888 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..9ade287 --- /dev/null +++ b/runs/ogbg-molsider_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 33.0, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.58009596629467 + }, + "val_adaptive": { + "rocauc": 0.5742882792923651 + }, + "test": { + "rocauc": 0.6009364115000575 + }, + "test_adaptive": { + "rocauc": 0.5959003553252203 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 7.181818181818182, + "fixed_steps": 8.0, + "adaptive_steps": 7.27972027972028 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molsider_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..fe13ef7 --- /dev/null +++ b/runs/ogbg-molsider_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 30.5, + "dev": "cuda:3", + "ep": 100, + "val": { + "rocauc": 0.5873882396417854 + }, + "val_adaptive": { + "rocauc": 0.5735267285871073 + }, + "test": { + "rocauc": 0.5819785573765826 + }, + "test_adaptive": { + "rocauc": 0.5894161989454557 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 7.034965034965035, + "fixed_steps": 8.0, + "adaptive_steps": 7.13986013986014 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_arma_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..082b9ed --- /dev/null +++ b/runs/ogbg-molsider_arma_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_arma_classic_T0_ns1_h128_e100_s0", + "view": "arma", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 16.0, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.627268343131736 + }, + "test": { + "rocauc": 0.6158698228431547 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_arma_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..8ba623d --- /dev/null +++ b/runs/ogbg-molsider_arma_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_arma_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "arma", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 27.1, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.634361816858312 + }, + "test": { + "rocauc": 0.6140829013811058 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..d17eca1 --- /dev/null +++ b/runs/ogbg-molsider_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "arma", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 33.7, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.6604919913889579 + }, + "val_adaptive": { + "rocauc": 0.6602801296309839 + }, + "test": { + "rocauc": 0.5589855993934405 + }, + "test_adaptive": { + "rocauc": 0.5580832949005652 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 7.93006993006993, + "fixed_steps": 8.0, + "adaptive_steps": 7.895104895104895 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_cheb_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..ff70dc1 --- /dev/null +++ b/runs/ogbg-molsider_cheb_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_cheb_classic_T0_ns1_h128_e100_s0", + "view": "cheb", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 14.1, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.6237482002412537 + }, + "test": { + "rocauc": 0.6033376509930031 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..9f33571 --- /dev/null +++ b/runs/ogbg-molsider_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_cheb_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "cheb", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 18.3, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.626299014853098 + }, + "test": { + "rocauc": 0.609583177772403 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..c6089dd --- /dev/null +++ b/runs/ogbg-molsider_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "cheb", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 30.5, + "dev": "cuda:0", + "ep": 90, + "val": { + "rocauc": 0.6409076943311921 + }, + "val_adaptive": { + "rocauc": 0.6415746496399081 + }, + "test": { + "rocauc": 0.6149744329414113 + }, + "test_adaptive": { + "rocauc": 0.6144652607315165 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 7.881118881118881, + "fixed_steps": 8.0, + "adaptive_steps": 7.8671328671328675 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_film_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..710fa5c --- /dev/null +++ b/runs/ogbg-molsider_film_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_film_classic_T0_ns1_h128_e100_s0", + "view": "film", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 12.6, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.6024369569728498 + }, + "test": { + "rocauc": 0.5898473664808705 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_film_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..3354a5b --- /dev/null +++ b/runs/ogbg-molsider_film_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_film_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "film", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 23.5, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.5862480936504801 + }, + "test": { + "rocauc": 0.5974246609585021 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..581bd15 --- /dev/null +++ b/runs/ogbg-molsider_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "film", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 31.0, + "dev": "cuda:0", + "ep": 100, + "val": { + "rocauc": 0.5407876481859505 + }, + "val_adaptive": { + "rocauc": 0.5407876481859505 + }, + "test": { + "rocauc": 0.5825278400429263 + }, + "test_adaptive": { + "rocauc": 0.5825278400429263 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 8.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_gatv2_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..ddbf7c3 --- /dev/null +++ b/runs/ogbg-molsider_gatv2_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gatv2_classic_T0_ns1_h128_e100_s0", + "view": "gatv2", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 21.3, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.6071193037623003 + }, + "test": { + "rocauc": 0.6013146804327355 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..260596d --- /dev/null +++ b/runs/ogbg-molsider_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gatv2_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gatv2", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 35.6, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.6462276348941932 + }, + "test": { + "rocauc": 0.6000090607166413 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..e6631f1 --- /dev/null +++ b/runs/ogbg-molsider_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gatv2", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 39.2, + "dev": "cuda:0", + "ep": 100, + "val": { + "rocauc": 0.5777678714357024 + }, + "val_adaptive": { + "rocauc": 0.5777678714357024 + }, + "test": { + "rocauc": 0.6337321824820535 + }, + "test_adaptive": { + "rocauc": 0.6339582691134998 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 7.958041958041958 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_gcn_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..6c59b26 --- /dev/null +++ b/runs/ogbg-molsider_gcn_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gcn_classic_T0_ns1_h128_e100_s0", + "view": "gcn", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 11.7, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.6292912980815916 + }, + "test": { + "rocauc": 0.6086409341357526 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..8d3e9b4 --- /dev/null +++ b/runs/ogbg-molsider_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gcn_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gcn", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 22.4, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.6255728102145075 + }, + "test": { + "rocauc": 0.6117391432513807 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..5d57b8c --- /dev/null +++ b/runs/ogbg-molsider_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 26.1, + "dev": "cuda:3", + "ep": 100, + "val": { + "rocauc": 0.6334288171779305 + }, + "val_adaptive": { + "rocauc": 0.6341982682695585 + }, + "test": { + "rocauc": 0.6299766632454395 + }, + "test_adaptive": { + "rocauc": 0.6305843217920319 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 7.965034965034965, + "fixed_steps": 8.0, + "adaptive_steps": 7.909090909090909 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..2fb3f9d --- /dev/null +++ b/runs/ogbg-molsider_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 28.7, + "dev": "cuda:0", + "ep": 90, + "val": { + "rocauc": 0.634553246023819 + }, + "val_adaptive": { + "rocauc": 0.6346375313343606 + }, + "test": { + "rocauc": 0.6445134528927392 + }, + "test_adaptive": { + "rocauc": 0.644509359822436 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 7.979020979020979, + "fixed_steps": 8.0, + "adaptive_steps": 7.93006993006993 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molsider_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..ef48131 --- /dev/null +++ b/runs/ogbg-molsider_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 26.8, + "dev": "cuda:3", + "ep": 90, + "val": { + "rocauc": 0.6317896497739357 + }, + "val_adaptive": { + "rocauc": 0.6317861803509764 + }, + "test": { + "rocauc": 0.640011295277304 + }, + "test_adaptive": { + "rocauc": 0.6402407710265505 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 7.986013986013986, + "fixed_steps": 8.0, + "adaptive_steps": 7.937062937062937 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_gen_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..12ae0cb --- /dev/null +++ b/runs/ogbg-molsider_gen_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gen_classic_T0_ns1_h128_e100_s0", + "view": "gen", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 15.4, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.6519400080762945 + }, + "test": { + "rocauc": 0.5853709823208472 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_gen_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..72b6125 --- /dev/null +++ b/runs/ogbg-molsider_gen_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gen_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gen", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 21.6, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.634456224198147 + }, + "test": { + "rocauc": 0.6052572461025753 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..ca6ed4d --- /dev/null +++ b/runs/ogbg-molsider_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gen", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 30.8, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.6114344272964439 + }, + "val_adaptive": { + "rocauc": 0.6114344272964439 + }, + "test": { + "rocauc": 0.6071293608886619 + }, + "test_adaptive": { + "rocauc": 0.6071293608886619 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 8.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_gin_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..b981888 --- /dev/null +++ b/runs/ogbg-molsider_gin_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gin_classic_T0_ns1_h128_e100_s0", + "view": "gin", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 19.4, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.6225119550298882 + }, + "test": { + "rocauc": 0.5748427490288601 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_gin_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..467f5eb --- /dev/null +++ b/runs/ogbg-molsider_gin_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gin_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gin", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 27.3, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.6046415841313262 + }, + "test": { + "rocauc": 0.6022262654061706 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..e86468f --- /dev/null +++ b/runs/ogbg-molsider_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 27.2, + "dev": "cuda:3", + "ep": 80, + "val": { + "rocauc": 0.6075447846476244 + }, + "val_adaptive": { + "rocauc": 0.6075447846476244 + }, + "test": { + "rocauc": 0.5810477512085702 + }, + "test_adaptive": { + "rocauc": 0.5810477512085702 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 8.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..997d805 --- /dev/null +++ b/runs/ogbg-molsider_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 29.7, + "dev": "cuda:0", + "ep": 70, + "val": { + "rocauc": 0.5941723817458207 + }, + "val_adaptive": { + "rocauc": 0.5941723817458207 + }, + "test": { + "rocauc": 0.5949106211087469 + }, + "test_adaptive": { + "rocauc": 0.5949106211087469 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 8.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molsider_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..9293344 --- /dev/null +++ b/runs/ogbg-molsider_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 26.8, + "dev": "cuda:3", + "ep": 80, + "val": { + "rocauc": 0.6024836436339023 + }, + "val_adaptive": { + "rocauc": 0.6024836436339023 + }, + "test": { + "rocauc": 0.5932734621249586 + }, + "test_adaptive": { + "rocauc": 0.5932734621249586 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 8.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_gine_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..d103d31 --- /dev/null +++ b/runs/ogbg-molsider_gine_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gine_classic_T0_ns1_h128_e100_s0", + "view": "gine", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 18.0, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.6326628393175155 + }, + "test": { + "rocauc": 0.5494595931506057 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_gine_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..b344579 --- /dev/null +++ b/runs/ogbg-molsider_gine_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gine_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gine", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 27.1, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.6151020149803161 + }, + "test": { + "rocauc": 0.6150033205476824 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..916957b --- /dev/null +++ b/runs/ogbg-molsider_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gine", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 29.6, + "dev": "cuda:0", + "ep": 100, + "val": { + "rocauc": 0.6117392254931898 + }, + "val_adaptive": { + "rocauc": 0.6117392254931898 + }, + "test": { + "rocauc": 0.6143023355631505 + }, + "test_adaptive": { + "rocauc": 0.6147815453760646 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 7.958041958041958 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_graphconv_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..fb39a85 --- /dev/null +++ b/runs/ogbg-molsider_graphconv_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_graphconv_classic_T0_ns1_h128_e100_s0", + "view": "graphconv", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 10.5, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.5920839065175088 + }, + "test": { + "rocauc": 0.6151152605717433 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..a06fefa --- /dev/null +++ b/runs/ogbg-molsider_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_graphconv_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphconv", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 24.3, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.6010260045148574 + }, + "test": { + "rocauc": 0.5962935439480032 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..4ba72f4 --- /dev/null +++ b/runs/ogbg-molsider_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 26.4, + "dev": "cuda:3", + "ep": 100, + "val": { + "rocauc": 0.6223441276640819 + }, + "val_adaptive": { + "rocauc": 0.6223441276640819 + }, + "test": { + "rocauc": 0.622244619371397 + }, + "test_adaptive": { + "rocauc": 0.622244619371397 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 8.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..7ef209d --- /dev/null +++ b/runs/ogbg-molsider_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 28.2, + "dev": "cuda:0", + "ep": 100, + "val": { + "rocauc": 0.6139745501285409 + }, + "val_adaptive": { + "rocauc": 0.6130151408852765 + }, + "test": { + "rocauc": 0.6068834635828694 + }, + "test_adaptive": { + "rocauc": 0.6064255172013142 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 7.965034965034965, + "fixed_steps": 8.0, + "adaptive_steps": 7.916083916083916 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molsider_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..8510c0e --- /dev/null +++ b/runs/ogbg-molsider_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 25.9, + "dev": "cuda:3", + "ep": 100, + "val": { + "rocauc": 0.6164847255453625 + }, + "val_adaptive": { + "rocauc": 0.6162473905508215 + }, + "test": { + "rocauc": 0.6344146740580251 + }, + "test_adaptive": { + "rocauc": 0.6358083894071243 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 7.951048951048951, + "fixed_steps": 8.0, + "adaptive_steps": 7.916083916083916 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_graphsage_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..67f10a7 --- /dev/null +++ b/runs/ogbg-molsider_graphsage_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_graphsage_classic_T0_ns1_h128_e100_s0", + "view": "graphsage", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 10.7, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.621744356636161 + }, + "test": { + "rocauc": 0.5807259430259354 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..2edaf8f --- /dev/null +++ b/runs/ogbg-molsider_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_graphsage_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphsage", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 24.2, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.62323063286361 + }, + "test": { + "rocauc": 0.5860528009903617 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..d25e223 --- /dev/null +++ b/runs/ogbg-molsider_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphsage", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 28.5, + "dev": "cuda:0", + "ep": 100, + "val": { + "rocauc": 0.6149561902831908 + }, + "val_adaptive": { + "rocauc": 0.6146122799151246 + }, + "test": { + "rocauc": 0.6082036653138152 + }, + "test_adaptive": { + "rocauc": 0.6072637395395359 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 7.965034965034965, + "fixed_steps": 8.0, + "adaptive_steps": 7.923076923076923 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_mf_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..8d860a9 --- /dev/null +++ b/runs/ogbg-molsider_mf_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_mf_classic_T0_ns1_h128_e100_s0", + "view": "mf", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 44.5, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.6202255900567958 + }, + "test": { + "rocauc": 0.586091595334005 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_mf_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..e4006b4 --- /dev/null +++ b/runs/ogbg-molsider_mf_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_mf_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "mf", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 49.3, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.6189914567323086 + }, + "test": { + "rocauc": 0.598312638550014 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..b283c1b --- /dev/null +++ b/runs/ogbg-molsider_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "mf", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 50.2, + "dev": "cuda:0", + "ep": 80, + "val": { + "rocauc": 0.630007512812611 + }, + "val_adaptive": { + "rocauc": 0.6292030327805646 + }, + "test": { + "rocauc": 0.5843445908586726 + }, + "test_adaptive": { + "rocauc": 0.5856297203566897 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 7.958041958041958, + "fixed_steps": 8.0, + "adaptive_steps": 7.8671328671328675 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_pna_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..ccb8fdd --- /dev/null +++ b/runs/ogbg-molsider_pna_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_pna_classic_T0_ns1_h128_e100_s0", + "view": "pna", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 30.5, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.6218537848171463 + }, + "test": { + "rocauc": 0.5964761418261523 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_pna_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..c94cfbf --- /dev/null +++ b/runs/ogbg-molsider_pna_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_pna_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "pna", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 27.1, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.6057840094519997 + }, + "test": { + "rocauc": 0.5721280929989979 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..3f2d308 --- /dev/null +++ b/runs/ogbg-molsider_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "pna", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 35.2, + "dev": "cuda:3", + "ep": 70, + "val": { + "rocauc": 0.5869831648034167 + }, + "val_adaptive": { + "rocauc": 0.5869831648034167 + }, + "test": { + "rocauc": 0.5961753244813196 + }, + "test_adaptive": { + "rocauc": 0.5962142801036087 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 7.958041958041958 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..780196c --- /dev/null +++ b/runs/ogbg-molsider_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "pna", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 40.1, + "dev": "cuda:0", + "ep": 60, + "val": { + "rocauc": 0.5810212759423172 + }, + "val_adaptive": { + "rocauc": 0.5810212759423172 + }, + "test": { + "rocauc": 0.5397701280540309 + }, + "test_adaptive": { + "rocauc": 0.5397701280540309 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 8.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_resgated_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..400fd8d --- /dev/null +++ b/runs/ogbg-molsider_resgated_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_resgated_classic_T0_ns1_h128_e100_s0", + "view": "resgated", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 23.5, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.6209450264359846 + }, + "test": { + "rocauc": 0.5910349402024013 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..bc7861b --- /dev/null +++ b/runs/ogbg-molsider_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_resgated_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "resgated", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 28.0, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.6204543981100222 + }, + "test": { + "rocauc": 0.5960257361986486 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..df6194b --- /dev/null +++ b/runs/ogbg-molsider_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "resgated", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 29.0, + "dev": "cuda:3", + "ep": 80, + "val": { + "rocauc": 0.6260140078552355 + }, + "val_adaptive": { + "rocauc": 0.6260140078552355 + }, + "test": { + "rocauc": 0.6259436225287444 + }, + "test_adaptive": { + "rocauc": 0.6259436225287444 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 8.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..abb91ed --- /dev/null +++ b/runs/ogbg-molsider_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "resgated", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 33.3, + "dev": "cuda:0", + "ep": 100, + "val": { + "rocauc": 0.609727680398977 + }, + "val_adaptive": { + "rocauc": 0.6097204004899107 + }, + "test": { + "rocauc": 0.6245839801623748 + }, + "test_adaptive": { + "rocauc": 0.624652550767547 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 7.965034965034965, + "fixed_steps": 8.0, + "adaptive_steps": 7.951048951048951 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_sgc_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..1ce0296 --- /dev/null +++ b/runs/ogbg-molsider_sgc_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_sgc_classic_T0_ns1_h128_e100_s0", + "view": "sgc", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 12.2, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.6173711459877224 + }, + "test": { + "rocauc": 0.6042590538050838 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..e656a13 --- /dev/null +++ b/runs/ogbg-molsider_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_sgc_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "sgc", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 15.3, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.6151272572948054 + }, + "test": { + "rocauc": 0.6417135077812745 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..168f5f7 --- /dev/null +++ b/runs/ogbg-molsider_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 27.6, + "dev": "cuda:3", + "ep": 90, + "val": { + "rocauc": 0.5979570667859507 + }, + "val_adaptive": { + "rocauc": 0.5979570667859507 + }, + "test": { + "rocauc": 0.6336766486024191 + }, + "test_adaptive": { + "rocauc": 0.6336766486024191 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 8.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..5d4ff80 --- /dev/null +++ b/runs/ogbg-molsider_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 28.8, + "dev": "cuda:0", + "ep": 100, + "val": { + "rocauc": 0.5865936638036943 + }, + "val_adaptive": { + "rocauc": 0.5867267792720899 + }, + "test": { + "rocauc": 0.624583829207758 + }, + "test_adaptive": { + "rocauc": 0.6241791163198843 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 7.909090909090909, + "fixed_steps": 8.0, + "adaptive_steps": 7.881118881118881 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molsider_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..d0a03a9 --- /dev/null +++ b/runs/ogbg-molsider_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 27.3, + "dev": "cuda:3", + "ep": 90, + "val": { + "rocauc": 0.6291378293840166 + }, + "val_adaptive": { + "rocauc": 0.6291378293840166 + }, + "test": { + "rocauc": 0.622805287595805 + }, + "test_adaptive": { + "rocauc": 0.6223183091184133 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 7.916083916083916 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_tag_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..eb6b8b5 --- /dev/null +++ b/runs/ogbg-molsider_tag_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_tag_classic_T0_ns1_h128_e100_s0", + "view": "tag", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 17.7, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.6438543175768482 + }, + "test": { + "rocauc": 0.6143146363395369 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_tag_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..84cef00 --- /dev/null +++ b/runs/ogbg-molsider_tag_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_tag_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "tag", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 26.7, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.6410300955419639 + }, + "test": { + "rocauc": 0.6101942928754263 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..1df72cf --- /dev/null +++ b/runs/ogbg-molsider_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 28.8, + "dev": "cuda:3", + "ep": 90, + "val": { + "rocauc": 0.5904624057788478 + }, + "val_adaptive": { + "rocauc": 0.5904624057788478 + }, + "test": { + "rocauc": 0.621622401806624 + }, + "test_adaptive": { + "rocauc": 0.621622401806624 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 8.0 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..49d5a4e --- /dev/null +++ b/runs/ogbg-molsider_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 31.0, + "dev": "cuda:0", + "ep": 90, + "val": { + "rocauc": 0.6329113613630306 + }, + "val_adaptive": { + "rocauc": 0.6329113613630306 + }, + "test": { + "rocauc": 0.6060675375955825 + }, + "test_adaptive": { + "rocauc": 0.6066839663477379 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 7.909090909090909 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json b/runs/ogbg-molsider_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json new file mode 100644 index 0000000..3d9f183 --- /dev/null +++ b/runs/ogbg-molsider_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 30, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 29.4, + "dev": "cuda:3", + "ep": 90, + "val": { + "rocauc": 0.6105933624956364 + }, + "val_adaptive": { + "rocauc": 0.6109901064049895 + }, + "test": { + "rocauc": 0.624320975867962 + }, + "test_adaptive": { + "rocauc": 0.6243824341662988 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 7.979020979020979, + "fixed_steps": 8.0, + "adaptive_steps": 7.958041958041958 +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-molsider_transformer_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..2a3c823 --- /dev/null +++ b/runs/ogbg-molsider_transformer_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_transformer_classic_T0_ns1_h128_e100_s0", + "view": "transformer", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 22.0, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.6159576666835939 + }, + "test": { + "rocauc": 0.5979944408282211 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-molsider_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..53c8c7b --- /dev/null +++ b/runs/ogbg-molsider_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_transformer_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "transformer", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 33.7, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.6315255937485902 + }, + "test": { + "rocauc": 0.6190391448308609 + } +}
\ No newline at end of file diff --git a/runs/ogbg-molsider_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-molsider_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..dde9320 --- /dev/null +++ b/runs/ogbg-molsider_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-molsider", + "tag": "ogbg-molsider_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "transformer", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:0", + "metric": "rocauc", + "sec": 34.8, + "dev": "cuda:0", + "ep": 100, + "val": { + "rocauc": 0.6287543036419472 + }, + "val_adaptive": { + "rocauc": 0.6287543036419472 + }, + "test": { + "rocauc": 0.621503855814713 + }, + "test_adaptive": { + "rocauc": 0.6212391169096168 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 8.0, + "fixed_steps": 8.0, + "adaptive_steps": 7.951048951048951 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_appnp_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_appnp_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..e67e2be --- /dev/null +++ b/runs/ogbg-moltox21_appnp_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_appnp_classic_T0_ns1_h128_e100_s0", + "view": "appnp", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 73.9, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.7254553558600404 + }, + "test": { + "rocauc": 0.7158488769446065 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..f86a36c --- /dev/null +++ b/runs/ogbg-moltox21_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_appnp_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "appnp", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 101.4, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.7279951275996247 + }, + "test": { + "rocauc": 0.7153555287245948 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..4034e03 --- /dev/null +++ b/runs/ogbg-moltox21_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 173.4, + "dev": "cuda:3", + "ep": 70, + "val": { + "rocauc": 0.7237576716525247 + }, + "val_adaptive": { + "rocauc": 0.7380700499699439 + }, + "test": { + "rocauc": 0.6822930471359431 + }, + "test_adaptive": { + "rocauc": 0.7137838364459371 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.521072796934866, + "fixed_steps": 8.0, + "adaptive_steps": 2.63265306122449 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..0059379 --- /dev/null +++ b/runs/ogbg-moltox21_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "appnp", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 187.9, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.7171412864790295 + }, + "val_adaptive": { + "rocauc": 0.7327556114043223 + }, + "test": { + "rocauc": 0.7196990667216929 + }, + "test_adaptive": { + "rocauc": 0.7331958989125181 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.5925925925925926, + "fixed_steps": 8.0, + "adaptive_steps": 2.586734693877551 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_arma_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_arma_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..1ee54ec --- /dev/null +++ b/runs/ogbg-moltox21_arma_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_arma_classic_T0_ns1_h128_e100_s0", + "view": "arma", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 91.6, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.7798972501326612 + }, + "test": { + "rocauc": 0.7222812510383411 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_arma_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_arma_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..3f4c8e0 --- /dev/null +++ b/runs/ogbg-moltox21_arma_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_arma_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "arma", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 166.1, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.7770957435163162 + }, + "test": { + "rocauc": 0.7208970968150412 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..5724d7f --- /dev/null +++ b/runs/ogbg-moltox21_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "arma", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 186.4, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.7574890736647663 + }, + "val_adaptive": { + "rocauc": 0.775690305262 + }, + "test": { + "rocauc": 0.7161943072626955 + }, + "test_adaptive": { + "rocauc": 0.7237147258339075 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.859514687100894, + "fixed_steps": 8.0, + "adaptive_steps": 2.868622448979592 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_cheb_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_cheb_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..12898a7 --- /dev/null +++ b/runs/ogbg-moltox21_cheb_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_cheb_classic_T0_ns1_h128_e100_s0", + "view": "cheb", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 69.4, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7834436091147085 + }, + "test": { + "rocauc": 0.7300685430388674 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..d3d5445 --- /dev/null +++ b/runs/ogbg-moltox21_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_cheb_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "cheb", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 104.5, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.7709868045619044 + }, + "test": { + "rocauc": 0.7285529943614071 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..2e092fd --- /dev/null +++ b/runs/ogbg-moltox21_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "cheb", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 185.5, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.7823963460925124 + }, + "val_adaptive": { + "rocauc": 0.7879834258076394 + }, + "test": { + "rocauc": 0.7195427399764524 + }, + "test_adaptive": { + "rocauc": 0.7202976536434207 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.9233716475095783, + "fixed_steps": 8.0, + "adaptive_steps": 3.014030612244898 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_film_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_film_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..4578ed2 --- /dev/null +++ b/runs/ogbg-moltox21_film_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_film_classic_T0_ns1_h128_e100_s0", + "view": "film", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 66.4, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.7701993310949509 + }, + "test": { + "rocauc": 0.7160313530552065 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_film_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_film_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..8867da4 --- /dev/null +++ b/runs/ogbg-moltox21_film_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_film_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "film", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 158.1, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7726742190325983 + }, + "test": { + "rocauc": 0.7369411241728653 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..689f7e9 --- /dev/null +++ b/runs/ogbg-moltox21_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "film", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 176.1, + "dev": "cuda:1", + "ep": 100, + "val": { + "rocauc": 0.7512888457712221 + }, + "val_adaptive": { + "rocauc": 0.7554952063699445 + }, + "test": { + "rocauc": 0.6885051838242511 + }, + "test_adaptive": { + "rocauc": 0.6897262581951776 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.7701149425287355, + "fixed_steps": 8.0, + "adaptive_steps": 3.55484693877551 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gatv2_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_gatv2_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..5061166 --- /dev/null +++ b/runs/ogbg-moltox21_gatv2_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gatv2_classic_T0_ns1_h128_e100_s0", + "view": "gatv2", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 147.3, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.7627170708797383 + }, + "test": { + "rocauc": 0.7159809011324226 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..6c51af8 --- /dev/null +++ b/runs/ogbg-moltox21_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gatv2_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gatv2", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 185.0, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.7761905248713933 + }, + "test": { + "rocauc": 0.7302941629609098 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..1cce6dc --- /dev/null +++ b/runs/ogbg-moltox21_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gatv2", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 203.5, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.767354951757618 + }, + "val_adaptive": { + "rocauc": 0.7642537921042755 + }, + "test": { + "rocauc": 0.7155377552729235 + }, + "test_adaptive": { + "rocauc": 0.7172144629316312 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.051085568326948, + "fixed_steps": 8.0, + "adaptive_steps": 4.042091836734694 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gcn_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_gcn_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..527a199 --- /dev/null +++ b/runs/ogbg-moltox21_gcn_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gcn_classic_T0_ns1_h128_e100_s0", + "view": "gcn", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 54.3, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.7580202023804351 + }, + "test": { + "rocauc": 0.7170910489918559 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..d3e7425 --- /dev/null +++ b/runs/ogbg-moltox21_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gcn_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gcn", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 88.5, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.7587559779881515 + }, + "test": { + "rocauc": 0.7230304767127982 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..a485530 --- /dev/null +++ b/runs/ogbg-moltox21_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 151.6, + "dev": "cuda:3", + "ep": 60, + "val": { + "rocauc": 0.7655200134252199 + }, + "val_adaptive": { + "rocauc": 0.7704335014770737 + }, + "test": { + "rocauc": 0.7134396419831454 + }, + "test_adaptive": { + "rocauc": 0.7234036772214454 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.763729246487867, + "fixed_steps": 8.0, + "adaptive_steps": 3.764030612244898 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..29b4288 --- /dev/null +++ b/runs/ogbg-moltox21_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gcn", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 162.5, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.7677478126932855 + }, + "val_adaptive": { + "rocauc": 0.7736865486612903 + }, + "test": { + "rocauc": 0.7135675459281269 + }, + "test_adaptive": { + "rocauc": 0.7247326710130202 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.111111111111111, + "fixed_steps": 8.0, + "adaptive_steps": 3.2589285714285716 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gen_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_gen_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..7f6fb10 --- /dev/null +++ b/runs/ogbg-moltox21_gen_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gen_classic_T0_ns1_h128_e100_s0", + "view": "gen", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 78.9, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.783453783540323 + }, + "test": { + "rocauc": 0.744374172706925 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gen_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_gen_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..360cd3e --- /dev/null +++ b/runs/ogbg-moltox21_gen_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gen_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gen", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 117.0, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7757089729043948 + }, + "test": { + "rocauc": 0.7312107536918231 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..5cbc62c --- /dev/null +++ b/runs/ogbg-moltox21_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gen", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 178.7, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.7548045767051833 + }, + "val_adaptive": { + "rocauc": 0.7602314361456579 + }, + "test": { + "rocauc": 0.7300226043604717 + }, + "test_adaptive": { + "rocauc": 0.7365872982320871 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.4980842911877397, + "fixed_steps": 8.0, + "adaptive_steps": 3.433673469387755 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gin_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_gin_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..726b2d6 --- /dev/null +++ b/runs/ogbg-moltox21_gin_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gin_classic_T0_ns1_h128_e100_s0", + "view": "gin", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 57.1, + "dev": "cuda:1", + "ep": 90, + "val": { + "rocauc": 0.769011087128982 + }, + "test": { + "rocauc": 0.724182297150406 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gin_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_gin_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..4b8b59a --- /dev/null +++ b/runs/ogbg-moltox21_gin_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gin_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gin", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 121.7, + "dev": "cuda:1", + "ep": 90, + "val": { + "rocauc": 0.7717759383538949 + }, + "test": { + "rocauc": 0.7236697240762989 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..823ec7a --- /dev/null +++ b/runs/ogbg-moltox21_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 154.0, + "dev": "cuda:3", + "ep": 100, + "val": { + "rocauc": 0.7611296131897838 + }, + "val_adaptive": { + "rocauc": 0.7693611012667105 + }, + "test": { + "rocauc": 0.7089667909334546 + }, + "test_adaptive": { + "rocauc": 0.7126552901719999 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.9029374201787994, + "fixed_steps": 8.0, + "adaptive_steps": 3.826530612244898 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..aead826 --- /dev/null +++ b/runs/ogbg-moltox21_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gin", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 165.4, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.763406691780224 + }, + "val_adaptive": { + "rocauc": 0.7610743280654823 + }, + "test": { + "rocauc": 0.7044116432874441 + }, + "test_adaptive": { + "rocauc": 0.7111955163056712 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.261813537675606, + "fixed_steps": 8.0, + "adaptive_steps": 4.165816326530612 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gine_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_gine_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..7885bc7 --- /dev/null +++ b/runs/ogbg-moltox21_gine_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gine_classic_T0_ns1_h128_e100_s0", + "view": "gine", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 62.2, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.7743797903105913 + }, + "test": { + "rocauc": 0.7328494551753418 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gine_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_gine_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..a4aae8c --- /dev/null +++ b/runs/ogbg-moltox21_gine_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gine_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "gine", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 135.7, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.7622004073608938 + }, + "test": { + "rocauc": 0.7193472376632882 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..31febfa --- /dev/null +++ b/runs/ogbg-moltox21_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "gine", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 167.2, + "dev": "cuda:1", + "ep": 100, + "val": { + "rocauc": 0.7616493170582249 + }, + "val_adaptive": { + "rocauc": 0.7553437800330051 + }, + "test": { + "rocauc": 0.7120140634942237 + }, + "test_adaptive": { + "rocauc": 0.7177387150880706 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.040868454661558, + "fixed_steps": 8.0, + "adaptive_steps": 3.931122448979592 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_graphconv_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_graphconv_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..a40d6c8 --- /dev/null +++ b/runs/ogbg-moltox21_graphconv_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_graphconv_classic_T0_ns1_h128_e100_s0", + "view": "graphconv", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 47.9, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.7831111293212308 + }, + "test": { + "rocauc": 0.7147413214946693 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..f7adae0 --- /dev/null +++ b/runs/ogbg-moltox21_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_graphconv_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphconv", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 74.0, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.7820316625768228 + }, + "test": { + "rocauc": 0.7313192526985618 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..fea9604 --- /dev/null +++ b/runs/ogbg-moltox21_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 150.6, + "dev": "cuda:3", + "ep": 80, + "val": { + "rocauc": 0.7816268997660386 + }, + "val_adaptive": { + "rocauc": 0.7820017395110807 + }, + "test": { + "rocauc": 0.7115162457844392 + }, + "test_adaptive": { + "rocauc": 0.7190898385325345 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.136653895274585, + "fixed_steps": 8.0, + "adaptive_steps": 3.205357142857143 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..c4a5898 --- /dev/null +++ b/runs/ogbg-moltox21_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphconv", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 154.5, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.7640586359961631 + }, + "val_adaptive": { + "rocauc": 0.7663420116444204 + }, + "test": { + "rocauc": 0.721040156330531 + }, + "test_adaptive": { + "rocauc": 0.732265876016213 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.116219667943806, + "fixed_steps": 8.0, + "adaptive_steps": 4.089285714285714 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_graphsage_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_graphsage_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..5c3b0e1 --- /dev/null +++ b/runs/ogbg-moltox21_graphsage_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_graphsage_classic_T0_ns1_h128_e100_s0", + "view": "graphsage", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 53.4, + "dev": "cuda:1", + "ep": 10, + "val": { + "rocauc": 0.7708912322116328 + }, + "test": { + "rocauc": 0.719565697251165 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..0974e73 --- /dev/null +++ b/runs/ogbg-moltox21_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_graphsage_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "graphsage", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 109.2, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.7696559719157566 + }, + "test": { + "rocauc": 0.7204917205278893 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..ecf7fe3 --- /dev/null +++ b/runs/ogbg-moltox21_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "graphsage", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 157.1, + "dev": "cuda:1", + "ep": 60, + "val": { + "rocauc": 0.7791810357079593 + }, + "val_adaptive": { + "rocauc": 0.7752032549288592 + }, + "test": { + "rocauc": 0.7217088253529022 + }, + "test_adaptive": { + "rocauc": 0.7282454305579198 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.289910600255428, + "fixed_steps": 8.0, + "adaptive_steps": 3.3903061224489797 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_mf_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_mf_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..2a15684 --- /dev/null +++ b/runs/ogbg-moltox21_mf_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_mf_classic_T0_ns1_h128_e100_s0", + "view": "mf", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 201.7, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.7772586253147277 + }, + "test": { + "rocauc": 0.7280600105159073 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_mf_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_mf_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..46d96d7 --- /dev/null +++ b/runs/ogbg-moltox21_mf_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_mf_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "mf", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 253.4, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7694895755359669 + }, + "test": { + "rocauc": 0.7278719227082299 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..6a5891d --- /dev/null +++ b/runs/ogbg-moltox21_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "mf", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 268.8, + "dev": "cuda:1", + "ep": 70, + "val": { + "rocauc": 0.76555289309204 + }, + "val_adaptive": { + "rocauc": 0.773660744169849 + }, + "test": { + "rocauc": 0.7235855082035453 + }, + "test_adaptive": { + "rocauc": 0.7314152133751847 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.9693486590038316, + "fixed_steps": 8.0, + "adaptive_steps": 2.9566326530612246 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_pna_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_pna_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..4c2d43b --- /dev/null +++ b/runs/ogbg-moltox21_pna_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_pna_classic_T0_ns1_h128_e100_s0", + "view": "pna", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 166.1, + "dev": "cuda:1", + "ep": 90, + "val": { + "rocauc": 0.7659664923974269 + }, + "test": { + "rocauc": 0.6945744978582721 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_pna_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_pna_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..aaa52d0 --- /dev/null +++ b/runs/ogbg-moltox21_pna_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_pna_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "pna", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 193.5, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.7744523976361245 + }, + "test": { + "rocauc": 0.7348793665704174 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..cf4acb8 --- /dev/null +++ b/runs/ogbg-moltox21_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "pna", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 205.2, + "dev": "cuda:3", + "ep": 90, + "val": { + "rocauc": 0.7547109180572619 + }, + "val_adaptive": { + "rocauc": 0.7606431147410224 + }, + "test": { + "rocauc": 0.6948890646179361 + }, + "test_adaptive": { + "rocauc": 0.7075025478713003 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.104725415070242, + "fixed_steps": 8.0, + "adaptive_steps": 4.220663265306122 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..617451b --- /dev/null +++ b/runs/ogbg-moltox21_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "pna", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 225.3, + "dev": "cuda:1", + "ep": 90, + "val": { + "rocauc": 0.7624732674125697 + }, + "val_adaptive": { + "rocauc": 0.7580383954116433 + }, + "test": { + "rocauc": 0.7137965144412185 + }, + "test_adaptive": { + "rocauc": 0.7200143809038219 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.94125159642401, + "fixed_steps": 8.0, + "adaptive_steps": 4.058673469387755 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_resgated_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_resgated_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..ea1e3a5 --- /dev/null +++ b/runs/ogbg-moltox21_resgated_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_resgated_classic_T0_ns1_h128_e100_s0", + "view": "resgated", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 112.2, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.7950359690969749 + }, + "test": { + "rocauc": 0.7275455467914984 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..a0487e9 --- /dev/null +++ b/runs/ogbg-moltox21_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_resgated_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "resgated", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 132.6, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.7886618095832292 + }, + "test": { + "rocauc": 0.7379821725919018 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..d8ffa6c --- /dev/null +++ b/runs/ogbg-moltox21_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "resgated", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 164.5, + "dev": "cuda:3", + "ep": 80, + "val": { + "rocauc": 0.7796493691111651 + }, + "val_adaptive": { + "rocauc": 0.7827018664501287 + }, + "test": { + "rocauc": 0.7201514791915015 + }, + "test_adaptive": { + "rocauc": 0.7223894069034307 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.037037037037037, + "fixed_steps": 8.0, + "adaptive_steps": 3.0778061224489797 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..0b95cc6 --- /dev/null +++ b/runs/ogbg-moltox21_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "resgated", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 182.4, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.7737227459288354 + }, + "val_adaptive": { + "rocauc": 0.7802426119319206 + }, + "test": { + "rocauc": 0.7454181481867773 + }, + "test_adaptive": { + "rocauc": 0.7448724120402496 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 2.805874840357599, + "fixed_steps": 8.0, + "adaptive_steps": 2.7767857142857144 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_sgc_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_sgc_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..f1633aa --- /dev/null +++ b/runs/ogbg-moltox21_sgc_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_sgc_classic_T0_ns1_h128_e100_s0", + "view": "sgc", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 58.3, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7611119280457176 + }, + "test": { + "rocauc": 0.7239907988668123 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..98b0b4c --- /dev/null +++ b/runs/ogbg-moltox21_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_sgc_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "sgc", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 83.3, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7505837592258088 + }, + "test": { + "rocauc": 0.7354997840876948 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..01edb4b --- /dev/null +++ b/runs/ogbg-moltox21_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 157.6, + "dev": "cuda:3", + "ep": 90, + "val": { + "rocauc": 0.7779156296831152 + }, + "val_adaptive": { + "rocauc": 0.7785071142176457 + }, + "test": { + "rocauc": 0.7359551442188313 + }, + "test_adaptive": { + "rocauc": 0.7477856114096909 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.401021711366539, + "fixed_steps": 8.0, + "adaptive_steps": 3.485969387755102 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..1fbd5a4 --- /dev/null +++ b/runs/ogbg-moltox21_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "sgc", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 167.6, + "dev": "cuda:1", + "ep": 100, + "val": { + "rocauc": 0.7668620788836082 + }, + "val_adaptive": { + "rocauc": 0.7636415510723298 + }, + "test": { + "rocauc": 0.7261733029463184 + }, + "test_adaptive": { + "rocauc": 0.7330710041428746 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.206896551724138, + "fixed_steps": 8.0, + "adaptive_steps": 3.260204081632653 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_tag_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_tag_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..4adf9bb --- /dev/null +++ b/runs/ogbg-moltox21_tag_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_tag_classic_T0_ns1_h128_e100_s0", + "view": "tag", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 93.4, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.7865543605336435 + }, + "test": { + "rocauc": 0.7415570498308578 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_tag_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_tag_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..560afdf --- /dev/null +++ b/runs/ogbg-moltox21_tag_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_tag_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "tag", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 122.8, + "dev": "cuda:1", + "ep": 50, + "val": { + "rocauc": 0.7838617216718421 + }, + "test": { + "rocauc": 0.7341723374058734 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..3a2f6ea --- /dev/null +++ b/runs/ogbg-moltox21_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "exact", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:3", + "metric": "rocauc", + "sec": 168.4, + "dev": "cuda:3", + "ep": 100, + "val": { + "rocauc": 0.7700778158549199 + }, + "val_adaptive": { + "rocauc": 0.7732723159984056 + }, + "test": { + "rocauc": 0.7162575064186166 + }, + "test_adaptive": { + "rocauc": 0.7254468026027986 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.5019157088122603, + "fixed_steps": 8.0, + "adaptive_steps": 3.506377551020408 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..7a13be9 --- /dev/null +++ b/runs/ogbg-moltox21_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "tag", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 184.9, + "dev": "cuda:1", + "ep": 80, + "val": { + "rocauc": 0.7791811026208421 + }, + "val_adaptive": { + "rocauc": 0.783698445795415 + }, + "test": { + "rocauc": 0.7194750067722034 + }, + "test_adaptive": { + "rocauc": 0.7225403729796881 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 3.2835249042145596, + "fixed_steps": 8.0, + "adaptive_steps": 3.318877551020408 +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_transformer_classic_T0_ns1_h128_e100_s0.json b/runs/ogbg-moltox21_transformer_classic_T0_ns1_h128_e100_s0.json new file mode 100644 index 0000000..ec63ce7 --- /dev/null +++ b/runs/ogbg-moltox21_transformer_classic_T0_ns1_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_transformer_classic_T0_ns1_h128_e100_s0", + "view": "transformer", + "compute": "classic", + "T": 0, + "n_sup": 1, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 133.1, + "dev": "cuda:1", + "ep": 30, + "val": { + "rocauc": 0.7656017658932041 + }, + "test": { + "rocauc": 0.7309364489214464 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json b/runs/ogbg-moltox21_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json new file mode 100644 index 0000000..ff3555e --- /dev/null +++ b/runs/ogbg-moltox21_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_transformer_fixed-rrog_T1_ns3_h128_e100_s0", + "view": "transformer", + "compute": "fixed-rrog", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "halt_max_steps": 8, + "halt_min_steps": 1, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 185.2, + "dev": "cuda:1", + "ep": 20, + "val": { + "rocauc": 0.7761466167802987 + }, + "test": { + "rocauc": 0.7291784660085319 + } +}
\ No newline at end of file diff --git a/runs/ogbg-moltox21_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json b/runs/ogbg-moltox21_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json new file mode 100644 index 0000000..fd0a552 --- /dev/null +++ b/runs/ogbg-moltox21_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json @@ -0,0 +1,49 @@ +{ + "dataset": "ogbg-moltox21", + "tag": "ogbg-moltox21_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0", + "view": "transformer", + "compute": "rrog-act", + "T": 1, + "n_sup": 3, + "hidden": 128, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 100, + "eval_every": 10, + "lr": 0.001, + "bs": 128, + "lam_q": 0.1, + "halt_max_steps": 8, + "halt_min_steps": 2, + "halt_target": "loss", + "halt_loss_threshold": 0.2, + "halt_exploration_prob": 0.1, + "q_warmup_epochs": 0, + "act_train_mode": "stream", + "ema": 0.0, + "seed": 0, + "num_workers": 0, + "max_train_batches": 0, + "max_eval_batches": 0, + "device": "cuda:1", + "metric": "rocauc", + "sec": 191.2, + "dev": "cuda:1", + "ep": 40, + "val": { + "rocauc": 0.7839946999002233 + }, + "val_adaptive": { + "rocauc": 0.7907058937976815 + }, + "test": { + "rocauc": 0.723701343716436 + }, + "test_adaptive": { + "rocauc": 0.724166086603444 + }, + "fixed_val_steps": 8.0, + "adaptive_val_steps": 4.2005108556832695, + "fixed_steps": 8.0, + "adaptive_steps": 4.32780612244898 +}
\ No newline at end of file diff --git a/runs/pe2_sweep.log b/runs/pe2_sweep.log new file mode 100644 index 0000000..9c83802 --- /dev/null +++ b/runs/pe2_sweep.log @@ -0,0 +1,97 @@ +host=timan1.cs.illinois.edu gpu=0 start=2026-06-16T12:46:37-05:00 +===== seed=0 full gsn ===== +ep20 solve_rate=0.000 mean_conflicts=89.71 +ep40 solve_rate=0.023 mean_conflicts=149.88 +ep60 solve_rate=0.113 mean_conflicts=86.64 +ep80 solve_rate=0.643 mean_conflicts=2.77 +ep100 solve_rate=0.587 mean_conflicts=8.41 +ep120 solve_rate=0.170 mean_conflicts=37.12 +ep140 solve_rate=0.053 mean_conflicts=54.13 +ep150 solve_rate=0.037 mean_conflicts=58.30 +[color_full_gsn_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.6433 mean_conflicts=2.77 @ep80 (153.5s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_gsn_n50_k3_p0.2_T3_ns3_s0.pt +[full] LE n=300 fail_rate=0.36 | lambda1 SOLVED mean -0.3404 (n=193) | UNSOLVED mean +0.0177 (n=107) | sep=+0.3580 | AUROC(fail|lambda1)=0.898 | mean_lambda1=-0.2127 +[pe=gsn s0] deterministic solve_rate = 0.627 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.853 0.733 0.613 0.623 0.888 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s0.json +===== seed=1 full gsn ===== +ep20 solve_rate=0.000 mean_conflicts=64.37 +ep40 solve_rate=0.130 mean_conflicts=24.72 +ep60 solve_rate=0.073 mean_conflicts=52.57 +ep80 solve_rate=0.533 mean_conflicts=19.95 +ep100 solve_rate=0.143 mean_conflicts=81.78 +ep120 solve_rate=0.080 mean_conflicts=67.85 +ep140 solve_rate=0.033 mean_conflicts=97.71 +ep150 solve_rate=0.010 mean_conflicts=121.37 +[color_full_gsn_n50_k3_p0.2_T3_ns3_s1] best solve_rate=0.5333 mean_conflicts=19.95 @ep80 (150.6s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_gsn_n50_k3_p0.2_T3_ns3_s1.pt +[full] LE n=300 fail_rate=0.47 | lambda1 SOLVED mean -0.2563 (n=160) | UNSOLVED mean +0.0329 (n=140) | sep=+0.2893 | AUROC(fail|lambda1)=0.854 | mean_lambda1=-0.1213 +[pe=gsn s1] deterministic solve_rate = 0.527 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.787 0.640 0.527 0.524 0.862 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s1.json +===== seed=2 full gsn ===== +ep20 solve_rate=0.000 mean_conflicts=73.69 +ep40 solve_rate=0.140 mean_conflicts=28.86 +ep60 solve_rate=0.350 mean_conflicts=19.34 +ep80 solve_rate=0.650 mean_conflicts=9.43 +ep100 solve_rate=0.460 mean_conflicts=16.59 +ep120 solve_rate=0.110 mean_conflicts=54.56 +ep140 solve_rate=0.030 mean_conflicts=77.26 +ep150 solve_rate=0.023 mean_conflicts=86.61 +[color_full_gsn_n50_k3_p0.2_T3_ns3_s2] best solve_rate=0.65 mean_conflicts=9.427 @ep80 (154.1s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_gsn_n50_k3_p0.2_T3_ns3_s2.pt +[full] LE n=300 fail_rate=0.35 | lambda1 SOLVED mean -0.3873 (n=195) | UNSOLVED mean -0.0600 (n=105) | sep=+0.3273 | AUROC(fail|lambda1)=0.839 | mean_lambda1=-0.2727 +[pe=gsn s2] deterministic solve_rate = 0.627 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.827 0.713 0.627 0.625 0.863 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s2.json +===== seed=3 full gsn ===== +ep20 solve_rate=0.000 mean_conflicts=105.31 +ep40 solve_rate=0.190 mean_conflicts=13.04 +ep60 solve_rate=0.097 mean_conflicts=53.37 +ep80 solve_rate=0.577 mean_conflicts=7.48 +ep100 solve_rate=0.417 mean_conflicts=31.46 +ep120 solve_rate=0.180 mean_conflicts=58.09 +ep140 solve_rate=0.110 mean_conflicts=83.96 +ep150 solve_rate=0.103 mean_conflicts=93.02 +[color_full_gsn_n50_k3_p0.2_T3_ns3_s3] best solve_rate=0.5767 mean_conflicts=7.477 @ep80 (150.0s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_gsn_n50_k3_p0.2_T3_ns3_s3.pt +[full] LE n=300 fail_rate=0.42 | lambda1 SOLVED mean -0.2939 (n=173) | UNSOLVED mean +0.0027 (n=127) | sep=+0.2966 | AUROC(fail|lambda1)=0.857 | mean_lambda1=-0.1684 +[pe=gsn s3] deterministic solve_rate = 0.573 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.807 0.660 0.573 0.565 0.865 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s3.json +===== seed=4 full gsn ===== +ep20 solve_rate=0.000 mean_conflicts=96.19 +ep40 solve_rate=0.140 mean_conflicts=21.32 +ep60 solve_rate=0.140 mean_conflicts=43.18 +ep80 solve_rate=0.367 mean_conflicts=17.62 +ep100 solve_rate=0.577 mean_conflicts=7.39 +ep120 solve_rate=0.163 mean_conflicts=76.12 +ep140 solve_rate=0.040 mean_conflicts=100.85 +ep150 solve_rate=0.040 mean_conflicts=104.33 +[color_full_gsn_n50_k3_p0.2_T3_ns3_s4] best solve_rate=0.5767 mean_conflicts=7.393 @ep100 (153.1s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_gsn_n50_k3_p0.2_T3_ns3_s4.pt +[full] LE n=300 fail_rate=0.42 | lambda1 SOLVED mean -0.3064 (n=173) | UNSOLVED mean +0.0036 (n=127) | sep=+0.3100 | AUROC(fail|lambda1)=0.890 | mean_lambda1=-0.1751 +[pe=gsn s4] deterministic solve_rate = 0.620 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.847 0.740 0.627 0.635 0.896 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s4.json +===== AGGREGATE (all pe: none/rwse/gsn) ===== +=== best solve_rate (deterministic, EMA) === + ('1step', 'none'): 0.293±0.062 (n=5) + ('full', 'gsn'): 0.596±0.044 (n=5) + ('full', 'none'): 0.457±0.087 (n=5) + ('full', 'rwse'): 0.503±0.064 (n=5) +=== LE AUROC(fail|lambda1) === + ('1step', 'none'): 0.821±0.036 (n=5) + ('full', 'gsn'): 0.868±0.023 (n=5) + ('full', 'none'): 0.868±0.032 (n=5) + ('full', 'rwse'): 0.837±0.041 (n=5) +=== PTRM sigma=0.2 === + ('full', 'gsn'): det 0.595±0.039 (n=5) | pass@K 0.824±0.025 (n=5) | lambda-sel 0.697±0.040 (n=5) | AUROC 0.875±0.014 (n=5) + ('full', 'none'): det 0.480±0.088 (n=5) | pass@K 0.739±0.113 (n=5) | lambda-sel 0.600±0.110 (n=5) | AUROC 0.853±0.023 (n=5) + ('full', 'rwse'): det 0.521±0.065 (n=5) | pass@K 0.883±0.075 (n=5) | lambda-sel 0.736±0.088 (n=5) | AUROC 0.837±0.028 (n=5) +done=2026-06-16T13:05:45-05:00 diff --git a/runs/pe3_sweep.log b/runs/pe3_sweep.log new file mode 100644 index 0000000..8092566 --- /dev/null +++ b/runs/pe3_sweep.log @@ -0,0 +1,220 @@ +host=timan1.cs.illinois.edu gpu=0 start=2026-06-16T13:42:05-05:00 +===== seed=0 #3 full sub ===== +/home/yurenh2/rrog/diag/train_color.py:86: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +ep20 solve_rate=0.000 mean_conflicts=56.87 +ep40 solve_rate=0.280 mean_conflicts=13.94 +ep60 solve_rate=0.207 mean_conflicts=44.20 +ep80 solve_rate=0.440 mean_conflicts=39.18 +ep100 solve_rate=0.710 mean_conflicts=1.94 +ep120 solve_rate=0.643 mean_conflicts=7.74 +ep140 solve_rate=0.530 mean_conflicts=26.79 +ep150 solve_rate=0.500 mean_conflicts=28.63 +[color_full_sub_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.71 mean_conflicts=1.94 @ep100 (155.3s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_sub_n50_k3_p0.2_T3_ns3_s0.pt +/home/yurenh2/rrog/diag/train_color.py:86: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[full] LE n=300 fail_rate=0.29 | lambda1 SOLVED mean -0.3371 (n=213) | UNSOLVED mean +0.0344 (n=87) | sep=+0.3714 | AUROC(fail|lambda1)=0.885 | mean_lambda1=-0.2293 +/home/yurenh2/rrog/diag/train_color.py:86: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[pe=sub s0] deterministic solve_rate = 0.733 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.920 0.860 0.727 0.732 0.912 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s0.json +===== seed=0 #4 full none --contract ===== +ep20 solve_rate=0.000 mean_conflicts=163.48 +ep40 solve_rate=0.000 mean_conflicts=146.81 +ep60 solve_rate=0.000 mean_conflicts=135.64 +ep80 solve_rate=0.000 mean_conflicts=126.22 +ep100 solve_rate=0.000 mean_conflicts=113.24 +ep120 solve_rate=0.000 mean_conflicts=91.74 +ep140 solve_rate=0.000 mean_conflicts=88.39 +ep150 solve_rate=0.000 mean_conflicts=87.80 +[color_full_none_ctr_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.0 mean_conflicts=163.477 @ep20 (207.1s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s0.pt +[full] LE n=300 fail_rate=1.00 | lambda1 SOLVED mean +nan (n=0) | UNSOLVED mean -0.6308 (n=300) | sep=+nan | AUROC(fail|lambda1)=nan | mean_lambda1=-0.6308 +[pe=none s0] deterministic solve_rate = 0.000 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.000 0.000 0.000 0.000 nan + wrote /home/yurenh2/rrog/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s0.json +===== seed=1 #3 full sub ===== +/home/yurenh2/rrog/diag/train_color.py:86: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +ep20 solve_rate=0.000 mean_conflicts=99.67 +ep40 solve_rate=0.210 mean_conflicts=28.08 +ep60 solve_rate=0.233 mean_conflicts=59.81 +ep80 solve_rate=0.570 mean_conflicts=7.48 +ep100 solve_rate=0.303 mean_conflicts=60.79 +ep120 solve_rate=0.187 mean_conflicts=69.15 +ep140 solve_rate=0.107 mean_conflicts=63.47 +ep150 solve_rate=0.107 mean_conflicts=64.31 +[color_full_sub_n50_k3_p0.2_T3_ns3_s1] best solve_rate=0.57 mean_conflicts=7.483 @ep80 (148.6s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_sub_n50_k3_p0.2_T3_ns3_s1.pt +/home/yurenh2/rrog/diag/train_color.py:86: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[full] LE n=300 fail_rate=0.43 | lambda1 SOLVED mean -0.3139 (n=171) | UNSOLVED mean +0.0323 (n=129) | sep=+0.3462 | AUROC(fail|lambda1)=0.928 | mean_lambda1=-0.1650 +/home/yurenh2/rrog/diag/train_color.py:86: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[pe=sub s1] deterministic solve_rate = 0.540 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.867 0.713 0.540 0.570 0.893 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s1.json +===== seed=1 #4 full none --contract ===== +ep20 solve_rate=0.000 mean_conflicts=107.59 +ep40 solve_rate=0.000 mean_conflicts=97.27 +ep60 solve_rate=0.000 mean_conflicts=84.15 +ep80 solve_rate=0.000 mean_conflicts=75.86 +ep100 solve_rate=0.000 mean_conflicts=99.62 +ep120 solve_rate=0.000 mean_conflicts=163.03 +ep140 solve_rate=0.000 mean_conflicts=162.94 +ep150 solve_rate=0.000 mean_conflicts=162.62 +[color_full_none_ctr_n50_k3_p0.2_T3_ns3_s1] best solve_rate=0.0 mean_conflicts=107.593 @ep20 (206.4s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s1.pt +[full] LE n=300 fail_rate=1.00 | lambda1 SOLVED mean +nan (n=0) | UNSOLVED mean -1.0479 (n=300) | sep=+nan | AUROC(fail|lambda1)=nan | mean_lambda1=-1.0479 +[pe=none s1] deterministic solve_rate = 0.000 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.000 0.000 0.000 0.000 nan + wrote /home/yurenh2/rrog/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s1.json +===== seed=2 #3 full sub ===== +/home/yurenh2/rrog/diag/train_color.py:86: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +ep20 solve_rate=0.000 mean_conflicts=143.77 +ep40 solve_rate=0.280 mean_conflicts=19.26 +ep60 solve_rate=0.520 mean_conflicts=15.04 +ep80 solve_rate=0.670 mean_conflicts=3.32 +ep100 solve_rate=0.620 mean_conflicts=20.58 +ep120 solve_rate=0.403 mean_conflicts=60.92 +ep140 solve_rate=0.390 mean_conflicts=58.32 +ep150 solve_rate=0.377 mean_conflicts=55.34 +[color_full_sub_n50_k3_p0.2_T3_ns3_s2] best solve_rate=0.67 mean_conflicts=3.317 @ep80 (152.1s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_sub_n50_k3_p0.2_T3_ns3_s2.pt +/home/yurenh2/rrog/diag/train_color.py:86: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[full] LE n=300 fail_rate=0.33 | lambda1 SOLVED mean -0.3650 (n=201) | UNSOLVED mean +0.0472 (n=99) | sep=+0.4122 | AUROC(fail|lambda1)=0.937 | mean_lambda1=-0.2290 +/home/yurenh2/rrog/diag/train_color.py:86: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[pe=sub s2] deterministic solve_rate = 0.707 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.893 0.800 0.700 0.688 0.919 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s2.json +===== seed=2 #4 full none --contract ===== +ep20 solve_rate=0.000 mean_conflicts=102.42 +ep40 solve_rate=0.000 mean_conflicts=89.46 +ep60 solve_rate=0.000 mean_conflicts=83.90 +ep80 solve_rate=0.000 mean_conflicts=90.79 +ep100 solve_rate=0.000 mean_conflicts=92.59 +ep120 solve_rate=0.000 mean_conflicts=84.45 +ep140 solve_rate=0.000 mean_conflicts=76.00 +ep150 solve_rate=0.000 mean_conflicts=69.42 +[color_full_none_ctr_n50_k3_p0.2_T3_ns3_s2] best solve_rate=0.0 mean_conflicts=102.423 @ep20 (208.2s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s2.pt +[full] LE n=300 fail_rate=1.00 | lambda1 SOLVED mean +nan (n=0) | UNSOLVED mean -0.9886 (n=300) | sep=+nan | AUROC(fail|lambda1)=nan | mean_lambda1=-0.9886 +[pe=none s2] deterministic solve_rate = 0.000 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.000 0.000 0.000 0.000 nan + wrote /home/yurenh2/rrog/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s2.json +===== seed=3 #3 full sub ===== +/home/yurenh2/rrog/diag/train_color.py:86: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +ep20 solve_rate=0.000 mean_conflicts=109.49 +ep40 solve_rate=0.253 mean_conflicts=27.50 +ep60 solve_rate=0.203 mean_conflicts=33.37 +ep80 solve_rate=0.227 mean_conflicts=59.83 +ep100 solve_rate=0.043 mean_conflicts=81.74 +ep120 solve_rate=0.080 mean_conflicts=75.93 +ep140 solve_rate=0.170 mean_conflicts=56.67 +ep150 solve_rate=0.087 mean_conflicts=85.03 +[color_full_sub_n50_k3_p0.2_T3_ns3_s3] best solve_rate=0.2533 mean_conflicts=27.497 @ep40 (152.2s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_sub_n50_k3_p0.2_T3_ns3_s3.pt +/home/yurenh2/rrog/diag/train_color.py:86: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[full] LE n=300 fail_rate=0.75 | lambda1 SOLVED mean -0.3797 (n=76) | UNSOLVED mean -0.1929 (n=224) | sep=+0.1869 | AUROC(fail|lambda1)=0.805 | mean_lambda1=-0.2402 +/home/yurenh2/rrog/diag/train_color.py:86: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[pe=sub s3] deterministic solve_rate = 0.280 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.380 0.260 0.260 0.247 0.831 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s3.json +===== seed=3 #4 full none --contract ===== +ep20 solve_rate=0.000 mean_conflicts=125.59 +ep40 solve_rate=0.000 mean_conflicts=118.58 +ep60 solve_rate=0.000 mean_conflicts=84.82 +ep80 solve_rate=0.000 mean_conflicts=65.44 +ep100 solve_rate=0.000 mean_conflicts=59.09 +ep120 solve_rate=0.000 mean_conflicts=61.66 +ep140 solve_rate=0.000 mean_conflicts=62.53 +ep150 solve_rate=0.000 mean_conflicts=63.31 +[color_full_none_ctr_n50_k3_p0.2_T3_ns3_s3] best solve_rate=0.0 mean_conflicts=125.593 @ep20 (206.2s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s3.pt +[full] LE n=300 fail_rate=1.00 | lambda1 SOLVED mean +nan (n=0) | UNSOLVED mean -0.5765 (n=300) | sep=+nan | AUROC(fail|lambda1)=nan | mean_lambda1=-0.5765 +[pe=none s3] deterministic solve_rate = 0.000 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.000 0.000 0.000 0.000 nan + wrote /home/yurenh2/rrog/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s3.json +===== seed=4 #3 full sub ===== +/home/yurenh2/rrog/diag/train_color.py:86: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +ep20 solve_rate=0.000 mean_conflicts=157.73 +ep40 solve_rate=0.140 mean_conflicts=24.79 +ep60 solve_rate=0.120 mean_conflicts=98.35 +ep80 solve_rate=0.623 mean_conflicts=4.32 +ep100 solve_rate=0.540 mean_conflicts=16.64 +ep120 solve_rate=0.380 mean_conflicts=41.04 +ep140 solve_rate=0.390 mean_conflicts=44.34 +ep150 solve_rate=0.387 mean_conflicts=43.48 +[color_full_sub_n50_k3_p0.2_T3_ns3_s4] best solve_rate=0.6233 mean_conflicts=4.323 @ep80 (152.1s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_sub_n50_k3_p0.2_T3_ns3_s4.pt +/home/yurenh2/rrog/diag/train_color.py:86: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[full] LE n=300 fail_rate=0.38 | lambda1 SOLVED mean -0.3913 (n=187) | UNSOLVED mean +0.0144 (n=113) | sep=+0.4057 | AUROC(fail|lambda1)=0.940 | mean_lambda1=-0.2385 +/home/yurenh2/rrog/diag/train_color.py:86: RuntimeWarning: invalid value encountered in divide + clus = np.where(deg > 1, tri / (deg * (deg - 1) / 2.0), 0.0) +[pe=sub s4] deterministic solve_rate = 0.647 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.907 0.793 0.647 0.645 0.914 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s4.json +===== seed=4 #4 full none --contract ===== +ep20 solve_rate=0.000 mean_conflicts=156.35 +ep40 solve_rate=0.000 mean_conflicts=121.15 +ep60 solve_rate=0.000 mean_conflicts=82.09 +ep80 solve_rate=0.000 mean_conflicts=80.90 +ep100 solve_rate=0.000 mean_conflicts=81.51 +ep120 solve_rate=0.000 mean_conflicts=80.79 +ep140 solve_rate=0.000 mean_conflicts=74.61 +ep150 solve_rate=0.000 mean_conflicts=73.39 +[color_full_none_ctr_n50_k3_p0.2_T3_ns3_s4] best solve_rate=0.0 mean_conflicts=156.353 @ep20 (208.3s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s4.pt +[full] LE n=300 fail_rate=1.00 | lambda1 SOLVED mean +nan (n=0) | UNSOLVED mean -0.7751 (n=300) | sep=+nan | AUROC(fail|lambda1)=nan | mean_lambda1=-0.7751 +[pe=none s4] deterministic solve_rate = 0.000 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.000 0.000 0.000 0.000 nan + wrote /home/yurenh2/rrog/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s4.json +===== AGGREGATE ===== +=== best solve_rate (deterministic, EMA) === + ('1step', 'none', '-'): 0.293±0.062 (n=5) + ('full', 'gsn', '-'): 0.596±0.044 (n=5) + ('full', 'none', '-'): 0.457±0.087 (n=5) + ('full', 'none', 'ctr'): 0.000±0.000 (n=5) + ('full', 'rwse', '-'): 0.503±0.064 (n=5) + ('full', 'sub', '-'): 0.565±0.163 (n=5) +=== LE AUROC(fail|lambda1) === + ('1step', 'none', '-'): 0.821±0.036 (n=5) + ('full', 'gsn', '-'): 0.868±0.023 (n=5) + ('full', 'none', '-'): 0.868±0.032 (n=5) + ('full', 'none', 'ctr'): nan±nan (n=5) + ('full', 'rwse', '-'): 0.837±0.041 (n=5) + ('full', 'sub', '-'): 0.899±0.051 (n=5) +=== LE mean_lambda1 (forced-contraction dose) === + ('1step', 'none', '-'): -0.051±0.092 (n=5) + ('full', 'gsn', '-'): -0.190±0.051 (n=5) + ('full', 'none', '-'): -0.197±0.032 (n=5) + ('full', 'none', 'ctr'): -0.804±0.188 (n=5) + ('full', 'rwse', '-'): -0.011±0.075 (n=5) + ('full', 'sub', '-'): -0.220±0.028 (n=5) +=== PTRM sigma=0.2 === + ('full', 'gsn', '-'): det 0.595±0.039 (n=5) | pass@K 0.824±0.025 (n=5) | lambda-sel 0.697±0.040 (n=5) | AUROC 0.875±0.014 (n=5) + ('full', 'none', '-'): det 0.480±0.088 (n=5) | pass@K 0.739±0.113 (n=5) | lambda-sel 0.600±0.110 (n=5) | AUROC 0.853±0.023 (n=5) + ('full', 'none', 'ctr'): det 0.000±0.000 (n=5) | pass@K 0.000±0.000 (n=5) | lambda-sel 0.000±0.000 (n=5) | AUROC nan±nan (n=5) + ('full', 'rwse', '-'): det 0.521±0.065 (n=5) | pass@K 0.883±0.075 (n=5) | lambda-sel 0.736±0.088 (n=5) | AUROC 0.837±0.028 (n=5) + ('full', 'sub', '-'): det 0.581±0.165 (n=5) | pass@K 0.793±0.207 (n=5) | lambda-sel 0.685±0.218 (n=5) | AUROC 0.894±0.033 (n=5) +done=2026-06-16T14:24:48-05:00 diff --git a/runs/pe_sweep.log b/runs/pe_sweep.log new file mode 100644 index 0000000..d147d94 --- /dev/null +++ b/runs/pe_sweep.log @@ -0,0 +1,66 @@ +host=timan1.cs.illinois.edu gpu=0 start=2026-06-16T11:31:39-05:00 +===== train full pe=none ===== +ep20 solve_rate=0.000 mean_conflicts=122.82 +ep40 solve_rate=0.167 mean_conflicts=60.87 +ep60 solve_rate=0.187 mean_conflicts=64.07 +ep80 solve_rate=0.313 mean_conflicts=23.74 +ep100 solve_rate=0.093 mean_conflicts=77.11 +ep120 solve_rate=0.060 mean_conflicts=69.50 +ep140 solve_rate=0.113 mean_conflicts=38.00 +ep150 solve_rate=0.103 mean_conflicts=39.66 +[color_full_none_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.3133 mean_conflicts=23.737 @ep80 (152.8s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_none_n50_k3_p0.2_T3_ns3_s0.pt +===== train full pe=rwse ===== +ep20 solve_rate=0.000 mean_conflicts=71.30 +ep40 solve_rate=0.193 mean_conflicts=29.00 +ep60 solve_rate=0.177 mean_conflicts=37.01 +ep80 solve_rate=0.483 mean_conflicts=6.12 +ep100 solve_rate=0.543 mean_conflicts=7.36 +ep120 solve_rate=0.497 mean_conflicts=13.22 +ep140 solve_rate=0.373 mean_conflicts=49.20 +ep150 solve_rate=0.363 mean_conflicts=50.49 +[color_full_rwse_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.5433 mean_conflicts=7.357 @ep100 (152.9s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_rwse_n50_k3_p0.2_T3_ns3_s0.pt +===== LE (full, both pe) ===== +[full] LE n=300 fail_rate=0.69 | lambda1 SOLVED mean -0.2724 (n=94) | UNSOLVED mean -0.0750 (n=206) | sep=+0.1974 | AUROC(fail|lambda1)=0.823 | mean_lambda1=-0.1369 +Traceback (most recent call last): + File "/home/yurenh2/rrog/diag/train_color.py", line 254, in <module> + main() + ~~~~^^ + File "/home/yurenh2/rrog/diag/train_color.py", line 202, in main + run_le(model, te, dev, c['n_sup'] * c['T']) + ~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/home/yurenh2/rrog/diag/train_color.py", line 159, in run_le + col = model(xin, ei)[-1].argmax(-1) + ~~~~~^^^^^^^^^ + File "/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1787, in _call_impl + return forward_call(*args, **kwargs) + File "/home/yurenh2/rrog/diag/train_color.py", line 106, in forward + h0 = self.lin_in(xin) + File "/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ + File "/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch/nn/modules/module.py", line 1787, in _call_impl + return forward_call(*args, **kwargs) + File "/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch/nn/modules/linear.py", line 134, in forward + return F.linear(input, self.weight, self.bias) + ~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +RuntimeError: mat1 and mat2 shapes cannot be multiplied (50x8 and 24x128) +!! le rwse failed +===== PTRM noise + lambda-select (both pe) ===== +--- pe=none --- +[pe=none] deterministic solve_rate = 0.327 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.1 0.560 0.440 0.353 0.323 0.820 + 0.2 0.747 0.520 0.307 0.313 0.817 + 0.4 0.860 0.620 0.300 0.292 0.777 +--- pe=rwse --- +[pe=rwse] deterministic solve_rate = 0.593 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.1 0.840 0.720 0.593 0.595 0.850 + 0.2 0.927 0.767 0.540 0.579 0.838 + 0.4 0.973 0.860 0.540 0.509 0.831 +done=2026-06-16T11:41:49-05:00 diff --git a/runs/pna_sweep.log b/runs/pna_sweep.log new file mode 100644 index 0000000..21ecfa1 --- /dev/null +++ b/runs/pna_sweep.log @@ -0,0 +1,142 @@ +PNA start gpu=0 2026-06-17T03:30:41-05:00 +== pna s0 == +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='min')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='max')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +ep20 solve_rate=0.027 mean_conflicts=13.04 +ep40 solve_rate=0.693 mean_conflicts=1.50 +ep60 solve_rate=0.867 mean_conflicts=0.58 +ep80 solve_rate=0.877 mean_conflicts=0.49 +ep100 solve_rate=0.913 mean_conflicts=0.26 +ep120 solve_rate=0.913 mean_conflicts=0.33 +ep140 solve_rate=0.920 mean_conflicts=0.32 +ep150 solve_rate=0.920 mean_conflicts=0.35 +[color_pna_full_none_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.92 @ep140 (718.5s) + wrote /home/yurenh2/rrog/runs/ckpt_color_pna_full_none_n50_k3_p0.2_T3_ns3_s0.pt +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='min')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='max')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +[pna/full] LE n=300 fail=0.08 | SOLVED -0.150 UNSOLVED +0.171 sep=+0.321 AUROC=0.867 mean_lam=-0.124 +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='min')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='max')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +[pe=none s0] deterministic solve_rate = 0.920 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.980 0.913 0.920 0.910 0.819 + wrote /home/yurenh2/rrog/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s0.json +== pna s1 == +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='min')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='max')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +ep20 solve_rate=0.020 mean_conflicts=17.71 +ep40 solve_rate=0.687 mean_conflicts=1.50 +ep60 solve_rate=0.817 mean_conflicts=0.69 +ep80 solve_rate=0.893 mean_conflicts=0.43 +ep100 solve_rate=0.917 mean_conflicts=0.27 +ep120 solve_rate=0.917 mean_conflicts=0.31 +ep140 solve_rate=0.927 mean_conflicts=0.24 +ep150 solve_rate=0.943 mean_conflicts=0.15 +[color_pna_full_none_n50_k3_p0.2_T3_ns3_s1] best solve_rate=0.9433 @ep150 (718.2s) + wrote /home/yurenh2/rrog/runs/ckpt_color_pna_full_none_n50_k3_p0.2_T3_ns3_s1.pt +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='min')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='max')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +[pna/full] LE n=300 fail=0.06 | SOLVED -0.164 UNSOLVED -0.019 sep=+0.145 AUROC=0.727 mean_lam=-0.155 +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='min')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='max')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +[pe=none s1] deterministic solve_rate = 0.940 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.987 0.967 0.953 0.933 0.794 + wrote /home/yurenh2/rrog/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s1.json +== pna s2 == +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='min')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='max')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +ep20 solve_rate=0.017 mean_conflicts=13.94 +ep40 solve_rate=0.737 mean_conflicts=1.15 +ep60 solve_rate=0.820 mean_conflicts=0.68 +ep80 solve_rate=0.883 mean_conflicts=0.41 +ep100 solve_rate=0.913 mean_conflicts=0.30 +ep120 solve_rate=0.907 mean_conflicts=0.30 +ep140 solve_rate=0.903 mean_conflicts=0.29 +ep150 solve_rate=0.917 mean_conflicts=0.20 +[color_pna_full_none_n50_k3_p0.2_T3_ns3_s2] best solve_rate=0.9167 @ep150 (714.9s) + wrote /home/yurenh2/rrog/runs/ckpt_color_pna_full_none_n50_k3_p0.2_T3_ns3_s2.pt +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='min')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='max')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +[pna/full] LE n=300 fail=0.08 | SOLVED -0.204 UNSOLVED +0.008 sep=+0.212 AUROC=0.773 mean_lam=-0.186 +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='min')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='max')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +[pe=none s2] deterministic solve_rate = 0.940 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 1.000 0.947 0.953 0.934 0.800 + wrote /home/yurenh2/rrog/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s2.json +== pna s3 == +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='min')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='max')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +ep20 solve_rate=0.003 mean_conflicts=34.24 +ep40 solve_rate=0.747 mean_conflicts=1.30 +ep60 solve_rate=0.827 mean_conflicts=0.66 +ep80 solve_rate=0.893 mean_conflicts=0.47 +ep100 solve_rate=0.897 mean_conflicts=0.47 +ep120 solve_rate=0.913 mean_conflicts=0.28 +ep140 solve_rate=0.943 mean_conflicts=0.20 +ep150 solve_rate=0.933 mean_conflicts=0.19 +[color_pna_full_none_n50_k3_p0.2_T3_ns3_s3] best solve_rate=0.9433 @ep140 (614.3s) + wrote /home/yurenh2/rrog/runs/ckpt_color_pna_full_none_n50_k3_p0.2_T3_ns3_s3.pt +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='min')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='max')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +[pna/full] LE n=300 fail=0.06 | SOLVED -0.162 UNSOLVED +0.039 sep=+0.201 AUROC=0.756 mean_lam=-0.150 +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='min')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='max')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +[pe=none s3] deterministic solve_rate = 0.960 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.993 0.987 0.933 0.945 0.885 + wrote /home/yurenh2/rrog/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s3.json +== pna s4 == +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='min')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='max')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +ep20 solve_rate=0.007 mean_conflicts=24.65 +ep40 solve_rate=0.717 mean_conflicts=1.45 +ep60 solve_rate=0.827 mean_conflicts=0.60 +ep80 solve_rate=0.913 mean_conflicts=0.37 +ep100 solve_rate=0.920 mean_conflicts=0.28 +ep120 solve_rate=0.897 mean_conflicts=0.31 +ep140 solve_rate=0.897 mean_conflicts=0.36 +ep150 solve_rate=0.923 mean_conflicts=0.29 +[color_pna_full_none_n50_k3_p0.2_T3_ns3_s4] best solve_rate=0.9233 @ep150 (702.2s) + wrote /home/yurenh2/rrog/runs/ckpt_color_pna_full_none_n50_k3_p0.2_T3_ns3_s4.pt +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='min')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='max')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +[pna/full] LE n=300 fail=0.08 | SOLVED -0.137 UNSOLVED +0.070 sep=+0.207 AUROC=0.778 mean_lam=-0.121 +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='min')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +/home/yurenh2/miniconda3/lib/python3.13/site-packages/torch_geometric/utils/_scatter.py:91: UserWarning: The usage of `scatter(reduce='max')` can be accelerated via the 'torch-scatter' package, but it was not found + warnings.warn( +[pe=none s4] deterministic solve_rate = 0.947 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.993 0.973 0.920 0.935 0.844 + wrote /home/yurenh2/rrog/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s4.json +donePNA=2026-06-17T04:49:08-05:00 diff --git a/runs/ppgn_sweep.log b/runs/ppgn_sweep.log new file mode 100644 index 0000000..dd5e672 --- /dev/null +++ b/runs/ppgn_sweep.log @@ -0,0 +1,57 @@ +PPGN start gpu=1 2026-06-17T03:36:55-05:00 +== ppgn s0 == +ep20 solve=0.727 +ep40 solve=0.867 +ep60 solve=0.887 +ep80 solve=0.913 +ep100 solve=0.923 +ep120 solve=0.907 +ep140 solve=0.897 +ep150 solve=0.897 +[ppgn/full] solve=0.923 | LE AUROC=0.857 mean_lam=-0.025 | PTRM det=0.953 passK=0.987 lamsel=0.967 (645s) + wrote color_/le_color_/ptrm_color_ ppgn_full_none_n50_k3_p0.2_T3_ns3_s0 +== ppgn s1 == +ep20 solve=0.700 +ep40 solve=0.880 +ep60 solve=0.903 +ep80 solve=0.903 +ep100 solve=0.930 +ep120 solve=0.920 +ep140 solve=0.917 +ep150 solve=0.917 +[ppgn/full] solve=0.930 | LE AUROC=0.753 mean_lam=-0.010 | PTRM det=0.967 passK=0.987 lamsel=0.953 (639s) + wrote color_/le_color_/ptrm_color_ ppgn_full_none_n50_k3_p0.2_T3_ns3_s1 +== ppgn s2 == +ep20 solve=0.723 +ep40 solve=0.877 +ep60 solve=0.907 +ep80 solve=0.920 +ep100 solve=0.933 +ep120 solve=0.910 +ep140 solve=0.917 +ep150 solve=0.927 +[ppgn/full] solve=0.933 | LE AUROC=0.779 mean_lam=-0.011 | PTRM det=0.967 passK=0.973 lamsel=0.967 (639s) + wrote color_/le_color_/ptrm_color_ ppgn_full_none_n50_k3_p0.2_T3_ns3_s2 +== ppgn s3 == +ep20 solve=0.667 +ep40 solve=0.847 +ep60 solve=0.900 +ep80 solve=0.913 +ep100 solve=0.930 +ep120 solve=0.937 +ep140 solve=0.937 +ep150 solve=0.947 +[ppgn/full] solve=0.947 | LE AUROC=0.770 mean_lam=+0.014 | PTRM det=0.967 passK=0.987 lamsel=0.973 (640s) + wrote color_/le_color_/ptrm_color_ ppgn_full_none_n50_k3_p0.2_T3_ns3_s3 +== ppgn s4 == +ep20 solve=0.647 +ep40 solve=0.823 +ep60 solve=0.880 +ep80 solve=0.897 +ep100 solve=0.923 +ep120 solve=0.917 +ep140 solve=0.893 +ep150 solve=0.893 +[ppgn/full] solve=0.923 | LE AUROC=0.728 mean_lam=-0.039 | PTRM det=0.960 passK=0.980 lamsel=0.960 (639s) + wrote color_/le_color_/ptrm_color_ ppgn_full_none_n50_k3_p0.2_T3_ns3_s4 +donePPGN=2026-06-17T04:31:04-05:00 diff --git a/runs/ptrm_color.log b/runs/ptrm_color.log new file mode 100644 index 0000000..67dac38 --- /dev/null +++ b/runs/ptrm_color.log @@ -0,0 +1,7 @@ +deterministic solve_rate = 0.540 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.05 0.600 0.567 0.527 0.537 0.871 + 0.1 0.627 0.573 0.507 0.521 0.872 + 0.2 0.720 0.593 0.493 0.505 0.870 + 0.4 0.820 0.647 0.467 0.472 0.845 +done=2026-06-16T11:01:53-05:00 diff --git a/runs/ptrm_color_cin_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/ptrm_color_cin_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..871294d --- /dev/null +++ b/runs/ptrm_color_cin_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1 @@ +{"conv": "cin", "pe": "none", "grad_mode": "full", "contract": false, "seed": 0, "det": 0.4733333333333334, "sigmas": {"0.2": {"passk": 0.47333333333333333, "lamsel": 0.47333333333333333, "random": 0.47333333333333333}}}
\ No newline at end of file diff --git a/runs/ptrm_color_cin_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/ptrm_color_cin_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..7acd118 --- /dev/null +++ b/runs/ptrm_color_cin_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1 @@ +{"conv": "cin", "pe": "none", "grad_mode": "full", "contract": false, "seed": 1, "det": 0.5533333333333333, "sigmas": {"0.2": {"passk": 0.5533333333333333, "lamsel": 0.5533333333333333, "random": 0.5533333333333333}}}
\ No newline at end of file diff --git a/runs/ptrm_color_cin_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/ptrm_color_cin_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..8c7783b --- /dev/null +++ b/runs/ptrm_color_cin_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1 @@ +{"conv": "cin", "pe": "none", "grad_mode": "full", "contract": false, "seed": 2, "det": 0.5666666666666667, "sigmas": {"0.2": {"passk": 0.5666666666666667, "lamsel": 0.5666666666666667, "random": 0.5666666666666667}}}
\ No newline at end of file diff --git a/runs/ptrm_color_cin_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/ptrm_color_cin_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..c64955d --- /dev/null +++ b/runs/ptrm_color_cin_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1 @@ +{"conv": "cin", "pe": "none", "grad_mode": "full", "contract": false, "seed": 3, "det": 0.5866666666666667, "sigmas": {"0.2": {"passk": 0.5866666666666667, "lamsel": 0.5866666666666667, "random": 0.5866666666666667}}}
\ No newline at end of file diff --git a/runs/ptrm_color_cin_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/ptrm_color_cin_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..8457967 --- /dev/null +++ b/runs/ptrm_color_cin_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1 @@ +{"conv": "cin", "pe": "none", "grad_mode": "full", "contract": false, "seed": 4, "det": 0.5266666666666666, "sigmas": {"0.2": {"passk": 0.5266666666666666, "lamsel": 0.5266666666666666, "random": 0.5266666666666666}}}
\ No newline at end of file diff --git a/runs/ptrm_color_esan_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/ptrm_color_esan_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..0a4625a --- /dev/null +++ b/runs/ptrm_color_esan_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1 @@ +{"conv": "esan", "pe": "none", "grad_mode": "full", "contract": false, "seed": 0, "det": 0.5133333333333333, "sigmas": {"0.2": {"passk": 0.5133333333333333, "lamsel": 0.5133333333333333, "random": 0.5133333333333333}}}
\ No newline at end of file diff --git a/runs/ptrm_color_esan_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/ptrm_color_esan_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..01e2418 --- /dev/null +++ b/runs/ptrm_color_esan_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1 @@ +{"conv": "esan", "pe": "none", "grad_mode": "full", "contract": false, "seed": 1, "det": 0.45333333333333337, "sigmas": {"0.2": {"passk": 0.4533333333333333, "lamsel": 0.4533333333333333, "random": 0.4533333333333333}}}
\ No newline at end of file diff --git a/runs/ptrm_color_esan_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/ptrm_color_esan_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..e72c48a --- /dev/null +++ b/runs/ptrm_color_esan_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1 @@ +{"conv": "esan", "pe": "none", "grad_mode": "full", "contract": false, "seed": 2, "det": 0.7733333333333333, "sigmas": {"0.2": {"passk": 0.7733333333333333, "lamsel": 0.7733333333333333, "random": 0.7733333333333333}}}
\ No newline at end of file diff --git a/runs/ptrm_color_esan_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/ptrm_color_esan_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..7cad929 --- /dev/null +++ b/runs/ptrm_color_esan_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1 @@ +{"conv": "esan", "pe": "none", "grad_mode": "full", "contract": false, "seed": 3, "det": 0.6133333333333333, "sigmas": {"0.2": {"passk": 0.6133333333333333, "lamsel": 0.6133333333333333, "random": 0.6133333333333333}}}
\ No newline at end of file diff --git a/runs/ptrm_color_esan_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/ptrm_color_esan_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..5741e75 --- /dev/null +++ b/runs/ptrm_color_esan_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1 @@ +{"conv": "esan", "pe": "none", "grad_mode": "full", "contract": false, "seed": 4, "det": 0.72, "sigmas": {"0.2": {"passk": 0.72, "lamsel": 0.72, "random": 0.72}}}
\ No newline at end of file diff --git a/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s0.json b/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..e7ccd9f --- /dev/null +++ b/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,15 @@ +{ + "pe": "gsn", + "seed": 0, + "grad_mode": "full", + "det": 0.6266666666666667, + "sigmas": { + "0.2": { + "passk": 0.8533333333333334, + "lamsel": 0.7333333333333333, + "random": 0.6133333333333333, + "perRoll": 0.6233333333333333, + "auroc": 0.8884251810136766 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s1.json b/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..41fae0b --- /dev/null +++ b/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,15 @@ +{ + "pe": "gsn", + "seed": 1, + "grad_mode": "full", + "det": 0.5266666666666666, + "sigmas": { + "0.2": { + "passk": 0.7866666666666666, + "lamsel": 0.64, + "random": 0.5266666666666666, + "perRoll": 0.5241666666666667, + "auroc": 0.862321423102303 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s2.json b/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..5db7789 --- /dev/null +++ b/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,15 @@ +{ + "pe": "gsn", + "seed": 2, + "grad_mode": "full", + "det": 0.6266666666666667, + "sigmas": { + "0.2": { + "passk": 0.8266666666666667, + "lamsel": 0.7133333333333334, + "random": 0.6266666666666667, + "perRoll": 0.6245833333333334, + "auroc": 0.8630370672568245 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s3.json b/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..fa8268e --- /dev/null +++ b/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,15 @@ +{ + "pe": "gsn", + "seed": 3, + "grad_mode": "full", + "det": 0.5733333333333334, + "sigmas": { + "0.2": { + "passk": 0.8066666666666666, + "lamsel": 0.66, + "random": 0.5733333333333334, + "perRoll": 0.5645833333333333, + "auroc": 0.8653351930648494 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s4.json b/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..f9b9749 --- /dev/null +++ b/runs/ptrm_color_full_gsn_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,15 @@ +{ + "pe": "gsn", + "seed": 4, + "grad_mode": "full", + "det": 0.62, + "sigmas": { + "0.2": { + "passk": 0.8466666666666667, + "lamsel": 0.74, + "random": 0.6266666666666667, + "perRoll": 0.6354166666666666, + "auroc": 0.8955960655737706 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s0.json b/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..b2d510c --- /dev/null +++ b/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,16 @@ +{ + "pe": "none", + "seed": 0, + "grad_mode": "full", + "contract": true, + "det": 0.0, + "sigmas": { + "0.2": { + "passk": 0.0, + "lamsel": 0.0, + "random": 0.0, + "perRoll": 0.0, + "auroc": NaN + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s1.json b/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..fd60315 --- /dev/null +++ b/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,16 @@ +{ + "pe": "none", + "seed": 1, + "grad_mode": "full", + "contract": true, + "det": 0.0, + "sigmas": { + "0.2": { + "passk": 0.0, + "lamsel": 0.0, + "random": 0.0, + "perRoll": 0.0, + "auroc": NaN + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s2.json b/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..8fd27b1 --- /dev/null +++ b/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,16 @@ +{ + "pe": "none", + "seed": 2, + "grad_mode": "full", + "contract": true, + "det": 0.0, + "sigmas": { + "0.2": { + "passk": 0.0, + "lamsel": 0.0, + "random": 0.0, + "perRoll": 0.0, + "auroc": NaN + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s3.json b/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..f957227 --- /dev/null +++ b/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,16 @@ +{ + "pe": "none", + "seed": 3, + "grad_mode": "full", + "contract": true, + "det": 0.0, + "sigmas": { + "0.2": { + "passk": 0.0, + "lamsel": 0.0, + "random": 0.0, + "perRoll": 0.0, + "auroc": NaN + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s4.json b/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..b073283 --- /dev/null +++ b/runs/ptrm_color_full_none_ctr_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,16 @@ +{ + "pe": "none", + "seed": 4, + "grad_mode": "full", + "contract": true, + "det": 0.0, + "sigmas": { + "0.2": { + "passk": 0.0, + "lamsel": 0.0, + "random": 0.0, + "perRoll": 0.0, + "auroc": NaN + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..6aba919 --- /dev/null +++ b/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,15 @@ +{ + "pe": "none", + "seed": 0, + "grad_mode": "full", + "det": 0.6266666666666667, + "sigmas": { + "0.2": { + "passk": 0.9, + "lamsel": 0.7733333333333333, + "random": 0.64, + "perRoll": 0.5954166666666667, + "auroc": 0.8829923628472736 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..704aa9b --- /dev/null +++ b/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,15 @@ +{ + "pe": "none", + "seed": 1, + "grad_mode": "full", + "det": 0.48, + "sigmas": { + "0.2": { + "passk": 0.74, + "lamsel": 0.5933333333333334, + "random": 0.44, + "perRoll": 0.4558333333333333, + "auroc": 0.8691883334126559 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..8b223e1 --- /dev/null +++ b/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,15 @@ +{ + "pe": "none", + "seed": 2, + "grad_mode": "full", + "det": 0.44666666666666666, + "sigmas": { + "0.2": { + "passk": 0.7733333333333333, + "lamsel": 0.62, + "random": 0.4666666666666667, + "perRoll": 0.4345833333333333, + "auroc": 0.8206013914569601 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..1dec48a --- /dev/null +++ b/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,15 @@ +{ + "pe": "none", + "seed": 3, + "grad_mode": "full", + "det": 0.49333333333333335, + "sigmas": { + "0.2": { + "passk": 0.7333333333333333, + "lamsel": 0.5866666666666667, + "random": 0.49333333333333335, + "perRoll": 0.4716666666666667, + "auroc": 0.8563686448707517 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..4b91166 --- /dev/null +++ b/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,15 @@ +{ + "pe": "none", + "seed": 4, + "grad_mode": "full", + "det": 0.35333333333333333, + "sigmas": { + "0.2": { + "passk": 0.5466666666666666, + "lamsel": 0.4266666666666667, + "random": 0.37333333333333335, + "perRoll": 0.35791666666666666, + "auroc": 0.834668838325959 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s0.json b/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..1cb1224 --- /dev/null +++ b/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,15 @@ +{ + "pe": "rwse", + "seed": 0, + "grad_mode": "full", + "det": 0.4066666666666667, + "sigmas": { + "0.2": { + "passk": 0.74, + "lamsel": 0.5866666666666667, + "random": 0.49333333333333335, + "perRoll": 0.42625, + "auroc": 0.8078394458322773 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s1.json b/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..1918714 --- /dev/null +++ b/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,15 @@ +{ + "pe": "rwse", + "seed": 1, + "grad_mode": "full", + "det": 0.5466666666666666, + "sigmas": { + "0.2": { + "passk": 0.9466666666666667, + "lamsel": 0.7266666666666667, + "random": 0.5533333333333333, + "perRoll": 0.5070833333333333, + "auroc": 0.8140779642581045 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s2.json b/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..59d1b2a --- /dev/null +++ b/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,15 @@ +{ + "pe": "rwse", + "seed": 2, + "grad_mode": "full", + "det": 0.6, + "sigmas": { + "0.2": { + "passk": 0.8933333333333333, + "lamsel": 0.7866666666666666, + "random": 0.5733333333333334, + "perRoll": 0.55625, + "auroc": 0.8734314501239648 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s3.json b/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..f3c83d4 --- /dev/null +++ b/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,15 @@ +{ + "pe": "rwse", + "seed": 3, + "grad_mode": "full", + "det": 0.5066666666666667, + "sigmas": { + "0.2": { + "passk": 0.8933333333333333, + "lamsel": 0.7266666666666667, + "random": 0.47333333333333333, + "perRoll": 0.4970833333333333, + "auroc": 0.8230412007075241 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s4.json b/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..d41321f --- /dev/null +++ b/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,15 @@ +{ + "pe": "rwse", + "seed": 4, + "grad_mode": "full", + "det": 0.5466666666666666, + "sigmas": { + "0.2": { + "passk": 0.94, + "lamsel": 0.8533333333333334, + "random": 0.49333333333333335, + "perRoll": 0.5575, + "auroc": 0.8680135063999166 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s0.json b/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..31cc229 --- /dev/null +++ b/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,16 @@ +{ + "pe": "sub", + "seed": 0, + "grad_mode": "full", + "contract": false, + "det": 0.7333333333333333, + "sigmas": { + "0.2": { + "passk": 0.92, + "lamsel": 0.86, + "random": 0.7266666666666667, + "perRoll": 0.7316666666666667, + "auroc": 0.9117701155930333 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s1.json b/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..ab49809 --- /dev/null +++ b/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,16 @@ +{ + "pe": "sub", + "seed": 1, + "grad_mode": "full", + "contract": false, + "det": 0.54, + "sigmas": { + "0.2": { + "passk": 0.8666666666666667, + "lamsel": 0.7133333333333334, + "random": 0.54, + "perRoll": 0.5695833333333333, + "auroc": 0.8928419932993937 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s2.json b/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..58177d5 --- /dev/null +++ b/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,16 @@ +{ + "pe": "sub", + "seed": 2, + "grad_mode": "full", + "contract": false, + "det": 0.7066666666666667, + "sigmas": { + "0.2": { + "passk": 0.8933333333333333, + "lamsel": 0.8, + "random": 0.7, + "perRoll": 0.6879166666666666, + "auroc": 0.9192786020367153 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s3.json b/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..dfe302e --- /dev/null +++ b/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,16 @@ +{ + "pe": "sub", + "seed": 3, + "grad_mode": "full", + "contract": false, + "det": 0.28, + "sigmas": { + "0.2": { + "passk": 0.38, + "lamsel": 0.26, + "random": 0.26, + "perRoll": 0.24666666666666667, + "auroc": 0.8310353010643388 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s4.json b/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..ed96dea --- /dev/null +++ b/runs/ptrm_color_full_sub_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,16 @@ +{ + "pe": "sub", + "seed": 4, + "grad_mode": "full", + "contract": false, + "det": 0.6466666666666666, + "sigmas": { + "0.2": { + "passk": 0.9066666666666666, + "lamsel": 0.7933333333333333, + "random": 0.6466666666666666, + "perRoll": 0.6445833333333333, + "auroc": 0.9136490018498156 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..654be97 --- /dev/null +++ b/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,17 @@ +{ + "conv": "gat", + "pe": "none", + "seed": 0, + "grad_mode": "full", + "contract": false, + "det": 0.006666666666666667, + "sigmas": { + "0.2": { + "passk": 0.04666666666666667, + "lamsel": 0.02, + "random": 0.02666666666666667, + "perRoll": 0.02, + "auroc": 0.20287698412698413 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..4bf9cab --- /dev/null +++ b/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,17 @@ +{ + "conv": "gat", + "pe": "none", + "seed": 1, + "grad_mode": "full", + "contract": false, + "det": 0.013333333333333334, + "sigmas": { + "0.2": { + "passk": 0.03333333333333333, + "lamsel": 0.02, + "random": 0.013333333333333334, + "perRoll": 0.014166666666666666, + "auroc": 0.17698025955944507 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..8a6bd7b --- /dev/null +++ b/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,17 @@ +{ + "conv": "gat", + "pe": "none", + "seed": 2, + "grad_mode": "full", + "contract": false, + "det": 0.006666666666666667, + "sigmas": { + "0.2": { + "passk": 0.03333333333333333, + "lamsel": 0.013333333333333334, + "random": 0.02, + "perRoll": 0.0125, + "auroc": 0.2478621659634318 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..1ec43f4 --- /dev/null +++ b/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,17 @@ +{ + "conv": "gat", + "pe": "none", + "seed": 3, + "grad_mode": "full", + "contract": false, + "det": 0.11333333333333333, + "sigmas": { + "0.2": { + "passk": 0.22, + "lamsel": 0.11333333333333333, + "random": 0.11333333333333333, + "perRoll": 0.10541666666666667, + "auroc": 0.6144615798126258 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..0cc60ce --- /dev/null +++ b/runs/ptrm_color_gat_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,17 @@ +{ + "conv": "gat", + "pe": "none", + "seed": 4, + "grad_mode": "full", + "contract": false, + "det": 0.13333333333333333, + "sigmas": { + "0.2": { + "passk": 0.22666666666666666, + "lamsel": 0.14666666666666667, + "random": 0.12, + "perRoll": 0.11333333333333333, + "auroc": 0.4537676912870411 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..a48eef3 --- /dev/null +++ b/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,17 @@ +{ + "conv": "gcn", + "pe": "none", + "seed": 0, + "grad_mode": "full", + "contract": false, + "det": 0.0, + "sigmas": { + "0.2": { + "passk": 0.0, + "lamsel": 0.0, + "random": 0.0, + "perRoll": 0.0, + "auroc": NaN + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..b14d8f5 --- /dev/null +++ b/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,17 @@ +{ + "conv": "gcn", + "pe": "none", + "seed": 1, + "grad_mode": "full", + "contract": false, + "det": 0.0, + "sigmas": { + "0.2": { + "passk": 0.006666666666666667, + "lamsel": 0.0, + "random": 0.0, + "perRoll": 0.0004166666666666667, + "auroc": 0.940808670279283 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..fe87e26 --- /dev/null +++ b/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,17 @@ +{ + "conv": "gcn", + "pe": "none", + "seed": 2, + "grad_mode": "full", + "contract": false, + "det": 0.006666666666666667, + "sigmas": { + "0.2": { + "passk": 0.006666666666666667, + "lamsel": 0.006666666666666667, + "random": 0.0, + "perRoll": 0.0025, + "auroc": 0.5626566416040101 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..af2a103 --- /dev/null +++ b/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,17 @@ +{ + "conv": "gcn", + "pe": "none", + "seed": 3, + "grad_mode": "full", + "contract": false, + "det": 0.006666666666666667, + "sigmas": { + "0.2": { + "passk": 0.013333333333333334, + "lamsel": 0.0, + "random": 0.006666666666666667, + "perRoll": 0.00375, + "auroc": 0.6968725312514522 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..419d757 --- /dev/null +++ b/runs/ptrm_color_gcn_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,17 @@ +{ + "conv": "gcn", + "pe": "none", + "seed": 4, + "grad_mode": "full", + "contract": false, + "det": 0.0, + "sigmas": { + "0.2": { + "passk": 0.006666666666666667, + "lamsel": 0.0, + "random": 0.0, + "perRoll": 0.0008333333333333334, + "auroc": 0.06234361968306923 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s0.json b/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..99119c2 --- /dev/null +++ b/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,17 @@ +{ + "conv": "gin", + "pe": "all", + "seed": 0, + "grad_mode": "full", + "contract": false, + "det": 0.6933333333333334, + "sigmas": { + "0.2": { + "passk": 0.8866666666666667, + "lamsel": 0.8333333333333334, + "random": 0.6933333333333334, + "perRoll": 0.6941666666666667, + "auroc": 0.8982764768032554 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s1.json b/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..a703c1d --- /dev/null +++ b/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,17 @@ +{ + "conv": "gin", + "pe": "all", + "seed": 1, + "grad_mode": "full", + "contract": false, + "det": 0.76, + "sigmas": { + "0.2": { + "passk": 0.94, + "lamsel": 0.82, + "random": 0.7733333333333333, + "perRoll": 0.7354166666666667, + "auroc": 0.8783663090272357 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s2.json b/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..ea4f20a --- /dev/null +++ b/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,17 @@ +{ + "conv": "gin", + "pe": "all", + "seed": 2, + "grad_mode": "full", + "contract": false, + "det": 0.32666666666666666, + "sigmas": { + "0.2": { + "passk": 0.46, + "lamsel": 0.32666666666666666, + "random": 0.28, + "perRoll": 0.30291666666666667, + "auroc": 0.6564342979484012 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s3.json b/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..21b9d62 --- /dev/null +++ b/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,17 @@ +{ + "conv": "gin", + "pe": "all", + "seed": 3, + "grad_mode": "full", + "contract": false, + "det": 0.4666666666666667, + "sigmas": { + "0.2": { + "passk": 0.76, + "lamsel": 0.6266666666666667, + "random": 0.4266666666666667, + "perRoll": 0.45625, + "auroc": 0.8906062037474413 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s4.json b/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..631b63f --- /dev/null +++ b/runs/ptrm_color_gin_full_all_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,17 @@ +{ + "conv": "gin", + "pe": "all", + "seed": 4, + "grad_mode": "full", + "contract": false, + "det": 0.5933333333333334, + "sigmas": { + "0.2": { + "passk": 0.7866666666666666, + "lamsel": 0.7066666666666667, + "random": 0.5666666666666667, + "perRoll": 0.575, + "auroc": 0.9012666950838306 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s0.json b/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..e8b66bb --- /dev/null +++ b/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,17 @@ +{ + "conv": "gin", + "pe": "lappe", + "seed": 0, + "grad_mode": "full", + "contract": false, + "det": 0.42, + "sigmas": { + "0.2": { + "passk": 0.76, + "lamsel": 0.6, + "random": 0.38666666666666666, + "perRoll": 0.3779166666666667, + "auroc": 0.8389898910830477 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s1.json b/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..a054d9e --- /dev/null +++ b/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,17 @@ +{ + "conv": "gin", + "pe": "lappe", + "seed": 1, + "grad_mode": "full", + "contract": false, + "det": 0.62, + "sigmas": { + "0.2": { + "passk": 0.9266666666666666, + "lamsel": 0.7866666666666666, + "random": 0.5733333333333334, + "perRoll": 0.5829166666666666, + "auroc": 0.8634389199078263 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s2.json b/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..a92273c --- /dev/null +++ b/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,17 @@ +{ + "conv": "gin", + "pe": "lappe", + "seed": 2, + "grad_mode": "full", + "contract": false, + "det": 0.41333333333333333, + "sigmas": { + "0.2": { + "passk": 0.76, + "lamsel": 0.54, + "random": 0.3933333333333333, + "perRoll": 0.40041666666666664, + "auroc": 0.8344894961887482 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s3.json b/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..f4e112d --- /dev/null +++ b/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,17 @@ +{ + "conv": "gin", + "pe": "lappe", + "seed": 3, + "grad_mode": "full", + "contract": false, + "det": 0.5666666666666667, + "sigmas": { + "0.2": { + "passk": 0.8533333333333334, + "lamsel": 0.7266666666666667, + "random": 0.52, + "perRoll": 0.5191666666666667, + "auroc": 0.8635606210236708 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s4.json b/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..1412f8a --- /dev/null +++ b/runs/ptrm_color_gin_full_lappe_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,17 @@ +{ + "conv": "gin", + "pe": "lappe", + "seed": 4, + "grad_mode": "full", + "contract": false, + "det": 0.34, + "sigmas": { + "0.2": { + "passk": 0.7533333333333333, + "lamsel": 0.5066666666666667, + "random": 0.30666666666666664, + "perRoll": 0.3333333333333333, + "auroc": 0.78412109375 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..5e7e845 --- /dev/null +++ b/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,17 @@ +{ + "conv": "gps", + "pe": "none", + "seed": 0, + "grad_mode": "full", + "contract": false, + "det": 0.94, + "sigmas": { + "0.2": { + "passk": 0.9866666666666667, + "lamsel": 0.96, + "random": 0.92, + "perRoll": 0.9245833333333333, + "auroc": 0.8191261306795405 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..f6d82a8 --- /dev/null +++ b/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,17 @@ +{ + "conv": "gps", + "pe": "none", + "seed": 1, + "grad_mode": "full", + "contract": false, + "det": 0.94, + "sigmas": { + "0.2": { + "passk": 0.9866666666666667, + "lamsel": 0.9533333333333334, + "random": 0.96, + "perRoll": 0.9383333333333334, + "auroc": 0.8573040180500215 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..763a720 --- /dev/null +++ b/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,17 @@ +{ + "conv": "gps", + "pe": "none", + "seed": 2, + "grad_mode": "full", + "contract": false, + "det": 0.9533333333333334, + "sigmas": { + "0.2": { + "passk": 0.98, + "lamsel": 0.9533333333333334, + "random": 0.9266666666666666, + "perRoll": 0.9345833333333333, + "auroc": 0.8720889618373937 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..15a4af2 --- /dev/null +++ b/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,17 @@ +{ + "conv": "gps", + "pe": "none", + "seed": 3, + "grad_mode": "full", + "contract": false, + "det": 0.9333333333333333, + "sigmas": { + "0.2": { + "passk": 0.9866666666666667, + "lamsel": 0.9733333333333334, + "random": 0.9533333333333334, + "perRoll": 0.9395833333333333, + "auroc": 0.8657756709228535 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..37d6217 --- /dev/null +++ b/runs/ptrm_color_gps_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,17 @@ +{ + "conv": "gps", + "pe": "none", + "seed": 4, + "grad_mode": "full", + "contract": false, + "det": 0.96, + "sigmas": { + "0.2": { + "passk": 0.9933333333333333, + "lamsel": 0.9666666666666667, + "random": 0.9466666666666667, + "perRoll": 0.9520833333333333, + "auroc": 0.9001503187137284 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..cb7503a --- /dev/null +++ b/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,17 @@ +{ + "conv": "pna", + "pe": "none", + "seed": 0, + "grad_mode": "full", + "contract": false, + "det": 0.92, + "sigmas": { + "0.2": { + "passk": 0.98, + "lamsel": 0.9133333333333333, + "random": 0.92, + "perRoll": 0.9095833333333333, + "auroc": 0.8190162356373399 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..43eab37 --- /dev/null +++ b/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,17 @@ +{ + "conv": "pna", + "pe": "none", + "seed": 1, + "grad_mode": "full", + "contract": false, + "det": 0.94, + "sigmas": { + "0.2": { + "passk": 0.9866666666666667, + "lamsel": 0.9666666666666667, + "random": 0.9533333333333334, + "perRoll": 0.9329166666666666, + "auroc": 0.7938964544397871 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..a7ea67f --- /dev/null +++ b/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,17 @@ +{ + "conv": "pna", + "pe": "none", + "seed": 2, + "grad_mode": "full", + "contract": false, + "det": 0.94, + "sigmas": { + "0.2": { + "passk": 1.0, + "lamsel": 0.9466666666666667, + "random": 0.9533333333333334, + "perRoll": 0.93375, + "auroc": 0.7995644352392097 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..a6a2b71 --- /dev/null +++ b/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,17 @@ +{ + "conv": "pna", + "pe": "none", + "seed": 3, + "grad_mode": "full", + "contract": false, + "det": 0.96, + "sigmas": { + "0.2": { + "passk": 0.9933333333333333, + "lamsel": 0.9866666666666667, + "random": 0.9333333333333333, + "perRoll": 0.945, + "auroc": 0.8850709475709475 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..a162925 --- /dev/null +++ b/runs/ptrm_color_pna_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,17 @@ +{ + "conv": "pna", + "pe": "none", + "seed": 4, + "grad_mode": "full", + "contract": false, + "det": 0.9466666666666667, + "sigmas": { + "0.2": { + "passk": 0.9933333333333333, + "lamsel": 0.9733333333333334, + "random": 0.92, + "perRoll": 0.935, + "auroc": 0.8440056675350792 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/ptrm_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..fd253fa --- /dev/null +++ b/runs/ptrm_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,17 @@ +{ + "conv": "ppgn", + "pe": "none", + "grad_mode": "full", + "contract": false, + "seed": 0, + "det": 0.9533333333333334, + "sigmas": { + "0.2": { + "passk": 0.9866666666666667, + "lamsel": 0.9666666666666667, + "random": 0.9466666666666667, + "perRoll": 0.9445833333333333, + "auroc": 0.8244442159655867 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/ptrm_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..1cb63f5 --- /dev/null +++ b/runs/ptrm_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,17 @@ +{ + "conv": "ppgn", + "pe": "none", + "grad_mode": "full", + "contract": false, + "seed": 1, + "det": 0.9666666666666667, + "sigmas": { + "0.2": { + "passk": 0.9866666666666667, + "lamsel": 0.9533333333333334, + "random": 0.9333333333333333, + "perRoll": 0.9533333333333334, + "auroc": 0.8222792832167831 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/ptrm_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..b8ec6f3 --- /dev/null +++ b/runs/ptrm_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,17 @@ +{ + "conv": "ppgn", + "pe": "none", + "grad_mode": "full", + "contract": false, + "seed": 2, + "det": 0.9666666666666667, + "sigmas": { + "0.2": { + "passk": 0.9733333333333334, + "lamsel": 0.9666666666666667, + "random": 0.96, + "perRoll": 0.95625, + "auroc": 0.79279593318809 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/ptrm_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..0c0cbd5 --- /dev/null +++ b/runs/ptrm_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,17 @@ +{ + "conv": "ppgn", + "pe": "none", + "grad_mode": "full", + "contract": false, + "seed": 3, + "det": 0.9666666666666667, + "sigmas": { + "0.2": { + "passk": 0.9866666666666667, + "lamsel": 0.9733333333333334, + "random": 0.9533333333333334, + "perRoll": 0.9595833333333333, + "auroc": 0.7407639519944851 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/ptrm_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..f03ea8a --- /dev/null +++ b/runs/ptrm_color_ppgn_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,17 @@ +{ + "conv": "ppgn", + "pe": "none", + "grad_mode": "full", + "contract": false, + "seed": 4, + "det": 0.96, + "sigmas": { + "0.2": { + "passk": 0.98, + "lamsel": 0.96, + "random": 0.9533333333333334, + "perRoll": 0.9570833333333333, + "auroc": 0.7987074740797411 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s0.json b/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s0.json new file mode 100644 index 0000000..3149f14 --- /dev/null +++ b/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s0.json @@ -0,0 +1,17 @@ +{ + "conv": "sage", + "pe": "none", + "seed": 0, + "grad_mode": "full", + "contract": false, + "det": 0.7466666666666667, + "sigmas": { + "0.2": { + "passk": 0.9533333333333334, + "lamsel": 0.8133333333333334, + "random": 0.7666666666666667, + "perRoll": 0.7625, + "auroc": 0.7712002684306394 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s1.json b/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s1.json new file mode 100644 index 0000000..afb5102 --- /dev/null +++ b/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s1.json @@ -0,0 +1,17 @@ +{ + "conv": "sage", + "pe": "none", + "seed": 1, + "grad_mode": "full", + "contract": false, + "det": 0.8266666666666667, + "sigmas": { + "0.2": { + "passk": 0.9733333333333334, + "lamsel": 0.8733333333333333, + "random": 0.7933333333333333, + "perRoll": 0.7808333333333334, + "auroc": 0.7023538028900586 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s2.json b/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s2.json new file mode 100644 index 0000000..4f2366a --- /dev/null +++ b/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s2.json @@ -0,0 +1,17 @@ +{ + "conv": "sage", + "pe": "none", + "seed": 2, + "grad_mode": "full", + "contract": false, + "det": 0.8466666666666667, + "sigmas": { + "0.2": { + "passk": 0.98, + "lamsel": 0.9066666666666666, + "random": 0.8333333333333334, + "perRoll": 0.8204166666666667, + "auroc": 0.7895241675199938 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s3.json b/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s3.json new file mode 100644 index 0000000..b978b19 --- /dev/null +++ b/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s3.json @@ -0,0 +1,17 @@ +{ + "conv": "sage", + "pe": "none", + "seed": 3, + "grad_mode": "full", + "contract": false, + "det": 0.8133333333333334, + "sigmas": { + "0.2": { + "passk": 0.9533333333333334, + "lamsel": 0.88, + "random": 0.78, + "perRoll": 0.8016666666666666, + "auroc": 0.750294816471287 + } + } +}
\ No newline at end of file diff --git a/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s4.json b/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s4.json new file mode 100644 index 0000000..b4daa33 --- /dev/null +++ b/runs/ptrm_color_sage_full_none_n50_k3_p0.2_T3_ns3_s4.json @@ -0,0 +1,17 @@ +{ + "conv": "sage", + "pe": "none", + "seed": 4, + "grad_mode": "full", + "contract": false, + "det": 0.84, + "sigmas": { + "0.2": { + "passk": 0.9866666666666667, + "lamsel": 0.8933333333333333, + "random": 0.8466666666666667, + "perRoll": 0.8345833333333333, + "auroc": 0.7519149487355867 + } + } +}
\ No newline at end of file diff --git a/runs/real_gcn_L5_rni0_s0.json b/runs/real_gcn_L5_rni0_s0.json new file mode 100644 index 0000000..b9ec4df --- /dev/null +++ b/runs/real_gcn_L5_rni0_s0.json @@ -0,0 +1,18 @@ +{ + "dataset": "Peptides-struct", + "tag": "gcn_L5_rni0_s0", + "conv": "gcn", + "layers": 5, + "hidden": 128, + "rni": 0, + "epochs": 150, + "lr": 0.001, + "bs": 128, + "seed": 0, + "sec": 161.5, + "dev": "cuda", + "ep": 150, + "train_mae": 0.244050630256077, + "val_mae": 0.25049042685914025, + "test_mae": 0.2555193755450103 +}
\ No newline at end of file diff --git a/runs/real_gin_L10_rni0_s0.json b/runs/real_gin_L10_rni0_s0.json new file mode 100644 index 0000000..3b028b8 --- /dev/null +++ b/runs/real_gin_L10_rni0_s0.json @@ -0,0 +1,18 @@ +{ + "dataset": "Peptides-struct", + "tag": "gin_L10_rni0_s0", + "conv": "gin", + "layers": 10, + "hidden": 128, + "rni": 0, + "epochs": 150, + "lr": 0.001, + "bs": 128, + "seed": 0, + "sec": 243.5, + "dev": "cuda", + "ep": 135, + "train_mae": 0.2384826198831858, + "val_mae": 0.24895160110156447, + "test_mae": 0.2550770111042328 +}
\ No newline at end of file diff --git a/runs/real_gin_L3_rni0_s0.json b/runs/real_gin_L3_rni0_s0.json new file mode 100644 index 0000000..8ec6c07 --- /dev/null +++ b/runs/real_gin_L3_rni0_s0.json @@ -0,0 +1,18 @@ +{ + "dataset": "Peptides-struct", + "tag": "gin_L3_rni0_s0", + "conv": "gin", + "layers": 3, + "hidden": 128, + "rni": 0, + "epochs": 3, + "lr": 0.001, + "bs": 128, + "seed": 0, + "sec": 3.9, + "dev": "cuda", + "ep": 3, + "train_mae": 0.347590095878069, + "val_mae": 0.33667740190109574, + "test_mae": 0.3489650007594344 +}
\ No newline at end of file diff --git a/runs/real_gin_L3_rni16_s0.json b/runs/real_gin_L3_rni16_s0.json new file mode 100644 index 0000000..357741b --- /dev/null +++ b/runs/real_gin_L3_rni16_s0.json @@ -0,0 +1,18 @@ +{ + "dataset": "Peptides-struct", + "tag": "gin_L3_rni16_s0", + "conv": "gin", + "layers": 3, + "hidden": 128, + "rni": 16, + "epochs": 3, + "lr": 0.001, + "bs": 128, + "seed": 0, + "sec": 3.7, + "dev": "cuda", + "ep": 3, + "train_mae": 0.40587605805157545, + "val_mae": 0.39079357209850374, + "test_mae": 0.40458849098375466 +}
\ No newline at end of file diff --git a/runs/real_gin_L5_rni0_s0.json b/runs/real_gin_L5_rni0_s0.json new file mode 100644 index 0000000..08391be --- /dev/null +++ b/runs/real_gin_L5_rni0_s0.json @@ -0,0 +1,18 @@ +{ + "dataset": "Peptides-struct", + "tag": "gin_L5_rni0_s0", + "conv": "gin", + "layers": 5, + "hidden": 128, + "rni": 0, + "epochs": 150, + "lr": 0.001, + "bs": 128, + "seed": 0, + "sec": 161.1, + "dev": "cuda", + "ep": 135, + "train_mae": 0.23827263818608818, + "val_mae": 0.24697842829861874, + "test_mae": 0.25350159751862633 +}
\ No newline at end of file diff --git a/runs/real_gin_L5_rni16_s0.json b/runs/real_gin_L5_rni16_s0.json new file mode 100644 index 0000000..db6b7fc --- /dev/null +++ b/runs/real_gin_L5_rni16_s0.json @@ -0,0 +1,18 @@ +{ + "dataset": "Peptides-struct", + "tag": "gin_L5_rni16_s0", + "conv": "gin", + "layers": 5, + "hidden": 128, + "rni": 16, + "epochs": 150, + "lr": 0.001, + "bs": 128, + "seed": 0, + "sec": 167.8, + "dev": "cuda", + "ep": 150, + "train_mae": 0.236489369612221, + "val_mae": 0.24831518891272308, + "test_mae": 0.25482755748563857 +}
\ No newline at end of file diff --git a/runs/real_sweep_20260616_081956.log b/runs/real_sweep_20260616_081956.log new file mode 100644 index 0000000..bbf5d41 --- /dev/null +++ b/runs/real_sweep_20260616_081956.log @@ -0,0 +1,54 @@ +host=timan1.cs.illinois.edu gpu=0 start=2026-06-16T08:19:56-05:00 +===== --conv gin --layers 5 --rni 0 ===== +ep15 val_mae=0.4472 +ep30 val_mae=0.2721 +ep45 val_mae=0.2886 +ep60 val_mae=0.2730 +ep75 val_mae=0.2963 +ep90 val_mae=0.2586 +ep105 val_mae=0.2562 +ep120 val_mae=0.2491 +ep135 val_mae=0.2470 +ep150 val_mae=0.2474 +[gin_L5_rni0_s0] train_mae=0.2383 val_mae=0.2470 test_mae=0.2535 @ep135 (161.1s) + wrote /home/yurenh2/rrog/runs/real_gin_L5_rni0_s0.json +===== --conv gin --layers 10 --rni 0 ===== +ep15 val_mae=0.3038 +ep30 val_mae=0.6204 +ep45 val_mae=0.2929 +ep60 val_mae=0.2667 +ep75 val_mae=0.2624 +ep90 val_mae=0.2608 +ep105 val_mae=0.2526 +ep120 val_mae=0.2511 +ep135 val_mae=0.2490 +ep150 val_mae=0.2492 +[gin_L10_rni0_s0] train_mae=0.2385 val_mae=0.2490 test_mae=0.2551 @ep135 (243.5s) + wrote /home/yurenh2/rrog/runs/real_gin_L10_rni0_s0.json +===== --conv gin --layers 5 --rni 16 ===== +ep15 val_mae=0.4952 +ep30 val_mae=0.2769 +ep45 val_mae=0.2618 +ep60 val_mae=0.2594 +ep75 val_mae=0.2753 +ep90 val_mae=0.2532 +ep105 val_mae=0.2523 +ep120 val_mae=0.2506 +ep135 val_mae=0.2488 +ep150 val_mae=0.2483 +[gin_L5_rni16_s0] train_mae=0.2365 val_mae=0.2483 test_mae=0.2548 @ep150 (167.8s) + wrote /home/yurenh2/rrog/runs/real_gin_L5_rni16_s0.json +===== --conv gcn --layers 5 --rni 0 ===== +ep15 val_mae=0.2776 +ep30 val_mae=0.2730 +ep45 val_mae=0.2642 +ep60 val_mae=0.2619 +ep75 val_mae=0.2570 +ep90 val_mae=0.2570 +ep105 val_mae=0.2533 +ep120 val_mae=0.2520 +ep135 val_mae=0.2513 +ep150 val_mae=0.2505 +[gcn_L5_rni0_s0] train_mae=0.2441 val_mae=0.2505 test_mae=0.2555 @ep150 (161.5s) + wrote /home/yurenh2/rrog/runs/real_gcn_L5_rni0_s0.json +done=2026-06-16T08:33:03-05:00 diff --git a/runs/rec_1step_sig0.0_K1_bestq_T3_ns3_s0.json b/runs/rec_1step_sig0.0_K1_bestq_T3_ns3_s0.json new file mode 100644 index 0000000..dc1db82 --- /dev/null +++ b/runs/rec_1step_sig0.0_K1_bestq_T3_ns3_s0.json @@ -0,0 +1,35 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_1step_sig0.0_K1_bestq_T3_ns3_s0", + "grad_mode": "1step", + "sigma": 0.0, + "K": 1, + "select": "bestq", + "T": 3, + "n_sup": 3, + "hidden": 128, + "epochs": 200, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "seed": 0, + "sec": 168.0, + "dev": "cuda", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 80, + "val_mae": [ + 0.19435928761959076, + 0.2852666974067688 + ], + "test_mae": [ + 0.2114018052816391, + 0.29347068071365356 + ], + "test_mae_oracle": [ + 0.2114018052816391, + 0.29347068071365356 + ] +}
\ No newline at end of file diff --git a/runs/rec_full_sig0.0_K1_bestq_T3_ns3_s0.json b/runs/rec_full_sig0.0_K1_bestq_T3_ns3_s0.json new file mode 100644 index 0000000..ea7b4fa --- /dev/null +++ b/runs/rec_full_sig0.0_K1_bestq_T3_ns3_s0.json @@ -0,0 +1,35 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_full_sig0.0_K1_bestq_T3_ns3_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "bestq", + "T": 3, + "n_sup": 3, + "hidden": 128, + "epochs": 200, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "seed": 0, + "sec": 209.3, + "dev": "cuda", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 140, + "val_mae": [ + 0.1493159532546997, + 0.20290319621562958 + ], + "test_mae": [ + 0.14498460292816162, + 0.197983056306839 + ], + "test_mae_oracle": [ + 0.14498460292816162, + 0.197983056306839 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_appnp_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_appnp_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..1672f92 --- /dev/null +++ b/runs/rec_rrog_appnp_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_appnp_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "appnp", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 149.8, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 140, + "val_mae": [ + 0.516572117805481, + 0.487392783164978 + ], + "test_mae": [ + 0.5241897702217102, + 0.49413174390792847 + ], + "test_mae_oracle": [ + 0.5241897702217102, + 0.49413174390792847 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_appnp_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_appnp_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..96373c9 --- /dev/null +++ b/runs/rec_rrog_appnp_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_appnp_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "appnp", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 175.6, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 120, + "val_mae": [ + 0.48746374249458313, + 0.4855128228664398 + ], + "test_mae": [ + 0.4944251477718353, + 0.4900885820388794 + ], + "test_mae_oracle": [ + 0.4944251477718353, + 0.4900885820388794 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_arma_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_arma_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..045ccf9 --- /dev/null +++ b/runs/rec_rrog_arma_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_arma_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "arma", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 136.4, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.14000031352043152, + 0.2056213617324829 + ], + "test_mae": [ + 0.13872109353542328, + 0.201865091919899 + ], + "test_mae_oracle": [ + 0.13872109353542328, + 0.201865091919899 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_arma_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_arma_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..65b4a32 --- /dev/null +++ b/runs/rec_rrog_arma_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_arma_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "arma", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 213.2, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.0940091535449028, + 0.14743280410766602 + ], + "test_mae": [ + 0.10224228352308273, + 0.13551878929138184 + ], + "test_mae_oracle": [ + 0.10224228352308273, + 0.13551878929138184 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_cheb_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_cheb_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..81e7113 --- /dev/null +++ b/runs/rec_rrog_cheb_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_cheb_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "cheb", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 112.8, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.16218321025371552, + 0.24164889752864838 + ], + "test_mae": [ + 0.14866158366203308, + 0.23999349772930145 + ], + "test_mae_oracle": [ + 0.14866158366203308, + 0.23999349772930145 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_cheb_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_cheb_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..477b677 --- /dev/null +++ b/runs/rec_rrog_cheb_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_cheb_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "cheb", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 149.4, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.08989150822162628, + 0.19968892633914948 + ], + "test_mae": [ + 0.08699783682823181, + 0.1959630250930786 + ], + "test_mae_oracle": [ + 0.08699783682823181, + 0.1959630250930786 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_film_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_film_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..da32094 --- /dev/null +++ b/runs/rec_rrog_film_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_film_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "film", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 102.7, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.18675006926059723, + 0.30383461713790894 + ], + "test_mae": [ + 0.1926984190940857, + 0.3070546090602875 + ], + "test_mae_oracle": [ + 0.1926984190940857, + 0.3070546090602875 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_film_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_film_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..d5647b0 --- /dev/null +++ b/runs/rec_rrog_film_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_film_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "film", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 216.1, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.287736177444458, + 0.4021036922931671 + ], + "test_mae": [ + 0.25880178809165955, + 0.40551459789276123 + ], + "test_mae_oracle": [ + 0.25880178809165955, + 0.40551459789276123 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_bestq_T0_ns3_s0.json b/runs/rec_rrog_full_sig0.0_K1_bestq_T0_ns3_s0.json new file mode 100644 index 0000000..288f622 --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_bestq_T0_ns3_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_bestq_T0_ns3_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "bestq", + "T": 0, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 40, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "seed": 0, + "sec": 12.6, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 40, + "val_mae": [ + 0.5319395661354065, + 0.5700212717056274 + ], + "test_mae": [ + 0.5142009854316711, + 0.5612384080886841 + ], + "test_mae_oracle": [ + 0.5142009854316711, + 0.5612384080886841 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_bestq_T1_ns3_s0.json b/runs/rec_rrog_full_sig0.0_K1_bestq_T1_ns3_s0.json new file mode 100644 index 0000000..c8dab4a --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_bestq_T1_ns3_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_bestq_T1_ns3_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "bestq", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 40, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "seed": 0, + "sec": 21.2, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 40, + "val_mae": [ + 0.2092578113079071, + 0.27921929955482483 + ], + "test_mae": [ + 0.21319814026355743, + 0.30013495683670044 + ], + "test_mae_oracle": [ + 0.21319814026355743, + 0.30013495683670044 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_bestq_T2_ns2_s7.json b/runs/rec_rrog_full_sig0.0_K1_bestq_T2_ns2_s7.json new file mode 100644 index 0000000..11083e9 --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_bestq_T2_ns2_s7.json @@ -0,0 +1,38 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_bestq_T2_ns2_s7", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "bestq", + "T": 2, + "n_sup": 2, + "hidden": 16, + "agg_layers": 1, + "compute_layers": 2, + "epochs": 1, + "lr": 0.001, + "bs": 4096, + "lam_q": 1.0, + "seed": 7, + "sec": 0.9, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 1, + "val_mae": [ + 1.9260238409042358, + 1.1891183853149414 + ], + "test_mae": [ + 1.9688374996185303, + 1.1753125190734863 + ], + "test_mae_oracle": [ + 1.9688374996185303, + 1.1753125190734863 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_bestq_T3_ns3_s0.json b/runs/rec_rrog_full_sig0.0_K1_bestq_T3_ns3_s0.json new file mode 100644 index 0000000..6cb172d --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_bestq_T3_ns3_s0.json @@ -0,0 +1,38 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_bestq_T3_ns3_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "bestq", + "T": 3, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 40, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "seed": 0, + "sec": 22.6, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 40, + "val_mae": [ + 0.21103313565254211, + 0.2831687033176422 + ], + "test_mae": [ + 0.20590344071388245, + 0.28427624702453613 + ], + "test_mae_oracle": [ + 0.20590344071388245, + 0.28427624702453613 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_s0.json b/runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_s0.json new file mode 100644 index 0000000..347b24a --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_s0.json @@ -0,0 +1,44 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T0_ns1_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "seed": 0, + "sec": 164.1, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.11635636538267136, + 0.17483782768249512 + ], + "test_mae": [ + 0.12257809937000275, + 0.17185711860656738 + ], + "test_mae_oracle": [ + 0.12257809937000275, + 0.17185711860656738 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..e349000 --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "gin", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 84.1, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.12561701238155365, + 0.17245306074619293 + ], + "test_mae": [ + 0.10868331044912338, + 0.16380010545253754 + ], + "test_mae_oracle": [ + 0.10868331044912338, + 0.16380010545253754 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s1.json b/runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s1.json new file mode 100644 index 0000000..0732284 --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s1.json @@ -0,0 +1,45 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s1", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 1, + "sec": 144.7, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.15358196198940277, + 0.19443191587924957 + ], + "test_mae": [ + 0.15405972301959991, + 0.19683459401130676 + ], + "test_mae_oracle": [ + 0.15405972301959991, + 0.19683459401130676 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s2.json b/runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s2.json new file mode 100644 index 0000000..d7b31d7 --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s2.json @@ -0,0 +1,45 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s2", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 2, + "sec": 146.4, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.1329466551542282, + 0.18285730481147766 + ], + "test_mae": [ + 0.12890464067459106, + 0.18189696967601776 + ], + "test_mae_oracle": [ + 0.12890464067459106, + 0.18189696967601776 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s123.json b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s123.json new file mode 100644 index 0000000..785aa58 --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s123.json @@ -0,0 +1,45 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s123", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 2, + "hidden": 16, + "agg_layers": 2, + "compute_layers": 1, + "epochs": 1, + "lr": 0.001, + "bs": 64, + "lam_q": 1.0, + "act": true, + "halt_max_steps": 2, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "seed": 123, + "sec": 2.1, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 1, + "val_mae": [ + 0.5426821708679199, + 0.6003275513648987 + ], + "test_mae": [ + 0.5365709662437439, + 0.6183863878250122 + ], + "test_mae_adaptive": [ + 0.5365839600563049, + 0.6184093952178955 + ], + "fixed_steps": 2.0, + "adaptive_steps": 1.998 +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s124.json b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s124.json new file mode 100644 index 0000000..38ec135 --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s124.json @@ -0,0 +1,46 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s124", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 2, + "hidden": 16, + "agg_layers": 2, + "compute_layers": 1, + "epochs": 1, + "lr": 0.001, + "bs": 64, + "lam_q": 1.0, + "act": true, + "halt_max_steps": 2, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "seed": 124, + "sec": 3.3, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 1, + "val_mae": [ + 0.5413900017738342, + 0.7144505977630615 + ], + "test_mae": [ + 0.5429546236991882, + 0.689839243888855 + ], + "test_mae_adaptive": [ + 0.5429546236991882, + 0.689839243888855 + ], + "fixed_steps": 2.0, + "adaptive_steps": 2.0 +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull2_binary0.3_e1_s125.json b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull2_binary0.3_e1_s125.json new file mode 100644 index 0000000..e958e5d --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull2_binary0.3_e1_s125.json @@ -0,0 +1,46 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull2_binary0.3_e1_s125", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 16, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 1, + "lr": 0.001, + "bs": 64, + "lam_q": 1.0, + "act": true, + "halt_max_steps": 2, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "binary", + "halt_exploration_prob": 0.1, + "seed": 125, + "sec": 3.7, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 1, + "val_mae": [ + 0.6040546894073486, + 0.6604375243186951 + ], + "test_mae": [ + 0.6179218888282776, + 0.6693928241729736 + ], + "test_mae_adaptive": [ + 0.6178930997848511, + 0.6693146824836731 + ], + "fixed_steps": 2.0, + "adaptive_steps": 1.999 +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_e200_s0.json b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_e200_s0.json new file mode 100644 index 0000000..1b93172 --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_e200_s0.json @@ -0,0 +1,46 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_e200_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": true, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "binary", + "halt_exploration_prob": 0.1, + "seed": 0, + "sec": 369.9, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 140, + "val_mae": [ + 0.34055304527282715, + 0.31270870566368103 + ], + "test_mae": [ + 0.35694342851638794, + 0.32599586248397827 + ], + "test_mae_adaptive": [ + 0.15837429463863373, + 0.22618268430233002 + ], + "fixed_steps": 8.0, + "adaptive_steps": 1.717 +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_s0.json b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_s0.json new file mode 100644 index 0000000..29112b6 --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_s0.json @@ -0,0 +1,46 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 40, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": true, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "binary", + "halt_exploration_prob": 0.1, + "seed": 0, + "sec": 70.3, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 40, + "val_mae": [ + 0.3755418062210083, + 0.458046019077301 + ], + "test_mae": [ + 0.3479718565940857, + 0.46119195222854614 + ], + "test_mae_adaptive": [ + 0.2506031394004822, + 0.36558955907821655 + ], + "fixed_steps": 8.0, + "adaptive_steps": 3.227 +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0.json b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0.json new file mode 100644 index 0000000..a723a4a --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0.json @@ -0,0 +1,46 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T1_ns3_act8_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 40, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": true, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "seed": 0, + "sec": 70.9, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 20, + "val_mae": [ + 0.39113977551460266, + 0.46092846989631653 + ], + "test_mae": [ + 0.38368427753448486, + 0.4671553671360016 + ], + "test_mae_adaptive": [ + 0.33561548590660095, + 0.4454902708530426 + ], + "fixed_steps": 8.0, + "adaptive_steps": 5.9 +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_s0.json b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_s0.json new file mode 100644 index 0000000..0d09206 --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_s0.json @@ -0,0 +1,44 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T1_ns3_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "seed": 0, + "sec": 220.1, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.11644899100065231, + 0.1973070651292801 + ], + "test_mae": [ + 0.128986656665802, + 0.20789974927902222 + ], + "test_mae_oracle": [ + 0.128986656665802, + 0.20789974927902222 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..26a0c71 --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "gin", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 124.5, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.0887933298945427, + 0.13813777267932892 + ], + "test_mae": [ + 0.08772052079439163, + 0.13452111184597015 + ], + "test_mae_oracle": [ + 0.08772052079439163, + 0.13452111184597015 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s1.json b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s1.json new file mode 100644 index 0000000..031e0f3 --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s1.json @@ -0,0 +1,45 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s1", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 1, + "sec": 213.1, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 180, + "val_mae": [ + 0.08802676200866699, + 0.13726426661014557 + ], + "test_mae": [ + 0.08931108564138412, + 0.14095202088356018 + ], + "test_mae_oracle": [ + 0.08931108564138412, + 0.14095202088356018 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s2.json b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s2.json new file mode 100644 index 0000000..d6bad92 --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s2.json @@ -0,0 +1,45 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s2", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 2, + "sec": 212.0, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.10446181893348694, + 0.1443730890750885 + ], + "test_mae": [ + 0.10304161161184311, + 0.1481563299894333 + ], + "test_mae_oracle": [ + 0.10304161161184311, + 0.1481563299894333 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s901.json b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s901.json new file mode 100644 index 0000000..dd0a8a6 --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s901.json @@ -0,0 +1,45 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s901", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 1, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 901, + "sec": 1.8, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 1, + "val_mae": [ + 0.5376940965652466, + 0.6443222761154175 + ], + "test_mae": [ + 0.5480546355247498, + 0.6407411098480225 + ], + "test_mae_oracle": [ + 0.5480546355247498, + 0.6407411098480225 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T3_ns3_s0.json b/runs/rec_rrog_full_sig0.0_K1_none_T3_ns3_s0.json new file mode 100644 index 0000000..4361116 --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T3_ns3_s0.json @@ -0,0 +1,44 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T3_ns3_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 3, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "seed": 0, + "sec": 224.6, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 140, + "val_mae": [ + 0.18107640743255615, + 0.2467493712902069 + ], + "test_mae": [ + 0.18975667655467987, + 0.2632835805416107 + ], + "test_mae_oracle": [ + 0.18975667655467987, + 0.2632835805416107 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_full_sig0.0_K1_none_T3_ns3_trace_s0.json b/runs/rec_rrog_full_sig0.0_K1_none_T3_ns3_trace_s0.json new file mode 100644 index 0000000..f56df80 --- /dev/null +++ b/runs/rec_rrog_full_sig0.0_K1_none_T3_ns3_trace_s0.json @@ -0,0 +1,45 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_full_sig0.0_K1_none_T3_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 3, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "sec": 238.0, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.094108447432518, + 0.13809734582901 + ], + "test_mae": [ + 0.08507680147886276, + 0.12733697891235352 + ], + "test_mae_oracle": [ + 0.08507680147886276, + 0.12733697891235352 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_gatv2_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_gatv2_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..6e606fa --- /dev/null +++ b/runs/rec_rrog_gatv2_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_gatv2_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "gatv2", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 113.7, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 180, + "val_mae": [ + 0.1604059338569641, + 0.24803805351257324 + ], + "test_mae": [ + 0.15068109333515167, + 0.25051042437553406 + ], + "test_mae_oracle": [ + 0.15068109333515167, + 0.25051042437553406 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_gatv2_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_gatv2_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..e1d986c --- /dev/null +++ b/runs/rec_rrog_gatv2_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_gatv2_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "gatv2", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 160.3, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.10159114748239517, + 0.21391241252422333 + ], + "test_mae": [ + 0.1038370430469513, + 0.20821833610534668 + ], + "test_mae_oracle": [ + 0.1038370430469513, + 0.20821833610534668 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_gcn_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_gcn_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..4ce1d1f --- /dev/null +++ b/runs/rec_rrog_gcn_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_gcn_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "gcn", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 86.5, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.2706347703933716, + 0.3114604353904724 + ], + "test_mae": [ + 0.2676979601383209, + 0.31771764159202576 + ], + "test_mae_oracle": [ + 0.2676979601383209, + 0.31771764159202576 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_gcn_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_gcn_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..968f7fc --- /dev/null +++ b/runs/rec_rrog_gcn_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_gcn_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "gcn", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 121.7, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.17954416573047638, + 0.25849688053131104 + ], + "test_mae": [ + 0.17883898317813873, + 0.28149375319480896 + ], + "test_mae_oracle": [ + 0.17883898317813873, + 0.28149375319480896 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_gen_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_gen_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..391ab5e --- /dev/null +++ b/runs/rec_rrog_gen_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_gen_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "gen", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 101.3, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.15094247460365295, + 0.24518032371997833 + ], + "test_mae": [ + 0.13968762755393982, + 0.24574218690395355 + ], + "test_mae_oracle": [ + 0.13968762755393982, + 0.24574218690395355 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_gen_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_gen_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..c25982e --- /dev/null +++ b/runs/rec_rrog_gen_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_gen_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "gen", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 150.1, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 180, + "val_mae": [ + 0.13552801311016083, + 0.21986626088619232 + ], + "test_mae": [ + 0.12015220522880554, + 0.22031323611736298 + ], + "test_mae_oracle": [ + 0.12015220522880554, + 0.22031323611736298 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_gine_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_gine_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..b8003bf --- /dev/null +++ b/runs/rec_rrog_gine_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_gine_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "gine", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 100.6, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.09561386704444885, + 0.14305318892002106 + ], + "test_mae": [ + 0.09142361581325531, + 0.1402580887079239 + ], + "test_mae_oracle": [ + 0.09142361581325531, + 0.1402580887079239 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_gine_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_gine_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..5ecc8f1 --- /dev/null +++ b/runs/rec_rrog_gine_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_gine_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "gine", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 159.6, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.0580325685441494, + 0.10609347373247147 + ], + "test_mae": [ + 0.05187428742647171, + 0.09901637583971024 + ], + "test_mae_oracle": [ + 0.05187428742647171, + 0.09901637583971024 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_graphconv_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_graphconv_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..96d5b3a --- /dev/null +++ b/runs/rec_rrog_graphconv_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_graphconv_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "graphconv", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 71.9, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 180, + "val_mae": [ + 0.1471337080001831, + 0.20361122488975525 + ], + "test_mae": [ + 0.14493322372436523, + 0.20126454532146454 + ], + "test_mae_oracle": [ + 0.14493322372436523, + 0.20126454532146454 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_graphconv_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_graphconv_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..a2ce528 --- /dev/null +++ b/runs/rec_rrog_graphconv_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_graphconv_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "graphconv", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 119.4, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.07761617749929428, + 0.13153068721294403 + ], + "test_mae": [ + 0.07892274111509323, + 0.1270511895418167 + ], + "test_mae_oracle": [ + 0.07892274111509323, + 0.1270511895418167 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_graphsage_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_graphsage_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..b468b2a --- /dev/null +++ b/runs/rec_rrog_graphsage_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_graphsage_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "graphsage", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 78.6, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.17156678438186646, + 0.2418467104434967 + ], + "test_mae": [ + 0.16963693499565125, + 0.24828621745109558 + ], + "test_mae_oracle": [ + 0.16963693499565125, + 0.24828621745109558 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_graphsage_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_graphsage_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..4005b1b --- /dev/null +++ b/runs/rec_rrog_graphsage_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_graphsage_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "graphsage", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 110.1, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.11123412102460861, + 0.226893350481987 + ], + "test_mae": [ + 0.10119834542274475, + 0.23949070274829865 + ], + "test_mae_oracle": [ + 0.10119834542274475, + 0.23949070274829865 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_mf_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_mf_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..4a20afb --- /dev/null +++ b/runs/rec_rrog_mf_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_mf_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "mf", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 331.2, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 180, + "val_mae": [ + 0.13346724212169647, + 0.17167781293392181 + ], + "test_mae": [ + 0.1310972422361374, + 0.1719895601272583 + ], + "test_mae_oracle": [ + 0.1310972422361374, + 0.1719895601272583 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_mf_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_mf_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..d79b7b3 --- /dev/null +++ b/runs/rec_rrog_mf_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_mf_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "mf", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 327.5, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.07755542546510696, + 0.12109854817390442 + ], + "test_mae": [ + 0.06932510435581207, + 0.12173844128847122 + ], + "test_mae_oracle": [ + 0.06932510435581207, + 0.12173844128847122 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_pna_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_pna_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..1b1c744 --- /dev/null +++ b/runs/rec_rrog_pna_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_pna_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "pna", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 184.2, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 180, + "val_mae": [ + 0.06923778355121613, + 0.0872422307729721 + ], + "test_mae": [ + 0.06226735562086105, + 0.09160249680280685 + ], + "test_mae_oracle": [ + 0.06226735562086105, + 0.09160249680280685 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_pna_full_sig0.0_K1_none_T1_ns2_trace_s0.json b/runs/rec_rrog_pna_full_sig0.0_K1_none_T1_ns2_trace_s0.json new file mode 100644 index 0000000..eb162c9 --- /dev/null +++ b/runs/rec_rrog_pna_full_sig0.0_K1_none_T1_ns2_trace_s0.json @@ -0,0 +1,46 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_pna_full_sig0.0_K1_none_T1_ns2_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 2, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "pna", + "epochs": 1, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "sec": 2.2, + "dev": "cuda", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 1, + "val_mae": [ + 0.8741163611412048, + 0.8400496244430542 + ], + "test_mae": [ + 0.9354281425476074, + 0.8538893461227417 + ], + "test_mae_oracle": [ + 0.9354281425476074, + 0.8538893461227417 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_pna_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_pna_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..3cfa054 --- /dev/null +++ b/runs/rec_rrog_pna_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_pna_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "pna", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 212.1, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.05049829185009003, + 0.0710764154791832 + ], + "test_mae": [ + 0.041653066873550415, + 0.0639614462852478 + ], + "test_mae_oracle": [ + 0.041653066873550415, + 0.0639614462852478 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_resgated_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_resgated_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..eaa8f9b --- /dev/null +++ b/runs/rec_rrog_resgated_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_resgated_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "resgated", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 102.6, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.1363198459148407, + 0.18200460076332092 + ], + "test_mae": [ + 0.1365387737751007, + 0.18024799227714539 + ], + "test_mae_oracle": [ + 0.1365387737751007, + 0.18024799227714539 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_resgated_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_resgated_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..51e40bb --- /dev/null +++ b/runs/rec_rrog_resgated_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_resgated_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "resgated", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 137.8, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 180, + "val_mae": [ + 0.07244974374771118, + 0.11092057079076767 + ], + "test_mae": [ + 0.06887289136648178, + 0.10761728137731552 + ], + "test_mae_oracle": [ + 0.06887289136648178, + 0.10761728137731552 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_sgc_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_sgc_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..11dab34 --- /dev/null +++ b/runs/rec_rrog_sgc_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_sgc_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "sgc", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 91.8, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.29122766852378845, + 0.33744269609451294 + ], + "test_mae": [ + 0.2915189266204834, + 0.3516658842563629 + ], + "test_mae_oracle": [ + 0.2915189266204834, + 0.3516658842563629 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_sgc_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_sgc_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..d9f7863 --- /dev/null +++ b/runs/rec_rrog_sgc_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_sgc_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "sgc", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 124.9, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.19793416559696198, + 0.3029009997844696 + ], + "test_mae": [ + 0.1908223181962967, + 0.3157658874988556 + ], + "test_mae_oracle": [ + 0.1908223181962967, + 0.3157658874988556 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_tag_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_tag_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..bccb853 --- /dev/null +++ b/runs/rec_rrog_tag_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_tag_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "tag", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 109.9, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.11659888178110123, + 0.17228826880455017 + ], + "test_mae": [ + 0.11192158609628677, + 0.17113320529460907 + ], + "test_mae_oracle": [ + 0.11192158609628677, + 0.17113320529460907 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_tag_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_tag_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..b4a8256 --- /dev/null +++ b/runs/rec_rrog_tag_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_tag_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "tag", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 147.1, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.051080916076898575, + 0.08987285196781158 + ], + "test_mae": [ + 0.05129510164260864, + 0.08730053156614304 + ], + "test_mae_oracle": [ + 0.05129510164260864, + 0.08730053156614304 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_transformer_full_sig0.0_K1_none_T0_ns1_trace_s0.json b/runs/rec_rrog_transformer_full_sig0.0_K1_none_T0_ns1_trace_s0.json new file mode 100644 index 0000000..7fad586 --- /dev/null +++ b/runs/rec_rrog_transformer_full_sig0.0_K1_none_T0_ns1_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_transformer_full_sig0.0_K1_none_T0_ns1_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 0, + "n_sup": 1, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "transformer", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 129.3, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 200, + "val_mae": [ + 0.15405215322971344, + 0.2296278476715088 + ], + "test_mae": [ + 0.14875350892543793, + 0.22720274329185486 + ], + "test_mae_oracle": [ + 0.14875350892543793, + 0.22720274329185486 + ] +}
\ No newline at end of file diff --git a/runs/rec_rrog_transformer_full_sig0.0_K1_none_T1_ns3_trace_s0.json b/runs/rec_rrog_transformer_full_sig0.0_K1_none_T1_ns3_trace_s0.json new file mode 100644 index 0000000..629be7d --- /dev/null +++ b/runs/rec_rrog_transformer_full_sig0.0_K1_none_T1_ns3_trace_s0.json @@ -0,0 +1,47 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_rrog_transformer_full_sig0.0_K1_none_T1_ns3_trace_s0", + "grad_mode": "full", + "sigma": 0.0, + "K": 1, + "select": "none", + "T": 1, + "n_sup": 3, + "hidden": 64, + "agg_layers": 5, + "compute_layers": 2, + "view": "transformer", + "epochs": 200, + "lr": 0.001, + "bs": 256, + "lam_q": 1.0, + "act": false, + "halt_max_steps": 8, + "halt_norm_threshold": 0.3, + "halt_temp": 0.1, + "halt_target": "soft", + "halt_exploration_prob": 0.1, + "loss_mode": "trace", + "seed": 0, + "device": "cuda:0", + "sec": 210.2, + "dev": "cuda:0", + "arch": "rrog_once_agg_node_compute", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 180, + "val_mae": [ + 0.09927801787853241, + 0.20996834337711334 + ], + "test_mae": [ + 0.1036745011806488, + 0.2231702208518982 + ], + "test_mae_oracle": [ + 0.1036745011806488, + 0.2231702208518982 + ] +}
\ No newline at end of file diff --git a/runs/rec_sig0.0_K1_bestq_T3_ns3_s0.json b/runs/rec_sig0.0_K1_bestq_T3_ns3_s0.json new file mode 100644 index 0000000..d983501 --- /dev/null +++ b/runs/rec_sig0.0_K1_bestq_T3_ns3_s0.json @@ -0,0 +1,34 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_sig0.0_K1_bestq_T3_ns3_s0", + "sigma": 0.0, + "K": 1, + "select": "bestq", + "T": 3, + "n_sup": 3, + "hidden": 128, + "epochs": 200, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "seed": 0, + "sec": 210.1, + "dev": "cuda", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 140, + "val_mae": [ + 0.14077112078666687, + 0.18784108757972717 + ], + "test_mae": [ + 0.1506122499704361, + 0.19844625890254974 + ], + "test_mae_oracle": [ + 0.1506122499704361, + 0.19844625890254974 + ] +}
\ No newline at end of file diff --git a/runs/rec_sig0.1_K8_bestq_T3_ns3_s0.json b/runs/rec_sig0.1_K8_bestq_T3_ns3_s0.json new file mode 100644 index 0000000..bb6420e --- /dev/null +++ b/runs/rec_sig0.1_K8_bestq_T3_ns3_s0.json @@ -0,0 +1,34 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_sig0.1_K8_bestq_T3_ns3_s0", + "sigma": 0.1, + "K": 8, + "select": "bestq", + "T": 3, + "n_sup": 3, + "hidden": 128, + "epochs": 200, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "seed": 0, + "sec": 211.1, + "dev": "cuda", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 180, + "val_mae": [ + 0.1527794450521469, + 0.26431822776794434 + ], + "test_mae": [ + 0.15733911097049713, + 0.2645413875579834 + ], + "test_mae_oracle": [ + 0.08885522931814194, + 0.1291976273059845 + ] +}
\ No newline at end of file diff --git a/runs/rec_sig0.1_K8_none_T3_ns3_s0.json b/runs/rec_sig0.1_K8_none_T3_ns3_s0.json new file mode 100644 index 0000000..76ceee5 --- /dev/null +++ b/runs/rec_sig0.1_K8_none_T3_ns3_s0.json @@ -0,0 +1,34 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_sig0.1_K8_none_T3_ns3_s0", + "sigma": 0.1, + "K": 8, + "select": "none", + "T": 3, + "n_sup": 3, + "hidden": 128, + "epochs": 200, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "seed": 0, + "sec": 212.0, + "dev": "cuda", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 140, + "val_mae": [ + 0.1645255982875824, + 0.22213539481163025 + ], + "test_mae": [ + 0.16389606893062592, + 0.23174288868904114 + ], + "test_mae_oracle": [ + 0.09854131191968918, + 0.120295949280262 + ] +}
\ No newline at end of file diff --git a/runs/rec_sig0.2_K16_bestq_T3_ns3_s0.json b/runs/rec_sig0.2_K16_bestq_T3_ns3_s0.json new file mode 100644 index 0000000..b59684f --- /dev/null +++ b/runs/rec_sig0.2_K16_bestq_T3_ns3_s0.json @@ -0,0 +1,34 @@ +{ + "dataset": "ZINC-cycle56", + "tag": "rec_sig0.2_K16_bestq_T3_ns3_s0", + "sigma": 0.2, + "K": 16, + "select": "bestq", + "T": 3, + "n_sup": 3, + "hidden": 128, + "epochs": 200, + "lr": 0.001, + "bs": 128, + "lam_q": 1.0, + "seed": 0, + "sec": 207.9, + "dev": "cuda", + "y_std_raw": [ + 0.7805301547050476, + 0.9526597261428833 + ], + "ep": 60, + "val_mae": [ + 0.19973090291023254, + 0.3134014308452606 + ], + "test_mae": [ + 0.20950639247894287, + 0.30515405535697937 + ], + "test_mae_oracle": [ + 0.1255389302968979, + 0.1383717805147171 + ] +}
\ No newline at end of file diff --git a/runs/rec_sweep.log b/runs/rec_sweep.log new file mode 100644 index 0000000..850f373 --- /dev/null +++ b/runs/rec_sweep.log @@ -0,0 +1,54 @@ +host=timan1.cs.illinois.edu gpu=0 start=2026-06-16T09:56:20-05:00 +===== --sigma 0 --K 1 --select bestq ===== +ep20 val_mae=[0.343, 0.416] +ep40 val_mae=[0.271, 0.321] +ep60 val_mae=[0.192, 0.234] +ep80 val_mae=[0.203, 0.245] +ep100 val_mae=[0.289, 0.382] +ep120 val_mae=[0.189, 0.235] +ep140 val_mae=[0.141, 0.188] +ep160 val_mae=[0.131, 0.286] +ep180 val_mae=[0.178, 0.295] +ep200 val_mae=[0.132, 0.244] +[rec_sig0.0_K1_bestq_T3_ns3_s0] test_mae=[0.151, 0.198] oracle@K=[0.151, 0.198] @ep140 (210.1s) + wrote /home/yurenh2/rrog/runs/rec_sig0.0_K1_bestq_T3_ns3_s0.json +===== --sigma 0.1 --K 8 --select none ===== +ep20 val_mae=[0.343, 0.401] +ep40 val_mae=[0.273, 0.304] +ep60 val_mae=[0.324, 0.339] +ep80 val_mae=[0.207, 0.409] +ep100 val_mae=[0.172, 0.261] +ep120 val_mae=[0.199, 0.271] +ep140 val_mae=[0.165, 0.222] +ep160 val_mae=[0.173, 0.258] +ep180 val_mae=[0.204, 0.33] +ep200 val_mae=[0.206, 0.333] +[rec_sig0.1_K8_none_T3_ns3_s0] test_mae=[0.164, 0.232] oracle@K=[0.099, 0.12] @ep140 (212.0s) + wrote /home/yurenh2/rrog/runs/rec_sig0.1_K8_none_T3_ns3_s0.json +===== --sigma 0.1 --K 8 --select bestq ===== +ep20 val_mae=[0.342, 0.419] +ep40 val_mae=[0.276, 0.34] +ep60 val_mae=[0.205, 0.282] +ep80 val_mae=[0.181, 0.507] +ep100 val_mae=[0.198, 0.588] +ep120 val_mae=[0.235, 0.542] +ep140 val_mae=[0.219, 0.428] +ep160 val_mae=[0.16, 0.283] +ep180 val_mae=[0.153, 0.264] +ep200 val_mae=[0.147, 0.291] +[rec_sig0.1_K8_bestq_T3_ns3_s0] test_mae=[0.157, 0.265] oracle@K=[0.089, 0.129] @ep180 (211.1s) + wrote /home/yurenh2/rrog/runs/rec_sig0.1_K8_bestq_T3_ns3_s0.json +===== --sigma 0.2 --K 16 --select bestq ===== +ep20 val_mae=[0.32, 0.384] +ep40 val_mae=[0.295, 0.322] +ep60 val_mae=[0.2, 0.313] +ep80 val_mae=[0.2, 0.331] +ep100 val_mae=[0.332, 0.522] +ep120 val_mae=[0.202, 0.374] +ep140 val_mae=[0.261, 0.339] +ep160 val_mae=[0.261, 0.404] +ep180 val_mae=[0.177, 0.339] +ep200 val_mae=[0.24, 0.356] +[rec_sig0.2_K16_bestq_T3_ns3_s0] test_mae=[0.21, 0.305] oracle@K=[0.126, 0.138] @ep60 (207.9s) + wrote /home/yurenh2/rrog/runs/rec_sig0.2_K16_bestq_T3_ns3_s0.json +done=2026-06-16T10:11:08-05:00 diff --git a/runs/rrog_attn_T1_T3_e80_seed0_20260617_113532.log b/runs/rrog_attn_T1_T3_e80_seed0_20260617_113532.log new file mode 100644 index 0000000..bf7e5c4 --- /dev/null +++ b/runs/rrog_attn_T1_T3_e80_seed0_20260617_113532.log @@ -0,0 +1,8 @@ +===== attn T=1 ===== +ep20 solve_rate=0.000 mean_conflicts=50.67 +ep40 solve_rate=0.000 mean_conflicts=45.77 +ep60 solve_rate=0.000 mean_conflicts=34.93 +ep80 solve_rate=0.000 mean_conflicts=32.84 +[color_rrog_attn_gin_full_none_n50_k3_p0.2_T1_ns3_s0] best solve_rate=0.0 @ep20 (96.3s) + wrote /home/yurenh2/rrog/runs/ckpt_color_rrog_attn_gin_full_none_n50_k3_p0.2_T1_ns3_s0.pt +===== attn T=3 ===== diff --git a/runs/rrog_color_T1_seed0_20260617_113041.log b/runs/rrog_color_T1_seed0_20260617_113041.log new file mode 100644 index 0000000..e275e3e --- /dev/null +++ b/runs/rrog_color_T1_seed0_20260617_113041.log @@ -0,0 +1,10 @@ +ep20 solve_rate=0.000 mean_conflicts=61.33 +ep40 solve_rate=0.000 mean_conflicts=50.18 +ep60 solve_rate=0.000 mean_conflicts=38.73 +ep80 solve_rate=0.000 mean_conflicts=36.58 +ep100 solve_rate=0.000 mean_conflicts=36.11 +ep120 solve_rate=0.000 mean_conflicts=35.95 +ep140 solve_rate=0.000 mean_conflicts=35.86 +ep150 solve_rate=0.000 mean_conflicts=35.80 +[color_rrog_gin_full_none_n50_k3_p0.2_T1_ns3_s0] best solve_rate=0.0 @ep20 (127.8s) + wrote /home/yurenh2/rrog/runs/ckpt_color_rrog_gin_full_none_n50_k3_p0.2_T1_ns3_s0.pt diff --git a/runs/rrog_color_sweep_20260617_112632.log b/runs/rrog_color_sweep_20260617_112632.log new file mode 100644 index 0000000..b3cf032 --- /dev/null +++ b/runs/rrog_color_sweep_20260617_112632.log @@ -0,0 +1,2 @@ +host=timan1.cs.illinois.edu gpu=? start=2026-06-17T11:26:32-05:00 +===== train full ===== diff --git a/runs/rrog_gcn_node_agg4_T3_e150_seed0_20260617_114425.log b/runs/rrog_gcn_node_agg4_T3_e150_seed0_20260617_114425.log new file mode 100644 index 0000000..4bc2865 --- /dev/null +++ b/runs/rrog_gcn_node_agg4_T3_e150_seed0_20260617_114425.log @@ -0,0 +1,5 @@ +ep20 solve_rate=0.000 mean_conflicts=59.14 +ep40 solve_rate=0.000 mean_conflicts=93.71 +ep60 solve_rate=0.000 mean_conflicts=41.06 +ep80 solve_rate=0.000 mean_conflicts=29.80 +ep100 solve_rate=0.000 mean_conflicts=31.36 diff --git a/runs/rrog_node_agg4_T1_e80_seed0_20260617_113927.log b/runs/rrog_node_agg4_T1_e80_seed0_20260617_113927.log new file mode 100644 index 0000000..0dda954 --- /dev/null +++ b/runs/rrog_node_agg4_T1_e80_seed0_20260617_113927.log @@ -0,0 +1,6 @@ +ep20 solve_rate=0.000 mean_conflicts=58.17 +ep40 solve_rate=0.000 mean_conflicts=21.81 +ep60 solve_rate=0.000 mean_conflicts=17.77 +ep80 solve_rate=0.000 mean_conflicts=16.47 +[color_rrog_node_gin_full_none_n50_k3_p0.2_T1_ns3_s0] best solve_rate=0.0 @ep20 (54.3s) + wrote /home/yurenh2/rrog/runs/ckpt_color_rrog_node_gin_full_none_n50_k3_p0.2_T1_ns3_s0.pt diff --git a/runs/rrog_rec_T0_T3_e40_seed0_20260617_114919.log b/runs/rrog_rec_T0_T3_e40_seed0_20260617_114919.log new file mode 100644 index 0000000..c763eae --- /dev/null +++ b/runs/rrog_rec_T0_T3_e40_seed0_20260617_114919.log @@ -0,0 +1,10 @@ +===== rec T=0 ===== +ep20 val_mae=[0.537, 0.59] +ep40 val_mae=[0.532, 0.57] +[rec_rrog_full_sig0.0_K1_bestq_T0_ns3_s0] test_mae=[0.514, 0.561] oracle@K=[0.514, 0.561] @ep40 (12.6s) + wrote /home/yurenh2/rrog/runs/ckpt_rec_rrog_full_sig0.0_K1_bestq_T0_ns3_s0.pt +===== rec T=3 ===== +ep20 val_mae=[0.34, 0.365] +ep40 val_mae=[0.211, 0.283] +[rec_rrog_full_sig0.0_K1_bestq_T3_ns3_s0] test_mae=[0.206, 0.284] oracle@K=[0.206, 0.284] @ep40 (22.6s) + wrote /home/yurenh2/rrog/runs/ckpt_rec_rrog_full_sig0.0_K1_bestq_T3_ns3_s0.pt diff --git a/runs/rrog_rec_T1_e40_seed0_20260617_115020.log b/runs/rrog_rec_T1_e40_seed0_20260617_115020.log new file mode 100644 index 0000000..26fdead --- /dev/null +++ b/runs/rrog_rec_T1_e40_seed0_20260617_115020.log @@ -0,0 +1,4 @@ +ep20 val_mae=[0.339, 0.445] +ep40 val_mae=[0.209, 0.279] +[rec_rrog_full_sig0.0_K1_bestq_T1_ns3_s0] test_mae=[0.213, 0.3] oracle@K=[0.213, 0.3] @ep40 (21.2s) + wrote /home/yurenh2/rrog/runs/ckpt_rec_rrog_full_sig0.0_K1_bestq_T1_ns3_s0.pt diff --git a/runs/rrog_trm_gnn_perf_20260617_112714.log b/runs/rrog_trm_gnn_perf_20260617_112714.log new file mode 100644 index 0000000..ecbdbf4 --- /dev/null +++ b/runs/rrog_trm_gnn_perf_20260617_112714.log @@ -0,0 +1,13 @@ +host=timan1.cs.illinois.edu gpu=? start=2026-06-17T11:27:14-05:00 +===== train full ===== +ep20 solve_rate=0.000 mean_conflicts=66.64 +ep40 solve_rate=0.000 mean_conflicts=50.38 +ep60 solve_rate=0.000 mean_conflicts=39.63 +ep80 solve_rate=0.000 mean_conflicts=37.37 +ep100 solve_rate=0.000 mean_conflicts=36.56 +ep120 solve_rate=0.000 mean_conflicts=36.30 +ep140 solve_rate=0.000 mean_conflicts=36.23 +ep150 solve_rate=0.000 mean_conflicts=36.25 +[color_rrog_gin_full_none_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.0 @ep20 (141.4s) + wrote /home/yurenh2/rrog/runs/ckpt_color_rrog_gin_full_none_n50_k3_p0.2_T3_ns3_s0.pt +===== train 1step ===== diff --git a/runs/rrog_viewonly_agg4_T0_e150_seed0_20260617_114134.log b/runs/rrog_viewonly_agg4_T0_e150_seed0_20260617_114134.log new file mode 100644 index 0000000..333c591 --- /dev/null +++ b/runs/rrog_viewonly_agg4_T0_e150_seed0_20260617_114134.log @@ -0,0 +1,10 @@ +ep20 solve_rate=0.000 mean_conflicts=81.17 +ep40 solve_rate=0.000 mean_conflicts=18.96 +ep60 solve_rate=0.000 mean_conflicts=16.98 +ep80 solve_rate=0.000 mean_conflicts=15.84 +ep100 solve_rate=0.000 mean_conflicts=15.50 +ep120 solve_rate=0.000 mean_conflicts=15.44 +ep140 solve_rate=0.000 mean_conflicts=15.69 +ep150 solve_rate=0.000 mean_conflicts=15.68 +[color_rrog_node_gin_full_none_n50_k3_p0.2_T0_ns3_s0] best solve_rate=0.0 @ep20 (69.4s) + wrote /home/yurenh2/rrog/runs/ckpt_color_rrog_node_gin_full_none_n50_k3_p0.2_T0_ns3_s0.pt diff --git a/runs/rrog_viewonly_gcn_agg4_T0_e150_seed0_20260617_114257.log b/runs/rrog_viewonly_gcn_agg4_T0_e150_seed0_20260617_114257.log new file mode 100644 index 0000000..b28b107 --- /dev/null +++ b/runs/rrog_viewonly_gcn_agg4_T0_e150_seed0_20260617_114257.log @@ -0,0 +1,10 @@ +ep20 solve_rate=0.000 mean_conflicts=67.89 +ep40 solve_rate=0.000 mean_conflicts=46.29 +ep60 solve_rate=0.000 mean_conflicts=58.42 +ep80 solve_rate=0.000 mean_conflicts=51.36 +ep100 solve_rate=0.000 mean_conflicts=32.18 +ep120 solve_rate=0.007 mean_conflicts=20.98 +ep140 solve_rate=0.003 mean_conflicts=18.32 +ep150 solve_rate=0.003 mean_conflicts=18.08 +[color_rrog_node_gcn_full_none_n50_k3_p0.2_T0_ns3_s0] best solve_rate=0.0067 @ep120 (72.9s) + wrote /home/yurenh2/rrog/runs/ckpt_color_rrog_node_gcn_full_none_n50_k3_p0.2_T0_ns3_s0.pt diff --git a/runs/seeds_sweep.log b/runs/seeds_sweep.log new file mode 100644 index 0000000..7e1b08f --- /dev/null +++ b/runs/seeds_sweep.log @@ -0,0 +1,234 @@ +host=timan1.cs.illinois.edu gpu=0 start=2026-06-16T11:50:28-05:00 +===== seed=0 full none ===== +ep20 solve_rate=0.000 mean_conflicts=114.06 +ep40 solve_rate=0.163 mean_conflicts=61.27 +ep60 solve_rate=0.410 mean_conflicts=17.81 +ep80 solve_rate=0.610 mean_conflicts=4.32 +ep100 solve_rate=0.440 mean_conflicts=16.00 +ep120 solve_rate=0.287 mean_conflicts=19.54 +ep140 solve_rate=0.090 mean_conflicts=59.83 +ep150 solve_rate=0.063 mean_conflicts=70.46 +[color_full_none_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.61 mean_conflicts=4.323 @ep80 (155.3s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_none_n50_k3_p0.2_T3_ns3_s0.pt +[full] LE n=300 fail_rate=0.39 | lambda1 SOLVED mean -0.3206 (n=183) | UNSOLVED mean +0.0485 (n=117) | sep=+0.3692 | AUROC(fail|lambda1)=0.919 | mean_lambda1=-0.1767 +[pe=none s0] deterministic solve_rate = 0.627 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.900 0.773 0.640 0.595 0.883 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s0.json +===== seed=0 full rwse ===== +ep20 solve_rate=0.000 mean_conflicts=51.22 +ep40 solve_rate=0.083 mean_conflicts=55.16 +ep60 solve_rate=0.203 mean_conflicts=58.38 +ep80 solve_rate=0.350 mean_conflicts=37.23 +ep100 solve_rate=0.383 mean_conflicts=31.48 +ep120 solve_rate=0.203 mean_conflicts=53.56 +ep140 solve_rate=0.273 mean_conflicts=37.79 +ep150 solve_rate=0.280 mean_conflicts=36.98 +[color_full_rwse_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.3833 mean_conflicts=31.483 @ep100 (153.3s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_rwse_n50_k3_p0.2_T3_ns3_s0.pt +[full] LE n=300 fail_rate=0.62 | lambda1 SOLVED mean -0.1834 (n=115) | UNSOLVED mean +0.0100 (n=185) | sep=+0.1934 | AUROC(fail|lambda1)=0.817 | mean_lambda1=-0.0641 +[pe=rwse s0] deterministic solve_rate = 0.407 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.740 0.587 0.493 0.426 0.808 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s0.json +===== seed=0 1step none ===== +ep20 solve_rate=0.000 mean_conflicts=44.63 +ep40 solve_rate=0.123 mean_conflicts=19.01 +ep60 solve_rate=0.200 mean_conflicts=18.33 +ep80 solve_rate=0.067 mean_conflicts=42.81 +ep100 solve_rate=0.027 mean_conflicts=42.48 +ep120 solve_rate=0.087 mean_conflicts=23.53 +ep140 solve_rate=0.100 mean_conflicts=10.46 +ep150 solve_rate=0.127 mean_conflicts=18.32 +[color_1step_none_n50_k3_p0.2_T3_ns3_s0] best solve_rate=0.2 mean_conflicts=18.333 @ep60 (127.1s) + wrote /home/yurenh2/rrog/runs/ckpt_color_1step_none_n50_k3_p0.2_T3_ns3_s0.pt +[1step] LE n=300 fail_rate=0.80 | lambda1 SOLVED mean -0.2978 (n=60) | UNSOLVED mean -0.1209 (n=240) | sep=+0.1769 | AUROC(fail|lambda1)=0.770 | mean_lambda1=-0.1563 +===== seed=1 full none ===== +ep20 solve_rate=0.000 mean_conflicts=76.94 +ep40 solve_rate=0.070 mean_conflicts=41.69 +ep60 solve_rate=0.207 mean_conflicts=33.02 +ep80 solve_rate=0.453 mean_conflicts=11.75 +ep100 solve_rate=0.203 mean_conflicts=21.24 +ep120 solve_rate=0.163 mean_conflicts=19.60 +ep140 solve_rate=0.067 mean_conflicts=41.63 +ep150 solve_rate=0.027 mean_conflicts=50.77 +[color_full_none_n50_k3_p0.2_T3_ns3_s1] best solve_rate=0.4533 mean_conflicts=11.753 @ep80 (151.0s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_none_n50_k3_p0.2_T3_ns3_s1.pt +[full] LE n=300 fail_rate=0.55 | lambda1 SOLVED mean -0.3182 (n=136) | UNSOLVED mean -0.0426 (n=164) | sep=+0.2757 | AUROC(fail|lambda1)=0.864 | mean_lambda1=-0.1675 +[pe=none s1] deterministic solve_rate = 0.480 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.740 0.593 0.440 0.456 0.869 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s1.json +===== seed=1 full rwse ===== +ep20 solve_rate=0.000 mean_conflicts=115.59 +ep40 solve_rate=0.100 mean_conflicts=91.86 +ep60 solve_rate=0.327 mean_conflicts=34.60 +ep80 solve_rate=0.097 mean_conflicts=88.34 +ep100 solve_rate=0.140 mean_conflicts=56.41 +ep120 solve_rate=0.500 mean_conflicts=16.20 +ep140 solve_rate=0.537 mean_conflicts=13.68 +ep150 solve_rate=0.500 mean_conflicts=16.04 +[color_full_rwse_n50_k3_p0.2_T3_ns3_s1] best solve_rate=0.5367 mean_conflicts=13.68 @ep140 (152.1s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_rwse_n50_k3_p0.2_T3_ns3_s1.pt +[full] LE n=300 fail_rate=0.46 | lambda1 SOLVED mean +0.0219 (n=161) | UNSOLVED mean +0.1773 (n=139) | sep=+0.1554 | AUROC(fail|lambda1)=0.774 | mean_lambda1=+0.0939 +[pe=rwse s1] deterministic solve_rate = 0.547 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.947 0.727 0.553 0.507 0.814 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s1.json +===== seed=1 1step none ===== +ep20 solve_rate=0.000 mean_conflicts=47.30 +ep40 solve_rate=0.157 mean_conflicts=34.06 +ep60 solve_rate=0.297 mean_conflicts=7.36 +ep80 solve_rate=0.333 mean_conflicts=8.70 +ep100 solve_rate=0.193 mean_conflicts=13.99 +ep120 solve_rate=0.233 mean_conflicts=6.94 +ep140 solve_rate=0.227 mean_conflicts=6.85 +ep150 solve_rate=0.320 mean_conflicts=5.31 +[color_1step_none_n50_k3_p0.2_T3_ns3_s1] best solve_rate=0.3333 mean_conflicts=8.7 @ep80 (123.3s) + wrote /home/yurenh2/rrog/runs/ckpt_color_1step_none_n50_k3_p0.2_T3_ns3_s1.pt +[1step] LE n=300 fail_rate=0.67 | lambda1 SOLVED mean -0.2773 (n=100) | UNSOLVED mean +0.0189 (n=200) | sep=+0.2963 | AUROC(fail|lambda1)=0.846 | mean_lambda1=-0.0798 +===== seed=2 full none ===== +ep20 solve_rate=0.000 mean_conflicts=137.74 +ep40 solve_rate=0.087 mean_conflicts=44.48 +ep60 solve_rate=0.140 mean_conflicts=42.89 +ep80 solve_rate=0.413 mean_conflicts=16.23 +ep100 solve_rate=0.123 mean_conflicts=60.71 +ep120 solve_rate=0.027 mean_conflicts=58.64 +ep140 solve_rate=0.017 mean_conflicts=79.05 +ep150 solve_rate=0.013 mean_conflicts=83.54 +[color_full_none_n50_k3_p0.2_T3_ns3_s2] best solve_rate=0.4133 mean_conflicts=16.23 @ep80 (154.4s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_none_n50_k3_p0.2_T3_ns3_s2.pt +[full] LE n=300 fail_rate=0.59 | lambda1 SOLVED mean -0.2913 (n=124) | UNSOLVED mean -0.0796 (n=176) | sep=+0.2117 | AUROC(fail|lambda1)=0.830 | mean_lambda1=-0.1671 +[pe=none s2] deterministic solve_rate = 0.447 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.773 0.620 0.467 0.435 0.821 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s2.json +===== seed=2 full rwse ===== +ep20 solve_rate=0.000 mean_conflicts=89.84 +ep40 solve_rate=0.110 mean_conflicts=36.78 +ep60 solve_rate=0.400 mean_conflicts=9.39 +ep80 solve_rate=0.560 mean_conflicts=3.40 +ep100 solve_rate=0.463 mean_conflicts=23.90 +ep120 solve_rate=0.550 mean_conflicts=16.37 +ep140 solve_rate=0.557 mean_conflicts=23.72 +ep150 solve_rate=0.510 mean_conflicts=34.19 +[color_full_rwse_n50_k3_p0.2_T3_ns3_s2] best solve_rate=0.56 mean_conflicts=3.4 @ep80 (151.8s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_rwse_n50_k3_p0.2_T3_ns3_s2.pt +[full] LE n=300 fail_rate=0.44 | lambda1 SOLVED mean -0.2328 (n=168) | UNSOLVED mean +0.0707 (n=132) | sep=+0.3034 | AUROC(fail|lambda1)=0.883 | mean_lambda1=-0.0993 +[pe=rwse s2] deterministic solve_rate = 0.600 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.893 0.787 0.573 0.556 0.873 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s2.json +===== seed=2 1step none ===== +ep20 solve_rate=0.000 mean_conflicts=38.00 +ep40 solve_rate=0.153 mean_conflicts=18.17 +ep60 solve_rate=0.327 mean_conflicts=7.32 +ep80 solve_rate=0.320 mean_conflicts=5.31 +ep100 solve_rate=0.357 mean_conflicts=4.67 +ep120 solve_rate=0.293 mean_conflicts=7.30 +ep140 solve_rate=0.273 mean_conflicts=7.96 +ep150 solve_rate=0.227 mean_conflicts=10.33 +[color_1step_none_n50_k3_p0.2_T3_ns3_s2] best solve_rate=0.3567 mean_conflicts=4.67 @ep100 (131.6s) + wrote /home/yurenh2/rrog/runs/ckpt_color_1step_none_n50_k3_p0.2_T3_ns3_s2.pt +[1step] LE n=300 fail_rate=0.64 | lambda1 SOLVED mean -0.2153 (n=107) | UNSOLVED mean +0.0916 (n=193) | sep=+0.3069 | AUROC(fail|lambda1)=0.867 | mean_lambda1=-0.0179 +===== seed=3 full none ===== +ep20 solve_rate=0.000 mean_conflicts=62.81 +ep40 solve_rate=0.207 mean_conflicts=33.51 +ep60 solve_rate=0.460 mean_conflicts=15.68 +ep80 solve_rate=0.033 mean_conflicts=114.30 +ep100 solve_rate=0.000 mean_conflicts=82.87 +ep120 solve_rate=0.000 mean_conflicts=85.01 +ep140 solve_rate=0.000 mean_conflicts=77.61 +ep150 solve_rate=0.000 mean_conflicts=79.58 +[color_full_none_n50_k3_p0.2_T3_ns3_s3] best solve_rate=0.46 mean_conflicts=15.68 @ep60 (151.6s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_none_n50_k3_p0.2_T3_ns3_s3.pt +[full] LE n=300 fail_rate=0.54 | lambda1 SOLVED mean -0.4216 (n=138) | UNSOLVED mean -0.0826 (n=162) | sep=+0.3390 | AUROC(fail|lambda1)=0.886 | mean_lambda1=-0.2385 +[pe=none s3] deterministic solve_rate = 0.493 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.733 0.587 0.493 0.472 0.856 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s3.json +===== seed=3 full rwse ===== +ep20 solve_rate=0.000 mean_conflicts=139.52 +ep40 solve_rate=0.043 mean_conflicts=135.26 +ep60 solve_rate=0.313 mean_conflicts=32.37 +ep80 solve_rate=0.370 mean_conflicts=14.78 +ep100 solve_rate=0.490 mean_conflicts=12.46 +ep120 solve_rate=0.067 mean_conflicts=89.87 +ep140 solve_rate=0.137 mean_conflicts=53.29 +ep150 solve_rate=0.127 mean_conflicts=46.23 +[color_full_rwse_n50_k3_p0.2_T3_ns3_s3] best solve_rate=0.49 mean_conflicts=12.46 @ep100 (152.1s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_rwse_n50_k3_p0.2_T3_ns3_s3.pt +[full] LE n=300 fail_rate=0.51 | lambda1 SOLVED mean -0.0438 (n=147) | UNSOLVED mean +0.1618 (n=153) | sep=+0.2056 | AUROC(fail|lambda1)=0.830 | mean_lambda1=+0.0610 +[pe=rwse s3] deterministic solve_rate = 0.507 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.893 0.727 0.473 0.497 0.823 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s3.json +===== seed=3 1step none ===== +ep20 solve_rate=0.000 mean_conflicts=54.09 +ep40 solve_rate=0.103 mean_conflicts=17.25 +ep60 solve_rate=0.187 mean_conflicts=28.48 +ep80 solve_rate=0.120 mean_conflicts=29.85 +ep100 solve_rate=0.200 mean_conflicts=16.34 +ep120 solve_rate=0.337 mean_conflicts=7.23 +ep140 solve_rate=0.157 mean_conflicts=16.67 +ep150 solve_rate=0.087 mean_conflicts=19.67 +[color_1step_none_n50_k3_p0.2_T3_ns3_s3] best solve_rate=0.3367 mean_conflicts=7.227 @ep120 (124.3s) + wrote /home/yurenh2/rrog/runs/ckpt_color_1step_none_n50_k3_p0.2_T3_ns3_s3.pt +[1step] LE n=300 fail_rate=0.66 | lambda1 SOLVED mean -0.0124 (n=101) | UNSOLVED mean +0.1694 (n=199) | sep=+0.1818 | AUROC(fail|lambda1)=0.786 | mean_lambda1=+0.1082 +===== seed=4 full none ===== +ep20 solve_rate=0.000 mean_conflicts=67.14 +ep40 solve_rate=0.200 mean_conflicts=24.37 +ep60 solve_rate=0.347 mean_conflicts=27.20 +ep80 solve_rate=0.127 mean_conflicts=41.29 +ep100 solve_rate=0.180 mean_conflicts=35.82 +ep120 solve_rate=0.073 mean_conflicts=66.69 +ep140 solve_rate=0.070 mean_conflicts=74.02 +ep150 solve_rate=0.073 mean_conflicts=81.13 +[color_full_none_n50_k3_p0.2_T3_ns3_s4] best solve_rate=0.3467 mean_conflicts=27.197 @ep60 (149.8s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_none_n50_k3_p0.2_T3_ns3_s4.pt +[full] LE n=300 fail_rate=0.65 | lambda1 SOLVED mean -0.4008 (n=104) | UNSOLVED mean -0.1440 (n=196) | sep=+0.2567 | AUROC(fail|lambda1)=0.842 | mean_lambda1=-0.2330 +[pe=none s4] deterministic solve_rate = 0.353 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.547 0.427 0.373 0.358 0.835 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_none_n50_k3_p0.2_T3_ns3_s4.json +===== seed=4 full rwse ===== +ep20 solve_rate=0.000 mean_conflicts=56.06 +ep40 solve_rate=0.050 mean_conflicts=55.24 +ep60 solve_rate=0.303 mean_conflicts=39.93 +ep80 solve_rate=0.357 mean_conflicts=15.34 +ep100 solve_rate=0.547 mean_conflicts=6.19 +ep120 solve_rate=0.440 mean_conflicts=18.82 +ep140 solve_rate=0.240 mean_conflicts=41.55 +ep150 solve_rate=0.233 mean_conflicts=46.02 +[color_full_rwse_n50_k3_p0.2_T3_ns3_s4] best solve_rate=0.5467 mean_conflicts=6.193 @ep100 (154.2s) + wrote /home/yurenh2/rrog/runs/ckpt_color_full_rwse_n50_k3_p0.2_T3_ns3_s4.pt +[full] LE n=300 fail_rate=0.45 | lambda1 SOLVED mean -0.1742 (n=164) | UNSOLVED mean +0.1084 (n=136) | sep=+0.2827 | AUROC(fail|lambda1)=0.880 | mean_lambda1=-0.0461 +[pe=rwse s4] deterministic solve_rate = 0.547 (n=150, K=16) + sigma pass@K lam-sel random perRoll AUROC(s|-lam) + 0.2 0.940 0.853 0.493 0.557 0.868 + wrote /home/yurenh2/rrog/runs/ptrm_color_full_rwse_n50_k3_p0.2_T3_ns3_s4.json +===== seed=4 1step none ===== +ep20 solve_rate=0.000 mean_conflicts=63.11 +ep40 solve_rate=0.187 mean_conflicts=11.62 +ep60 solve_rate=0.237 mean_conflicts=22.39 +ep80 solve_rate=0.200 mean_conflicts=24.78 +ep100 solve_rate=0.183 mean_conflicts=15.49 +ep120 solve_rate=0.207 mean_conflicts=12.25 +ep140 solve_rate=0.093 mean_conflicts=21.66 +ep150 solve_rate=0.067 mean_conflicts=30.98 +[color_1step_none_n50_k3_p0.2_T3_ns3_s4] best solve_rate=0.2367 mean_conflicts=22.393 @ep60 (120.8s) + wrote /home/yurenh2/rrog/runs/ckpt_color_1step_none_n50_k3_p0.2_T3_ns3_s4.pt +[1step] LE n=300 fail_rate=0.76 | lambda1 SOLVED mean -0.2996 (n=71) | UNSOLVED mean -0.0523 (n=229) | sep=+0.2473 | AUROC(fail|lambda1)=0.835 | mean_lambda1=-0.1108 +===== AGGREGATE ===== +=== best solve_rate (deterministic, EMA) === + ('1step', 'none'): 0.293±0.062 (n=5) + ('full', 'none'): 0.457±0.087 (n=5) + ('full', 'rwse'): 0.503±0.064 (n=5) +=== LE AUROC(fail|lambda1) === + ('1step', 'none'): 0.821±0.036 (n=5) + ('full', 'none'): 0.868±0.032 (n=5) + ('full', 'rwse'): 0.837±0.041 (n=5) +=== PTRM sigma=0.2 === + ('full', 'none'): det 0.480±0.088 (n=5) | pass@K 0.739±0.113 (n=5) | lambda-sel 0.600±0.110 (n=5) | AUROC 0.853±0.023 (n=5) + ('full', 'rwse'): det 0.521±0.065 (n=5) | pass@K 0.883±0.075 (n=5) | lambda-sel 0.736±0.088 (n=5) | AUROC 0.837±0.028 (n=5) +done=2026-06-16T12:41:20-05:00 diff --git a/runs/ttc_rec_rrog_full_sig0.0_K1_bestq_T0_ns3_s0_test.json b/runs/ttc_rec_rrog_full_sig0.0_K1_bestq_T0_ns3_s0_test.json new file mode 100644 index 0000000..e5bc803 --- /dev/null +++ b/runs/ttc_rec_rrog_full_sig0.0_K1_bestq_T0_ns3_s0_test.json @@ -0,0 +1,63 @@ +{ + "ckpt": "runs/ckpt_rec_rrog_full_sig0.0_K1_bestq_T0_ns3_s0.pt", + "split": "test", + "train_T": 0, + "train_n_sup": 3, + "eval_n_sup": 3, + "rows": [ + { + "T_eval": 0, + "n_sup_eval": 3, + "mae": [ + 0.5142010450363159, + 0.5612384080886841 + ], + "mae_sum": 1.075439453125 + }, + { + "T_eval": 1, + "n_sup_eval": 3, + "mae": [ + 0.5142010450363159, + 0.5612384080886841 + ], + "mae_sum": 1.075439453125 + }, + { + "T_eval": 2, + "n_sup_eval": 3, + "mae": [ + 0.5142010450363159, + 0.5612384080886841 + ], + "mae_sum": 1.075439453125 + }, + { + "T_eval": 3, + "n_sup_eval": 3, + "mae": [ + 0.5142010450363159, + 0.5612384080886841 + ], + "mae_sum": 1.075439453125 + }, + { + "T_eval": 5, + "n_sup_eval": 3, + "mae": [ + 0.5142010450363159, + 0.5612384080886841 + ], + "mae_sum": 1.075439453125 + }, + { + "T_eval": 8, + "n_sup_eval": 3, + "mae": [ + 0.5142010450363159, + 0.5612384080886841 + ], + "mae_sum": 1.075439453125 + } + ] +}
\ No newline at end of file diff --git a/runs/ttc_rec_rrog_full_sig0.0_K1_bestq_T1_ns3_s0_test.json b/runs/ttc_rec_rrog_full_sig0.0_K1_bestq_T1_ns3_s0_test.json new file mode 100644 index 0000000..fd6aa76 --- /dev/null +++ b/runs/ttc_rec_rrog_full_sig0.0_K1_bestq_T1_ns3_s0_test.json @@ -0,0 +1,18 @@ +{ + "ckpt": "runs/ckpt_rec_rrog_full_sig0.0_K1_bestq_T1_ns3_s0.pt", + "split": "test", + "train_T": 1, + "train_n_sup": 3, + "eval_n_sup": 8, + "rows": [ + { + "T_eval": 1, + "n_sup_eval": 8, + "mae": [ + 0.660330057144165, + 0.6151341795921326 + ], + "mae_sum": 1.2754642367362976 + } + ] +}
\ No newline at end of file diff --git a/runs/ttc_rec_rrog_full_sig0.0_K1_bestq_T3_ns3_s0_test.json b/runs/ttc_rec_rrog_full_sig0.0_K1_bestq_T3_ns3_s0_test.json new file mode 100644 index 0000000..ae00620 --- /dev/null +++ b/runs/ttc_rec_rrog_full_sig0.0_K1_bestq_T3_ns3_s0_test.json @@ -0,0 +1,18 @@ +{ + "ckpt": "runs/ckpt_rec_rrog_full_sig0.0_K1_bestq_T3_ns3_s0.pt", + "split": "test", + "train_T": 3, + "train_n_sup": 3, + "eval_n_sup": 8, + "rows": [ + { + "T_eval": 3, + "n_sup_eval": 8, + "mae": [ + 0.41426005959510803, + 0.6339796185493469 + ], + "mae_sum": 1.048239678144455 + } + ] +}
\ No newline at end of file diff --git a/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s123_ns2_test.json b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s123_ns2_test.json new file mode 100644 index 0000000..4e954e1 --- /dev/null +++ b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s123_ns2_test.json @@ -0,0 +1,43 @@ +{ + "ckpt": "runs/ckpt_rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s123.pt", + "split": "test", + "train_T": 1, + "train_n_sup": 2, + "eval_n_sup": 2, + "adaptive": false, + "rows": [ + { + "T_eval": 0, + "n_sup_eval": 2, + "adaptive": false, + "avg_steps": 2.0, + "mae": [ + 0.6409543752670288, + 0.6232001185417175 + ], + "mae_sum": 1.2641544938087463 + }, + { + "T_eval": 1, + "n_sup_eval": 2, + "adaptive": false, + "avg_steps": 2.0, + "mae": [ + 0.5365709662437439, + 0.6183863282203674 + ], + "mae_sum": 1.1549572944641113 + }, + { + "T_eval": 2, + "n_sup_eval": 2, + "adaptive": false, + "avg_steps": 2.0, + "mae": [ + 0.5599585771560669, + 0.6114262342453003 + ], + "mae_sum": 1.1713848114013672 + } + ] +}
\ No newline at end of file diff --git a/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s123_ns2_test_adaptive.json b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s123_ns2_test_adaptive.json new file mode 100644 index 0000000..0a7e649 --- /dev/null +++ b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s123_ns2_test_adaptive.json @@ -0,0 +1,43 @@ +{ + "ckpt": "runs/ckpt_rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s123.pt", + "split": "test", + "train_T": 1, + "train_n_sup": 2, + "eval_n_sup": 2, + "adaptive": true, + "rows": [ + { + "T_eval": 0, + "n_sup_eval": 2, + "adaptive": true, + "avg_steps": 1.998, + "mae": [ + 0.6409543752670288, + 0.6232001185417175 + ], + "mae_sum": 1.2641544938087463 + }, + { + "T_eval": 1, + "n_sup_eval": 2, + "adaptive": true, + "avg_steps": 1.998, + "mae": [ + 0.5365839004516602, + 0.6184093952178955 + ], + "mae_sum": 1.1549932956695557 + }, + { + "T_eval": 2, + "n_sup_eval": 2, + "adaptive": true, + "avg_steps": 1.998, + "mae": [ + 0.5598364472389221, + 0.6113667488098145 + ], + "mae_sum": 1.1712031960487366 + } + ] +}
\ No newline at end of file diff --git a/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s124_ns2_test.json b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s124_ns2_test.json new file mode 100644 index 0000000..89e7ac8 --- /dev/null +++ b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s124_ns2_test.json @@ -0,0 +1,43 @@ +{ + "ckpt": "runs/ckpt_rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s124.pt", + "split": "test", + "train_T": 1, + "train_n_sup": 2, + "eval_n_sup": 2, + "adaptive": false, + "rows": [ + { + "T_eval": 0, + "n_sup_eval": 2, + "adaptive": false, + "avg_steps": 2.0, + "mae": [ + 0.5493720173835754, + 0.6576622724533081 + ], + "mae_sum": 1.2070342898368835 + }, + { + "T_eval": 1, + "n_sup_eval": 2, + "adaptive": false, + "avg_steps": 2.0, + "mae": [ + 0.5429545640945435, + 0.689839243888855 + ], + "mae_sum": 1.2327938079833984 + }, + { + "T_eval": 2, + "n_sup_eval": 2, + "adaptive": false, + "avg_steps": 2.0, + "mae": [ + 0.5237374305725098, + 0.6338798999786377 + ], + "mae_sum": 1.1576173305511475 + } + ] +}
\ No newline at end of file diff --git a/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s124_ns2_test_adaptive.json b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s124_ns2_test_adaptive.json new file mode 100644 index 0000000..34c226f --- /dev/null +++ b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s124_ns2_test_adaptive.json @@ -0,0 +1,43 @@ +{ + "ckpt": "runs/ckpt_rec_rrog_full_sig0.0_K1_none_T1_ns2_act2_s124.pt", + "split": "test", + "train_T": 1, + "train_n_sup": 2, + "eval_n_sup": 2, + "adaptive": true, + "rows": [ + { + "T_eval": 0, + "n_sup_eval": 2, + "adaptive": true, + "avg_steps": 2.0, + "mae": [ + 0.5493719577789307, + 0.6576622724533081 + ], + "mae_sum": 1.2070342302322388 + }, + { + "T_eval": 1, + "n_sup_eval": 2, + "adaptive": true, + "avg_steps": 2.0, + "mae": [ + 0.5429545640945435, + 0.689839243888855 + ], + "mae_sum": 1.2327938079833984 + }, + { + "T_eval": 2, + "n_sup_eval": 2, + "adaptive": true, + "avg_steps": 2.0, + "mae": [ + 0.5237374901771545, + 0.6338798999786377 + ], + "mae_sum": 1.1576173901557922 + } + ] +}
\ No newline at end of file diff --git a/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_e200_s0_ns8_test.json b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_e200_s0_ns8_test.json new file mode 100644 index 0000000..41de52c --- /dev/null +++ b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_e200_s0_ns8_test.json @@ -0,0 +1,76 @@ +{ + "ckpt": "runs/ckpt_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_e200_s0.pt", + "split": "test", + "train_T": 1, + "train_n_sup": 3, + "eval_n_sup": 8, + "adaptive": false, + "rows": [ + { + "T_eval": 0, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.5232908725738525, + 0.7065197229385376 + ], + "mae_sum": 1.2298105955123901 + }, + { + "T_eval": 1, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.35694339871406555, + 0.32599589228630066 + ], + "mae_sum": 0.6829392910003662 + }, + { + "T_eval": 2, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.34778130054473877, + 0.7186371684074402 + ], + "mae_sum": 1.066418468952179 + }, + { + "T_eval": 3, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.31050366163253784, + 0.7275600433349609 + ], + "mae_sum": 1.0380637049674988 + }, + { + "T_eval": 5, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.4022192358970642, + 0.7831410765647888 + ], + "mae_sum": 1.185360312461853 + }, + { + "T_eval": 8, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.4811066687107086, + 0.7915135025978088 + ], + "mae_sum": 1.2726201713085175 + } + ] +}
\ No newline at end of file diff --git a/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_e200_s0_ns8_test_adaptive.json b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_e200_s0_ns8_test_adaptive.json new file mode 100644 index 0000000..4f7e847 --- /dev/null +++ b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_e200_s0_ns8_test_adaptive.json @@ -0,0 +1,76 @@ +{ + "ckpt": "runs/ckpt_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_e200_s0.pt", + "split": "test", + "train_T": 1, + "train_n_sup": 3, + "eval_n_sup": 8, + "adaptive": true, + "rows": [ + { + "T_eval": 0, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 7.958, + "mae": [ + 0.5232908725738525, + 0.7065197229385376 + ], + "mae_sum": 1.2298105955123901 + }, + { + "T_eval": 1, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 1.717, + "mae": [ + 0.15837429463863373, + 0.22618268430233002 + ], + "mae_sum": 0.38455697894096375 + }, + { + "T_eval": 2, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 5.774, + "mae": [ + 0.36895444989204407, + 0.7003458738327026 + ], + "mae_sum": 1.0693003237247467 + }, + { + "T_eval": 3, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 5.905, + "mae": [ + 0.32024097442626953, + 0.706447958946228 + ], + "mae_sum": 1.0266889333724976 + }, + { + "T_eval": 5, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 6.277, + "mae": [ + 0.41388994455337524, + 0.7770671248435974 + ], + "mae_sum": 1.1909570693969727 + }, + { + "T_eval": 8, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 6.194, + "mae": [ + 0.4935642182826996, + 0.7972421050071716 + ], + "mae_sum": 1.2908063232898712 + } + ] +}
\ No newline at end of file diff --git a/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_s0_ns8_test.json b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_s0_ns8_test.json new file mode 100644 index 0000000..2e96f6d --- /dev/null +++ b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_s0_ns8_test.json @@ -0,0 +1,76 @@ +{ + "ckpt": "runs/ckpt_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_s0.pt", + "split": "test", + "train_T": 1, + "train_n_sup": 3, + "eval_n_sup": 8, + "adaptive": false, + "rows": [ + { + "T_eval": 0, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.4224133789539337, + 0.40480512380599976 + ], + "mae_sum": 0.8272185027599335 + }, + { + "T_eval": 1, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.3479718267917633, + 0.46119195222854614 + ], + "mae_sum": 0.8091637790203094 + }, + { + "T_eval": 2, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.33665651082992554, + 0.4896860420703888 + ], + "mae_sum": 0.8263425529003143 + }, + { + "T_eval": 3, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.3050404489040375, + 0.4860474765300751 + ], + "mae_sum": 0.7910879254341125 + }, + { + "T_eval": 5, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.3325568437576294, + 0.48589229583740234 + ], + "mae_sum": 0.8184491395950317 + }, + { + "T_eval": 8, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.35957154631614685, + 0.4916436970233917 + ], + "mae_sum": 0.8512152433395386 + } + ] +}
\ No newline at end of file diff --git a/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_s0_ns8_test_adaptive.json b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_s0_ns8_test_adaptive.json new file mode 100644 index 0000000..fa0a80b --- /dev/null +++ b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_s0_ns8_test_adaptive.json @@ -0,0 +1,76 @@ +{ + "ckpt": "runs/ckpt_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_s0.pt", + "split": "test", + "train_T": 1, + "train_n_sup": 3, + "eval_n_sup": 8, + "adaptive": true, + "rows": [ + { + "T_eval": 0, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 4.759, + "mae": [ + 0.4224133789539337, + 0.40480512380599976 + ], + "mae_sum": 0.8272185027599335 + }, + { + "T_eval": 1, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 3.227, + "mae": [ + 0.2506031394004822, + 0.36558958888053894 + ], + "mae_sum": 0.6161927282810211 + }, + { + "T_eval": 2, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 3.454, + "mae": [ + 0.3113872706890106, + 0.3894437253475189 + ], + "mae_sum": 0.7008309960365295 + }, + { + "T_eval": 3, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 3.355, + "mae": [ + 0.276737242937088, + 0.3839529752731323 + ], + "mae_sum": 0.6606902182102203 + }, + { + "T_eval": 5, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 3.602, + "mae": [ + 0.3202260434627533, + 0.4118613302707672 + ], + "mae_sum": 0.7320873737335205 + }, + { + "T_eval": 8, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 3.908, + "mae": [ + 0.3538242280483246, + 0.4284476041793823 + ], + "mae_sum": 0.7822718322277069 + } + ] +}
\ No newline at end of file diff --git a/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0_ns3_test.json b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0_ns3_test.json new file mode 100644 index 0000000..36eed47 --- /dev/null +++ b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0_ns3_test.json @@ -0,0 +1,76 @@ +{ + "ckpt": "runs/ckpt_rec_rrog_full_sig0.0_K1_none_T1_ns3_act8_s0.pt", + "split": "test", + "train_T": 1, + "train_n_sup": 3, + "eval_n_sup": 3, + "adaptive": false, + "rows": [ + { + "T_eval": 0, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.21611903607845306, + 0.2910664677619934 + ], + "mae_sum": 0.5071855038404465 + }, + { + "T_eval": 1, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.17683295905590057, + 0.2740752398967743 + ], + "mae_sum": 0.45090819895267487 + }, + { + "T_eval": 2, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.20486876368522644, + 0.2954113185405731 + ], + "mae_sum": 0.5002800822257996 + }, + { + "T_eval": 3, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.23122535645961761, + 0.30837035179138184 + ], + "mae_sum": 0.5395957082509995 + }, + { + "T_eval": 5, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.2507438659667969, + 0.3014044165611267 + ], + "mae_sum": 0.5521482825279236 + }, + { + "T_eval": 8, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.2450169026851654, + 0.294334352016449 + ], + "mae_sum": 0.5393512547016144 + } + ] +}
\ No newline at end of file diff --git a/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0_ns3_test_adaptive.json b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0_ns3_test_adaptive.json new file mode 100644 index 0000000..4484b54 --- /dev/null +++ b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0_ns3_test_adaptive.json @@ -0,0 +1,76 @@ +{ + "ckpt": "runs/ckpt_rec_rrog_full_sig0.0_K1_none_T1_ns3_act8_s0.pt", + "split": "test", + "train_T": 1, + "train_n_sup": 3, + "eval_n_sup": 3, + "adaptive": true, + "rows": [ + { + "T_eval": 0, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 3.037, + "mae": [ + 0.21611905097961426, + 0.2910664677619934 + ], + "mae_sum": 0.5071855187416077 + }, + { + "T_eval": 1, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 2.362, + "mae": [ + 0.18731115758419037, + 0.26750966906547546 + ], + "mae_sum": 0.45482082664966583 + }, + { + "T_eval": 2, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 2.687, + "mae": [ + 0.18941596150398254, + 0.2780311107635498 + ], + "mae_sum": 0.46744707226753235 + }, + { + "T_eval": 3, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 2.877, + "mae": [ + 0.19598323106765747, + 0.2850847840309143 + ], + "mae_sum": 0.4810680150985718 + }, + { + "T_eval": 5, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 3.083, + "mae": [ + 0.20526784658432007, + 0.28344079852104187 + ], + "mae_sum": 0.48870864510536194 + }, + { + "T_eval": 8, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 3.214, + "mae": [ + 0.21041440963745117, + 0.27915048599243164 + ], + "mae_sum": 0.4895648956298828 + } + ] +}
\ No newline at end of file diff --git a/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0_ns8_test.json b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0_ns8_test.json new file mode 100644 index 0000000..a790bc9 --- /dev/null +++ b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0_ns8_test.json @@ -0,0 +1,76 @@ +{ + "ckpt": "runs/ckpt_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0.pt", + "split": "test", + "train_T": 1, + "train_n_sup": 3, + "eval_n_sup": 8, + "adaptive": false, + "rows": [ + { + "T_eval": 0, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.38682764768600464, + 0.45607417821884155 + ], + "mae_sum": 0.8429018259048462 + }, + { + "T_eval": 1, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.38368427753448486, + 0.4671553671360016 + ], + "mae_sum": 0.8508396446704865 + }, + { + "T_eval": 2, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.40771323442459106, + 0.5411470532417297 + ], + "mae_sum": 0.9488602876663208 + }, + { + "T_eval": 3, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.4195733070373535, + 0.5811861753463745 + ], + "mae_sum": 1.000759482383728 + }, + { + "T_eval": 5, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.42317721247673035, + 0.5997551083564758 + ], + "mae_sum": 1.0229323208332062 + }, + { + "T_eval": 8, + "n_sup_eval": 8, + "adaptive": false, + "avg_steps": 8.0, + "mae": [ + 0.4142177104949951, + 0.5873055458068848 + ], + "mae_sum": 1.0015232563018799 + } + ] +}
\ No newline at end of file diff --git a/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0_ns8_test_adaptive.json b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0_ns8_test_adaptive.json new file mode 100644 index 0000000..c3880ac --- /dev/null +++ b/runs/ttc_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0_ns8_test_adaptive.json @@ -0,0 +1,76 @@ +{ + "ckpt": "runs/ckpt_rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_s0.pt", + "split": "test", + "train_T": 1, + "train_n_sup": 3, + "eval_n_sup": 8, + "adaptive": true, + "rows": [ + { + "T_eval": 0, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 6.95, + "mae": [ + 0.38682764768600464, + 0.45607417821884155 + ], + "mae_sum": 0.8429018259048462 + }, + { + "T_eval": 1, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 5.9, + "mae": [ + 0.33561548590660095, + 0.4454902410507202 + ], + "mae_sum": 0.7811057269573212 + }, + { + "T_eval": 2, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 5.285, + "mae": [ + 0.34025096893310547, + 0.45459678769111633 + ], + "mae_sum": 0.7948477566242218 + }, + { + "T_eval": 3, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 5.079, + "mae": [ + 0.3467695415019989, + 0.4739716351032257 + ], + "mae_sum": 0.8207411766052246 + }, + { + "T_eval": 5, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 5.037, + "mae": [ + 0.35314130783081055, + 0.49610018730163574 + ], + "mae_sum": 0.8492414951324463 + }, + { + "T_eval": 8, + "n_sup_eval": 8, + "adaptive": true, + "avg_steps": 5.249, + "mae": [ + 0.358676016330719, + 0.5090946555137634 + ], + "mae_sum": 0.8677706718444824 + } + ] +}
\ No newline at end of file diff --git a/runs/zinc_gine_after_ogb.log b/runs/zinc_gine_after_ogb.log new file mode 100644 index 0000000..b39e901 --- /dev/null +++ b/runs/zinc_gine_after_ogb.log @@ -0,0 +1 @@ +[wait] OGB queue pid=2654451 |