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prepare for PyPI release
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README.md

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<div align="center">
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<picture>
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<img alt="TrainCheck logo" width="55%" src="./docs/assets/images/traincheck_logo.png">
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<img alt="TrainCheck logo" width="55%" src="https://raw.githubusercontent.com/OrderLab/TrainCheck/main/docs/assets/images/traincheck_logo.png">
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</picture>
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<h1>TrainCheck: Invariant Checking & Observability for AI Training</h1>
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2. **Learn**: We analyze correct runs to infer *invariants* (mathematical rules of healthy training).
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3. **Check**: We monitor new runs in real-time, verifying every step against learned invariants to catch silent logic bugs and hardware faults.
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![Workflow](docs/assets/images/workflow.png)
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![Workflow](https://raw.githubusercontent.com/OrderLab/TrainCheck/main/docs/assets/images/workflow.png)
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## 🔥 Try TrainCheck
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pyproject.toml

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"polars",
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"pyyaml",
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"orjson",
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"numpy<2"
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"numpy"
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]
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readme = "README.md"
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license = {text = "Apache-2.0"}
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classifiers = [
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"Programming Language :: Python :: 3.10",
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"Programming Language :: Python :: 3.11",
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"Programming Language :: Python :: 3.12",
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"Operating System :: OS Independent",
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"Intended Audience :: Developers",
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"Development Status :: 4 - Beta",
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"License :: OSI Approved :: Apache Software License",
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]
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[project.urls]
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homepage = "https://github.com/OrderLab/TrainCheck"
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Homepage = "https://github.com/OrderLab/TrainCheck"
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[project.scripts]
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traincheck-collect = "traincheck:collect_trace.main"

traincheck/developer/__init__.py

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traincheck/script/__init__.py

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traincheck/toolkit/__init__.py

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