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README.md
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PySR is built on an extremely optimized pure-Julia backend, and uses regularized evolution, simulated annealing, and gradient-free optimization to search for equations that fit your data.
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| **Docs** | **pip** | **stats** |
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|[![Documentation](https://github.com/MilesCranmer/PySR/actions/workflows/docs.yml/badge.svg)](https://astroautomata.com/PySR/)|[![PyPI version](https://badge.fury.io/py/pysr.svg)](https://badge.fury.io/py/pysr)|[![Downloads](https://pepy.tech/badge/pysr)](https://pepy.tech/badge/pysr)|
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(pronounced like *py* as in python, and then *sur* as in surface)
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# Installation
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PySR uses both Julia and Python, so you need to have both installed
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then instructions for [mac](https://julialang.org/downloads/platform/#macos)
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and [linux](https://julialang.org/downloads/platform/#linux_and_freebsd).
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(Don't use the `conda-forge` version; it doesn't seem to work properly.)
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You can install PySR with:
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```bash
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pip3 install pysr
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python3 -c 'import pysr; pysr.install()'
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```
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`PyCall.jl`.
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Most common issues at this stage are solved
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by [tweaking the Julia package server](https://github.com/MilesCranmer/PySR/issues/27)
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to use up-to-date packages.
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# Introduction
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PySR is built on an extremely optimized pure-Julia backend, and uses regularized evolution, simulated annealing, and gradient-free optimization to search for equations that fit your data.
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| **Docs** | **pip** | **conda** | **stats** |
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|---|---|---|---|
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|[![Documentation](https://github.com/MilesCranmer/PySR/actions/workflows/docs.yml/badge.svg)](https://astroautomata.com/PySR/)|[![PyPI version](https://badge.fury.io/py/pysr.svg)](https://badge.fury.io/py/pysr)|[![Conda Version](https://img.shields.io/conda/vn/conda-forge/pysr.svg)](https://anaconda.org/conda-forge/pysr)|[![Downloads](https://pepy.tech/badge/pysr)](https://pepy.tech/badge/pysr)|
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(pronounced like *py* as in python, and then *sur* as in surface)
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# Installation
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PySR uses both Julia and Python, so you need to have both installed
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(or use the conda-forge one, which does this for you).
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To install Julia - see the [Julia website](https://julialang.org/downloads/).
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You can install PySR with pip:
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```bash
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pip3 install pysr
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```
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or conda (which also installs julia for you):
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```bash
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conda install -c conda-forge pysr
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```
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Both of these should be followed by the following setup command:
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```bash
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python3 -c 'import pysr; pysr.install()'
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```
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This will install and update the required Julia packages, including
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`PyCall.jl`.
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Most common issues at this stage are solved
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by [tweaking the Julia package server](https://github.com/MilesCranmer/PySR/issues/27)
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to use up-to-date packages.
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# Introduction
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