{ "parent": null, "model": "kosmos", "seq_len": 1, "image_size": 224, "image_mean": [ 0.48145466, 0.4578275, 0.40821073 ], "image_std": [ 0.26862954, 0.26130258, 0.27577711 ], "window_size": 16, "fwd_pred_next_n": 10, "arm_gripper_loss_ratio": 0.01, "cap_loss_ratio": 0.05, "fwd_loss_ratio": 0, "seed": 123, "batch_size": 4, "num_workers": 16, "data_scale": 1, "optimizer": "adam", "learning_rate": 2e-05, "min_lr_scale": 0.01, "weight_decay": 0, "warmup_epochs": 0, "warmup_steps": 5000, "warmup_ratio": null, "use_hand_rgb": true, "use_time_causal_attn": false, "use_mim_obs_loss": false, "use_pixel_loss": true, "use_obs_queries": true, "use_vision_resampler": false, "vision_masked_ratio": 0.9, "use_tube_mask": false, "output_root": "/mnt/bn/robotics-data-lxh-lq-v2/checkpoints/video_pretrain_manipulation/kosmos/calvin_finetune", "log_root": "/mnt/bn/robotics-data-lxh-lq-v2/logs/video_pretrain_manipulation/kosmos/calvin_finetune", "cache_root": "/mnt/bn/robotics-data-lxh-lq-v2/cache/video_pretrain_manipulation/kosmos", "model_load_path": null, "model_load_source": "torch", "resume": null, "model_path": "/mnt/bn/robotics-data-lxh-lq/LLaVA/kosmos-2-patch14-224", "model_config": "/mnt/bn/robotics-data-lxh-lq/LLaVA/kosmos-2-patch14-224/config.json", "train_setup": { "precision": "16-mixed", "predict_action": true, "predict_forward": false, "predict_forward_hand": false, "predict_caption": false, "train_vision": true, "bits": -1, "freeze_mm_mlp_adapter": false, "freeze_backbone": false, "freeze_resampler": false, "tune_mm_mlp_adapter": false, "mm_use_im_start_end": false, "mm_use_im_patch_token": false, "gradient_checkpointing": false, "lora_enable": false, "mm_projector_lr": 0.0001, "lora_r": 64, "lora_alpha": 16, "lora_dropout": 0.05, "lora_bias": "none", "train_text_embedding": true }, "vision_resampler": { "vis_dim": 1024, "depth": 8, "dim_head": 64, "heads": 8, "num_latents": 64 }, "act_encoder": null, "act_head": { "type": "LSTMDecoder", "hidden_size": 1024, "action_dim": 7, "down_sample": "none", "latent": 1, "fwd_pred_next_n": 1, "window_size": 1, "action_space": "continuous", "with_history": true, "history_type": "post" }, "fwd_head": null, "tokenizer": { "type": "AutoProcessor", "pretrained_model_name_or_path": "/mnt/bn/robotics-data-lxh-lq/LLaVA/kosmos-2-patch14-224", "tokenizer_type": "kosmos", "max_text_len": 256, "additional_special_tokens": null }, "trainer": { "accelerator": "gpu", "strategy": "deepspeed_stage_2", "precision": "16-mixed", "logger": [ "tensorboard" ], "gradient_clip_val": 1.0, "use_distributed_sampler": false, "log_every_n_steps": 10, "max_epochs": 5, "val_check_interval": 10000, "check_val_every_n_epoch": null, "max_steps": 100000, "accumulate_grad_batches": 1, "limit_val_batches": 1000 }, "train_dataset": { "type": "OpenVLADataset", "data_root_dir": "/mnt/bn/robotics-data-lxh-lq/openvla/datasets/open-x-embodiment", "model_name": "kosmos", "image_aug": true, "mode": "train", "data_mix": "oxe_magic_soup", "window_sample": "sliding", "organize_type": "interleave", "shuffle_buffer_size": 51200, "train": true }, "val_dataset": { "type": "OpenVLADataset", "data_root_dir": "/mnt/bn/robotics-data-lxh-lq/openvla/datasets/open-x-embodiment", "model_name": "kosmos", "mode": "train", "data_mix": "rt_1", "window_sample": "sliding", "organize_type": "interleave", "shuffle_buffer_size": 10000, "train": false }, "raw_config_path": "configs/kosmos/oxe_new/finetune_kosmos_cont-lstm-post_full-ft_text_vision_wd=0_hist=16_act=10_use-hand_aug-shift_act-norm_lr-2e-5_oxe.json", "config": "configs/kosmos/oxe_new/finetune_kosmos_cont-lstm-post_full-ft_text_vision_wd=0_hist=16_act=10_use-hand_aug-shift_act-norm_lr-2e-5_oxe.json", "gpus": 8, "num_nodes": 4, "log_dir": "/mnt/bn/robotics-data-lxh-lq-v2/logs/video_pretrain_manipulation/kosmos/calvin_finetune/2024-11-21/01-16", "output_dir": "/mnt/bn/robotics-data-lxh-lq-v2/checkpoints/video_pretrain_manipulation/kosmos/calvin_finetune/2024-11-21/01-16", "data_dir": null, "annotation_file": null, "data_subfolder": null, "task_num": null, "exp_name": "01-16", "use_multi_modal_emb": false, "no_video_pretrained_model": false, "finetune": false, "llm": { "type": null, "n_embd": null, "n_layer": null, "n_head": null } }