Upload 3 files
Browse files
dit4dit_libero/config.yaml
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datasets:
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vla_data:
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action_video_freq_ratio: 2
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data_mix: libero_all
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data_root_dir: /path/to/libero
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dataset_py: lerobot_datasets
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delete_pause_frame: false
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per_device_batch_size: 4
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video_backend: torchvision_av
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video_delta_indices:
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- 0
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- 1
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- 2
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- 3
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framework:
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action_model:
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action_dim: 8
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action_horizon: 8
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action_model_type: DiT-B
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add_pos_embed: true
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diffusion_model_cfg:
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cross_attention_dim: 2048
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dropout: 0.2
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final_dropout: true
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interleave_self_attention: true
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norm_type: ada_norm
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num_layers: 16
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output_dim: 2560
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positional_embeddings: null
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future_action_window_size: 7
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hidden_size: 2560
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max_seq_len: 1024
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noise_beta_alpha: 1.5
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noise_beta_beta: 1.0
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noise_s: 0.999
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num_inference_timesteps: 4
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num_timestep_buckets: 1000
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past_action_window_size: 0
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state_dim: 16
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cosmos25:
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base_model: /path/to/Cosmos-Predict2.5-2B
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conditional_frame_timestep: 0.0001
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extract_layer: 17
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flow_matching:
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high_sigma_min: null
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high_sigma_ratio: null
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time_distribution: uniform
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future_loss_type: flow_matching
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future_num_inference_steps: 1
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training: joint
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vl_hidden_dim: 2048
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name: DiT4DiT
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output_dir: ./playground/Checkpoints_libero/dit4dit_libero
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run_id: dit4dit_libero
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run_root_dir: ./playground/Checkpoints_libero
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seed: 42
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trainer:
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eval_interval: 100
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freeze_modules: backbone_interface.extractor.text_encoder,backbone_interface.extractor.vae
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gradient_accumulation_steps: 1
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gradient_clipping: 1.0
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is_resume: false
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learning_rate:
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action_model: 0.0001
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backbone_interface: 0.0001
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base: 3.0e-05
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logging_frequency: 10
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lr_scheduler_type: cosine_with_min_lr
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max_train_steps: 160000
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num_warmup_steps: 10000
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optimizer:
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betas:
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- 0.9
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- 0.95
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eps: 1.0e-08
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weight_decay: 1.0e-08
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repeated_diffusion_steps: 4
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save_interval: 80000
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scheduler_specific_kwargs:
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min_lr: 5.0e-07
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wandb_entity: <your_wandb_entity>
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wandb_project: DiT4DiT_libero
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dit4dit_libero/dataset_statistics.json
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{
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"franka": {
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"action": {
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"mean": [
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0.07237596483901143,
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0.08987006871029735,
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0.006273590726777911,
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-0.003878799732774496,
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0.524486355483532
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],
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"std": [
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0.3498823308902479,
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0.37794140366375184,
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0.0403885784928603,
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0.06616144248501059,
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],
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"max": [
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0.9375,
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0.9375,
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0.3557142913341522,
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0.375,
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1.0
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],
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"min": [
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],
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"q01": [
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],
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"q99": [
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| 56 |
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],
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"mask": [
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true,
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true,
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true,
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true,
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true,
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true,
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false
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]
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},
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"state": {
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| 69 |
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"mean": [
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| 70 |
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| 78 |
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],
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| 79 |
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"std": [
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],
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"max": [
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],
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"min": [
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"q01": [
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]
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| 129 |
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},
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| 130 |
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"num_transitions": 273465,
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| 131 |
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"num_trajectories": 1693
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| 132 |
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}
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| 133 |
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}
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dit4dit_libero/final_model/pytorch_model.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:10cdc70029d84519942157ff741fe570a78f161be3fda6ff1e87286b4c7faa29
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size 21283256413
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