Instructions to use RLWRLD/RLDX-1-PT-IMG with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use RLWRLD/RLDX-1-PT-IMG with Transformers:
# Load model directly from transformers import RLDX model = RLDX.from_pretrained("RLWRLD/RLDX-1-PT-IMG", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "action_horizon": 16, | |
| "action_model_lora_alpha": 32, | |
| "action_model_lora_dropout": 0.0, | |
| "action_model_lora_rank": 16, | |
| "action_model_lora_target_modules": [ | |
| "vl_qkv", | |
| "vl_proj", | |
| "sa_qkv", | |
| "sa_proj", | |
| "p_qkv", | |
| "p_proj", | |
| "linear1", | |
| "linear2" | |
| ], | |
| "action_model_use_lora": false, | |
| "architectures": [ | |
| "RLDX" | |
| ], | |
| "backbone_lora_alpha": 32, | |
| "backbone_lora_dropout": 0.0, | |
| "backbone_lora_num_layers": -1, | |
| "backbone_lora_rank": 16, | |
| "backbone_lora_target_modules": [ | |
| "q_proj", | |
| "k_proj", | |
| "v_proj", | |
| "o_proj", | |
| "gate_proj", | |
| "up_proj", | |
| "down_proj" | |
| ], | |
| "backbone_use_lora": false, | |
| "color_jitter_params": { | |
| "brightness": 0.3, | |
| "contrast": 0.4, | |
| "hue": 0.08, | |
| "saturation": 0.5 | |
| }, | |
| "conversation_image_first": false, | |
| "diffusion_model_cfg": { | |
| "action_model_max_seq_len": 512, | |
| "attention_head_dim": 64, | |
| "depth_multi_stream": 4, | |
| "depth_single_stream": 8, | |
| "dropout": 0.2, | |
| "final_dropout": true, | |
| "num_attention_heads": 24, | |
| "output_dim": 1024, | |
| "physics_dim": 0, | |
| "positional_embeddings": "rope_sa_only", | |
| "pre_norm": "layer_norm", | |
| "qk_norm": "rms_norm", | |
| "rope_theta": 10000.0, | |
| "sa_dim": 1536, | |
| "temb_type": "input_token", | |
| "use_physics": false, | |
| "use_swiglu": true, | |
| "vl_dim": 4096 | |
| }, | |
| "dtype": "bfloat16", | |
| "freeze_cog_tokens": false, | |
| "general_embodiment_train_ratio": 0.02, | |
| "image_max_area": 65536, | |
| "image_resize_m": 32, | |
| "memory_cfg": { | |
| "hidden_size": 4096, | |
| "intermediate_size": 16384, | |
| "max_position_embeddings": 32, | |
| "num_attention_heads": 16, | |
| "num_hidden_layers": 2, | |
| "num_key_value_heads": 16, | |
| "rms_norm_eps": 1e-05, | |
| "use_causal_attn": true, | |
| "use_rope": true | |
| }, | |
| "model_name": "/data/taeyoung/models/RLDX-1-VLM", | |
| "model_revision": null, | |
| "model_type": "RLDX-1", | |
| "n_cog_tokens": 64, | |
| "physics_delta_indices": null, | |
| "physics_dims": [], | |
| "physics_keys": [], | |
| "physics_use_flow_matching": true, | |
| "random_crop_fraction": null, | |
| "random_rotation_angle": null, | |
| "rtc_inference_delay": 0, | |
| "rtc_inference_exec_horizon": 0, | |
| "rtc_inference_mode": "none", | |
| "rtc_jacobian_steps_only": 3, | |
| "rtc_training_max_delay": 0, | |
| "state_dropout_prob": 0.0, | |
| "transformers_version": "4.57.0", | |
| "tune_diffusion_model": true, | |
| "tune_llm": false, | |
| "tune_projector": true, | |
| "tune_top_llm_layers": 4, | |
| "tune_visual": false, | |
| "use_memory": false, | |
| "use_motion": false, | |
| "use_physics": false, | |
| "use_video": true, | |
| "video_length": 1, | |
| "video_stride": 2 | |
| } | |