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Update tools/visualize_csv.py
Browse files- tools/visualize_csv.py +33 -0
tools/visualize_csv.py
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import pandas as pd
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import matplotlib.pyplot as plt
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import io
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import base64
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from smolagents import tool
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@tool
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def visualize_csv(csv_content: str, x_col: str, y_col: str) -> str:
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"""
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Generates a plot from CSV content.
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Args:
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csv_content: The raw CSV file content as a string.
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x_col: The name of the column for the x-axis.
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y_col: The name of the column for the y-axis.
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Returns:
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A base64-encoded image tag of the generated plot.
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"""
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try:
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df = pd.read_csv(io.StringIO(csv_content))
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plt.figure(figsize=(8, 5))
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plt.plot(df[x_col], df[y_col])
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plt.xlabel(x_col)
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plt.ylabel(y_col)
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plt.title(f"{y_col} vs {x_col}")
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buf = io.BytesIO()
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plt.savefig(buf, format='png')
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buf.seek(0)
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img_base64 = base64.b64encode(buf.read()).decode('utf-8')
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plt.close()
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return f'<img src="data:image/png;base64,{img_base64}" />'
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except Exception as e:
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return f"Error: {str(e)}"
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