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6.28 kB
| # Resolved R13 LIBERO Goal+Long posttraining configuration. | |
| # Package/import names are normalized to the public w0 implementation. | |
| # Private absolute paths are represented by portable environment variables; all other | |
| # training values are unchanged from the source experiment.yaml. | |
| output_dir: ${oc.env:W0_OUTPUT_DIR,outputs/libero/goal_long_r13/step_000600} | |
| batch_size: 48 | |
| num_workers: 4 | |
| gc_collect_every: 1 | |
| lr_scheduler_type: cosine | |
| learning_rate: 5.0e-05 | |
| soft_prompt_lr_scale: 1.0 | |
| num_epochs: 10 | |
| max_steps: null | |
| log_every: 10 | |
| save_every: 100 | |
| keep_training_states: 1 | |
| checkpoint_min_free_gib: 128 | |
| eval_every: 50 | |
| eval_num_inference_steps: 10 | |
| gradient_accumulation_steps: 1 | |
| mixed_precision: bf16 | |
| seed: 42 | |
| max_grad_norm: 1.0 | |
| weight_decay: 0.0 | |
| freeze_video_dit: false | |
| resume: null | |
| init_checkpoint: ${oc.env:W0_LIBERO_INIT_CHECKPOINT,checkpoints/libero_init_step_2640.pt} | |
| init_soft_prompts: false | |
| resume_global_batch_size: null | |
| wandb: | |
| enabled: false | |
| workspace: null | |
| project: w0 | |
| name: w0-lib-gl-rf-c16-e10-32g-r13 | |
| group: null | |
| mode: online | |
| data: | |
| train: | |
| _target_: w0.datasets.libero_posttrain.LiberoPosttrainDataset | |
| dataset_root: ${oc.env:W0_LIBERO_DATA,data/libero} | |
| is_training_set: true | |
| samples_per_epoch: 100000 | |
| epoch_sampling: random_frame | |
| seed: 42 | |
| val_set_proportion: 0.01 | |
| pretrained_norm_stats: ${oc.env:W0_LIBERO_STATS,assets/libero/normalization.json} | |
| max_action_offset: 15 | |
| action_horizon: 64 | |
| action_chunk_size: 16 | |
| video_plan_horizon: 96 | |
| action_video_freq_ratio: 8 | |
| text_embedding_cache_dir: ${oc.env:W0_LIBERO_TEXT_CACHE,assets/libero/text_embeds_cache} | |
| include_suites: | |
| - libero_goal | |
| - libero_10 | |
| color_jitter: | |
| enabled: false | |
| brightness: 0.2 | |
| contrast: 0.2 | |
| saturation: 0.2 | |
| hue: 0.0 | |
| processor: | |
| _target_: w0.datasets.libero_posttrain.LiberoPosttrainProcessor | |
| stats_path: ${oc.env:W0_LIBERO_STATS,assets/libero/normalization.json} | |
| val: | |
| _target_: w0.datasets.libero_posttrain.LiberoPosttrainDataset | |
| dataset_root: ${oc.env:W0_LIBERO_DATA,data/libero} | |
| is_training_set: false | |
| samples_per_epoch: 128 | |
| epoch_sampling: random_frame | |
| seed: 42 | |
| val_set_proportion: 0.01 | |
| pretrained_norm_stats: ${oc.env:W0_LIBERO_STATS,assets/libero/normalization.json} | |
| max_action_offset: 15 | |
| action_horizon: 64 | |
| action_chunk_size: 16 | |
| video_plan_horizon: 96 | |
| action_video_freq_ratio: 8 | |
| text_embedding_cache_dir: ${oc.env:W0_LIBERO_TEXT_CACHE,assets/libero/text_embeds_cache} | |
| include_suites: | |
| - libero_goal | |
| - libero_10 | |
| processor: | |
| _target_: w0.datasets.libero_posttrain.LiberoPosttrainProcessor | |
| stats_path: ${oc.env:W0_LIBERO_STATS,assets/libero/normalization.json} | |
| color_jitter: | |
| enabled: false | |
| brightness: 0.2 | |
| contrast: 0.2 | |
| saturation: 0.2 | |
| hue: 0.0 | |
| model: | |
| _target_: w0.runtime.create_w0 | |
| model_id: ${oc.env:W0_WAN_MODEL_DIR,assets/wan22} | |
| tokenizer_model_id: Wan-AI/Wan2.1-T2V-1.3B | |
| tokenizer_max_len: 128 | |
| load_text_encoder: false | |
| proprio_dim: 37 | |
| redirect_common_files: true | |
| mot_checkpoint_mixed_attn: true | |
| action_dit_pretrained_path: null | |
| skip_dit_load_from_pretrain: true | |
| legacy_checkpoint_config: null | |
| observation_encoder: dino | |
| dino_config: | |
| model_name: dinov3-vitb16-hf | |
| weights_path: ${oc.env:W0_DINO_WEIGHTS,assets/dinov3-vitb16-pretrain-lvd1689m} | |
| input_resolution: | |
| - 384 | |
| - 320 | |
| feature_dim: 768 | |
| patch_size: 16 | |
| use_cls_token: false | |
| normalize_features: false | |
| encode_microbatch_size: 16 | |
| checkpoint_observation_encoder_adapt: false | |
| action_horizon: 64 | |
| action_chunk_size: 16 | |
| max_action_offset: 15 | |
| action_train_timestep_mode: per_chunk | |
| future_training_mode: idm | |
| idm_video_cond_noise_prob: 0.5 | |
| idm_checkpoint_full_layer: true | |
| idm_checkpoint_layer_stride: 1 | |
| action_obs_downsample_factor: 1 | |
| chunk_kv_editor_num_queries: 32 | |
| num_history_frames: 0 | |
| action_video_read_mode: future | |
| video_rope_frame_stride: 1 | |
| video_dit_config: | |
| compact_timestep_embedding: true | |
| has_image_input: false | |
| patch_size: | |
| - 1 | |
| - 2 | |
| - 2 | |
| in_dim: 48 | |
| hidden_dim: 3072 | |
| ffn_dim: 14336 | |
| freq_dim: 256 | |
| text_dim: 4096 | |
| out_dim: 48 | |
| num_heads: 24 | |
| attn_head_dim: 128 | |
| num_layers: 30 | |
| eps: 1.0e-06 | |
| seperated_timestep: true | |
| require_clip_embedding: false | |
| require_vae_embedding: false | |
| fuse_vae_embedding_in_latents: true | |
| use_gradient_checkpointing: true | |
| video_attention_mask_mode: first_frame_causal | |
| action_conditioned: false | |
| action_dim: 37 | |
| action_group_causal_mask_mode: group_diagonal | |
| action_dit_config: | |
| num_soft_prompts: 8 | |
| soft_prompt_domains: | |
| - libero/franka | |
| soft_prompt_init_std: 0.02 | |
| domain_configs: | |
| - name: libero/franka | |
| dataset: libero | |
| embodiment: franka | |
| action_dim: 37 | |
| proprio_dim: 37 | |
| action_valid_indices: | |
| - 7 | |
| - 8 | |
| - 9 | |
| - 10 | |
| - 11 | |
| - 12 | |
| - 13 | |
| - 14 | |
| - 15 | |
| - 16 | |
| proprio_valid_indices: | |
| - 7 | |
| - 8 | |
| - 9 | |
| - 10 | |
| - 11 | |
| - 12 | |
| - 13 | |
| - 14 | |
| - 15 | |
| - 16 | |
| raw_eef_names: | |
| - eef_x | |
| - eef_y | |
| - eef_z | |
| - rot6d_col0_x | |
| - rot6d_col0_y | |
| - rot6d_col0_z | |
| - rot6d_col1_x | |
| - rot6d_col1_y | |
| - rot6d_col1_z | |
| - gripper_open_scale | |
| action_semantics: native_delta_eef10_row_aligned | |
| action_dim: 37 | |
| hidden_dim: 1024 | |
| ffn_dim: 4096 | |
| num_heads: 24 | |
| attn_head_dim: 128 | |
| num_layers: 30 | |
| text_dim: 4096 | |
| freq_dim: 256 | |
| eps: 1.0e-06 | |
| autoregressive_teacher_forcing: true | |
| action_chunk_size: 16 | |
| action_teacher_forcing_mask_mode: stage1_chunkwise | |
| use_gradient_checkpointing: true | |
| video_scheduler: | |
| train_shift: 5.0 | |
| infer_shift: 5.0 | |
| num_train_timesteps: 1000 | |
| action_scheduler: | |
| train_shift: 5.0 | |
| infer_shift: 5.0 | |
| num_train_timesteps: 1000 | |
| loss: | |
| lambda_action: 1.0 | |
| lambda_action_prior: 1.0 | |
| video_plan_horizon: 96 | |
| video_action_stride: 8 | |
| video_plan_steps: 10 | |
| domain_registry_path: null | |
| posttrain_required: true | |
| posttrain_stats: ${oc.env:W0_LIBERO_STATS,assets/libero/normalization.json} | |
| history_aware_batching: false | |
| optimizer_group_max_numel: 200000000 | |