symtorch

## symtorch Approximate deep learning model components with symbolic equations using PySR ### Code repository <https://github.com/elizabethsztan/InterpretSR> **Use this as the implementation source:** clone the repo and follow its README for install, dependencies, and how to run code or experiments. The generated client prints JSON with a suggested ``git clone`` command. ### Paper (arXiv — explanation) <https://arxiv.org/abs/2602.21307> This is the **paper** reference. The client can optionally fetch live Atom metadata (title, abstract) for agents; it does **not** run training or upstream research code by itself. ### What “running” this client does The `*_client.py` script prints **JSON** that combines a **GitHub repository** (clone URL + suggested ``git clone``) with **optional paper context** from arXiv (live Atom metadata when **reference_url** is arXiv). Run the real code by cloning the repo and following its README — the skill is your agent-facing entrypoint, not a substitute for the repo’s install steps. To call a **REST API** instead, set ``BASE_URL`` in `scripts/symtorch_client.py` or wrap the upstream CLI with ``subprocess`` after clone. ### How to run the method (from the source) Extracted for **operators and agents**. Confirm against the upstream repository or paper before relying on it in production. ## Prerequisites - Python 3.7+ - pip or conda package manager - PyTorch installation (typically installed as dependency) ## Installation Install SymTorch from PyPI: ```bash pip install torch-symbolic ``` ## How to run The README does not document specific CLI commands or entrypoints. Refer to the official documentation at [ReadTheDocs](https://symtorch.readthedocs.io/en/latest/) for usage examples and API reference. ## Configuration No environment variables or configuration files are documented in the README. See the [accompanying website](https://astroautomata.github.io/symtorch-web/) and full documentation for configuration details. *The same text lives in* ``scripts/USAGE.md`` *for tools that prefer reading files under* ``scripts/``*.* ### Parameters ### Usage ```bash python3 scripts/symtorch_client.py None ``` ### Example Output ```json None ```