junbrro commited on
Commit
d6cb48b
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1 Parent(s): 7bbf393

30k checkpoint (inference files)

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config.json ADDED
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+ {
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+ "vl_qkv",
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+ "vl_proj",
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+ "sa_qkv",
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+ "sa_proj",
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+ "p_qkv",
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+ "p_proj",
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+ "linear1",
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+ "linear2"
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+ ],
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+ "action_model_use_lora": false,
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+ "actlat_embodiment_id": "openarm_prq",
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+ "anchor_tips_dims": 15,
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+ "architectures": [
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+ "RLDX"
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+ "backbone_lora_target_modules": [
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+ "q_proj",
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+ "k_proj",
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+ "v_proj",
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+ "o_proj",
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+ "gate_proj",
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+ "up_proj",
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+ "down_proj"
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+ ],
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+ "conversation_image_first": false,
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+ "depth_multi_stream": 4,
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+ "final_dropout": true,
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+ "output_dim": 1024,
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+ "physics_dim": 0,
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+ "positional_embeddings": "rope_sa_only",
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+ "pre_norm": "layer_norm",
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+ "qk_norm": "rms_norm",
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+ "rope_theta": 10000.0,
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+ "sa_dim": 1536,
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+ "temb_type": "input_token",
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+ "use_physics": false,
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+ "use_swiglu": true,
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+ "vl_dim": 4096
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+ },
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+ "dtype": "bfloat16",
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+ "embod_reg_layer": 2,
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+ "freeze_cog_tokens": false,
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+ "freeze_modules": "",
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+ "general_embodiment_train_ratio": 0,
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+ "gr1hp_align_dim": 24,
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+ "gr1hp_align_only": true,
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+ "image_max_area": 65536,
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+ "memory_cfg": {
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+ "num_key_value_heads": 16,
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+ "rms_norm_eps": 1e-05,
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+ "use_causal_attn": true,
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+ "use_rope": true
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+ "model_name": "RLWRLD/RLDX-1-VLM",
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+ "model_type": "RLDX-1",
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+ "physics_delta_indices": null,
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+ "physics_use_flow_matching": true,
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+ "rtc_inference_delay": 0,
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+ "train_stage": "",
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+ "transformers_version": "4.57.0",
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+ "tune_diffusion_model": true,
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+ "tune_visual": false,
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+ "use_motion": false,
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+ "use_physics": false,
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+ "use_video": true,
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+ "video_length": 1,
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+ "video_stride": 2,
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+ "vlm_lang_loss": false,
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+ "vlm_lang_weight": 0.5
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+ }
experiment_cfg/conf.yaml ADDED
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+ load_config_path: null
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+ model:
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+ model_type: RLDX-1
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+ model_dtype: bfloat16
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+ model_name: RLWRLD/RLDX-1-VLM
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+ backbone_model_type: vtc_qwen3_vl
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+ model_revision: null
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+ tune_top_llm_layers: 0
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+ backbone_embedding_dim: 4096
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+ tune_llm: false
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+ tune_visual: false
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+ select_layer: 18
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+ reproject_vision: false
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+ use_flash_attention: true
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+ load_bf16: true
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+ backbone_trainable_params_fp32: true
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+ freeze_cog_tokens: false
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+ keep_full_lm: false
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+ vlm_lang_loss: false
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+ vlm_lang_weight: 0.5
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+ image_max_area: 65536
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+ image_resize_m: 32
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+ random_crop_fraction: null
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+ random_rotation_angle: null
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+ color_jitter_params: null
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+ formalize_language: true
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+ apply_sincos_state_encoding: false
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+ use_relative_action: true
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+ use_percentiles: true
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+ conversation_image_first: false
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+ max_state_dim: 64
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+ max_action_dim: 64
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+ action_horizon: 16
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+ hidden_size: 1024
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+ input_embedding_dim: 1536
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+ general_embodiment_train_ratio: 0.0
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+ add_pos_embed: true
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+ attn_dropout: 0.2
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+ use_vlln: false
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+ max_seq_len: 1024
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+ n_cog_tokens: 64
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+ diffusion_model_cfg:
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+ attention_head_dim: 64
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+ depth_multi_stream: 4
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+ depth_single_stream: 8
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+ dropout: 0.2
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+ final_dropout: true
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+ num_attention_heads: 24
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+ output_dim: 1024
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+ positional_embeddings: rope_sa_only
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+ rope_theta: 10000.0
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+ temb_type: input_token
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+ use_swiglu: true
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+ action_model_max_seq_len: 512
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+ pre_norm: layer_norm
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+ qk_norm: rms_norm
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+ num_inference_timesteps: 4
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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_timestep_buckets: 1000
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+ tune_projector: true
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+ tune_diffusion_model: true
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+ tune_vlln: true
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+ action_model_use_lora: false
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+ action_model_lora_rank: 16
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+ action_model_lora_alpha: 32
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+ action_model_lora_dropout: 0.0
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+ action_model_lora_target_modules:
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+ - vl_qkv
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+ - vl_proj
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+ - sa_qkv
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+ - sa_proj
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+ - p_qkv
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+ - p_proj
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+ - linear1
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+ - linear2
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+ backbone_use_lora: true
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+ backbone_lora_rank: 16
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+ backbone_lora_alpha: 32
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+ backbone_lora_dropout: 0.0
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+ backbone_lora_num_layers: -1
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+ backbone_lora_target_modules:
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+ - q_proj
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+ - k_proj
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+ - v_proj
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+ - o_proj
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+ - gate_proj
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+ - up_proj
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+ - down_proj
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+ state_dropout_prob: 0.0
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+ state_additive_noise_scale: 0.0
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+ rtc_training_max_delay: 0
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+ rtc_inference_mode: none
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+ rtc_inference_delay: 0
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+ rtc_inference_exec_horizon: 0
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+ rtc_jacobian_steps_only: 3
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+ use_memory: false
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+ memory_length: 4
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+ memory_n_cog_tokens: null
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+ concat_memory: false
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+ memory_dropout_prob: 0.0
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+ memory_stride: 16
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+ memory_cfg:
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+ hidden_size: 4096
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+ intermediate_size: 16384
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+ num_hidden_layers: 2
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+ num_attention_heads: 16
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+ num_key_value_heads: 16
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+ max_position_embeddings: 32
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+ rms_norm_eps: 1.0e-05
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+ use_causal_attn: true
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+ use_rope: true
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+ use_motion: false
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+ motion_insert_layer: 9
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+ motion_d_hid: 512
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+ motion_window:
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+ - 5
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+ - 9
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+ - 9
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+ motion_ext_chnls:
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+ - 256
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+ motion_int_chnls:
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+ - 256
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+ - 256
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+ - 512
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+ motion_corr_func: cosine
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+ motion_n_encoders: 1
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+ motion_use_layerscale: false
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+ motion_layerscale_init: 1.0e-05
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+ motion_use_layernorm: false
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+ motion_use_syncbn: false
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+ motion_injection_point: vision_encoder
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+ motion_pool_type: avg
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+ motion_drop: true
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+ motion_gradient_check: false
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+ motion_int_mode: lite
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+ use_video: true
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+ video_length: 1
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+ video_stride: 2
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+ use_physics: false
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+ physics_keys: []
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+ physics_dims: []
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+ physics_loss_weight: 0.1
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+ allow_missing_physics: false
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+ physics_delta_indices: null
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+ physics_use_flow_matching: true
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+ physics_dropout_prob: 0.0
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+ use_finger_latent: false
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+ finger_wrist_mode: delta
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+ finger_bimanual: false
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+ finger_alignment_npz: ''
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+ finger_fingertip_norm_npz: ''
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+ finger_wrist_delta_stats_npz: ''
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+ finger_wrist_abs_stats_npz: ''
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+ embod_reg_mode: ''
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+ embod_reg_weight: 0.05
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+ embod_reg_layer: 2
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+ embod_reg_gather: false
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+ embod_reg_tbins: 0
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+ embod_reg_vic_var: 1.0
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+ embod_reg_vic_cov: 0.04
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+ embod_reg_hand_bins: 0
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+ embod_reg_hand_edges: ''
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+ anchor_dim_norm: ''
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+ anchor_dim_stats_path: ''
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+ anchor_tips_dims: 15
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+ anchor_human_tips_weight: 1.0
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+ actlat_mode: false
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+ actlat_tokenizer_path: ''
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+ actlat_embodiment_id: openarm_prq
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+ actlat_prq_stats_path: ''
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+ actlat_standardize: false
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+ actlat_z_stats_path: ''
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+ anchor_readout_weight: 0.0
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+ anchor_readout_taps: cog,d2,s3,s7
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+ anchor_readout_dim: 24
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+ anchor_readout_tweight: true
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+ anchor_readout_shuffle: false
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+ anchor_readout_asym: false
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+ gr1hp_align_weight: 0.2
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+ gr1hp_align_only: true
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+ gr1hp_align_dim: 24
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+ gr1hp_align_shuffle: false
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+ geom_bn_mode: ''
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+ geom_bn_weight: 0.0
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+ geom_bn_dim: 24
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+ geom_bn_asym: true
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+ geom_bn_ema: 0.0
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+ geom_bn_shuffle: false
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+ geom_bn_lift_hidden: 0
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+ geom_bn_route_warmup_steps: 0
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+ geom_effort_dim: 0
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+ geom_effort_weight: 0.0
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+ egopi_split_embodiment: false
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+ gr1hp_split_embodiment: false
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+ train_stage: ''
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+ stage_from_checkpoint: ''
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+ freeze_modules: ''
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+ max_num_embodiments: 36
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+ data:
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+ datasets:
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+ - dataset_paths:
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+ - /data/junhyeong/datasets/gr1/gr1_mg_gr00t_100
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+ embodiment_tag: gr1_human_prq
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+ mix_ratio: 0.5
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+ dataset_type: physical_embodiment
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+ val_dataset_path: null
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+ egopi_source: null
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+ egopi_fk_cache_dir: null
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+ egopi_filter_path: null
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+ egopi_stats_path: null
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+ task_filter: null
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+ hawor_source: null
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+ hawor_fk_cache_dir: null
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+ hawor_filter_path: null
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+ hawor_human_h5: null
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+ hawor_human_source_map: null
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+ hawor_bimanual: false
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+ gr1_prq_source: null
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+ gr1_prq_cache_path: null
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+ gr1_prq_stats_path: null
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+ gr1hp_source: gr1
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+ gr1hp_bridge_path: assets/gr1/human_gr1_bridge.npz
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+ gr1hp_stats_path: assets/gr1/gr1_human_prq_stats.json
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+ gr1hp_human_h5: null
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+ gr1hp_human_source_map: null
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+ gr1hp_hand: auto
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+ gr1hp_subsample_episodes: 479
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+ gr1hp_cache_path: assets/gr1/prq_cache/gr1.h5
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+ gr1hp_dual_raw: false
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+ gr1hp_raw_embodiment_tag: null
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+ gr1hp_mano_anchor: false
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+ video_key_map: null
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+ lang_key_map: null
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+ - dataset_paths:
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+ - /data/junhyeong/datasets/rlwrld_human_lerobot
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+ embodiment_tag: gr1_human_prq
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+ mix_ratio: 0.5
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+ dataset_type: physical_embodiment
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+ val_dataset_path: null
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+ egopi_source: null
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+ egopi_fk_cache_dir: null
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+ egopi_filter_path: null
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+ egopi_stats_path: null
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+ task_filter: null
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+ hawor_source: null
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+ hawor_fk_cache_dir: null
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+ hawor_filter_path: null
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+ hawor_human_h5: null
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+ hawor_human_source_map: null
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+ hawor_bimanual: false
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+ gr1_prq_source: null
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+ gr1_prq_cache_path: null
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+ gr1_prq_stats_path: null
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+ gr1hp_source: human
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+ gr1hp_bridge_path: assets/gr1/human_gr1_bridge.npz
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+ gr1hp_stats_path: assets/gr1/gr1_human_prq_stats.json
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+ gr1hp_human_h5: /data/junhyeong/assets/rlwrld_final.h5
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+ gr1hp_human_source_map: /data/junhyeong/datasets/rlwrld_human_lerobot/meta/source_map.csv
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+ gr1hp_hand: auto
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+ gr1hp_subsample_episodes: null
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+ gr1hp_cache_path: assets/gr1/prq_cache/human.h5
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+ gr1hp_dual_raw: false
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+ gr1hp_raw_embodiment_tag: null
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+ gr1hp_mano_anchor: true
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+ video_key_map:
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+ ego_view: camera_ego_right
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+ lang_key_map:
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+ human.coarse_action: human.task_description
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+ modality_configs:
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+ gr1_human_prq:
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+ video:
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+ delta_indices:
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+ - 0
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+ modality_keys:
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+ - ego_view
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+ sin_cos_embedding_keys: null
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+ mean_std_embedding_keys: null
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+ action_configs: null
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+ state:
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+ delta_indices:
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+ - 0
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+ modality_keys:
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+ - wrist_pos
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+ - wrist_rot6d
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+ - hand_q
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+ sin_cos_embedding_keys: null
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+ mean_std_embedding_keys: null
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+ action_configs: null
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+ action:
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+ 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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+ - 4
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+ - 6
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+ - 9
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+ - 10
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+ - 11
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+ - 13
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+ - 14
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+ - 15
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+ modality_keys:
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+ - wrist_pos
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+ - wrist_rot6d
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+ - hand_q
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+ sin_cos_embedding_keys: null
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+ mean_std_embedding_keys: null
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+ action_configs:
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+ - rep: ABSOLUTE
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+ type: NON_EEF
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+ format: DEFAULT
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+ state_key: null
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+ - rep: ABSOLUTE
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+ type: NON_EEF
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+ format: DEFAULT
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+ state_key: null
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+ - rep: ABSOLUTE
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+ type: NON_EEF
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+ format: DEFAULT
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+ state_key: null
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+ language:
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+ delta_indices:
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+ - 0
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+ modality_keys:
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+ - annotation.human.coarse_action
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+ sin_cos_embedding_keys: null
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+ mean_std_embedding_keys: null
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+ action_configs: null
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+ dataset_mode: standard
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+ download_cache: false
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+ shard_size: 1024
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+ episode_sampling_rate: 0.1
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+ num_shards_per_epoch: 100000
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+ override_pretraining_statistics: false
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+ mode: single_turn
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+ random_chop: 0.0
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+ mock_dataset_mode: false
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+ shuffle: true
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+ seed: 42
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+ multiprocessing_context: fork
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+ allow_padding: true
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+ subsample_ratio: 1.0
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+ video_backend: torchcodec
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+ training:
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+ output_dir: /data/rlwrld-unified-checkpoints/junhyeong/checkpoints/gr1hp-loraalign-20260808
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+ experiment_name: gr1hp-loraalign-20260808
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+ max_steps: 30000
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+ global_batch_size: 64
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+ batch_size: null
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+ gradient_accumulation_steps: 1
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+ learning_rate: 0.0001
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+ lr_scheduler_type: cosine
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+ weight_decay: 1.0e-05
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+ warmup_ratio: 0.05
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+ warmup_steps: 0
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+ max_grad_norm: 1.0
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+ new_param_warmup_steps: 0
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+ optim: adamw_torch_fused
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+ start_from_checkpoint: /data/junhyeong/ckpt/RLDX-1-PT-IMG
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+ tf32: true
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+ fp16: false
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+ bf16: true
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+ eval_bf16: true
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+ logging_steps: 10
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+ save_steps: 5000
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+ save_total_limit: 7
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+ save_vl_model: false
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+ upload_checkpoints: false
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+ upload_every: 1000
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+ upload_last_n_checkpoints: 5
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+ max_concurrent_uploads: 2
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+ eval_strategy: 'no'
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+ eval_steps: 500
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+ eval_set_split_ratio: 0.1
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+ eval_batch_size: 2
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+ save_best_eval_metric_name: ''
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+ save_best_eval_metric_greater_is_better: true
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+ deepspeed_stage: 2
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+ gradient_checkpointing: false
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+ transformers_trust_remote_code: true
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+ transformers_local_files_only: false
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+ transformers_cache_dir: null
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+ transformers_access_token: null
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+ use_ddp: false
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+ ddp_bucket_cap_mb: 100
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experiment_cfg/config.yaml ADDED
@@ -0,0 +1,399 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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2
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+ - /data/junhyeong/datasets/rlwrld_human_lerobot
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55
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56
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63
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70
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75
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85
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88
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93
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154
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experiment_cfg/dataset_statistics.json ADDED
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