Upload folder using huggingface_hub
Browse files- README.md +31 -0
- config.json +30 -0
- model.safetensors +3 -0
    	
        README.md
    ADDED
    
    | @@ -0,0 +1,31 @@ | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | 
|  | |
| 1 | 
            +
            ---
         | 
| 2 | 
            +
            language: en
         | 
| 3 | 
            +
            tags:
         | 
| 4 | 
            +
            - decision-transformer
         | 
| 5 | 
            +
            - reinforcement-learning
         | 
| 6 | 
            +
            - hierarchical-learning
         | 
| 7 | 
            +
            - hopper
         | 
| 8 | 
            +
            license: mit
         | 
| 9 | 
            +
            ---
         | 
| 10 | 
            +
             | 
| 11 | 
            +
            # Hierarchical Decision Transformer for Hopper
         | 
| 12 | 
            +
             | 
| 13 | 
            +
            This model extends the Decision Transformer architecture with hierarchical clustering capabilities for improved long-horizon task performance on the Hopper-v3 environment.
         | 
| 14 | 
            +
             | 
| 15 | 
            +
            ## Model Description
         | 
| 16 | 
            +
             | 
| 17 | 
            +
            - **Model Type:** Hierarchical Decision Transformer
         | 
| 18 | 
            +
            - **Training Environment:** Hopper-v3
         | 
| 19 | 
            +
            - **Input:** State observations (11 dimensions), desired returns
         | 
| 20 | 
            +
            - **Output:** Actions (3 dimensions)
         | 
| 21 | 
            +
            - **Architecture Features:**
         | 
| 22 | 
            +
              - Hierarchical clustering head for subtask identification
         | 
| 23 | 
            +
              - Subgoal-based weighting
         | 
| 24 | 
            +
              - Multi-task capabilities
         | 
| 25 | 
            +
             | 
| 26 | 
            +
            ## Usage
         | 
| 27 | 
            +
             | 
| 28 | 
            +
            ```python
         | 
| 29 | 
            +
            from transformers import DecisionTransformerModel
         | 
| 30 | 
            +
            model = DecisionTransformerModel.from_pretrained("anna4142/hierarchical-decision-transformer")
         | 
| 31 | 
            +
            ```
         | 
    	
        config.json
    ADDED
    
    | @@ -0,0 +1,30 @@ | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | 
|  | |
| 1 | 
            +
            {
         | 
| 2 | 
            +
              "act_dim": 3,
         | 
| 3 | 
            +
              "action_tanh": true,
         | 
| 4 | 
            +
              "activation_function": "relu",
         | 
| 5 | 
            +
              "architectures": [
         | 
| 6 | 
            +
                "TrainableDT"
         | 
| 7 | 
            +
              ],
         | 
| 8 | 
            +
              "attn_pdrop": 0.1,
         | 
| 9 | 
            +
              "bos_token_id": 50256,
         | 
| 10 | 
            +
              "embd_pdrop": 0.1,
         | 
| 11 | 
            +
              "eos_token_id": 50256,
         | 
| 12 | 
            +
              "hidden_size": 128,
         | 
| 13 | 
            +
              "initializer_range": 0.02,
         | 
| 14 | 
            +
              "layer_norm_epsilon": 1e-05,
         | 
| 15 | 
            +
              "max_ep_len": 4096,
         | 
| 16 | 
            +
              "model_type": "decision_transformer",
         | 
| 17 | 
            +
              "n_head": 1,
         | 
| 18 | 
            +
              "n_inner": null,
         | 
| 19 | 
            +
              "n_layer": 3,
         | 
| 20 | 
            +
              "n_positions": 1024,
         | 
| 21 | 
            +
              "reorder_and_upcast_attn": false,
         | 
| 22 | 
            +
              "resid_pdrop": 0.1,
         | 
| 23 | 
            +
              "scale_attn_by_inverse_layer_idx": false,
         | 
| 24 | 
            +
              "scale_attn_weights": true,
         | 
| 25 | 
            +
              "state_dim": 11,
         | 
| 26 | 
            +
              "torch_dtype": "float32",
         | 
| 27 | 
            +
              "transformers_version": "4.46.2",
         | 
| 28 | 
            +
              "use_cache": true,
         | 
| 29 | 
            +
              "vocab_size": 1
         | 
| 30 | 
            +
            }
         | 
    	
        model.safetensors
    ADDED
    
    | @@ -0,0 +1,3 @@ | |
|  | |
|  | |
|  | 
|  | |
| 1 | 
            +
            version https://git-lfs.github.com/spec/v1
         | 
| 2 | 
            +
            oid sha256:7c9445590e753ce9c656435bf1b414567f444e7ef00d4c6befe58c83812851f3
         | 
| 3 | 
            +
            size 5025196
         |