diff options
| author | Oscar Wan <oscarwan@oriong12.stanford.edu> | 2026-06-29 09:33:53 -0700 |
|---|---|---|
| committer | Oscar Wan <oscarwan@oriong12.stanford.edu> | 2026-06-29 09:33:53 -0700 |
| commit | 3f5744ca3803019c9e8e855811b02788a709ab41 (patch) | |
| tree | 9074df69db329ec6a6495b3ab71a94b3760cf532 /runs | |
| parent | 6cb53c3549400f8784982e9cb724b70dbba183b5 (diff) | |
Diffstat (limited to 'runs')
136 files changed, 6664 insertions, 0 deletions
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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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-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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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 |
