Update app.py
Browse files
app.py
CHANGED
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@@ -7,67 +7,120 @@ from PIL import Image
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import ast
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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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try:
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if file.name.endswith('.csv'):
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df = pd.read_csv(file.name)
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else:
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df = pd.read_excel(file.name)
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except Exception as e:
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# Enhanced prompt with strict
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prompt = f"""Generate 3 matplotlib codes with these rules:
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1. Use
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2.
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3.
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plt.figure(figsize=(16,9), dpi=120)
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plt.style.use('ggplot')
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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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"""
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visualizations = []
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for i, block in enumerate(code_blocks, 1):
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buf = io.BytesIO()
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try:
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#
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cleaned_code = '\n'.join(
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line.replace('data', 'df').split('#')[0].strip()
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for line in block.split('\n')[1:]
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if line.strip() and
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not any(s in line.lower() for s in ['import', 'data
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)
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#
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ast.parse(cleaned_code)
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# Execute
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exec_env = {'df': df, 'plt': plt}
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plt.figure(figsize=(16, 9), dpi=120)
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exec(cleaned_code, exec_env)
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plt.savefig(buf, format='png', bbox_inches='tight')
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plt.close()
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buf.seek(0)
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visualizations.append(Image.open(buf))
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except Exception as e:
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print(f"Visualization {i} Error: {str(e)}")
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print(f"
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visualizations.append(None)
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return visualizations + [None]*(3-len(visualizations))
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#
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import ast
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def process_file(api_key, file, instructions):
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# Configure Gemini API with correct model
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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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try:
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# Read uploaded file
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if file.name.endswith('.csv'):
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df = pd.read_csv(file.name)
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else:
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df = pd.read_excel(file.name)
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except Exception as e:
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print(f"File Error: {str(e)}")
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return [None, None, None]
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# Enhanced prompt with strict coding rules
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prompt = f"""Generate 3 distinct matplotlib visualization codes with these rules:
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1. Use ONLY these variables: df (existing DataFrame), plt
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2. No imports or additional data loading
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3. Each visualization must:
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- Start with: plt.figure(figsize=(16,9), dpi=120)
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- Use plt.style.use('ggplot')
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- Include title, axis labels, and grid
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- End with plt.tight_layout()
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4. Different chart types (bar, line, scatter, etc)
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Dataset 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')
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# Visualization code using df
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plt.tight_layout()
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"""
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try:
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response = model.generate_content(prompt)
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code_blocks = response.text.split("# Visualization ")[1:4]
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except Exception as e:
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print(f"Gemini Error: {str(e)}")
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return [None, None, None]
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visualizations = []
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for i, block in enumerate(code_blocks, 1):
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buf = io.BytesIO()
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try:
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# Clean and validate generated code
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cleaned_code = '\n'.join([
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line.replace('data', 'df').split('#')[0].strip()
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for line in block.split('\n')[1:]
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if line.strip() and
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not any(s in line.lower() for s in ['import', 'data=', 'data ='])
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])
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# Syntax check
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ast.parse(cleaned_code)
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# Execute code in controlled environment
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exec_env = {'df': df, 'plt': plt}
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plt.figure(figsize=(16, 9), dpi=120)
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exec(cleaned_code, exec_env)
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# Save HD image
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plt.savefig(buf, format='png', bbox_inches='tight')
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plt.close()
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buf.seek(0)
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visualizations.append(Image.open(buf))
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except Exception as e:
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print(f"Visualization {i} Error: {str(e)}")
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print(f"Problematic Code:\n{cleaned_code}")
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visualizations.append(None)
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# Ensure exactly 3 outputs
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return visualizations + [None]*(3-len(visualizations))
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# Gradio interface
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with gr.Blocks(theme=gr.themes.Default(spacing_size="lg")) as demo:
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gr.Markdown("# π Data Visualization Generator")
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with gr.Row():
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api_key = gr.Textbox(
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label="π Gemini API Key",
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type="password",
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placeholder="Enter your API key here"
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)
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file = gr.File(
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label="π Upload Dataset",
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file_types=[".csv", ".xlsx"],
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type="filepath"
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)
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instructions = gr.Textbox(
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label="π‘ Custom Instructions",
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placeholder="E.g.: Compare sales trends across regions..."
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)
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submit = gr.Button("π Generate Visualizations", variant="primary")
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with gr.Row():
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outputs = [
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gr.Image(
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label=f"Visualization {i+1}",
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width=600,
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height=400
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) for i in range(3)
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]
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submit.click(
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process_file,
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inputs=[api_key, file, instructions],
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outputs=outputs
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)
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if __name__ == "__main__":
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demo.launch()
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