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README.md
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@@ -27,16 +27,18 @@ Minimal JAX/Flax transformer for catalyst structure generation with single-param
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| Depth | 8 (n_embd=512, n_layer=8, n_head=8) |
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| Vocab size | 186 (WordLevel, 2-digit pair encoding) |
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| Training data | 174K OC20 structures |
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| Training time |
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| Framework | JAX / Flax |
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## Results (CuPt3 + OH, T=0.8, top_k=40, 100 samples)
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| Metric | Result |
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|--------|--------|
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## Usage
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## Training
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Trained on 174K structures from the OC20 S2EF dataset using a TPU
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## Files
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| Depth | 8 (n_embd=512, n_layer=8, n_head=8) |
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| Vocab size | 186 (WordLevel, 2-digit pair encoding) |
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| Training data | 174K OC20 structures |
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| Training time | 97 min on TPU v6e-8 |
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| Framework | JAX / Flax |
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## Results (CuPt3 + OH, T=0.8, top_k=40, 100 samples)
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| Metric | Result |
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| Parseable | 96/100 |
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| Element Match | 96/100 |
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| Generation Validity | 83/100 (83.0%) |
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| Uniqueness | 83/83 (100.0%) |
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| Novelty | 83/83 (100.0%) |
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## Usage
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## Training
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Trained on 174K structures from the OC20 S2EF dataset using a TPU v6e-8 (Google TRC program). 20 epochs, WSD learning rate schedule, AdamW optimizer. Final val_loss=0.9518.
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## Files
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