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authorOscar Wan <oscarwan@oriong12.stanford.edu>2026-06-29 09:33:53 -0700
committerOscar Wan <oscarwan@oriong12.stanford.edu>2026-06-29 09:33:53 -0700
commit3f5744ca3803019c9e8e855811b02788a709ab41 (patch)
tree9074df69db329ec6a6495b3ab71a94b3760cf532 /runs
parent6cb53c3549400f8784982e9cb724b70dbba183b5 (diff)
Add stream ACT OGB resultsHEADmain
Diffstat (limited to 'runs')
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-rw-r--r--runs/ogbg-molsider_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-molsider_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-molsider_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-molsider_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-molsider_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-molsider_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-molsider_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-molsider_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-molsider_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-molsider_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
-rw-r--r--runs/ogbg-moltox21_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json49
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 @@
+{
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+ "tag": "ogbg-molbace_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0",
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+} \ 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 @@
+{
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+} \ 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 @@
+{
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+ "tag": "ogbg-molbace_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0",
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+} \ 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 @@
+{
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+ "tag": "ogbg-molbace_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0",
+ "view": "film",
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+} \ 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 @@
+{
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+} \ 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 @@
+{
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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 @@
+{
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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
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+{
+ "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,
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+ "hidden": 128,
+ "agg_layers": 5,
+ "compute_layers": 2,
+ "epochs": 100,
+ "eval_every": 10,
+ "lr": 0.001,
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+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
+ "q_warmup_epochs": 0,
+ "act_train_mode": "stream",
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+ "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": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ },
+ "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",
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+ "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": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
+ "rocauc": 0.7697791688402017
+ },
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+ "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",
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+ "seed": 0,
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+ "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": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ },
+ "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,
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+ "num_workers": 0,
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+ "max_eval_batches": 0,
+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 31.9,
+ "dev": "cuda:0",
+ "ep": 70,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ },
+ "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": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ },
+ "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": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ "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",
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+ "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": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "test_adaptive": {
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+ "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",
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+ "max_train_batches": 0,
+ "max_eval_batches": 0,
+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 33.9,
+ "dev": "cuda:0",
+ "ep": 60,
+ "val": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "test_adaptive": {
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+ },
+ "fixed_val_steps": 8.0,
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+ "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,
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+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 38.5,
+ "dev": "cuda:0",
+ "ep": 60,
+ "val": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "test_adaptive": {
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+ },
+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
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+ "device": "cuda:0",
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+ "sec": 41.7,
+ "dev": "cuda:0",
+ "ep": 80,
+ "val": {
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+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ "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",
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+ "seed": 0,
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+ "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": {
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+ },
+ "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",
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+ "max_eval_batches": 0,
+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 48.9,
+ "dev": "cuda:0",
+ "ep": 70,
+ "val": {
+ "rocauc": 0.9496166484118291
+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ },
+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
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+ "act_train_mode": "stream",
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+ "max_train_batches": 0,
+ "max_eval_batches": 0,
+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 46.4,
+ "dev": "cuda:0",
+ "ep": 50,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ },
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+ "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": {
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+ "test": {
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+ "test_adaptive": {
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+ },
+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
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+ "device": "cuda:0",
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+ "sec": 42.2,
+ "dev": "cuda:0",
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+ "val": {
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+ "val_adaptive": {
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+ "test": {
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+ "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,
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+ "hidden": 128,
+ "agg_layers": 5,
+ "compute_layers": 2,
+ "epochs": 100,
+ "eval_every": 10,
+ "lr": 0.001,
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+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
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+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 45.4,
+ "dev": "cuda:0",
+ "ep": 30,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ "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,
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+ "device": "cuda:0",
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+ "sec": 44.8,
+ "dev": "cuda:0",
+ "ep": 40,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ },
+ "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,
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+ "device": "cuda:0",
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+ "dev": "cuda:0",
+ "ep": 80,
+ "val": {
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+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ "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,
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+ "hidden": 128,
+ "agg_layers": 5,
+ "compute_layers": 2,
+ "epochs": 100,
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+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
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+ "device": "cuda:0",
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+ "dev": "cuda:0",
+ "ep": 60,
+ "val": {
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+ },
+ "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": {
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+ },
+ "test": {
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+ },
+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
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+ "act_train_mode": "stream",
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+ "seed": 0,
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+ "max_train_batches": 0,
+ "max_eval_batches": 0,
+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 76.6,
+ "dev": "cuda:0",
+ "ep": 40,
+ "val": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ },
+ "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,
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+ "act_train_mode": "stream",
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+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 62.0,
+ "dev": "cuda:0",
+ "ep": 50,
+ "val": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "test_adaptive": {
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+ },
+ "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",
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+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 46.9,
+ "dev": "cuda:0",
+ "ep": 30,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ },
+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
+ "q_warmup_epochs": 0,
+ "act_train_mode": "stream",
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+ "max_eval_batches": 0,
+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 43.2,
+ "dev": "cuda:0",
+ "ep": 60,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ },
+ "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",
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+ "max_train_batches": 0,
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+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 49.7,
+ "dev": "cuda:0",
+ "ep": 50,
+ "val": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "test_adaptive": {
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+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
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+ "device": "cuda:0",
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+ "sec": 54.8,
+ "dev": "cuda:0",
+ "ep": 90,
+ "val": {
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+ "val_adaptive": {
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+ "test": {
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+ "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",
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+ "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": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ },
+ "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,
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+ "device": "cuda:1",
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+ "sec": 36.6,
+ "dev": "cuda:1",
+ "ep": 30,
+ "val": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
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+ "device": "cuda:1",
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+ "val": {
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+ "val_adaptive": {
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+ "test": {
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+ "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,
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+ "lr": 0.001,
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+ "halt_target": "loss",
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+ "device": "cuda:1",
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+ "sec": 33.2,
+ "dev": "cuda:1",
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+ "val": {
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+ },
+ "val_adaptive": {
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+ "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,
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+ "hidden": 128,
+ "agg_layers": 5,
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+ "halt_min_steps": 2,
+ "halt_target": "loss",
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+ "dev": "cuda:1",
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+ "val": {
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+ "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,
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+ "hidden": 128,
+ "agg_layers": 5,
+ "compute_layers": 2,
+ "epochs": 100,
+ "eval_every": 10,
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+ "halt_target": "loss",
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+} \ 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",
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+ "halt_target": "loss",
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+ "device": "cuda:1",
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+ "dev": "cuda:1",
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+ "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",
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+ "agg_layers": 5,
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+ "halt_target": "loss",
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+ "device": "cuda:1",
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+ "sec": 33.1,
+ "dev": "cuda:1",
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+ "val": {
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+ "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,
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+ "hidden": 128,
+ "agg_layers": 5,
+ "compute_layers": 2,
+ "epochs": 100,
+ "eval_every": 10,
+ "lr": 0.001,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
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+ "device": "cuda:1",
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+ "sec": 33.1,
+ "dev": "cuda:1",
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+ "val": {
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+ "val_adaptive": {
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+ "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,
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+ "halt_min_steps": 2,
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+ "device": "cuda:1",
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+ "dev": "cuda:1",
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+ "val": {
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+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
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+ "device": "cuda:1",
+ "metric": "rocauc",
+ "sec": 31.5,
+ "dev": "cuda:1",
+ "ep": 60,
+ "val": {
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+ },
+ "val_adaptive": {
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+ },
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+ "test_adaptive": {
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+ "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,
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+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
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+ "device": "cuda:1",
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+ "sec": 52.8,
+ "dev": "cuda:1",
+ "ep": 70,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ "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",
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+ "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": {
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+ },
+ "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",
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+ "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": {
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+ },
+ "test": {
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+ },
+ "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": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ },
+ "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,
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+ "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": {
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+ },
+ "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": {
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+ "test": {
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+ "test_adaptive": {
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+ "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": {
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+ },
+ "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": {
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+ },
+ "test": {
+ "rmse": 1.0342040061950684
+ },
+ "test_adaptive": {
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+ },
+ "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": {
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+ },
+ "test": {
+ "rmse": 0.9534291625022888
+ },
+ "test_adaptive": {
+ "rmse": 0.8805939555168152
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+ "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": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ },
+ "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": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ },
+ "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": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ },
+ "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": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "test_adaptive": {
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+ },
+ "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": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ },
+ "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": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ },
+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
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+ "device": "cuda:1",
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+ "sec": 23.9,
+ "dev": "cuda:1",
+ "ep": 60,
+ "val": {
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+ },
+ "val_adaptive": {
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+ },
+ "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": {
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+ },
+ "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": {
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+ },
+ "test_adaptive": {
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+ },
+ "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",
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+ "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,
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+ "device": "cuda:0",
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+ "sec": 938.6,
+ "dev": "cuda:0",
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+ "val": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
+ "q_warmup_epochs": 0,
+ "act_train_mode": "stream",
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+ "seed": 0,
+ "num_workers": 0,
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+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 953.5,
+ "dev": "cuda:0",
+ "ep": 60,
+ "val": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "test_adaptive": {
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+ },
+ "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,
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+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
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+ "device": "cuda:0",
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+ "sec": 896.5,
+ "dev": "cuda:0",
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+ "val": {
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+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ },
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+ "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,
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+ "device": "cuda:0",
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+ "sec": 898.2,
+ "dev": "cuda:0",
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+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ },
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+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
+ "q_warmup_epochs": 0,
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+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 1677.8,
+ "dev": "cuda:0",
+ "ep": 70,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ "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",
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+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 1400.2,
+ "dev": "cuda:0",
+ "ep": 40,
+ "val": {
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+ "val_adaptive": {
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+ "test": {
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+ "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",
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+ "seed": 0,
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+ "max_train_batches": 0,
+ "max_eval_batches": 0,
+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 1059.4,
+ "dev": "cuda:0",
+ "ep": 40,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ "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,
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+ "max_train_batches": 0,
+ "max_eval_batches": 0,
+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 1011.3,
+ "dev": "cuda:0",
+ "ep": 50,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ },
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+ "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",
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+ "max_train_batches": 0,
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+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 1109.5,
+ "dev": "cuda:0",
+ "ep": 80,
+ "val": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ },
+ "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,
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+ "device": "cuda:0",
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+ "sec": 1172.8,
+ "dev": "cuda:0",
+ "ep": 60,
+ "val": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "test_adaptive": {
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+ "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,
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+ "halt_min_steps": 2,
+ "halt_target": "loss",
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+ "device": "cuda:1",
+ "metric": "rmse",
+ "sec": 102.5,
+ "dev": "cuda:1",
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+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ },
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+ "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,
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+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
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+ "max_eval_batches": 0,
+ "device": "cuda:1",
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+ "sec": 102.6,
+ "dev": "cuda:1",
+ "ep": 10,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "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,
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+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
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+ "device": "cuda:1",
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+ "sec": 101.8,
+ "dev": "cuda:1",
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+ "val": {
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+ "val_adaptive": {
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+ "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,
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+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
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+ "device": "cuda:1",
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+ "sec": 95.0,
+ "dev": "cuda:1",
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+ "val": {
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+ "val_adaptive": {
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+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
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+ "device": "cuda:1",
+ "metric": "rmse",
+ "sec": 120.6,
+ "dev": "cuda:1",
+ "ep": 70,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test_adaptive": {
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+ "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,
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+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
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+ "device": "cuda:1",
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+ "sec": 93.3,
+ "dev": "cuda:1",
+ "ep": 70,
+ "val": {
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+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ "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,
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+ "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": {
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+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ },
+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
+ "q_warmup_epochs": 0,
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+ "max_train_batches": 0,
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+ "device": "cuda:1",
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+ "sec": 90.2,
+ "dev": "cuda:1",
+ "ep": 100,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ "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,
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+ "device": "cuda:1",
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+ "sec": 92.7,
+ "dev": "cuda:1",
+ "ep": 90,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ },
+ "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,
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+ "device": "cuda:1",
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+ "sec": 87.3,
+ "dev": "cuda:1",
+ "ep": 100,
+ "val": {
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+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ "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,
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+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
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+ "act_train_mode": "stream",
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+ "seed": 0,
+ "num_workers": 0,
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+ "max_eval_batches": 0,
+ "device": "cuda:1",
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+ "sec": 89.0,
+ "dev": "cuda:1",
+ "ep": 10,
+ "val": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "test_adaptive": {
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+ },
+ "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,
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+ "device": "cuda:1",
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+ "sec": 148.1,
+ "dev": "cuda:1",
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+ "val": {
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+ "val_adaptive": {
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+ "test": {
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+ "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,
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+ "num_workers": 0,
+ "max_train_batches": 0,
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+ "device": "cuda:1",
+ "metric": "rmse",
+ "sec": 119.6,
+ "dev": "cuda:1",
+ "ep": 70,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ },
+ "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,
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+ "num_workers": 0,
+ "max_train_batches": 0,
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+ "device": "cuda:1",
+ "metric": "rmse",
+ "sec": 98.4,
+ "dev": "cuda:1",
+ "ep": 100,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ "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,
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+ "act_train_mode": "stream",
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+ "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": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ "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,
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+ "seed": 0,
+ "num_workers": 0,
+ "max_train_batches": 0,
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+ "device": "cuda:1",
+ "metric": "rmse",
+ "sec": 99.7,
+ "dev": "cuda:1",
+ "ep": 90,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test_adaptive": {
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+ "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",
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+ "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": {
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+ "test": {
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+ "test_adaptive": {
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+ "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,
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+ "seed": 0,
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+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 33.0,
+ "dev": "cuda:0",
+ "ep": 80,
+ "val": {
+ "rocauc": 0.58009596629467
+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "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",
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+ "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,
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+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 30.5,
+ "dev": "cuda:0",
+ "ep": 90,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ "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",
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+ "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": {
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+ },
+ "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": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ },
+ "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",
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+ "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": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ },
+ "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",
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+ "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": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "test_adaptive": {
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+ },
+ "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",
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+ "seed": 0,
+ "num_workers": 0,
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+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 50.2,
+ "dev": "cuda:0",
+ "ep": 80,
+ "val": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ "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,
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+ "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": {
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+ },
+ "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,
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+ "act_train_mode": "stream",
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+ "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": {
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+ },
+ "test": {
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+ },
+ "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",
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+ "seed": 0,
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+ "max_eval_batches": 0,
+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 31.0,
+ "dev": "cuda:0",
+ "ep": 90,
+ "val": {
+ "rocauc": 0.6329113613630306
+ },
+ "val_adaptive": {
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+ },
+ "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,
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+ "device": "cuda:0",
+ "metric": "rocauc",
+ "sec": 34.8,
+ "dev": "cuda:0",
+ "ep": 100,
+ "val": {
+ "rocauc": 0.6287543036419472
+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "test_adaptive": {
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+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
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+ "act_train_mode": "stream",
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+ "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": {
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+ },
+ "test": {
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+ "test_adaptive": {
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+ },
+ "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": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "test_adaptive": {
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+ },
+ "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,
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+ "act_train_mode": "stream",
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+ "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": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "test_adaptive": {
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+ },
+ "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",
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+ "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": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "test_adaptive": {
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+ },
+ "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,
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+ "device": "cuda:1",
+ "metric": "rocauc",
+ "sec": 203.5,
+ "dev": "cuda:1",
+ "ep": 30,
+ "val": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ "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,
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+ "hidden": 128,
+ "agg_layers": 5,
+ "compute_layers": 2,
+ "epochs": 100,
+ "eval_every": 10,
+ "lr": 0.001,
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+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
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+ "device": "cuda:1",
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+ "dev": "cuda:1",
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+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "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,
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+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
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+ "act_train_mode": "stream",
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+ "num_workers": 0,
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+ "max_eval_batches": 0,
+ "device": "cuda:1",
+ "metric": "rocauc",
+ "sec": 178.7,
+ "dev": "cuda:1",
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+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "test_adaptive": {
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+ },
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+ "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",
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+ "hidden": 128,
+ "agg_layers": 5,
+ "compute_layers": 2,
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+ "eval_every": 10,
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+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
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+ "device": "cuda:1",
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+ "sec": 165.4,
+ "dev": "cuda:1",
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+ "val": {
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+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
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+ "device": "cuda:1",
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+ "sec": 167.2,
+ "dev": "cuda:1",
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+ "val": {
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+ "val_adaptive": {
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+ "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,
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+ "eval_every": 10,
+ "lr": 0.001,
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+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
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+ "device": "cuda:1",
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+ "sec": 154.5,
+ "dev": "cuda:1",
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+ "val": {
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+ "val_adaptive": {
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+ "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,
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+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
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+ "device": "cuda:1",
+ "metric": "rocauc",
+ "sec": 157.1,
+ "dev": "cuda:1",
+ "ep": 60,
+ "val": {
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+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
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+ "device": "cuda:1",
+ "metric": "rocauc",
+ "sec": 268.8,
+ "dev": "cuda:1",
+ "ep": 70,
+ "val": {
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+ "val_adaptive": {
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+ "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,
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+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
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+ "device": "cuda:1",
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+ "sec": 225.3,
+ "dev": "cuda:1",
+ "ep": 90,
+ "val": {
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+ },
+ "val_adaptive": {
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+ "test": {
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+ "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",
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+ "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": {
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+ },
+ "test": {
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+ },
+ "test_adaptive": {
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+ },
+ "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,
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+ "device": "cuda:1",
+ "metric": "rocauc",
+ "sec": 167.6,
+ "dev": "cuda:1",
+ "ep": 100,
+ "val": {
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+ },
+ "val_adaptive": {
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+ },
+ "test": {
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+ "test_adaptive": {
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+ "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,
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+ "lr": 0.001,
+ "bs": 128,
+ "lam_q": 0.1,
+ "halt_max_steps": 8,
+ "halt_min_steps": 2,
+ "halt_target": "loss",
+ "halt_loss_threshold": 0.2,
+ "halt_exploration_prob": 0.1,
+ "q_warmup_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