Commit History
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nightly: thresholded-ternary 168 matrices (best 2.1469)
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quantal ternary export from the SOTA run (epoch 21, val 0.5597)
Verified signatureTrained on a vast.ai H100 (mlx-cuda), early stop at epoch 21 of 40 after five epochs under the 0.02 min-delta. val_loss 2.8975 -> 0.5597. Source checkpoint quantal-long-final.safetensors, sha256 69af3001bcd273a55b7fef4a60199d4542a9049e749f882d8b299ae9e3140409, verified byte-identical between the training box and the object store before export. Note this is `final`, not the file the trainer names `best`: min-delta gates the save as well as the early stop, so `best` froze at epoch 16 (val 0.5772) while validation kept improving. final is 0.0175 better. Golden-logits gate against the Rust ternary runner: max abs delta 9.9e-05, argmax identical on both gate prompts, two orders of magnitude inside the 1e-2 tolerance.8dc4600
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ULTRA part: matrices 010-049
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refresh: winner ckpt masked val 3.2862 — 168 ternary matrices + embeddings + norms (deployed-forward QAT)
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Upload folder using huggingface_hub
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