Update app.py
Browse files
app.py
CHANGED
@@ -1,10 +1,5 @@
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import
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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 google.generativeai as genai
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# Function to process the file and generate visualizations
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def process_file(api_key, file, instructions):
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# Set up Gemini API
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genai.configure(api_key=api_key)
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@@ -26,27 +21,28 @@ def process_file(api_key, file, instructions):
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response = model.generate_content(prompt)
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suggestions = response.text.split('\n')
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# Generate visualizations
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visualizations = []
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for i, suggestion in enumerate(suggestions[:3]):
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plt.figure()
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plt.title(f"Visualization {i+1}")
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plt.text(0.5, 0.5, suggestion, ha='center', va='center')
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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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return visualizations
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# Gradio interface
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with gr.Blocks() as demo:
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gr.Markdown("Data Visualization with Gemini")
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api_key = gr.Textbox(label="Enter Gemini API Key")
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file = gr.File(label="Upload Excel or CSV file")
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instructions = gr.Textbox(label="Optional visualization instructions")
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submit = gr.Button("Generate Visualizations")
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progress = gr.Progress()
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outputs = [gr.Image(label=f"Visualization {i+1}") for i in range(3)]
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submit.click(
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outputs=outputs
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)
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demo.launch()
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import base64
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def process_file(api_key, file, instructions):
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# Set up Gemini API
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genai.configure(api_key=api_key)
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response = model.generate_content(prompt)
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suggestions = response.text.split('\n')
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# Generate visualizations
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visualizations = []
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for i, suggestion in enumerate(suggestions[:3]):
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plt.figure(figsize=(10, 6))
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plt.title(f"Visualization {i+1}")
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plt.text(0.5, 0.5, suggestion, ha='center', va='center', wrap=True)
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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_str = base64.b64encode(buf.getvalue()).decode()
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visualizations.append(f"data:image/png;base64,{img_str}")
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plt.close()
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return visualizations
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# Update the Gradio interface
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with gr.Blocks() as demo:
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gr.Markdown("Data Visualization with Gemini")
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api_key = gr.Textbox(label="Enter Gemini API Key")
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file = gr.File(label="Upload Excel or CSV file")
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instructions = gr.Textbox(label="Optional visualization instructions")
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submit = gr.Button("Generate Visualizations")
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outputs = [gr.Image(label=f"Visualization {i+1}") for i in range(3)]
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submit.click(
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outputs=outputs
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)
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demo.launch(share=True)
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