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Update README - Run 20251012_235237

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  1. README.md +16 -17
README.md CHANGED
@@ -21,7 +21,7 @@ model-index:
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  type: imagenet-1k
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  metrics:
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  - type: accuracy
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- value: 66.50
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  ---
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  # David: Multi-Scale Feature Classifier
@@ -49,19 +49,18 @@ exist simultaneously in the same shared space with the correct checks and spacin
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  - **Epochs**: 10
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  - **Batch Size**: 1024
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  - **Learning Rate**: 0.01
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- - **Rose Loss Weight**: 0.2 β†’ 0.6
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  - **Cayley Loss**: False
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  ## Performance
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  ### Best Results
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- - **Validation Accuracy**: 66.50%
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- - **Best Epoch**: 7
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- - **Final Train Accuracy**: 63.53%
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  ### Per-Scale Performance
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- - **Scale 256**: 65.83%
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- - **Scale 512**: 66.44%
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  ## Usage
@@ -79,18 +78,18 @@ AbstractPhil/david-shared-space/
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  β”œβ”€β”€ best_model.json # Latest best model info
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  β”œβ”€β”€ weights/
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  β”‚ └── david_small_fast/
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- β”‚ └── 20251012_231445/
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  β”‚ β”œβ”€β”€ MODEL_SUMMARY.txt # 🎯 Human-readable performance summary
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  β”‚ β”œβ”€β”€ training_history.json # πŸ“ˆ Epoch-by-epoch training curve
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- β”‚ β”œβ”€β”€ best_model_acc66.50.safetensors # ⭐ Accuracy in filename!
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- β”‚ β”œβ”€β”€ best_model_acc66.50_metadata.json
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  β”‚ β”œβ”€β”€ final_model.safetensors
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  β”‚ β”œβ”€β”€ checkpoint_epoch_X_accYY.YY.safetensors
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  β”‚ β”œβ”€β”€ david_config.json
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  β”‚ └── train_config.json
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  └── runs/
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  └── david_small_fast/
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- └── 20251012_231445/
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  └── events.out.tfevents.* # TensorBoard logs
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  ```
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@@ -104,8 +103,8 @@ from huggingface_hub import hf_hub_download
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  # Specify model variant and run
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  model_name = "david_small_fast"
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- run_id = "20251012_231445"
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- accuracy = "66.50" # From MODELS_INDEX.json
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  # Download config
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  config_path = hf_hub_download(
@@ -181,14 +180,14 @@ score = w_anchor * sim(z, anchor) + w_need * sim(z, need) + ...
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  ### Loss Components
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  - **Cross-Entropy**: Standard classification loss
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- - **Rose Loss**: Pentachora role-weighted margin loss (weight: 0.2β†’0.6)
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  - **Cayley Loss**: Geometric regularization (disabled)
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  ### Optimization
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  - **Optimizer**: AdamW
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  - **Weight Decay**: 1e-05
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  - **Scheduler**: cosine_restarts
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- - **Gradient Clip**: 5.0
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  - **Mixed Precision**: False
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  ## Citation
@@ -199,7 +198,7 @@ score = w_anchor * sim(z, anchor) + w_need * sim(z, need) + ...
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  author = {AbstractPhil},
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  year = {2025},
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  url = {https://huggingface.co/AbstractPhil/david-shared-space},
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- note = {Run ID: 20251012_231445}
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  }
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  ```
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@@ -214,4 +213,4 @@ Special thanks to Claude (Anthropic) for debugging assistance.
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  ---
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- *Generated on 2025-10-12 23:51:39*
 
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  type: imagenet-1k
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  metrics:
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  - type: accuracy
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+ value: 61.64
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  ---
26
 
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  # David: Multi-Scale Feature Classifier
 
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  - **Epochs**: 10
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  - **Batch Size**: 1024
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  - **Learning Rate**: 0.01
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+ - **Rose Loss Weight**: 0.1 β†’ 0.8
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  - **Cayley Loss**: False
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  ## Performance
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  ### Best Results
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+ - **Validation Accuracy**: 61.64%
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+ - **Best Epoch**: 0
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+ - **Final Train Accuracy**: 54.39%
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  ### Per-Scale Performance
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+ - **Scale 256**: 61.64%
 
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  ## Usage
 
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  β”œβ”€β”€ best_model.json # Latest best model info
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  β”œβ”€β”€ weights/
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  β”‚ └── david_small_fast/
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+ β”‚ └── 20251012_235237/
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  β”‚ β”œβ”€β”€ MODEL_SUMMARY.txt # 🎯 Human-readable performance summary
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  β”‚ β”œβ”€β”€ training_history.json # πŸ“ˆ Epoch-by-epoch training curve
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+ β”‚ β”œβ”€β”€ best_model_acc61.64.safetensors # ⭐ Accuracy in filename!
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+ β”‚ β”œβ”€β”€ best_model_acc61.64_metadata.json
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  β”‚ β”œβ”€β”€ final_model.safetensors
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  β”‚ β”œβ”€β”€ checkpoint_epoch_X_accYY.YY.safetensors
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  β”‚ β”œβ”€β”€ david_config.json
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  β”‚ └── train_config.json
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  └── runs/
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  └── david_small_fast/
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+ └── 20251012_235237/
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  └── events.out.tfevents.* # TensorBoard logs
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  ```
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  # Specify model variant and run
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  model_name = "david_small_fast"
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+ run_id = "20251012_235237"
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+ accuracy = "61.64" # From MODELS_INDEX.json
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  # Download config
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  config_path = hf_hub_download(
 
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  ### Loss Components
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  - **Cross-Entropy**: Standard classification loss
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+ - **Rose Loss**: Pentachora role-weighted margin loss (weight: 0.1β†’0.8)
184
  - **Cayley Loss**: Geometric regularization (disabled)
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  ### Optimization
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  - **Optimizer**: AdamW
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  - **Weight Decay**: 1e-05
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  - **Scheduler**: cosine_restarts
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+ - **Gradient Clip**: 15.0
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  - **Mixed Precision**: False
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  ## Citation
 
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  author = {AbstractPhil},
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  year = {2025},
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  url = {https://huggingface.co/AbstractPhil/david-shared-space},
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+ note = {Run ID: 20251012_235237}
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  }
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  ```
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  ---
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+ *Generated on 2025-10-12 23:57:17*