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Browse files- .gitattributes +4 -0
- 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/config.yaml +194 -0
- 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/hydra.yaml +155 -0
- 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/overrides.yaml +1 -0
- 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
- 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
- 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
- 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
- 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
- 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/latest.ckpt +3 -0
- 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/logs.json.txt +3 -0
- 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/train.log +14 -0
- 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
- 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
- 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
- 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
- 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
- 2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/wandb-resume.json +1 -0
- 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/config.yaml +194 -0
- 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/hydra.yaml +155 -0
- 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/overrides.yaml +1 -0
- 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
- 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
- 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
- 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
- 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
- 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/latest.ckpt +3 -0
- 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/logs.json.txt +3 -0
- 2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/train.log +14 -0
- 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
- 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
- 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
- 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
- 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
- 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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@@ -470,3 +470,7 @@ saved_model/**/* 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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| 472 |
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
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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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| 472 |
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
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+
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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| 474 |
+
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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| 475 |
+
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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| 476 |
+
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
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2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/config.yaml
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|
| 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 |
+
schema: pkg
|
| 137 |
+
provider: hydra
|
| 138 |
+
- path: /workspace/LLM-BC/config/main_table
|
| 139 |
+
schema: file
|
| 140 |
+
provider: main
|
| 141 |
+
- path: ''
|
| 142 |
+
schema: structured
|
| 143 |
+
provider: schema
|
| 144 |
+
output_dir: /workspace/LLM-BC/data/outputs/2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1
|
| 145 |
+
choices:
|
| 146 |
+
hydra/env: default
|
| 147 |
+
hydra/callbacks: null
|
| 148 |
+
hydra/job_logging: default
|
| 149 |
+
hydra/hydra_logging: default
|
| 150 |
+
hydra/hydra_help: default
|
| 151 |
+
hydra/help: default
|
| 152 |
+
hydra/sweeper: basic
|
| 153 |
+
hydra/launcher: basic
|
| 154 |
+
hydra/output: default
|
| 155 |
+
verbose: false
|
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/overrides.yaml
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
- training.seed=43
|
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0615-test_success_rate=0.800.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e5522081ed5ebceb04d3802db39f615f9c4c6be6a603f93e78b4aba2049eef4e
|
| 3 |
+
size 1048128562
|
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0620-test_success_rate=0.720.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:566a6644da07e556b85b73b08a4518b86d4d5c2db0def23744d95daa95ec0c24
|
| 3 |
+
size 1048128562
|
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0710-test_success_rate=0.720.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:91e75fddadbaea34bb99b21282746fcabde3976729bed2d2fd4dfa61776e6389
|
| 3 |
+
size 1048128562
|
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0830-test_success_rate=0.740.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3e619db0b15b7e6831caebe75d083b4fb7df870379b38a6e51609db94b14926b
|
| 3 |
+
size 1048128562
|
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0880-test_success_rate=0.740.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a2406bc138d04203d667057bf40cd9ae42044dd50f7a0565e84db317a2db6fda
|
| 3 |
+
size 1048128562
|
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/latest.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:369d53d375d4e24c6680ab2d934d60db244cfd6ff92c634d59613b20f8366ce7
|
| 3 |
+
size 1048128562
|
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/logs.json.txt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:df5319410741cda2ffb19bacc4ab6d31783db227b96936a58ae254d9d8dac2ad
|
| 3 |
+
size 10766179
|
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/train.log
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[2026-04-19 16:41:40,721][numexpr.utils][INFO] - Note: detected 144 virtual cores but NumExpr set to maximum of 64, check "NUMEXPR_MAX_THREADS" environment variable.
|
| 2 |
+
[2026-04-19 16:41:40,721][numexpr.utils][INFO] - Note: NumExpr detected 144 cores but "NUMEXPR_MAX_THREADS" not set, so enforcing safe limit of 16.
|
| 3 |
+
[2026-04-19 16:41:40,721][numexpr.utils][INFO] - NumExpr defaulting to 16 threads.
|
| 4 |
+
[2026-04-19 16:41:42,919][datasets][INFO] - PyTorch version 2.2.2 available.
|
| 5 |
+
[2026-04-19 16:41:42,919][datasets][INFO] - TensorFlow version 2.15.1 available.
|
| 6 |
+
[2026-04-19 16:41:42,920][datasets][INFO] - JAX version 0.4.30 available.
|
| 7 |
+
[2026-04-19 16:41:44,603][llmbc.model.diffusion.conditional_unet1d][INFO] - number of parameters: 6.549149e+07
|
| 8 |
+
[2026-04-19 16:41:49,205][root][INFO] - running build_ext
|
| 9 |
+
[2026-04-19 16:41:49,207][root][INFO] - building 'mujoco_py.cymj' extension
|
| 10 |
+
[2026-04-19 16:41:49,207][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 16:42:31,763][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 16:42:31,908][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 16:43:15,462][absl][INFO] - MUJOCO_GL=osmesa, attempting to import specified OpenGL backend.
|
| 14 |
+
[2026-04-19 16:43:15,471][absl][INFO] - MuJoCo library version is: 2.3.7
|
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164316-n0n0l1oe/files/config.yaml
ADDED
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|
| 1 |
+
_target_:
|
| 2 |
+
value: llmbc.workspace.train_llm_diffusion_unet_lowdim_workspace.TrainLLMDiffusionUnetLowdimWorkspace
|
| 3 |
+
_wandb:
|
| 4 |
+
value:
|
| 5 |
+
cli_version: 0.18.6
|
| 6 |
+
m: []
|
| 7 |
+
python_version: 3.9.25
|
| 8 |
+
t:
|
| 9 |
+
"1":
|
| 10 |
+
- 1
|
| 11 |
+
- 2
|
| 12 |
+
- 3
|
| 13 |
+
- 5
|
| 14 |
+
- 11
|
| 15 |
+
- 12
|
| 16 |
+
- 41
|
| 17 |
+
- 49
|
| 18 |
+
- 50
|
| 19 |
+
- 51
|
| 20 |
+
- 53
|
| 21 |
+
- 55
|
| 22 |
+
- 71
|
| 23 |
+
- 83
|
| 24 |
+
- 95
|
| 25 |
+
- 98
|
| 26 |
+
- 100
|
| 27 |
+
- 105
|
| 28 |
+
"2":
|
| 29 |
+
- 1
|
| 30 |
+
- 2
|
| 31 |
+
- 3
|
| 32 |
+
- 5
|
| 33 |
+
- 11
|
| 34 |
+
- 12
|
| 35 |
+
- 41
|
| 36 |
+
- 49
|
| 37 |
+
- 50
|
| 38 |
+
- 51
|
| 39 |
+
- 53
|
| 40 |
+
- 55
|
| 41 |
+
- 71
|
| 42 |
+
- 83
|
| 43 |
+
- 95
|
| 44 |
+
- 98
|
| 45 |
+
- 100
|
| 46 |
+
- 105
|
| 47 |
+
"3":
|
| 48 |
+
- 13
|
| 49 |
+
- 15
|
| 50 |
+
- 16
|
| 51 |
+
- 23
|
| 52 |
+
- 55
|
| 53 |
+
- 61
|
| 54 |
+
"4": 3.9.25
|
| 55 |
+
"5": 0.18.6
|
| 56 |
+
"6": 4.47.1
|
| 57 |
+
"8":
|
| 58 |
+
- 5
|
| 59 |
+
"12": 0.18.6
|
| 60 |
+
"13": linux-x86_64
|
| 61 |
+
action_dim:
|
| 62 |
+
value: 30
|
| 63 |
+
checkpoint:
|
| 64 |
+
value:
|
| 65 |
+
save_last_ckpt: true
|
| 66 |
+
save_last_snapshot: false
|
| 67 |
+
topk:
|
| 68 |
+
format_str: epoch={epoch:04d}-test_success_rate={test_success_rate:.3f}.ckpt
|
| 69 |
+
k: 5
|
| 70 |
+
mode: max
|
| 71 |
+
monitor_key: test_success_rate
|
| 72 |
+
dataloader:
|
| 73 |
+
value:
|
| 74 |
+
batch_size: 16
|
| 75 |
+
num_workers: 0
|
| 76 |
+
persistent_workers: false
|
| 77 |
+
pin_memory: false
|
| 78 |
+
shuffle: true
|
| 79 |
+
ema:
|
| 80 |
+
value:
|
| 81 |
+
_target_: llmbc.model.diffusion.ema_model.EMAModel
|
| 82 |
+
inv_gamma: 1
|
| 83 |
+
max_value: 0.9999
|
| 84 |
+
min_value: 0
|
| 85 |
+
power: 0.75
|
| 86 |
+
update_after_step: 0
|
| 87 |
+
exp_name:
|
| 88 |
+
value: default
|
| 89 |
+
horizon:
|
| 90 |
+
value: 1
|
| 91 |
+
keypoint_visible_rate:
|
| 92 |
+
value: 1
|
| 93 |
+
llm:
|
| 94 |
+
value:
|
| 95 |
+
causal_lm_target: llmbc.model.llm.llama_lowdim_model.LowdimLlamaForCausalLM
|
| 96 |
+
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
|
| 97 |
+
config_target: llmbc.model.llm.llama_lowdim_model.LowdimLlamaConfig
|
| 98 |
+
finetune_mode: orig
|
| 99 |
+
hydra:
|
| 100 |
+
job:
|
| 101 |
+
override_dirname: HuggingFaceTB/SmolLM2-135M-Instruct
|
| 102 |
+
run:
|
| 103 |
+
dir: data/outputs/2026.04.19/16.41.39_HuggingFaceTB/SmolLM2-135M-Instruct
|
| 104 |
+
llm_mode: ete-finetuned
|
| 105 |
+
lora_config:
|
| 106 |
+
bias: none
|
| 107 |
+
lora_alpha: 64
|
| 108 |
+
lora_dropout: 0.05
|
| 109 |
+
r: 32
|
| 110 |
+
task_type: CAUSAL_LM
|
| 111 |
+
max_length: 100
|
| 112 |
+
model_name: SmolLM2-135M-Instruct
|
| 113 |
+
name: HuggingFaceTB/SmolLM2-135M-Instruct
|
| 114 |
+
prompter:
|
| 115 |
+
_target_: llmbc.translator.prompter.smollm2_prompter.SmolLM2Prompter
|
| 116 |
+
use_joint_mlp_projector: true
|
| 117 |
+
use_joint_mlp_projector: true
|
| 118 |
+
use_quantization: false
|
| 119 |
+
llm_do_sample:
|
| 120 |
+
value: false
|
| 121 |
+
llm_orig_expert_feedback:
|
| 122 |
+
value: true
|
| 123 |
+
logging:
|
| 124 |
+
value:
|
| 125 |
+
group: null
|
| 126 |
+
id: null
|
| 127 |
+
mode: online
|
| 128 |
+
name: 2026.04.19-16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1
|
| 129 |
+
project: adroit-hand-relocate-v1-training
|
| 130 |
+
resume: true
|
| 131 |
+
tags:
|
| 132 |
+
- train_llm_diffusion_unet_lowdim
|
| 133 |
+
- adroit-hand-relocate-v1
|
| 134 |
+
- default
|
| 135 |
+
model_name:
|
| 136 |
+
value: HuggingFaceTB/SmolLM2-135M-Instruct
|
| 137 |
+
multi_run:
|
| 138 |
+
value:
|
| 139 |
+
run_dir: data/outputs/2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1
|
| 140 |
+
wandb_name_base: 2026.04.19-16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1
|
| 141 |
+
n_action_steps:
|
| 142 |
+
value: 1
|
| 143 |
+
n_latency_steps:
|
| 144 |
+
value: 0
|
| 145 |
+
n_obs_steps:
|
| 146 |
+
value: 1
|
| 147 |
+
name:
|
| 148 |
+
value: train_llm_diffusion_unet_lowdim
|
| 149 |
+
obs_as_global_cond:
|
| 150 |
+
value: true
|
| 151 |
+
obs_as_local_cond:
|
| 152 |
+
value: false
|
| 153 |
+
obs_dim:
|
| 154 |
+
value: 39
|
| 155 |
+
optimizer:
|
| 156 |
+
value:
|
| 157 |
+
_target_: torch.optim.AdamW
|
| 158 |
+
betas:
|
| 159 |
+
- 0.95
|
| 160 |
+
- 0.999
|
| 161 |
+
eps: 1e-08
|
| 162 |
+
lr: 0.0001
|
| 163 |
+
weight_decay: 1e-06
|
| 164 |
+
output_dir:
|
| 165 |
+
value: /workspace/LLM-BC/data/outputs/2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1
|
| 166 |
+
past_action_visible:
|
| 167 |
+
value: false
|
| 168 |
+
policy:
|
| 169 |
+
value:
|
| 170 |
+
_target_: llmbc.policy.llm_diffusion_unet_lowdim_policy.LLMDiffusionUnetLowdimPolicy
|
| 171 |
+
action_dim: 30
|
| 172 |
+
horizon: 1
|
| 173 |
+
llm_discriminator:
|
| 174 |
+
_target_: llmbc.discriminator.llm_ce_discriminator.LLMCEDiscriminator
|
| 175 |
+
llm_translator:
|
| 176 |
+
_target_: llmbc.translator.llm_translator.LLMTranslator
|
| 177 |
+
action_dim: 30
|
| 178 |
+
cfg:
|
| 179 |
+
causal_lm_target: llmbc.model.llm.llama_lowdim_model.LowdimLlamaForCausalLM
|
| 180 |
+
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
|
| 181 |
+
config_target: llmbc.model.llm.llama_lowdim_model.LowdimLlamaConfig
|
| 182 |
+
finetune_mode: orig
|
| 183 |
+
hydra:
|
| 184 |
+
job:
|
| 185 |
+
override_dirname: HuggingFaceTB/SmolLM2-135M-Instruct
|
| 186 |
+
run:
|
| 187 |
+
dir: data/outputs/2026.04.19/16.41.39_HuggingFaceTB/SmolLM2-135M-Instruct
|
| 188 |
+
llm_mode: ete-finetuned
|
| 189 |
+
lora_config:
|
| 190 |
+
bias: none
|
| 191 |
+
lora_alpha: 64
|
| 192 |
+
lora_dropout: 0.05
|
| 193 |
+
r: 32
|
| 194 |
+
task_type: CAUSAL_LM
|
| 195 |
+
max_length: 100
|
| 196 |
+
model_name: SmolLM2-135M-Instruct
|
| 197 |
+
name: HuggingFaceTB/SmolLM2-135M-Instruct
|
| 198 |
+
prompter:
|
| 199 |
+
_target_: llmbc.translator.prompter.smollm2_prompter.SmolLM2Prompter
|
| 200 |
+
use_joint_mlp_projector: true
|
| 201 |
+
use_joint_mlp_projector: true
|
| 202 |
+
use_quantization: false
|
| 203 |
+
horizon: 1
|
| 204 |
+
n_action_steps: 1
|
| 205 |
+
n_obs_steps: 1
|
| 206 |
+
obs_dim: 39
|
| 207 |
+
task_id: adroit-hand-relocate-v1
|
| 208 |
+
loss_dp_weight: 1
|
| 209 |
+
loss_llm_weight: 0.001
|
| 210 |
+
model:
|
| 211 |
+
_target_: llmbc.model.diffusion.conditional_unet1d.ConditionalUnet1D
|
| 212 |
+
cond_predict_scale: true
|
| 213 |
+
diffusion_step_embed_dim: 256
|
| 214 |
+
down_dims:
|
| 215 |
+
- 256
|
| 216 |
+
- 512
|
| 217 |
+
- 1024
|
| 218 |
+
global_cond_dim: 39
|
| 219 |
+
input_dim: 30
|
| 220 |
+
kernel_size: 5
|
| 221 |
+
local_cond_dim: null
|
| 222 |
+
n_groups: 8
|
| 223 |
+
n_action_steps: 1
|
| 224 |
+
n_obs_steps: 1
|
| 225 |
+
noise_scheduler:
|
| 226 |
+
_target_: diffusers.schedulers.scheduling_ddpm.DDPMScheduler
|
| 227 |
+
beta_end: 0.02
|
| 228 |
+
beta_schedule: squaredcos_cap_v2
|
| 229 |
+
beta_start: 0.0001
|
| 230 |
+
clip_sample: true
|
| 231 |
+
num_train_timesteps: 100
|
| 232 |
+
prediction_type: epsilon
|
| 233 |
+
variance_type: fixed_small
|
| 234 |
+
norm_batch: true
|
| 235 |
+
normalize_llm_loss: true
|
| 236 |
+
num_inference_steps: 100
|
| 237 |
+
oa_step_convention: true
|
| 238 |
+
obs_as_global_cond: true
|
| 239 |
+
obs_as_local_cond: false
|
| 240 |
+
obs_dim: 39
|
| 241 |
+
pred_action_steps_only: false
|
| 242 |
+
reweight_llm_loss: true
|
| 243 |
+
pred_action_steps_only:
|
| 244 |
+
value: false
|
| 245 |
+
task:
|
| 246 |
+
value:
|
| 247 |
+
action_dim: 30
|
| 248 |
+
dataset:
|
| 249 |
+
_target_: llmbc.dataset.adroit_lowdim_dataset.AdroitHandLowdimDataset
|
| 250 |
+
data_path: datasets/adroit-hand-relocate-v1.pt
|
| 251 |
+
data_path2: datasets/adroit-hand-relocate-v1.pt
|
| 252 |
+
dummy_normalizer: false
|
| 253 |
+
horizon: 1
|
| 254 |
+
obs_eef_target: true
|
| 255 |
+
pad_after: 0
|
| 256 |
+
pad_before: 0
|
| 257 |
+
use_manual_normalizer: false
|
| 258 |
+
val_ratio: 0.1
|
| 259 |
+
env_runner:
|
| 260 |
+
_target_: llmbc.env_runner.adroit_lowdim_runner.AdroitHandLowdimRunner
|
| 261 |
+
discount: 0.99
|
| 262 |
+
env_name: llf-adroit-adroit-hand-relocate-v1
|
| 263 |
+
feedback_type:
|
| 264 |
+
- hp
|
| 265 |
+
- hn
|
| 266 |
+
- fp
|
| 267 |
+
instruction_type: b
|
| 268 |
+
max_steps: 150
|
| 269 |
+
n_action_steps: 1
|
| 270 |
+
n_envs: 10
|
| 271 |
+
n_obs_steps: 1
|
| 272 |
+
n_test: 50
|
| 273 |
+
n_train: 10
|
| 274 |
+
visual: false
|
| 275 |
+
instructor:
|
| 276 |
+
_target_: llmbc.translator.instructor.adroit_instructor.adroit_hand_relocate_v1_instructor.AdroitHandRelocateV1Instructor
|
| 277 |
+
name: adroit-hand-relocate-v1
|
| 278 |
+
obs_dim: 39
|
| 279 |
+
task_name:
|
| 280 |
+
value: adroit-hand-relocate-v1
|
| 281 |
+
training:
|
| 282 |
+
value:
|
| 283 |
+
checkpoint_every: 5
|
| 284 |
+
debug: false
|
| 285 |
+
device: cuda:0
|
| 286 |
+
gradient_accumulate_every: 16
|
| 287 |
+
lr_scheduler: cosine
|
| 288 |
+
lr_warmup_steps: 500
|
| 289 |
+
max_train_steps: null
|
| 290 |
+
max_val_steps: null
|
| 291 |
+
num_epochs: 1001
|
| 292 |
+
resume: true
|
| 293 |
+
rollout_every: 5
|
| 294 |
+
sample_every: 5
|
| 295 |
+
seed: 43
|
| 296 |
+
tqdm_interval_sec: 1
|
| 297 |
+
use_ema: true
|
| 298 |
+
val_every: 1
|
| 299 |
+
val_dataloader:
|
| 300 |
+
value:
|
| 301 |
+
batch_size: 16
|
| 302 |
+
num_workers: 0
|
| 303 |
+
persistent_workers: false
|
| 304 |
+
pin_memory: false
|
| 305 |
+
shuffle: false
|
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164316-n0n0l1oe/files/output.log
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
Eval AdroitHandLowdimRunner 1/6: 0%| | 0/150 [00:00<?, ?it/s]/workspace/LLM-BC/llmbc/common/llfbench_util.py:39: UserWarning: Creating a tensor from a list of numpy.ndarrays is extremely slow. Please consider converting the list to a single numpy.ndarray with numpy.array() before converting to a tensor. (Triggered internally at ../torch/csrc/utils/tensor_new.cpp:275.)
|
| 2 |
+
obs = torch.tensor(obs, dtype=torch.float32).unsqueeze(dim=0).to(device)
|
| 3 |
+
|
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164316-n0n0l1oe/files/wandb-metadata.json
ADDED
|
@@ -0,0 +1,56 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"os": "Linux-5.15.0-168-generic-x86_64-with-glibc2.39",
|
| 3 |
+
"python": "3.9.25",
|
| 4 |
+
"startedAt": "2026-04-19T16:43:16.534883Z",
|
| 5 |
+
"args": [
|
| 6 |
+
"--config-path",
|
| 7 |
+
"config/main_table",
|
| 8 |
+
"--config-name",
|
| 9 |
+
"llmdp_adroit-hand-relocate-v1.yaml",
|
| 10 |
+
"training.seed=43"
|
| 11 |
+
],
|
| 12 |
+
"program": "/workspace/LLM-BC/./train.py",
|
| 13 |
+
"codePath": "train.py",
|
| 14 |
+
"git": {
|
| 15 |
+
"remote": "https://github.com/CHYang25/LLM-BC.git",
|
| 16 |
+
"commit": "e628f36961d2a26f3afecf72e98540797ae35384"
|
| 17 |
+
},
|
| 18 |
+
"email": "chris920325@gmail.com",
|
| 19 |
+
"root": "/workspace/LLM-BC/data/outputs/2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1",
|
| 20 |
+
"host": "c8ef52649900",
|
| 21 |
+
"username": "root",
|
| 22 |
+
"executable": "/venv/llm-bc/bin/python3",
|
| 23 |
+
"codePathLocal": "train.py",
|
| 24 |
+
"cpu_count": 72,
|
| 25 |
+
"cpu_count_logical": 144,
|
| 26 |
+
"gpu": "NVIDIA GeForce RTX 4090",
|
| 27 |
+
"gpu_count": 2,
|
| 28 |
+
"disk": {
|
| 29 |
+
"/": {
|
| 30 |
+
"total": "545460846592",
|
| 31 |
+
"used": "402739404800"
|
| 32 |
+
}
|
| 33 |
+
},
|
| 34 |
+
"memory": {
|
| 35 |
+
"total": "810942898176"
|
| 36 |
+
},
|
| 37 |
+
"cpu": {
|
| 38 |
+
"count": 72,
|
| 39 |
+
"countLogical": 144
|
| 40 |
+
},
|
| 41 |
+
"gpu_nvidia": [
|
| 42 |
+
{
|
| 43 |
+
"name": "NVIDIA GeForce RTX 4090",
|
| 44 |
+
"memoryTotal": "25757220864",
|
| 45 |
+
"cudaCores": 16384,
|
| 46 |
+
"architecture": "Ada"
|
| 47 |
+
},
|
| 48 |
+
{
|
| 49 |
+
"name": "NVIDIA GeForce RTX 4090",
|
| 50 |
+
"memoryTotal": "25757220864",
|
| 51 |
+
"cudaCores": 16384,
|
| 52 |
+
"architecture": "Ada"
|
| 53 |
+
}
|
| 54 |
+
],
|
| 55 |
+
"cudaVersion": "12.8"
|
| 56 |
+
}
|
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164316-n0n0l1oe/files/wandb-summary.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"test/cumulative_reward":133.4980267839532,"train/success_rate":0.7,"_wandb":{"runtime":127603},"lr":2.0838688302715626e-11,"test/success_rate":0.66,"train_loss_llm":0,"train/cumulative_reward":88.3015347915036,"_step":63062,"global_step":63062,"train_action_mse_error":0.04935038834810257,"train/mean_score":23.926532919958866,"test/mean_score":23.73805529603139,"val_loss":0.42147260904312134,"train_loss_dp":0.050730641931295395,"_runtime":127603.431494976,"train_loss":0.042420177823967405,"epoch":1000,"_timestamp":1.7767445990360188e+09}
|
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164316-n0n0l1oe/run-n0n0l1oe.wandb
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:42d3c72e70e6b33345bc667ae2a15e2c50d2b42b71e77df257b2abd0da6098ba
|
| 3 |
+
size 192749139
|
2026.04.19/16.41.39_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/wandb-resume.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"run_id": "n0n0l1oe"}
|
2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/config.yaml
ADDED
|
@@ -0,0 +1,194 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
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|
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|
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|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
|
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|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
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|
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|
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|
|
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|
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|
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|
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|
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|
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|
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|
|
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|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 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: 44
|
| 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}
|
2026.04.19/16.41.52_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=44
|
| 116 |
+
job:
|
| 117 |
+
name: train
|
| 118 |
+
chdir: null
|
| 119 |
+
override_dirname: training.seed=44
|
| 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 |
+
schema: pkg
|
| 137 |
+
provider: hydra
|
| 138 |
+
- path: /workspace/LLM-BC/config/main_table
|
| 139 |
+
schema: file
|
| 140 |
+
provider: main
|
| 141 |
+
- path: ''
|
| 142 |
+
schema: structured
|
| 143 |
+
provider: schema
|
| 144 |
+
output_dir: /workspace/LLM-BC/data/outputs/2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1
|
| 145 |
+
choices:
|
| 146 |
+
hydra/env: default
|
| 147 |
+
hydra/callbacks: null
|
| 148 |
+
hydra/job_logging: default
|
| 149 |
+
hydra/hydra_logging: default
|
| 150 |
+
hydra/hydra_help: default
|
| 151 |
+
hydra/help: default
|
| 152 |
+
hydra/sweeper: basic
|
| 153 |
+
hydra/launcher: basic
|
| 154 |
+
hydra/output: default
|
| 155 |
+
verbose: false
|
2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/.hydra/overrides.yaml
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
- training.seed=44
|
2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0610-test_success_rate=0.740.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:505eaf2c73ed51a913a62a3734f452acd67879d81f8accb6838e6d62c832c890
|
| 3 |
+
size 1048128562
|
2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0705-test_success_rate=0.740.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:74fe2ef3507b3e02c6cf82067797f129462f4506238e259556ce52877e4566ae
|
| 3 |
+
size 1048128562
|
2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0745-test_success_rate=0.760.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:cca810176a6ae4a31943c1c855e78136dabf6263ad6a415fd7efecd5e11c982b
|
| 3 |
+
size 1048128562
|
2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0855-test_success_rate=0.760.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
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size 1048128562
|
2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/epoch=0890-test_success_rate=0.760.ckpt
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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|
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size 1048128562
|
2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/checkpoints/latest.ckpt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
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|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:2144f314adbbb8b74d6aef8124c31f98a65405f514efedcc7920c77a4e2b37f7
|
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size 1048128562
|
2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/logs.json.txt
ADDED
|
@@ -0,0 +1,3 @@
|
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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+
oid sha256:d952989144d447dfd4b00a27b69f084a731e8c47ab23eef80b77ac153b32a703
|
| 3 |
+
size 10770177
|
2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/train.log
ADDED
|
@@ -0,0 +1,14 @@
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| 1 |
+
[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.
|
| 2 |
+
[2026-04-19 16:41:54,635][numexpr.utils][INFO] - Note: NumExpr detected 144 cores but "NUMEXPR_MAX_THREADS" not set, so enforcing safe limit of 16.
|
| 3 |
+
[2026-04-19 16:41:54,635][numexpr.utils][INFO] - NumExpr defaulting to 16 threads.
|
| 4 |
+
[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
|
2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164318-p0jndf7b/files/config.yaml
ADDED
|
@@ -0,0 +1,305 @@
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
_target_:
|
| 2 |
+
value: llmbc.workspace.train_llm_diffusion_unet_lowdim_workspace.TrainLLMDiffusionUnetLowdimWorkspace
|
| 3 |
+
_wandb:
|
| 4 |
+
value:
|
| 5 |
+
cli_version: 0.18.6
|
| 6 |
+
m: []
|
| 7 |
+
python_version: 3.9.25
|
| 8 |
+
t:
|
| 9 |
+
"1":
|
| 10 |
+
- 1
|
| 11 |
+
- 2
|
| 12 |
+
- 3
|
| 13 |
+
- 5
|
| 14 |
+
- 11
|
| 15 |
+
- 12
|
| 16 |
+
- 41
|
| 17 |
+
- 49
|
| 18 |
+
- 50
|
| 19 |
+
- 51
|
| 20 |
+
- 53
|
| 21 |
+
- 55
|
| 22 |
+
- 71
|
| 23 |
+
- 83
|
| 24 |
+
- 95
|
| 25 |
+
- 98
|
| 26 |
+
- 100
|
| 27 |
+
- 105
|
| 28 |
+
"2":
|
| 29 |
+
- 1
|
| 30 |
+
- 2
|
| 31 |
+
- 3
|
| 32 |
+
- 5
|
| 33 |
+
- 11
|
| 34 |
+
- 12
|
| 35 |
+
- 41
|
| 36 |
+
- 49
|
| 37 |
+
- 50
|
| 38 |
+
- 51
|
| 39 |
+
- 53
|
| 40 |
+
- 55
|
| 41 |
+
- 71
|
| 42 |
+
- 83
|
| 43 |
+
- 95
|
| 44 |
+
- 98
|
| 45 |
+
- 100
|
| 46 |
+
- 105
|
| 47 |
+
"3":
|
| 48 |
+
- 13
|
| 49 |
+
- 15
|
| 50 |
+
- 16
|
| 51 |
+
- 23
|
| 52 |
+
- 55
|
| 53 |
+
- 61
|
| 54 |
+
"4": 3.9.25
|
| 55 |
+
"5": 0.18.6
|
| 56 |
+
"6": 4.47.1
|
| 57 |
+
"8":
|
| 58 |
+
- 5
|
| 59 |
+
"12": 0.18.6
|
| 60 |
+
"13": linux-x86_64
|
| 61 |
+
action_dim:
|
| 62 |
+
value: 30
|
| 63 |
+
checkpoint:
|
| 64 |
+
value:
|
| 65 |
+
save_last_ckpt: true
|
| 66 |
+
save_last_snapshot: false
|
| 67 |
+
topk:
|
| 68 |
+
format_str: epoch={epoch:04d}-test_success_rate={test_success_rate:.3f}.ckpt
|
| 69 |
+
k: 5
|
| 70 |
+
mode: max
|
| 71 |
+
monitor_key: test_success_rate
|
| 72 |
+
dataloader:
|
| 73 |
+
value:
|
| 74 |
+
batch_size: 16
|
| 75 |
+
num_workers: 0
|
| 76 |
+
persistent_workers: false
|
| 77 |
+
pin_memory: false
|
| 78 |
+
shuffle: true
|
| 79 |
+
ema:
|
| 80 |
+
value:
|
| 81 |
+
_target_: llmbc.model.diffusion.ema_model.EMAModel
|
| 82 |
+
inv_gamma: 1
|
| 83 |
+
max_value: 0.9999
|
| 84 |
+
min_value: 0
|
| 85 |
+
power: 0.75
|
| 86 |
+
update_after_step: 0
|
| 87 |
+
exp_name:
|
| 88 |
+
value: default
|
| 89 |
+
horizon:
|
| 90 |
+
value: 1
|
| 91 |
+
keypoint_visible_rate:
|
| 92 |
+
value: 1
|
| 93 |
+
llm:
|
| 94 |
+
value:
|
| 95 |
+
causal_lm_target: llmbc.model.llm.llama_lowdim_model.LowdimLlamaForCausalLM
|
| 96 |
+
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
|
| 97 |
+
config_target: llmbc.model.llm.llama_lowdim_model.LowdimLlamaConfig
|
| 98 |
+
finetune_mode: orig
|
| 99 |
+
hydra:
|
| 100 |
+
job:
|
| 101 |
+
override_dirname: HuggingFaceTB/SmolLM2-135M-Instruct
|
| 102 |
+
run:
|
| 103 |
+
dir: data/outputs/2026.04.19/16.41.52_HuggingFaceTB/SmolLM2-135M-Instruct
|
| 104 |
+
llm_mode: ete-finetuned
|
| 105 |
+
lora_config:
|
| 106 |
+
bias: none
|
| 107 |
+
lora_alpha: 64
|
| 108 |
+
lora_dropout: 0.05
|
| 109 |
+
r: 32
|
| 110 |
+
task_type: CAUSAL_LM
|
| 111 |
+
max_length: 100
|
| 112 |
+
model_name: SmolLM2-135M-Instruct
|
| 113 |
+
name: HuggingFaceTB/SmolLM2-135M-Instruct
|
| 114 |
+
prompter:
|
| 115 |
+
_target_: llmbc.translator.prompter.smollm2_prompter.SmolLM2Prompter
|
| 116 |
+
use_joint_mlp_projector: true
|
| 117 |
+
use_joint_mlp_projector: true
|
| 118 |
+
use_quantization: false
|
| 119 |
+
llm_do_sample:
|
| 120 |
+
value: false
|
| 121 |
+
llm_orig_expert_feedback:
|
| 122 |
+
value: true
|
| 123 |
+
logging:
|
| 124 |
+
value:
|
| 125 |
+
group: null
|
| 126 |
+
id: null
|
| 127 |
+
mode: online
|
| 128 |
+
name: 2026.04.19-16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1
|
| 129 |
+
project: adroit-hand-relocate-v1-training
|
| 130 |
+
resume: true
|
| 131 |
+
tags:
|
| 132 |
+
- train_llm_diffusion_unet_lowdim
|
| 133 |
+
- adroit-hand-relocate-v1
|
| 134 |
+
- default
|
| 135 |
+
model_name:
|
| 136 |
+
value: HuggingFaceTB/SmolLM2-135M-Instruct
|
| 137 |
+
multi_run:
|
| 138 |
+
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| 156 |
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| 159 |
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| 165 |
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value: /workspace/LLM-BC/data/outputs/2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1
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| 167 |
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| 168 |
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| 169 |
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| 170 |
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|
| 171 |
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action_dim: 30
|
| 172 |
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|
| 173 |
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|
| 174 |
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|
| 179 |
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causal_lm_target: llmbc.model.llm.llama_lowdim_model.LowdimLlamaForCausalLM
|
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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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| 181 |
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|
| 182 |
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| 183 |
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|
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| 187 |
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|
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|
| 189 |
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|
| 190 |
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|
| 191 |
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|
| 192 |
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|
| 193 |
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r: 32
|
| 194 |
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|
| 195 |
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|
| 197 |
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name: HuggingFaceTB/SmolLM2-135M-Instruct
|
| 198 |
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|
| 199 |
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_target_: llmbc.translator.prompter.smollm2_prompter.SmolLM2Prompter
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|
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model:
|
| 211 |
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_target_: llmbc.model.diffusion.conditional_unet1d.ConditionalUnet1D
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cond_predict_scale: true
|
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diffusion_step_embed_dim: 256
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_target_: diffusers.schedulers.scheduling_ddpm.DDPMScheduler
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beta_end: 0.02
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beta_schedule: squaredcos_cap_v2
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| 246 |
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value:
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action_dim: 30
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dataset:
|
| 249 |
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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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env_runner:
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| 260 |
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_target_: llmbc.env_runner.adroit_lowdim_runner.AdroitHandLowdimRunner
|
| 261 |
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discount: 0.99
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instructor:
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|
| 277 |
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name: adroit-hand-relocate-v1
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2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164318-p0jndf7b/files/output.log
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@@ -0,0 +1,3 @@
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Eval AdroitHandLowdimRunner 1/6: 0%| | 0/150 [00:00<?, ?it/s]/workspace/LLM-BC/llmbc/common/llfbench_util.py:39: UserWarning: Creating a tensor from a list of numpy.ndarrays is extremely slow. Please consider converting the list to a single numpy.ndarray with numpy.array() before converting to a tensor. (Triggered internally at ../torch/csrc/utils/tensor_new.cpp:275.)
|
| 2 |
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obs = torch.tensor(obs, dtype=torch.float32).unsqueeze(dim=0).to(device)
|
| 3 |
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2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164318-p0jndf7b/files/wandb-metadata.json
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2026.04.19/16.41.52_train_llm_diffusion_unet_lowdim_adroit-hand-relocate-v1/wandb/run-20260419_164318-p0jndf7b/files/wandb-summary.json
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