Alpamys
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2aaa87fb4e
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Phase 2: experiment tracking, data tools, model evaluation
- Add SQLite experiment tracker (~/.soup/experiments.db) with auto-logging
of config, per-step metrics, hardware info, and eval results
- Add soup runs commands: list, show (with plotext loss curves), compare, delete
- Integrate tracker into soup train (auto start_run/finish_run/fail_run)
- Add soup data convert (alpaca/sharegpt/chatml bidirectional conversion)
- Add soup data merge (concatenate datasets with optional shuffle)
- Add soup data dedup (MinHash near-duplicate removal via datasketch)
- Add soup data stats (length percentiles, token counts, language detection)
- Add soup eval (lm-evaluation-harness wrapper with tracker integration)
- Add reverse format conversion: messages_to_format() in data/formats.py
- Add extended_stats() to data/validator.py
- Update monitoring callback to log metrics to tracker
- Add plotext to deps, datasketch as optional [data] dep
- Update README and CLAUDE.md with Phase 2 docs
- 70 tests passing, ruff clean
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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2026-02-23 23:34:28 +05:00 |
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Alpamys
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a2a0f2cab3
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Phase 1.5: add soup chat, soup push, DPO trainer + smoke tests
- soup chat --model ./path: interactive terminal chat with LoRA adapters
(auto-detects base model, supports /quit /clear /system commands)
- soup push --model ./path --repo user/model: upload to HuggingFace Hub
(auto model card generation, token from env/cache/flag)
- DPO trainer: full DPOTrainerWrapper with LoRA + quantization support
(configurable dpo_beta, preference data format {prompt, chosen, rejected})
- Smoke tests: real SFT + DPO training with tiny-gpt2 (pytest -m smoke)
- SFT trainer: fallback for models without chat_template
- Updated README, schema, formats, pyproject.toml, .gitignore
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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2026-02-23 21:18:19 +05:00 |