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@@ -41,3 +41,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 2026.09.25/10.07.22_train_llm_lowdim_box-close-v2/wandb/run-20260925_100726-4vx37hkk/run-4vx37hkk.wandb filter=lfs diff=lfs merge=lfs -text
 2026.10.04/17.13.30_train_diffusion_unet_lowdim_FrankaKitchen-v1/logs.json.txt filter=lfs diff=lfs merge=lfs -text
 2026.10.04/17.13.30_train_diffusion_unet_lowdim_FrankaKitchen-v1/wandb/run-20261004_171342-0nmosad2/run-0nmosad2.wandb filter=lfs diff=lfs merge=lfs -text
+2026.10.04/17.15.34_train_diffusion_unet_lowdim_FrankaKitchen-v1/logs.json.txt filter=lfs diff=lfs merge=lfs -text
+2026.10.04/17.15.34_train_diffusion_unet_lowdim_FrankaKitchen-v1/wandb/run-20261004_171543-pnv1tivo/run-pnv1tivo.wandb filter=lfs diff=lfs merge=lfs -text

2026.10.04/17.15.34_train_diffusion_unet_lowdim_FrankaKitchen-v1/.hydra/config.yaml

@@ -0,0 +1,161 @@
+name: train_diffusion_unet_lowdim
+_target_: llmbc.workspace.train_diffusion_unet_lowdim_workspace.TrainDiffusionUnetLowdimWorkspace
+obs_dim: ${task.obs_dim}
+action_dim: ${task.action_dim}
+task_name: ${task.name}
+exp_name: default
+horizon: 16
+n_obs_steps: 2
+n_action_steps: 8
+n_latency_steps: 0
+past_action_visible: false
+keypoint_visible_rate: 1.0
+obs_as_local_cond: false
+obs_as_global_cond: true
+pred_action_steps_only: false
+policy:
+  _target_: llmbc.policy.diffusion_unet_lowdim_policy.DiffusionUnetLowdimPolicy
+  model:
+    _target_: llmbc.model.diffusion.conditional_unet1d.ConditionalUnet1D
+    input_dim: '${eval: ${task.action_dim} if ${obs_as_local_cond} or ${obs_as_global_cond}
+      else ${task.obs_dim} + ${task.action_dim}}'
+    local_cond_dim: '${eval: ${task.obs_dim} if ${obs_as_local_cond} else None}'
+    global_cond_dim: '${eval: ${task.obs_dim}*${n_obs_steps} if ${obs_as_global_cond}
+      else None}'
+    diffusion_step_embed_dim: 256
+    down_dims:
+    - 256
+    - 512
+    - 1024
+    kernel_size: 5
+    upsample_kernel_size: 4
+    n_groups: 8
+    cond_predict_scale: true
+  noise_scheduler:
+    _target_: diffusers.schedulers.scheduling_ddpm.DDPMScheduler
+    num_train_timesteps: 100
+    beta_start: 0.0001
+    beta_end: 0.02
+    beta_schedule: squaredcos_cap_v2
+    variance_type: fixed_small
+    clip_sample: true
+    prediction_type: epsilon
+  horizon: ${horizon}
+  obs_dim: ${obs_dim}
+  action_dim: ${action_dim}
+  n_action_steps: ${eval:'${n_action_steps}+${n_latency_steps}'}
+  n_obs_steps: ${n_obs_steps}
+  num_inference_steps: 10
+  obs_as_local_cond: ${obs_as_local_cond}
+  obs_as_global_cond: ${obs_as_global_cond}
+  pred_action_steps_only: ${pred_action_steps_only}
+  oa_step_convention: true
+ema:
+  _target_: llmbc.model.diffusion.ema_model.EMAModel
+  update_after_step: 0
+  inv_gamma: 1.0
+  power: 0.75
+  min_value: 0.0
+  max_value: 0.9999
+dataloader:
+  batch_size: 256
+  num_workers: 0
+  shuffle: true
+  pin_memory: false
+  persistent_workers: false
+val_dataloader:
+  batch_size: 256
+  num_workers: 0
+  shuffle: false
+  pin_memory: false
+  persistent_workers: false
+optimizer:
+  _target_: torch.optim.AdamW
+  lr: 0.0001
+  betas:
+  - 0.95
+  - 0.999
+  eps: 1.0e-08
+  weight_decay: 1.0e-06
+training:
+  device: cuda:0
+  seed: 43
+  debug: false
+  resume: true
+  lr_scheduler: cosine
+  lr_warmup_steps: 500
+  num_epochs: 5001
+  gradient_accumulate_every: 1
+  use_ema: true
+  rollout_every: 50
+  checkpoint_every: 50
+  val_every: 1
+  sample_every: 50
+  max_train_steps: null
+  max_val_steps: null
+  tqdm_interval_sec: 1.0
+logging:
+  project: ${task.name}-training
+  resume: true
+  mode: online
+  name: ${now:%Y.%m.%d-%H.%M.%S}_${name}_${task_name}
+  tags:
+  - ${name}
+  - ${task_name}
+  - ${exp_name}
+  id: null
+  group: null
+checkpoint:
+  topk:
+    monitor_key: test_success_rate
+    mode: max
+    k: 5
+    format_str: epoch={epoch:04d}-test_success_rate={test_success_rate:.3f}.ckpt
+  save_last_ckpt: true
+  save_last_snapshot: false
+multi_run:
+  run_dir: data/outputs/${now:%Y.%m.%d}/${now:%H.%M.%S}_${name}_${task_name}
+  wandb_name_base: ${now:%Y.%m.%d-%H.%M.%S}_${name}_${task_name}
+task:
+  name: FrankaKitchen-v1
+  obs_dim: 59
+  action_dim: 9
+  lang_multistep_merger:
+    _target_: llfbench.envs.kitchen.multistep_merger.franka_kitchen_merger.KitchenMultistepMerger
+  env_runner:
+    _target_: llmbc.env_runner.kitchen_lowdim_runner.KitchenLowdimRunner
+    env_name: llf-kitchen-FrankaKitchen-v1
+    n_train: 10
+    n_test: 50
+    n_envs: 10
+    max_steps: 500
+    n_obs_steps: ${n_obs_steps}
+    n_action_steps: ${n_action_steps}
+    instruction_type: b
+    feedback_type:
+    - hp
+    - hn
+    - fp
+    tasks_to_complete:
+    - microwave
+    - kettle
+    - light switch
+    - slide cabinet
+    visual: false
+    discount: 0.99
+    inference_expert_action: false
+    lang_multistep_merger:
+      _target_: llfbench.envs.kitchen.multistep_merger.franka_kitchen_merger.KitchenMultistepMerger
+  dataset:
+    _target_: llmbc.dataset.kitchen_lowdim_dataset.KitchenLowdimDataset
+    data_path: datasets/FrankaKitchen-v1.pt
+    data_path2: datasets/FrankaKitchen-v1.pt
+    horizon: ${horizon}
+    pad_before: ${eval:'${n_obs_steps}-1'}
+    pad_after: ${eval:'${n_action_steps}-1'}
+    obs_eef_target: true
+    use_manual_normalizer: false
+    val_ratio: 0.05
+    dummy_normalizer: false
+  instructor:
+    _target_: llmbc.translator.instructor.kitchen_instructor.FrankaKitchen_v1_instructor.FrankaKitchenV1Instructor

2026.10.04/17.15.34_train_diffusion_unet_lowdim_FrankaKitchen-v1/.hydra/hydra.yaml

@@ -0,0 +1,155 @@
+hydra:
+  run:
+    dir: data/outputs/${now:%Y.%m.%d}/${now:%H.%M.%S}_${name}_${task_name}
+  sweep:
+    dir: data/outputs/${now:%Y.%m.%d}/${now:%H.%M.%S}_${name}_${task_name}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: RUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=RUN
+    task:
+    - training.seed=43
+  job:
+    name: train
+    chdir: null
+    override_dirname: training.seed=43
+    id: ???
+    num: ???
+    config_name: dp_FrankaKitchen-v1.yaml
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.2.0
+    version_base: '1.2'
+    cwd: /tmp2/chyang/workspace/LLM-BC
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /tmp2/chyang/workspace/LLM-BC/config/main_table
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /tmp2/chyang/workspace/LLM-BC/data/outputs/2026.10.04/17.15.34_train_diffusion_unet_lowdim_FrankaKitchen-v1
+    choices:
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

2026.10.04/17.15.34_train_diffusion_unet_lowdim_FrankaKitchen-v1/.hydra/overrides.yaml

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2026.10.04/17.15.34_train_diffusion_unet_lowdim_FrankaKitchen-v1/checkpoints/epoch=2250-test_success_rate=0.600.ckpt

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2026.10.04/17.15.34_train_diffusion_unet_lowdim_FrankaKitchen-v1/train.log

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+[2026-10-04 17:15:36,553][numexpr.utils][INFO] - Note: NumExpr detected 40 cores but "NUMEXPR_MAX_THREADS" not set, so enforcing safe limit of 16.
+[2026-10-04 17:15:36,553][numexpr.utils][INFO] - NumExpr defaulting to 16 threads.
+[2026-10-04 17:15:39,100][llmbc.model.diffusion.conditional_unet1d][INFO] - number of parameters: 6.691406e+07
+[2026-10-04 17:15:42,798][absl][INFO] - MUJOCO_GL=osmesa, attempting to import specified OpenGL backend.
+[2026-10-04 17:15:42,801][absl][INFO] - MuJoCo library version is: 2.3.7
+[2026-10-04 17:15:42,878][datasets][INFO] - PyTorch version 2.2.2 available.
+[2026-10-04 17:15:42,878][datasets][INFO] - TensorFlow version 2.15.1 available.
+[2026-10-04 17:15:42,879][datasets][INFO] - JAX version 0.4.30 available.

2026.10.04/17.15.34_train_diffusion_unet_lowdim_FrankaKitchen-v1/wandb/debug-internal.log

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+2026-10-04 17:15:43,758 INFO    MainThread:256779 [wandb_setup.py:_flush():79] Loading settings from /home/chyang/.config/wandb/settings
+2026-10-04 17:15:43,758 INFO    MainThread:256779 [wandb_setup.py:_flush():79] Loading settings from /tmp2/chyang/workspace/LLM-BC/wandb/settings
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2026.10.04/17.15.34_train_diffusion_unet_lowdim_FrankaKitchen-v1/wandb/run-20261004_171543-pnv1tivo/files/output.log

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+  obs = torch.tensor(obs, dtype=torch.float32).unsqueeze(dim=0).to(device)
+                                                                                                                                                                        

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