Update app.py
Browse files
app.py
CHANGED
@@ -6,7 +6,6 @@ import google.generativeai as genai
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from PIL import Image
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def process_file(api_key, file, instructions):
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# Configure Gemini with precise model version
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genai.configure(api_key=api_key)
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model = genai.GenerativeModel('gemini-2.5-pro-preview-03-25')
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@@ -16,34 +15,23 @@ def process_file(api_key, file, instructions):
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else:
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df = pd.read_excel(file.name)
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#
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prompt = f"""Generate 3 matplotlib
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plt.style.use('seaborn')
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2. Include complete plotting code with:
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- Title
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- Axis labels
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- Legend if needed
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- plt.tight_layout()
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3. Different chart types (bar, line, scatter, etc)
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4. No explanations - only valid Python code
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User instructions: {instructions}
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Format exactly as:
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# Visualization 1
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# Visualization 3
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[complete code]
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"""
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response = model.generate_content(prompt)
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@@ -52,21 +40,22 @@ def process_file(api_key, file, instructions):
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visualizations = []
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for i, block in enumerate(code_blocks, 1):
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try:
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# Clean and validate code
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cleaned_code = '\n'.join([
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line.strip() for line in block.split('\n')
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if line.strip() and not line.startswith('```')
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])
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# Create HD figure
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buf = io.BytesIO()
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plt.figure(figsize=(16, 9), dpi=120)
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plt.style.use('seaborn')
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# Execute
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# Save HD image
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plt.tight_layout()
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plt.savefig(buf, format='png', bbox_inches='tight')
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plt.close()
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@@ -77,7 +66,6 @@ def process_file(api_key, file, instructions):
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print(f"Visualization {i} Error: {str(e)}")
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visualizations.append(None)
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# Return exactly 3 images, filling with None if needed
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return visualizations + [None]*(3-len(visualizations))
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# Gradio interface
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@@ -88,7 +76,7 @@ with gr.Blocks() as demo:
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api_key = gr.Textbox(label="Gemini API Key", type="password")
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file = gr.File(label="Upload CSV/Excel", file_types=[".csv", ".xlsx"])
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instructions = gr.Textbox(label="Instructions
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submit = gr.Button("Generate Visualizations")
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with gr.Row():
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from PIL import Image
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def process_file(api_key, file, instructions):
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genai.configure(api_key=api_key)
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model = genai.GenerativeModel('gemini-2.5-pro-preview-03-25')
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else:
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df = pd.read_excel(file.name)
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# Updated prompt with valid matplotlib styles
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prompt = f"""Generate 3 matplotlib codes with these requirements:
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1. Start with: plt.figure(figsize=(16,9), dpi=120)
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2. Use one of these styles: ggplot, bmh, dark_background, fast
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3. Include: title, labels, grid, legend if needed
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4. Different chart types (bar, line, scatter, etc)
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Data columns: {list(df.columns)}
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Sample data: {df.head(3).to_dict()}
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User instructions: {instructions or 'None'}
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Format exactly as:
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# Visualization 1
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plt.figure(figsize=(16,9), dpi=120)
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plt.style.use('ggplot') # Example valid style
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[code]
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plt.tight_layout()
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"""
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response = model.generate_content(prompt)
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visualizations = []
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for i, block in enumerate(code_blocks, 1):
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try:
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cleaned_code = '\n'.join([
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line.strip() for line in block.split('\n')
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if line.strip() and not line.startswith('```')
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])
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buf = io.BytesIO()
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plt.figure(figsize=(16, 9), dpi=120)
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# Execute code with safe environment
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exec_env = {
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'df': df,
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'plt': plt,
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'pd': pd
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}
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exec(cleaned_code, exec_env)
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plt.tight_layout()
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plt.savefig(buf, format='png', bbox_inches='tight')
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plt.close()
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print(f"Visualization {i} Error: {str(e)}")
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visualizations.append(None)
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return visualizations + [None]*(3-len(visualizations))
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# Gradio interface
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api_key = gr.Textbox(label="Gemini API Key", type="password")
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file = gr.File(label="Upload CSV/Excel", file_types=[".csv", ".xlsx"])
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instructions = gr.Textbox(label="Custom Instructions")
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submit = gr.Button("Generate Visualizations")
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with gr.Row():
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