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rho-roboeval / policy.json
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{
"type": "rho",
"name": "rho",
"device": "cuda",
"dtype": "bfloat16",
"lr_scheduler": {
"type": "cosine_decay_with_warmup",
"num_warmup_steps": 2500,
"num_decay_steps": 40000,
"peak_lr": 0.0001,
"decay_lr": 5e-06,
"decay_start_step": null
},
"optimizer": {
"type": "adamw",
"lr": 0.0001,
"weight_decay": 1e-10,
"grad_clip_norm": 10.0,
"betas": [
0.9,
0.95
],
"eps": 1e-08
},
"pretrained_repo_id": "microsoft/rho-base",
"resize_imgs_with_padding": null,
"embed_dim": 2048,
"num_heads": 16,
"ff_dim": 4096,
"norm": "adaptive",
"hidden_state_idx": 14,
"num_blocks": 12,
"max_seq_len": 6144,
"n_obs_steps": 1,
"chunk_size": 32,
"n_action_steps": 16,
"max_state_dim": 32,
"max_action_dim": 32,
"num_steps": 10,
"num_flow_samples": 8,
"attention_implementation": "flash_attention_2",
"attention_type": "cross",
"adaln_mode": "shared",
"adaln_lora_rank": 256,
"gqa_groups": 4,
"cross_attention_dim": null,
"vlm_layer_select": "last",
"shared_vlm_projection": false,
"kv_pos_encoding": true,
"freeze_vlm_backbone": false,
"freeze_vision_encoder": false,
"freeze_language_model": false,
"train_expert_only": false,
"enable_gradient_checkpointing": true,
"optimizer_lr": 0.0001,
"optimizer_lr_action_expert": null,
"optimizer_betas": [
0.9,
0.95
],
"optimizer_eps": 1e-08,
"optimizer_weight_decay": 1e-10,
"scheduler_warmup_steps": 2500,
"scheduler_decay_steps": 40000,
"scheduler_decay_lr": 5e-06,
"time_sampling_strategy": "beta",
"dropout_p": 0.02,
"pos_emb_method": "sinusoidal",
"log_hidden_state_stats": true
}