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  1. .gitattributes +17 -0
  2. humanoid_h1hand-balance_hard-v0/0/4o_balance_h/models/step_1000000.pt +3 -0
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  41. humanoid_h1hand-crawl-v0/0/tdmpc_crawl/eval.csv +40 -0
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+ config: {'task': 'humanoid_h1hand-balance_simple-v0', 'obs': 'state', 'episodic': False, 'checkpoint': '???', 'eval_episodes': 10, 'eval_freq': 50000, 'trainer': 'online', 'steps': 5000000, 'batch_size': 256, 'reward_coef': 0.1, 'value_coef': 0.1, 'termination_coef': 1, 'consistency_coef': 20, 'rho': 0.5, 'lr': 0.0003, 'enc_lr_scale': 0.3, 'grad_clip_norm': 20, 'tau': 0.01, 'discount_denom': 5, 'discount_min': 0.95, 'discount_max': 0.995, 'buffer_size': 1000000, 'exp_name': 'tdmpc_balance_s', 'data_dir': '/media/levi/Singe4linux/Moore-TDMPC/TDMPC2/data/mt30', 'manager': {'goal_interval': 10, 'hidden_dim': 512, 'ent_coef': 0.01, 'lr': 0.0003, 'gamma': 0.99, 'lam': 0.95, 'tau': 0.005, 'intrinsic_coef': 0.1}, 'goal_vae': {'n_latents': 8, 'n_classes': 8, 'tau_start': 1.0, 'tau_end': 0.1, 'anneal_steps': 100000, 'beta': 1.0, 'lr': 0.0003}, 'mpc': True, 'iterations': 8, 'num_samples': 512, 'num_elites': 64, 'num_pi_trajs': 24, 'horizon': 3, 'min_std': 0.05, 'max_std': 2, 'temperature': 0.5, 'log_std_min': -10, 'log_std_max': 2, 'entropy_coef': 0.0001, 'num_bins': 101, 'vmin': -10, 'vmax': 10, 'use_moe': False, 'n_experts': 4, 'use_orthogonal': True, 'moe_tau_init': 1.8, 'moe_tau_min': 0.5, 'moe_tau_max': 2.0, 'moe_beta': 0.02, 'moe_lb_alpha': 0.03, 'moe_freeze_frac': 0.05, 'model_size': 5, 'num_enc_layers': 2, 'enc_dim': 256, 'num_channels': 32, 'mlp_dim': 512, 'latent_dim': 512, 'task_dim': 0, 'num_q': 5, 'dropout': 0.01, 'simnorm_dim': 8, 'wandb_project': 'moore-tdmpc', 'wandb_entity': 'OA-MBRL', 'wandb_silent': False, 'disable_wandb': False, 'save_csv': True, 'visualize_experts': True, 'viz_interval': 10000, 'compile': False, 'save_video': True, 'save_agent': True, 'seed': 0, 'work_dir': PosixPath('/ceph/home/songchun01/xiaoyuan/humanoid-bench/tdmpc2/logs/humanoid_h1hand-balance_simple-v0/0/tdmpc_balance_s'), 'task_title': 'Humanoid_H1Hand Balance_Simple V0', 'multitask': False, 'tasks': ['humanoid_h1hand-balance_simple-v0'], 'obs_shape': {'state': [164]}, 'action_dim': 61, 'episode_length': 1000, 'obs_shapes': '???', 'action_dims': '???', 'episode_lengths': '???', 'seed_steps': 5000, 'bin_size': 0.2}
14
+ 2025-07-05 11:10:34,039 INFO MainThread:238651 [wandb_init.py:init():610] starting backend
15
+ 2025-07-05 11:10:34,040 INFO MainThread:238651 [wandb_init.py:init():614] setting up manager
16
+ 2025-07-05 11:10:34,044 INFO MainThread:238651 [backend.py:_multiprocessing_setup():105] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
17
+ 2025-07-05 11:10:34,045 INFO MainThread:238651 [wandb_init.py:init():622] backend started and connected
18
+ 2025-07-05 11:10:34,059 INFO MainThread:238651 [wandb_init.py:init():711] updated telemetry
19
+ 2025-07-05 11:10:34,067 INFO MainThread:238651 [wandb_init.py:init():744] communicating run to backend with 90.0 second timeout
20
+ 2025-07-05 11:10:34,072 INFO MainThread:238651 [wandb_init.py:init():795] starting run threads in backend
21
+ 2025-07-05 11:10:47,480 INFO MainThread:238651 [wandb_run.py:_console_start():2380] atexit reg
22
+ 2025-07-05 11:10:47,480 INFO MainThread:238651 [wandb_run.py:_redirect():2235] redirect: wrap_raw
23
+ 2025-07-05 11:10:47,481 INFO MainThread:238651 [wandb_run.py:_redirect():2300] Wrapping output streams.
24
+ 2025-07-05 11:10:47,481 INFO MainThread:238651 [wandb_run.py:_redirect():2325] Redirects installed.
25
+ 2025-07-05 11:10:47,483 INFO MainThread:238651 [wandb_init.py:init():838] run started, returning control to user process
humanoid_h1hand-crawl-v0/0/4o_crawl/eval.csv ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ step,episode_reward
2
+ 0.0,364.88983154296875
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+ 700000.0,839.8585815429688
humanoid_h1hand-crawl-v0/0/4o_crawl/wandb/debug-internal.log ADDED
The diff for this file is too large to render. See raw diff
 
humanoid_h1hand-crawl-v0/0/4o_crawl/wandb/debug.log ADDED
@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2025-07-05 11:10:34,016 INFO MainThread:238658 [wandb_setup.py:_flush():76] Current SDK version is 0.17.3
2
+ 2025-07-05 11:10:34,018 INFO MainThread:238658 [wandb_setup.py:_flush():76] Configure stats pid to 238658
3
+ 2025-07-05 11:10:34,018 INFO MainThread:238658 [wandb_setup.py:_flush():76] Loading settings from /ceph/home/songchun01/.config/wandb/settings
4
+ 2025-07-05 11:10:34,018 INFO MainThread:238658 [wandb_setup.py:_flush():76] Loading settings from /ceph/home/songchun01/xiaoyuan/humanoid-bench/tdmpc2/outputs/2025-07-05/11-10-24/wandb/settings
5
+ 2025-07-05 11:10:34,018 INFO MainThread:238658 [wandb_setup.py:_flush():76] Loading settings from environment variables: {'mode': 'offline', 'silent': 'false'}
6
+ 2025-07-05 11:10:34,018 INFO MainThread:238658 [wandb_setup.py:_flush():76] Applying setup settings: {'_disable_service': False}
7
+ 2025-07-05 11:10:34,019 WARNING MainThread:238658 [wandb_setup.py:_flush():76] Could not find program at -m tdmpc2.train
8
+ 2025-07-05 11:10:34,019 INFO MainThread:238658 [wandb_setup.py:_flush():76] Inferring run settings from compute environment: {'program_relpath': None, 'program': '-m tdmpc2.train'}
9
+ 2025-07-05 11:10:34,019 INFO MainThread:238658 [wandb_init.py:_log_setup():520] Logging user logs to /ceph/home/songchun01/xiaoyuan/humanoid-bench/tdmpc2/logs/humanoid_h1hand-crawl-v0/0/4o_crawl/wandb/offline-run-20250705_111033-toavd0as/logs/debug.log
10
+ 2025-07-05 11:10:34,020 INFO MainThread:238658 [wandb_init.py:_log_setup():521] Logging internal logs to /ceph/home/songchun01/xiaoyuan/humanoid-bench/tdmpc2/logs/humanoid_h1hand-crawl-v0/0/4o_crawl/wandb/offline-run-20250705_111033-toavd0as/logs/debug-internal.log
11
+ 2025-07-05 11:10:34,020 INFO MainThread:238658 [wandb_init.py:init():560] calling init triggers
12
+ 2025-07-05 11:10:34,020 INFO MainThread:238658 [wandb_init.py:init():567] wandb.init called with sweep_config: {}
13
+ config: {'task': 'humanoid_h1hand-crawl-v0', 'obs': 'state', 'episodic': False, 'checkpoint': '???', 'eval_episodes': 10, 'eval_freq': 50000, 'trainer': 'online', 'steps': 5000000, 'batch_size': 256, 'reward_coef': 0.1, 'value_coef': 0.1, 'termination_coef': 1, 'consistency_coef': 20, 'rho': 0.5, 'lr': 0.0003, 'enc_lr_scale': 0.3, 'grad_clip_norm': 20, 'tau': 0.01, 'discount_denom': 5, 'discount_min': 0.95, 'discount_max': 0.995, 'buffer_size': 1000000, 'exp_name': '4o_crawl', 'data_dir': '/media/levi/Singe4linux/Moore-TDMPC/TDMPC2/data/mt30', 'manager': {'goal_interval': 10, 'hidden_dim': 512, 'ent_coef': 0.01, 'lr': 0.0003, 'gamma': 0.99, 'lam': 0.95, 'tau': 0.005, 'intrinsic_coef': 0.1}, 'goal_vae': {'n_latents': 8, 'n_classes': 8, 'tau_start': 1.0, 'tau_end': 0.1, 'anneal_steps': 100000, 'beta': 1.0, 'lr': 0.0003}, 'mpc': True, 'iterations': 8, 'num_samples': 512, 'num_elites': 64, 'num_pi_trajs': 24, 'horizon': 3, 'min_std': 0.05, 'max_std': 2, 'temperature': 0.5, 'log_std_min': -10, 'log_std_max': 2, 'entropy_coef': 0.0001, 'num_bins': 101, 'vmin': -10, 'vmax': 10, 'use_moe': True, 'n_experts': 4, 'use_orthogonal': True, 'moe_tau_init': 1.8, 'moe_tau_min': 0.5, 'moe_tau_max': 2.0, 'moe_beta': 0.02, 'moe_lb_alpha': 0.03, 'moe_freeze_frac': 0.05, 'model_size': 5, 'num_enc_layers': 2, 'enc_dim': 256, 'num_channels': 32, 'mlp_dim': 512, 'latent_dim': 512, 'task_dim': 0, 'num_q': 5, 'dropout': 0.01, 'simnorm_dim': 8, 'wandb_project': 'moore-tdmpc', 'wandb_entity': 'OA-MBRL', 'wandb_silent': False, 'disable_wandb': False, 'save_csv': True, 'visualize_experts': True, 'viz_interval': 10000, 'compile': False, 'save_video': True, 'save_agent': True, 'seed': 0, 'work_dir': PosixPath('/ceph/home/songchun01/xiaoyuan/humanoid-bench/tdmpc2/logs/humanoid_h1hand-crawl-v0/0/4o_crawl'), 'task_title': 'Humanoid_H1Hand Crawl V0', 'multitask': False, 'tasks': ['humanoid_h1hand-crawl-v0'], 'obs_shape': {'state': [151]}, 'action_dim': 61, 'episode_length': 1000, 'obs_shapes': '???', 'action_dims': '???', 'episode_lengths': '???', 'seed_steps': 5000, 'bin_size': 0.2}
14
+ 2025-07-05 11:10:34,020 INFO MainThread:238658 [wandb_init.py:init():610] starting backend
15
+ 2025-07-05 11:10:34,020 INFO MainThread:238658 [wandb_init.py:init():614] setting up manager
16
+ 2025-07-05 11:10:34,025 INFO MainThread:238658 [backend.py:_multiprocessing_setup():105] multiprocessing start_methods=fork,spawn,forkserver, using: spawn
17
+ 2025-07-05 11:10:34,027 INFO MainThread:238658 [wandb_init.py:init():622] backend started and connected
18
+ 2025-07-05 11:10:34,033 INFO MainThread:238658 [wandb_init.py:init():711] updated telemetry
19
+ 2025-07-05 11:10:34,056 INFO MainThread:238658 [wandb_init.py:init():744] communicating run to backend with 90.0 second timeout
20
+ 2025-07-05 11:10:34,061 INFO MainThread:238658 [wandb_init.py:init():795] starting run threads in backend
21
+ 2025-07-05 11:10:48,490 INFO MainThread:238658 [wandb_run.py:_console_start():2380] atexit reg
22
+ 2025-07-05 11:10:48,491 INFO MainThread:238658 [wandb_run.py:_redirect():2235] redirect: wrap_raw
23
+ 2025-07-05 11:10:48,491 INFO MainThread:238658 [wandb_run.py:_redirect():2300] Wrapping output streams.
24
+ 2025-07-05 11:10:48,491 INFO MainThread:238658 [wandb_run.py:_redirect():2325] Redirects installed.
25
+ 2025-07-05 11:10:48,494 INFO MainThread:238658 [wandb_init.py:init():838] run started, returning control to user process
humanoid_h1hand-crawl-v0/0/4o_crawl/wandb/offline-run-20250705_111033-toavd0as/files/conda-environment.yaml ADDED
@@ -0,0 +1,209 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ name: human
2
+ channels:
3
+ - conda-forge
4
+ - https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge/
5
+ - https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/pytorch/
6
+ - https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main/
7
+ - https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free/
8
+ - defaults
9
+ dependencies:
10
+ - _libgcc_mutex=0.1=conda_forge
11
+ - _openmp_mutex=4.5=2_gnu
12
+ - bzip2=1.0.8=h4bc722e_7
13
+ - ca-certificates=2025.6.15=hbd8a1cb_0
14
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18
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23
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24
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+ - libzlib=1.3.1=hb9d3cd8_2
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+ - ncurses=6.5=h2d0b736_3
27
+ - openssl=3.5.0=h7b32b05_1
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+ - pip=25.1.1=pyh8b19718_0
29
+ - python=3.11.13=h9e4cc4f_0_cpython
30
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31
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32
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33
+ - wheel=0.45.1=pyhd8ed1ab_1
34
+ - pip:
35
+ - absl-py==2.3.0
36
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37
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38
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40
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43
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46
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49
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50
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51
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52
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53
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54
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55
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56
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60
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61
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62
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63
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64
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65
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66
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67
+ - fonttools==4.58.4
68
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69
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70
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71
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72
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73
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74
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75
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76
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77
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78
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79
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80
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81
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83
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85
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86
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88
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89
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90
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91
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92
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93
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94
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95
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96
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97
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98
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99
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100
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101
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103
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104
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105
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106
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107
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108
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109
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110
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111
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113
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114
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115
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116
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118
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119
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120
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121
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122
+ - nvidia-cublas-cu12==12.1.3.1
123
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125
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126
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127
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128
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129
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130
+ - nvidia-cusolver-cu12==11.4.5.107
131
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132
+ - nvidia-nccl-cu12==2.20.5
133
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134
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135
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136
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137
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138
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139
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140
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141
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142
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143
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144
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145
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146
+ - platformdirs==4.3.8
147
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148
+ - proglog==0.1.12
149
+ - prompt-toolkit==3.0.51
150
+ - protobuf==4.25.8
151
+ - psutil==7.0.0
152
+ - ptyprocess==0.7.0
153
+ - pure-eval==0.2.3
154
+ - pygments==2.19.2
155
+ - pyopengl==3.1.9
156
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157
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158
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159
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160
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161
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162
+ - pyzmq==26.0.3
163
+ - requests==2.32.4
164
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165
+ - ruamel-yaml==0.18.6
166
+ - ruamel-yaml-clib==0.2.12
167
+ - scipy==1.16.0
168
+ - seaborn==0.13.2
169
+ - sentry-sdk==2.32.0
170
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171
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172
+ - six==1.17.0
173
+ - smmap==5.0.2
174
+ - stable-baselines3==2.3.2
175
+ - stack-data==0.6.3
176
+ - submitit==1.5.3
177
+ - sympy==1.14.0
178
+ - tabulate==0.9.0
179
+ - tdmpc2==0.0
180
+ - tenacity==9.1.2
181
+ - tensorboard==2.16.2
182
+ - tensorboard-data-server==0.7.2
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+ - tensorboardx==2.6.4
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193
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195
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203
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204
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205
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206
+ - werkzeug==3.1.3
207
+ - wrapt==1.17.2
208
+ - zipp==3.23.0
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