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MilesCranmer
commited on
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•
c6a43c4
1
Parent(s):
9162188
Add app to fit PySR model
Browse files- gui/app.py +29 -0
gui/app.py
ADDED
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import streamlit as st
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import numpy as np
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import pandas as pd
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st.title("Interactive PySR")
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file_name = st.file_uploader(
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"Upload a data file, with your output column labeled 'y'", type=["csv"]
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)
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if file_name is not None:
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col1, col2 = st.columns(2)
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df = pd.read_csv(file_name)
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y = np.array(df["y"])
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X = df.drop(["y"], axis=1)
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import pysr
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pysr.install()
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from pysr import PySRRegressor
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model = PySRRegressor()
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model.fit(X, y)
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col1.header("Equation")
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col2.header("Loss")
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# model.equations_ is a pd.DataFrame
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for i, row in model.equations_.iterrows():
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col1.subheader(row["equation"])
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col2.subheader(row["loss"])
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