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al_0.68_g_0.95_130_v2/action_logprobs.pth.gz

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al_0.68_g_0.95_130_v2/action_probs.tar.gz

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al_0.68_g_0.95_130_v2/checkpoints.tar.gz

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al_0.68_g_0.95_130_v2/config.cfg

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+rl_action=train
+num_rollout_steps=64
+lr=5e-05
+discount_rate=0.95
+eff_horizon=None
+eval_every=1
+use_wandb=True
+use_hf=True
+use_log=True
+num_total_env_steps=20000000000
+checkpoint=al_0.68_g_0.95_130_v2
+render_sixel=False
+sixel_idx=60
+seed=130
+mask_type=first_episode
+penalize_time=False
+optim=adam
+live_monitor=False
+use_bf16=False
+eval_schedule=0:1,250:2,500:5,1000:10,2000:20
+grad_acc_per_chunk=5
+num_rollout_chunks=1
+cheese_loc=any
+env_layout=open
+alpha=0.68
+env_size=13
+num_levels=9600
+f_str_ckpt=al_{alpha}_g_{discount_rate}_{seed}_v2
+wandb_project=jaxgmg_3phase_seed_v2
+ckpt_dir=jaxgmg_test
+duplication_factor=-1
+smoke=False
+num_chains=6
+num_draws=3000
+on_policy=True
+nbeta=3000
+localization=10
+exact_solver_each_draw=False
+llc_optimizer=sgld
+iw_clip_eps=None
+rmsprop_burnin=20
+llc_data_file=llc_scan_open_reinforce.pkl
+llc_checkpoint_index=0
+repo_id=davidquarel/jaxgmg_ckpt_zip
+use_shuffled_checkpoints=False
+force_re_download=False

al_0.68_g_0.95_130_v2/config.json

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+{
+  "alpha": 0.68,
+  "checkpoint": "al_0.68_g_0.95_130_v2",
+  "cheese_loc": "any",
+  "ckpt_dir": "jaxgmg_test",
+  "discount_rate": 0.95,
+  "duplication_factor": -1,
+  "eff_horizon": null,
+  "env_layout": "open",
+  "env_size": 13,
+  "eval_every": 1,
+  "eval_schedule": "0:1,250:2,500:5,1000:10,2000:20",
+  "exact_solver_each_draw": false,
+  "f_str_ckpt": "al_{alpha}_g_{discount_rate}_{seed}_v2",
+  "force_re_download": false,
+  "grad_acc_per_chunk": 5,
+  "iw_clip_eps": null,
+  "live_monitor": false,
+  "llc_checkpoint_index": 0,
+  "llc_data_file": "llc_scan_open_reinforce.pkl",
+  "llc_optimizer": "sgld",
+  "localization": 10,
+  "lr": 5e-05,
+  "mask_type": "first_episode",
+  "nbeta": 3000,
+  "num_chains": 6,
+  "num_draws": 3000,
+  "num_levels": 9600,
+  "num_rollout_chunks": 1,
+  "num_rollout_steps": 64,
+  "num_total_env_steps": 20000000000,
+  "on_policy": true,
+  "optim": "adam",
+  "penalize_time": false,
+  "render_sixel": false,
+  "repo_id": "davidquarel/jaxgmg_ckpt_zip",
+  "rl_action": "train",
+  "rmsprop_burnin": 20,
+  "seed": 130,
+  "sixel_idx": 60,
+  "smoke": false,
+  "use_bf16": false,
+  "use_hf": true,
+  "use_log": true,
+  "use_shuffled_checkpoints": false,
+  "use_wandb": true,
+  "wandb_project": "jaxgmg_3phase_seed_v2"
+}

al_0.68_g_0.95_130_v2/latest_eval.json

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+{
+  "ts": "2025-11-04T08:50:03.807809Z",
+  "loop": 32540,
+  "env_steps": 19992576000,
+  "exact_value_avg": 0.7055113911628723,
+  "regret_dist": 0.00023328361567109823,
+  "regret_corner": -5.960464477539063e-08,
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+  "regret_bot": 2.8989531983825145e-06,
+  "value_dist": 0.7055113911628723,
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+  "value_row": 0.6843746304512024,
+  "value_any": 0.7346339821815491,
+  "value_bot": 0.6878026723861694,
+  "action_probs_image_path": "jaxgmg_test/al_0.68_g_0.95_130_v2/action_probs/img_32540.png",
+  "entropy": 0.044902414083480835
+}

al_0.68_g_0.95_130_v2/latest_train.json

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+{
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+  "loop": 32551,
+  "env_steps": 19999948799,
+  "loss": 0.0010578737128525972,
+  "avg_return": 0.7028443813323975,
+  "regret": 0.00023328361567109823,
+  "entropy": 0.04586241394281387,
+  "lr": 5e-05,
+  "discount_rate": 0.95,
+  "num_rollout_steps": 64
+}

al_0.68_g_0.95_130_v2/setup.json

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+{
+  "config": {
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+    "num_rollout_steps": 64,
+    "lr": 5e-05,
+    "discount_rate": 0.95,
+    "eff_horizon": null,
+    "eval_every": 1,
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+    "use_log": true,
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+    "checkpoint": "al_0.68_g_0.95_130_v2",
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+    "sixel_idx": 60,
+    "seed": 130,
+    "mask_type": "first_episode",
+    "penalize_time": false,
+    "optim": "adam",
+    "live_monitor": false,
+    "use_bf16": false,
+    "eval_schedule": "0:1,250:2,500:5,1000:10,2000:20",
+    "grad_acc_per_chunk": 5,
+    "num_rollout_chunks": 1,
+    "cheese_loc": "any",
+    "env_layout": "open",
+    "alpha": 0.68,
+    "env_size": 13,
+    "num_levels": 9600,
+    "f_str_ckpt": "al_{alpha}_g_{discount_rate}_{seed}_v2",
+    "wandb_project": "jaxgmg_3phase_seed_v2",
+    "ckpt_dir": "jaxgmg_test",
+    "duplication_factor": -1,
+    "smoke": false,
+    "num_chains": 6,
+    "num_draws": 3000,
+    "on_policy": true,
+    "nbeta": 3000,
+    "localization": 10,
+    "exact_solver_each_draw": false,
+    "llc_optimizer": "sgld",
+    "iw_clip_eps": null,
+    "rmsprop_burnin": 20,
+    "llc_data_file": "llc_scan_open_reinforce.pkl",
+    "llc_checkpoint_index": 0,
+    "repo_id": "davidquarel/jaxgmg_ckpt_zip",
+    "use_shuffled_checkpoints": false,
+    "force_re_download": false
+  },
+  "setup": {
+    "start_time_utc": "2025-11-04T02:49:12.636114Z",
+    "seed": 130,
+    "device": "cuda",
+    "python_version": "3.11.11",
+    "torch_version": "2.9.0+cu128",
+    "jax_version": "0.6.2",
+    "hostname": "6e85e472cdf4",
+    "platform": "Linux-5.4.0-216-generic-x86_64-with-glibc2.35",
+    "git_sha": null,
+    "git_branch": null,
+    "use_wandb": true
+  }
+}

al_0.68_g_0.95_130_v2/setup.txt

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+Start: 2025-11-04T02:49:12.636114Z
+Seed: 130
+Device: cuda
+Python: 3.11.11 | Torch: 2.9.0+cu128 | JAX: 0.6.2
+Host: 6e85e472cdf4
+Platform: Linux-5.4.0-216-generic-x86_64-with-glibc2.35
+Git: branch=None sha=None
+use_wandb: True