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  1. .gitattributes +4 -0
  2. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/config.yaml +194 -0
  3. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/hydra.yaml +155 -0
  4. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/overrides.yaml +1 -0
  5. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0615-test_success_rate=0.800.ckpt +3 -0
  6. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0620-test_success_rate=0.720.ckpt +3 -0
  7. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0710-test_success_rate=0.720.ckpt +3 -0
  8. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0830-test_success_rate=0.740.ckpt +3 -0
  9. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0880-test_success_rate=0.740.ckpt +3 -0
  10. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/latest.ckpt +3 -0
  11. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/logs.json.txt +3 -0
  12. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/train.log +14 -0
  13. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164316-n0n0l1oe/files/config.yaml +305 -0
  14. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164316-n0n0l1oe/files/output.log +3 -0
  15. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164316-n0n0l1oe/files/wandb-metadata.json +56 -0
  16. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164316-n0n0l1oe/files/wandb-summary.json +1 -0
  17. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164316-n0n0l1oe/run-n0n0l1oe.wandb +3 -0
  18. 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/wandb-resume.json +1 -0
  19. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/config.yaml +194 -0
  20. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/hydra.yaml +155 -0
  21. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/overrides.yaml +1 -0
  22. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0610-test_success_rate=0.740.ckpt +3 -0
  23. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0705-test_success_rate=0.740.ckpt +3 -0
  24. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0745-test_success_rate=0.760.ckpt +3 -0
  25. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0855-test_success_rate=0.760.ckpt +3 -0
  26. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0890-test_success_rate=0.760.ckpt +3 -0
  27. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/latest.ckpt +3 -0
  28. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/logs.json.txt +3 -0
  29. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/train.log +14 -0
  30. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164318-p0jndf7b/files/config.yaml +305 -0
  31. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164318-p0jndf7b/files/output.log +3 -0
  32. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164318-p0jndf7b/files/wandb-metadata.json +56 -0
  33. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164318-p0jndf7b/files/wandb-summary.json +1 -0
  34. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164318-p0jndf7b/run-p0jndf7b.wandb +3 -0
  35. 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/wandb-resume.json +1 -0
.gitattributes CHANGED
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  2026.04.18/09.06.44_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/logs.json.txt filter=lfs diff=lfs merge=lfs -text
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  2026.04.18/08.56.49_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260418_085750-q6l6s41x/run-q6l6s41x.wandb filter=lfs diff=lfs merge=lfs -text
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  2026.04.18/09.06.44_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/logs.json.txt filter=lfs diff=lfs merge=lfs -text
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  2026.04.18/09.06.44_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260418_090740-6g56arly/run-6g56arly.wandb filter=lfs diff=lfs merge=lfs -text
473
+ 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/logs.json.txt filter=lfs diff=lfs merge=lfs -text
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+ 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164316-n0n0l1oe/run-n0n0l1oe.wandb filter=lfs diff=lfs merge=lfs -text
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+ 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/logs.json.txt filter=lfs diff=lfs merge=lfs -text
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+ 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164318-p0jndf7b/run-p0jndf7b.wandb filter=lfs diff=lfs merge=lfs -text
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/config.yaml ADDED
@@ -0,0 +1,194 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ name: train_llm_diffusion_unet_lowdim
2
+ _target_: llmbc.workspace.train_llm_diffusion_unet_lowdim_workspace.TrainLLMDiffusionUnetLowdimWorkspace
3
+ obs_dim: ${task.obs_dim}
4
+ action_dim: ${task.action_dim}
5
+ task_name: ${task.name}
6
+ exp_name: default
7
+ model_name: ${llm.name}
8
+ horizon: 1
9
+ n_obs_steps: 1
10
+ n_action_steps: 1
11
+ n_latency_steps: 0
12
+ past_action_visible: false
13
+ keypoint_visible_rate: 1.0
14
+ obs_as_local_cond: false
15
+ obs_as_global_cond: true
16
+ pred_action_steps_only: false
17
+ llm_orig_expert_feedback: true
18
+ llm_do_sample: false
19
+ policy:
20
+ _target_: llmbc.policy.llm_diffusion_unet_lowdim_policy.LLMDiffusionUnetLowdimPolicy
21
+ model:
22
+ _target_: llmbc.model.diffusion.conditional_unet1d.ConditionalUnet1D
23
+ input_dim: '${eval: ${task.action_dim} if ${obs_as_local_cond} or ${obs_as_global_cond}
24
+ else ${task.obs_dim} + ${task.action_dim}}'
25
+ local_cond_dim: '${eval: ${task.obs_dim} if ${obs_as_local_cond} else None}'
26
+ global_cond_dim: '${eval: ${task.obs_dim}*${n_obs_steps} if ${obs_as_global_cond}
27
+ else None}'
28
+ diffusion_step_embed_dim: 256
29
+ down_dims:
30
+ - 256
31
+ - 512
32
+ - 1024
33
+ kernel_size: 5
34
+ n_groups: 8
35
+ cond_predict_scale: true
36
+ noise_scheduler:
37
+ _target_: diffusers.schedulers.scheduling_ddpm.DDPMScheduler
38
+ num_train_timesteps: 100
39
+ beta_start: 0.0001
40
+ beta_end: 0.02
41
+ beta_schedule: squaredcos_cap_v2
42
+ variance_type: fixed_small
43
+ clip_sample: true
44
+ prediction_type: epsilon
45
+ horizon: ${horizon}
46
+ obs_dim: ${obs_dim}
47
+ action_dim: ${action_dim}
48
+ n_action_steps: ${eval:'${n_action_steps}+${n_latency_steps}'}
49
+ n_obs_steps: ${n_obs_steps}
50
+ num_inference_steps: 100
51
+ obs_as_local_cond: ${obs_as_local_cond}
52
+ obs_as_global_cond: ${obs_as_global_cond}
53
+ pred_action_steps_only: ${pred_action_steps_only}
54
+ oa_step_convention: true
55
+ llm_discriminator:
56
+ _target_: llmbc.discriminator.llm_ce_discriminator.LLMCEDiscriminator
57
+ task_id: ${task_name}
58
+ llm_translator:
59
+ _target_: llmbc.translator.llm_translator.LLMTranslator
60
+ cfg: ${llm}
61
+ obs_dim: ${obs_dim}
62
+ action_dim: ${action_dim}
63
+ horizon: ${horizon}
64
+ n_obs_steps: ${n_obs_steps}
65
+ n_action_steps: ${eval:'${n_action_steps}+${n_latency_steps}'}
66
+ loss_dp_weight: 1.0
67
+ loss_llm_weight: 0.001
68
+ normalize_llm_loss: true
69
+ norm_batch: true
70
+ reweight_llm_loss: true
71
+ ema:
72
+ _target_: llmbc.model.diffusion.ema_model.EMAModel
73
+ update_after_step: 0
74
+ inv_gamma: 1.0
75
+ power: 0.75
76
+ min_value: 0.0
77
+ max_value: 0.9999
78
+ dataloader:
79
+ batch_size: 16
80
+ num_workers: 0
81
+ shuffle: true
82
+ pin_memory: false
83
+ persistent_workers: false
84
+ val_dataloader:
85
+ batch_size: 16
86
+ num_workers: 0
87
+ shuffle: false
88
+ pin_memory: false
89
+ persistent_workers: false
90
+ optimizer:
91
+ _target_: torch.optim.AdamW
92
+ lr: 0.0001
93
+ betas:
94
+ - 0.95
95
+ - 0.999
96
+ eps: 1.0e-08
97
+ weight_decay: 1.0e-06
98
+ training:
99
+ device: cuda:0
100
+ seed: 43
101
+ debug: false
102
+ resume: true
103
+ lr_scheduler: cosine
104
+ lr_warmup_steps: 500
105
+ num_epochs: 1001
106
+ gradient_accumulate_every: 16
107
+ use_ema: true
108
+ rollout_every: 5
109
+ checkpoint_every: 5
110
+ val_every: 1
111
+ sample_every: 5
112
+ max_train_steps: null
113
+ max_val_steps: null
114
+ tqdm_interval_sec: 1.0
115
+ logging:
116
+ project: ${task.name}-training
117
+ resume: true
118
+ mode: online
119
+ name: ${now:%Y.%m.%d-%H.%M.%S}_${name}_${task_name}
120
+ tags:
121
+ - ${name}
122
+ - ${task_name}
123
+ - ${exp_name}
124
+ id: null
125
+ group: null
126
+ checkpoint:
127
+ topk:
128
+ monitor_key: test_success_rate
129
+ mode: max
130
+ k: 5
131
+ format_str: epoch={epoch:04d}-test_success_rate={test_success_rate:.3f}.ckpt
132
+ save_last_ckpt: true
133
+ save_last_snapshot: false
134
+ multi_run:
135
+ run_dir: data/outputs/${now:%Y.%m.%d}/${now:%H.%M.%S}_${name}_${task_name}
136
+ wandb_name_base: ${now:%Y.%m.%d-%H.%M.%S}_${name}_${task_name}
137
+ task:
138
+ name: adroit-hand-relocate-v1
139
+ obs_dim: 39
140
+ action_dim: 30
141
+ env_runner:
142
+ _target_: llmbc.env_runner.adroit_lowdim_runner.AdroitHandLowdimRunner
143
+ env_name: llf-adroit-adroit-hand-relocate-v1
144
+ n_train: 10
145
+ n_test: 50
146
+ n_envs: 10
147
+ max_steps: 150
148
+ n_obs_steps: ${n_obs_steps}
149
+ n_action_steps: ${n_action_steps}
150
+ instruction_type: b
151
+ feedback_type:
152
+ - hp
153
+ - hn
154
+ - fp
155
+ visual: false
156
+ discount: 0.99
157
+ dataset:
158
+ _target_: llmbc.dataset.adroit_lowdim_dataset.AdroitHandLowdimDataset
159
+ data_path: datasets/adroit-hand-relocate-v1.pt
160
+ data_path2: datasets/adroit-hand-relocate-v1.pt
161
+ horizon: ${horizon}
162
+ pad_before: ${eval:'${n_obs_steps}-1'}
163
+ pad_after: ${eval:'${n_action_steps}-1'}
164
+ obs_eef_target: true
165
+ use_manual_normalizer: false
166
+ val_ratio: 0.1
167
+ dummy_normalizer: false
168
+ instructor:
169
+ _target_: llmbc.translator.instructor.adroit_instructor.adroit_hand_relocate_v1_instructor.AdroitHandRelocateV1Instructor
170
+ llm:
171
+ name: HuggingFaceTB/SmolLM2-135M-Instruct
172
+ model_name: SmolLM2-135M-Instruct
173
+ config_target: llmbc.model.llm.llama_lowdim_model.LowdimLlamaConfig
174
+ causal_lm_target: llmbc.model.llm.llama_lowdim_model.LowdimLlamaForCausalLM
175
+ use_quantization: false
176
+ use_joint_mlp_projector: true
177
+ llm_mode: ete-finetuned
178
+ finetune_mode: orig
179
+ checkpoint: data/outputs/2026.04.03/12.44.33_train_llm_lowdim_adroit-hand-relocate-v1/HuggingFaceTB/SmolLM2-135M-Instruct-finetuned-adroit-hand-relocate-v1/checkpoint-2340
180
+ max_length: 100
181
+ lora_config:
182
+ r: 32
183
+ lora_alpha: 64
184
+ lora_dropout: 0.05
185
+ bias: none
186
+ task_type: CAUSAL_LM
187
+ prompter:
188
+ _target_: llmbc.translator.prompter.smollm2_prompter.SmolLM2Prompter
189
+ use_joint_mlp_projector: true
190
+ hydra:
191
+ job:
192
+ override_dirname: ${model_name}
193
+ run:
194
+ dir: data/outputs/${now:%Y.%m.%d}/${now:%H.%M.%S}_${model_name}
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/hydra.yaml ADDED
@@ -0,0 +1,155 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ hydra:
2
+ run:
3
+ dir: data/outputs/${now:%Y.%m.%d}/${now:%H.%M.%S}_${name}_${task_name}
4
+ sweep:
5
+ dir: data/outputs/${now:%Y.%m.%d}/${now:%H.%M.%S}_${name}_${task_name}
6
+ subdir: ${hydra.job.num}
7
+ launcher:
8
+ _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
9
+ sweeper:
10
+ _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
11
+ max_batch_size: null
12
+ params: null
13
+ help:
14
+ app_name: ${hydra.job.name}
15
+ header: '${hydra.help.app_name} is powered by Hydra.
16
+
17
+ '
18
+ footer: 'Powered by Hydra (https://hydra.cc)
19
+
20
+ Use --hydra-help to view Hydra specific help
21
+
22
+ '
23
+ template: '${hydra.help.header}
24
+
25
+ == Configuration groups ==
26
+
27
+ Compose your configuration from those groups (group=option)
28
+
29
+
30
+ $APP_CONFIG_GROUPS
31
+
32
+
33
+ == Config ==
34
+
35
+ Override anything in the config (foo.bar=value)
36
+
37
+
38
+ $CONFIG
39
+
40
+
41
+ ${hydra.help.footer}
42
+
43
+ '
44
+ hydra_help:
45
+ template: 'Hydra (${hydra.runtime.version})
46
+
47
+ See https://hydra.cc for more info.
48
+
49
+
50
+ == Flags ==
51
+
52
+ $FLAGS_HELP
53
+
54
+
55
+ == Configuration groups ==
56
+
57
+ Compose your configuration from those groups (For example, append hydra/job_logging=disabled
58
+ to command line)
59
+
60
+
61
+ $HYDRA_CONFIG_GROUPS
62
+
63
+
64
+ Use ''--cfg hydra'' to Show the Hydra config.
65
+
66
+ '
67
+ hydra_help: ???
68
+ hydra_logging:
69
+ version: 1
70
+ formatters:
71
+ simple:
72
+ format: '[%(asctime)s][HYDRA] %(message)s'
73
+ handlers:
74
+ console:
75
+ class: logging.StreamHandler
76
+ formatter: simple
77
+ stream: ext://sys.stdout
78
+ root:
79
+ level: INFO
80
+ handlers:
81
+ - console
82
+ loggers:
83
+ logging_example:
84
+ level: DEBUG
85
+ disable_existing_loggers: false
86
+ job_logging:
87
+ version: 1
88
+ formatters:
89
+ simple:
90
+ format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
91
+ handlers:
92
+ console:
93
+ class: logging.StreamHandler
94
+ formatter: simple
95
+ stream: ext://sys.stdout
96
+ file:
97
+ class: logging.FileHandler
98
+ formatter: simple
99
+ filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
100
+ root:
101
+ level: INFO
102
+ handlers:
103
+ - console
104
+ - file
105
+ disable_existing_loggers: false
106
+ env: {}
107
+ mode: RUN
108
+ searchpath: []
109
+ callbacks: {}
110
+ output_subdir: .hydra
111
+ overrides:
112
+ hydra:
113
+ - hydra.mode=RUN
114
+ task:
115
+ - training.seed=43
116
+ job:
117
+ name: train
118
+ chdir: null
119
+ override_dirname: training.seed=43
120
+ id: ???
121
+ num: ???
122
+ config_name: llmdp_adroit-hand-relocate-v1.yaml
123
+ env_set: {}
124
+ env_copy: []
125
+ config:
126
+ override_dirname:
127
+ kv_sep: '='
128
+ item_sep: ','
129
+ exclude_keys: []
130
+ runtime:
131
+ version: 1.2.0
132
+ version_base: '1.2'
133
+ cwd: /workspace/LLM-BC
134
+ config_sources:
135
+ - path: hydra.conf
136
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+ name: train_llm_diffusion_unet_lowdim
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+ _target_: llmbc.workspace.train_llm_diffusion_unet_lowdim_workspace.TrainLLMDiffusionUnetLowdimWorkspace
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+ obs_dim: ${task.obs_dim}
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+ action_dim: ${task.action_dim}
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+ task_name: ${task.name}
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+ exp_name: default
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+ model_name: ${llm.name}
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+ horizon: 1
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+ n_obs_steps: 1
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+ n_action_steps: 1
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+ n_latency_steps: 0
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+ past_action_visible: false
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+ obs_as_local_cond: false
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+ obs_as_global_cond: true
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+ pred_action_steps_only: false
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+ llm_orig_expert_feedback: true
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+ llm_do_sample: false
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+ policy:
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+ _target_: llmbc.policy.llm_diffusion_unet_lowdim_policy.LLMDiffusionUnetLowdimPolicy
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+ model:
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+ _target_: llmbc.model.diffusion.conditional_unet1d.ConditionalUnet1D
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+ input_dim: '${eval: ${task.action_dim} if ${obs_as_local_cond} or ${obs_as_global_cond}
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+ else ${task.obs_dim} + ${task.action_dim}}'
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+ local_cond_dim: '${eval: ${task.obs_dim} if ${obs_as_local_cond} else None}'
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+ global_cond_dim: '${eval: ${task.obs_dim}*${n_obs_steps} if ${obs_as_global_cond}
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+ else None}'
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+ diffusion_step_embed_dim: 256
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+ down_dims:
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+ - 256
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+ - 512
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+ - 1024
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+ kernel_size: 5
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+ n_groups: 8
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+ cond_predict_scale: true
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+ noise_scheduler:
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+ _target_: diffusers.schedulers.scheduling_ddpm.DDPMScheduler
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+ num_train_timesteps: 100
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+ beta_start: 0.0001
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+ beta_end: 0.02
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+ beta_schedule: squaredcos_cap_v2
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+ variance_type: fixed_small
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+ clip_sample: true
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+ prediction_type: epsilon
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+ horizon: ${horizon}
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+ obs_dim: ${obs_dim}
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+ action_dim: ${action_dim}
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+ n_action_steps: ${eval:'${n_action_steps}+${n_latency_steps}'}
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+ n_obs_steps: ${n_obs_steps}
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+ num_inference_steps: 100
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+ obs_as_local_cond: ${obs_as_local_cond}
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+ obs_as_global_cond: ${obs_as_global_cond}
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+ pred_action_steps_only: ${pred_action_steps_only}
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+ oa_step_convention: true
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+ llm_discriminator:
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+ _target_: llmbc.discriminator.llm_ce_discriminator.LLMCEDiscriminator
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+ task_id: ${task_name}
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+ llm_translator:
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+ _target_: llmbc.translator.llm_translator.LLMTranslator
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+ cfg: ${llm}
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+ obs_dim: ${obs_dim}
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+ action_dim: ${action_dim}
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+ horizon: ${horizon}
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+ n_obs_steps: ${n_obs_steps}
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+ n_action_steps: ${eval:'${n_action_steps}+${n_latency_steps}'}
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+ loss_dp_weight: 1.0
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+ loss_llm_weight: 0.001
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+ normalize_llm_loss: true
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+ norm_batch: true
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+ _target_: llmbc.model.diffusion.ema_model.EMAModel
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+ power: 0.75
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+ min_value: 0.0
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+ eps: 1.0e-08
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+ device: cuda:0
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+ seed: 44
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+ debug: false
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+ project: ${task.name}-training
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+ resume: true
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+ mode: online
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+ name: ${now:%Y.%m.%d-%H.%M.%S}_${name}_${task_name}
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+ tags:
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+ - ${exp_name}
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+ id: null
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+ mode: max
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+ format_str: epoch={epoch:04d}-test_success_rate={test_success_rate:.3f}.ckpt
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+ save_last_ckpt: true
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+ save_last_snapshot: false
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+ multi_run:
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+ run_dir: data/outputs/${now:%Y.%m.%d}/${now:%H.%M.%S}_${name}_${task_name}
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+ wandb_name_base: ${now:%Y.%m.%d-%H.%M.%S}_${name}_${task_name}
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+ task:
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+ name: adroit-hand-relocate-v1
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+ obs_dim: 39
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+ action_dim: 30
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+ env_runner:
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+ _target_: llmbc.env_runner.adroit_lowdim_runner.AdroitHandLowdimRunner
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+ env_name: llf-adroit-adroit-hand-relocate-v1
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+ n_train: 10
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+ n_test: 50
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+ n_envs: 10
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+ max_steps: 150
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+ n_obs_steps: ${n_obs_steps}
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+ n_action_steps: ${n_action_steps}
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+ instruction_type: b
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+ feedback_type:
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+ - hp
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+ - hn
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+ - fp
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+ visual: false
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+ discount: 0.99
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+ dataset:
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+ _target_: llmbc.dataset.adroit_lowdim_dataset.AdroitHandLowdimDataset
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+ data_path: datasets/adroit-hand-relocate-v1.pt
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+ data_path2: datasets/adroit-hand-relocate-v1.pt
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+ pad_after: ${eval:'${n_action_steps}-1'}
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+ obs_eef_target: true
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+ val_ratio: 0.1
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+ dummy_normalizer: false
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+ _target_: llmbc.translator.instructor.adroit_instructor.adroit_hand_relocate_v1_instructor.AdroitHandRelocateV1Instructor
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+ name: HuggingFaceTB/SmolLM2-135M-Instruct
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+ model_name: SmolLM2-135M-Instruct
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+ use_quantization: false
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+ use_joint_mlp_projector: true
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+ finetune_mode: orig
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+ checkpoint: data/outputs/2026.04.03/12.44.33_train_llm_lowdim_adroit-hand-relocate-v1/HuggingFaceTB/SmolLM2-135M-Instruct-finetuned-adroit-hand-relocate-v1/checkpoint-2340
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+ r: 32
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+ lora_alpha: 64
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+ task_type: CAUSAL_LM
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+ prompter:
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+ _target_: llmbc.translator.prompter.smollm2_prompter.SmolLM2Prompter
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+ use_joint_mlp_projector: true
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+ hydra:
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+ job:
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+ override_dirname: ${model_name}
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+ run:
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+ dir: data/outputs/${now:%Y.%m.%d}/${now:%H.%M.%S}_${model_name}
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+ hydra:
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+ run:
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+ dir: data/outputs/${now:%Y.%m.%d}/${now:%H.%M.%S}_${name}_${task_name}
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+ sweep:
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+ dir: data/outputs/${now:%Y.%m.%d}/${now:%H.%M.%S}_${name}_${task_name}
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+ subdir: ${hydra.job.num}
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+ _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
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+
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+ '
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+ footer: 'Powered by Hydra (https://hydra.cc)
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+
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+ Use --hydra-help to view Hydra specific help
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+
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+ '
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+ template: '${hydra.help.header}
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+
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+ == Configuration groups ==
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+
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+ Compose your configuration from those groups (group=option)
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+
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+
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+ $APP_CONFIG_GROUPS
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+
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+
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+ == Config ==
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+
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+ Override anything in the config (foo.bar=value)
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+
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+
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+ $CONFIG
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+
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+
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+ ${hydra.help.footer}
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+
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+
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+ See https://hydra.cc for more info.
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+ == Flags ==
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+ $FLAGS_HELP
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+ == Configuration groups ==
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+
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+ to command line)
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+
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+ $HYDRA_CONFIG_GROUPS
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+
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+
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+ Use ''--cfg hydra'' to Show the Hydra config.
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+
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+ '
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+ hydra_help: ???
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+ hydra_logging:
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+ version: 1
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+ formatters:
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+ format: '[%(asctime)s][HYDRA] %(message)s'
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+ handlers:
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+ console:
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+ formatter: simple
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+ stream: ext://sys.stdout
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+ root:
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+ level: INFO
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+ handlers:
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+ - console
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+ disable_existing_loggers: false
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+ formatter: simple
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+ stream: ext://sys.stdout
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+ class: logging.FileHandler
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+ formatter: simple
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+ filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
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+ root:
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+ level: INFO
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+ handlers:
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+ - console
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+ - file
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+ disable_existing_loggers: false
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+ env: {}
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+ mode: RUN
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+ searchpath: []
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+ callbacks: {}
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+ output_subdir: .hydra
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+ overrides:
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+ - hydra.mode=RUN
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+ task:
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+ - training.seed=44
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+ job:
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+ chdir: null
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+ override_dirname: training.seed=44
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+ id: ???
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+ num: ???
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+ config_name: llmdp_adroit-hand-relocate-v1.yaml
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+ env_set: {}
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+ env_copy: []
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+ item_sep: ','
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+ version: 1.2.0
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+ version_base: '1.2'
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+ cwd: /workspace/LLM-BC
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+ provider: hydra
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+ output_dir: /workspace/LLM-BC/data/outputs/2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1
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+ [2026-04-19 16:41:54,634][numexpr.utils][INFO] - Note: detected 144 virtual cores but NumExpr set to maximum of 64, check "NUMEXPR_MAX_THREADS" environment variable.
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+ [2026-04-19 16:41:54,635][numexpr.utils][INFO] - NumExpr defaulting to 16 threads.
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+ [2026-04-19 16:41:56,862][datasets][INFO] - PyTorch version 2.2.2 available.
5
+ [2026-04-19 16:41:56,862][datasets][INFO] - TensorFlow version 2.15.1 available.
6
+ [2026-04-19 16:41:56,863][datasets][INFO] - JAX version 0.4.30 available.
7
+ [2026-04-19 16:41:58,451][llmbc.model.diffusion.conditional_unet1d][INFO] - number of parameters: 6.549149e+07
8
+ [2026-04-19 16:42:32,648][root][INFO] - running build_ext
9
+ [2026-04-19 16:42:32,651][root][INFO] - building 'mujoco_py.cymj' extension
10
+ [2026-04-19 16:42:32,652][root][INFO] - gcc -pthread -B /venv/llm-bc/compiler_compat -Wno-unused-result -Wsign-compare -DNDEBUG -O2 -Wall -fPIC -O2 -isystem /venv/llm-bc/include -I/venv/llm-bc/include -fPIC -O2 -isystem /venv/llm-bc/include -fPIC -I/venv/llm-bc/lib/python3.9/site-packages/mujoco_py -I/root/.mujoco/mujoco210/include -I/venv/llm-bc/lib/python3.9/site-packages/numpy/core/include -I/venv/llm-bc/include/python3.9 -c /venv/llm-bc/lib/python3.9/site-packages/mujoco_py/cymj.c -o /venv/llm-bc/lib/python3.9/site-packages/mujoco_py/generated/_pyxbld_2.1.2.14_39_linuxcpuextensionbuilder/temp.linux-x86_64-cpython-39/venv/llm-bc/lib/python3.9/site-packages/mujoco_py/cymj.o -fopenmp -w
11
+ [2026-04-19 16:43:14,361][root][INFO] - gcc -pthread -B /venv/llm-bc/compiler_compat -Wno-unused-result -Wsign-compare -DNDEBUG -O2 -Wall -fPIC -O2 -isystem /venv/llm-bc/include -I/venv/llm-bc/include -fPIC -O2 -isystem /venv/llm-bc/include -fPIC -I/venv/llm-bc/lib/python3.9/site-packages/mujoco_py -I/root/.mujoco/mujoco210/include -I/venv/llm-bc/lib/python3.9/site-packages/numpy/core/include -I/venv/llm-bc/include/python3.9 -c /venv/llm-bc/lib/python3.9/site-packages/mujoco_py/gl/osmesashim.c -o /venv/llm-bc/lib/python3.9/site-packages/mujoco_py/generated/_pyxbld_2.1.2.14_39_linuxcpuextensionbuilder/temp.linux-x86_64-cpython-39/venv/llm-bc/lib/python3.9/site-packages/mujoco_py/gl/osmesashim.o -fopenmp -w
12
+ [2026-04-19 16:43:14,476][root][INFO] - gcc -pthread -B /venv/llm-bc/compiler_compat -shared -Wl,-rpath,/venv/llm-bc/lib -Wl,-rpath-link,/venv/llm-bc/lib -L/venv/llm-bc/lib -L/venv/llm-bc/lib -Wl,-rpath,/venv/llm-bc/lib -Wl,-rpath-link,/venv/llm-bc/lib -L/venv/llm-bc/lib /venv/llm-bc/lib/python3.9/site-packages/mujoco_py/generated/_pyxbld_2.1.2.14_39_linuxcpuextensionbuilder/temp.linux-x86_64-cpython-39/venv/llm-bc/lib/python3.9/site-packages/mujoco_py/cymj.o /venv/llm-bc/lib/python3.9/site-packages/mujoco_py/generated/_pyxbld_2.1.2.14_39_linuxcpuextensionbuilder/temp.linux-x86_64-cpython-39/venv/llm-bc/lib/python3.9/site-packages/mujoco_py/gl/osmesashim.o -L/root/.mujoco/mujoco210/bin -Wl,--enable-new-dtags,-rpath,/root/.mujoco/mujoco210/bin -lmujoco210 -lglewosmesa -lOSMesa -lGL -o /venv/llm-bc/lib/python3.9/site-packages/mujoco_py/generated/_pyxbld_2.1.2.14_39_linuxcpuextensionbuilder/lib.linux-x86_64-cpython-39/mujoco_py/cymj.cpython-39-x86_64-linux-gnu.so -fopenmp
13
+ [2026-04-19 16:43:17,318][absl][INFO] - MUJOCO_GL=osmesa, attempting to import specified OpenGL backend.
14
+ [2026-04-19 16:43:17,324][absl][INFO] - MuJoCo library version is: 2.3.7
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