Instructions to use 40Hz/autoresearch-coding-v1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use 40Hz/autoresearch-coding-v1 with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("40Hz/autoresearch-coding-v1", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Commit History
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Gate 1 PASS: coding pass@1 = 0.95 (adapter) vs 0.22 (base), greedy 1.0, 95/100
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Gate 1 eval: add fixed extraction (markdown-fence + signature restatement) and torchao pin; adapter loads correctly
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add Colab GPU runbook for post-restart session
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Add eval harness v2 (pass@k, per-class mAP, nDCG, leakage check) + improvements doc
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Add README + training artifacts (notebook, train script)
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initial commit
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