[FashionMNIST] 20250817-124900 | best_acc=0.9269
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- .gitattributes +21 -0
 - FashionMNIST/20250817-124900_FashionMNIST/README.md +10 -0
 - FashionMNIST/20250817-124900_FashionMNIST/config.json +40 -0
 - FashionMNIST/20250817-124900_FashionMNIST/history.csv +21 -0
 - FashionMNIST/20250817-124900_FashionMNIST/history.json +200 -0
 - FashionMNIST/20250817-124900_FashionMNIST/manifest.json +43 -0
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        FashionMNIST/20250817-124900_FashionMNIST/README.md
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            # Pentachora Adaptive Encoded — 20250817-124900
         
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            **Dataset:** FashionMNIST
         
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            **Contents**
         
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            - `weights/*.safetensors` — encoder, constellation, diagnostic head
         
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            - `config.json`, `manifest.json`
         
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            - `history.json` / `history.csv`
         
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            - `tensorboard/` (and `tensorboard_events.zip`)
         
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            - `plots/` — accuracy, loss, λ, confusion
         
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        FashionMNIST/20250817-124900_FashionMNIST/config.json
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            {
         
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              "augment": false,
         
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              "base_dim": 56,
         
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              "batch_size": 1024,
         
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              "channels": 12,
         
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              "dataset": "FashionMNIST",
         
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              "deterministic": true,
         
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              "deterministic_cublas": false,
         
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              "epochs": 20,
         
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              "hf_dataset_dir_template": "{dataset}",
         
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              "hf_preserve_case": true,
         
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              "hf_repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
         
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              "hf_run_dir_template": "{ts}_{dataset}",
         
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              "hf_subdir_root": "",
         
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              "hf_weight_suffix_dataset": true,
         
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              "img_channels": "auto",
         
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              "img_size": 28,
         
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              "input_channels": 1,
         
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              "input_dim": 784,
         
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              "lambda_separation": 0.391,
         
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              "loss_weight_scalar": 0.1,
         
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              "lr": 0.002,
         
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              "normalize": true,
         
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              "num_classes": 10,
         
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              "num_heads": 2,
         
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              "num_pentachoron_pairs": 2,
         
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              "per_dataset_norm": true,
         
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              "proj_dim": null,
         
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              "seed": 42,
         
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              "seed_per_dataset": false,
         
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              "strict_determinism": false,
         
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              "sweep_all": false,
         
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              "temp": 0.7,
         
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              "w_ce": 1.0,
         
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              "w_diag": 0.1,
         
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              "w_dual": 1.0,
         
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              "w_reg": 0.1,
         
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              "w_rose": 1.0,
         
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              "weight_decay": 1e-05
         
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            }
         
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            epoch,train_loss,train_acc,test_acc,ce,dual,rose,diag,reg,lambda
         
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     | 
    	
        FashionMNIST/20250817-124900_FashionMNIST/manifest.json
    ADDED
    
    | 
         @@ -0,0 +1,43 @@ 
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| 1 | 
         
            +
            {
         
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| 2 | 
         
            +
              "class_names": [
         
     | 
| 3 | 
         
            +
                "fashion-T-shirt/top",
         
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| 4 | 
         
            +
                "fashion-Trouser",
         
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| 5 | 
         
            +
                "fashion-Pullover",
         
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| 6 | 
         
            +
                "fashion-Dress",
         
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| 7 | 
         
            +
                "fashion-Coat",
         
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| 8 | 
         
            +
                "fashion-Sandal",
         
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| 9 | 
         
            +
                "fashion-Shirt",
         
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| 10 | 
         
            +
                "fashion-Sneaker",
         
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| 11 | 
         
            +
                "fashion-Bag",
         
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| 12 | 
         
            +
                "fashion-Ankle boot"
         
     | 
| 13 | 
         
            +
              ],
         
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| 14 | 
         
            +
              "dataset_name": "FashionMNIST",
         
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| 15 | 
         
            +
              "environment": {
         
     | 
| 16 | 
         
            +
                "cpu_count": 12,
         
     | 
| 17 | 
         
            +
                "cuda_available": true,
         
     | 
| 18 | 
         
            +
                "cuda_device": "NVIDIA A100-SXM4-40GB",
         
     | 
| 19 | 
         
            +
                "memory_gb": 83.48,
         
     | 
| 20 | 
         
            +
                "platform": "Linux-6.1.123+-x86_64-with-glibc2.35",
         
     | 
| 21 | 
         
            +
                "python": "3.11.13 (main, Jun  4 2025, 08:57:29) [GCC 11.4.0]",
         
     | 
| 22 | 
         
            +
                "torch": "2.6.0+cu124"
         
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| 23 | 
         
            +
              },
         
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| 24 | 
         
            +
              "models": {
         
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| 25 | 
         
            +
                "constellation": {
         
     | 
| 26 | 
         
            +
                  "params": 16777
         
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| 27 | 
         
            +
                },
         
     | 
| 28 | 
         
            +
                "diagnostic_head": {
         
     | 
| 29 | 
         
            +
                  "params": 7681
         
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| 30 | 
         
            +
                },
         
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| 31 | 
         
            +
                "encoder": {
         
     | 
| 32 | 
         
            +
                  "params": 255393
         
     | 
| 33 | 
         
            +
                }
         
     | 
| 34 | 
         
            +
              },
         
     | 
| 35 | 
         
            +
              "num_classes": 10,
         
     | 
| 36 | 
         
            +
              "repo_id": "AbstractPhil/pentachora-multi-channel-frequency-encoded",
         
     | 
| 37 | 
         
            +
              "results": {
         
     | 
| 38 | 
         
            +
                "best_epoch": 19,
         
     | 
| 39 | 
         
            +
                "best_test_accuracy": 0.9269
         
     | 
| 40 | 
         
            +
              },
         
     | 
| 41 | 
         
            +
              "subdirectory": "FashionMNIST/20250817-124900_FashionMNIST",
         
     | 
| 42 | 
         
            +
              "timestamp": "20250817-124900"
         
     | 
| 43 | 
         
            +
            }
         
     | 
    	
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