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import os | |
import importlib.util | |
import sys | |
import tempfile | |
import traceback | |
from pathlib import Path | |
import gradio as gr | |
import openai | |
from flask import Flask, render_template, request, jsonify | |
from dotenv import load_dotenv | |
from utils import sanitize_code, extract_code_blocks, validate_gradio_code | |
# Load environment variables | |
load_dotenv() | |
# Configure OpenAI API | |
openai.api_key = os.getenv("OPENAI_API_KEY") | |
if not openai.api_key: | |
raise ValueError("OPENAI_API_KEY environment variable is not set") | |
app = Flask(__name__) | |
generated_app = None | |
current_code = "" | |
def generate_gradio_app(prompt): | |
"""Generate Gradio app code using OpenAI API""" | |
try: | |
response = openai.chat.completions.create( | |
model="gpt-4o", # Using gpt-4o for best code generation | |
messages=[ | |
{"role": "system", "content": """You are an expert Gradio developer. | |
Create a standalone Gradio application based on the user's prompt. | |
Your response should ONLY include Python code without any explanation. | |
The code must: | |
1. Import all necessary libraries | |
2. Define a complete, functional Gradio interface | |
3. Launch the interface with share=False and show_api=False | |
4. Use gr.Blocks() for complex interfaces | |
5. Handle errors gracefully | |
6. Use relative paths for any file operations | |
7. NOT use external APIs or services unless specifically requested | |
8. Be completely self-contained in a single script | |
9. End with a simple if __name__ == "__main__": block that launches the app | |
""" | |
}, | |
{"role": "user", "content": prompt} | |
], | |
temperature=0.2, | |
max_tokens=4000 | |
) | |
generated_code = response.choices[0].message.content | |
code_blocks = extract_code_blocks(generated_code) | |
if code_blocks: | |
return code_blocks[0], None | |
else: | |
return generated_code, None | |
except Exception as e: | |
return None, str(e) | |
def load_and_run_gradio_app(code): | |
"""Load and run the generated Gradio app code""" | |
global generated_app, current_code | |
# Check if code is safe to execute | |
is_valid, error_msg = validate_gradio_code(code) | |
if not is_valid: | |
return None, error_msg | |
# Clean up previous app if it exists | |
if generated_app: | |
try: | |
generated_app.close() | |
except: | |
pass | |
# Save code to a temporary file | |
with tempfile.NamedTemporaryFile(suffix='.py', delete=False) as f: | |
f.write(code.encode('utf-8')) | |
temp_file = f.name | |
try: | |
# Import the module | |
module_name = os.path.basename(temp_file).replace('.py', '') | |
spec = importlib.util.spec_from_file_location(module_name, temp_file) | |
module = importlib.util.module_from_spec(spec) | |
sys.modules[module_name] = module | |
spec.loader.exec_module(module) | |
# Find the Gradio interface | |
for attr_name in dir(module): | |
attr = getattr(module, attr_name) | |
if isinstance(attr, gr.Blocks) or isinstance(attr, gr.Interface): | |
# Save a reference to the app | |
generated_app = attr | |
current_code = code | |
# Return the app | |
return attr, None | |
return None, "No Gradio interface found in the generated code" | |
except Exception as e: | |
error_details = traceback.format_exc() | |
return None, f"Error executing the generated code: {str(e)}\n{error_details}" | |
finally: | |
# Clean up the temporary file | |
try: | |
os.unlink(temp_file) | |
except: | |
pass | |
def create_ui(): | |
"""Create the main Gradio interface""" | |
with gr.Blocks(title="Dynamic Gradio App Generator") as interface: | |
gr.Markdown("# 🤖 Dynamic Gradio App Generator") | |
gr.Markdown("Describe the Gradio app you want to create, and the AI will generate and run it for you.") | |
with gr.Row(): | |
with gr.Column(scale=2): | |
prompt = gr.Textbox( | |
label="App Description", | |
placeholder="Describe the Gradio app you want to create...", | |
lines=5 | |
) | |
with gr.Row(): | |
submit_btn = gr.Button("Generate & Run App", variant="primary") | |
clear_btn = gr.Button("Clear", variant="secondary") | |
with gr.Accordion("Generated Code", open=False): | |
code_output = gr.Code(language="python", label="Generated Code") | |
with gr.Column(scale=3): | |
output = gr.Markdown("Your generated app will appear here.") | |
error_output = gr.Markdown(visible=False) | |
def on_submit(prompt_text): | |
# Generate the Gradio app code | |
code, error = generate_gradio_app(prompt_text) | |
if error: | |
return None, f"⚠️ **Error generating code**: {error}", gr.update(visible=True), None | |
# Load and run the generated app | |
app, run_error = load_and_run_gradio_app(code) | |
if run_error: | |
return code, f"⚠️ **Error running the generated app**: {run_error}", gr.update(visible=True), None | |
# Create an iframe to display the app | |
iframe_html = f'<iframe src="/generated_app" width="100%" height="800px" frameborder="0"></iframe>' | |
return code, "", gr.update(visible=False), iframe_html | |
def on_clear(): | |
return "", "", gr.update(visible=False), "Your generated app will appear here." | |
submit_btn.click( | |
on_submit, | |
inputs=[prompt], | |
outputs=[code_output, error_output, error_output, output] | |
) | |
clear_btn.click( | |
on_clear, | |
inputs=[], | |
outputs=[prompt, code_output, error_output, output] | |
) | |
return interface | |
# Flask routes to handle the generated app | |
def serve_generated_app(): | |
"""Serve the generated Gradio app""" | |
if not generated_app: | |
return "No app has been generated yet. Please create one first." | |
# Create a tempfile with the current code | |
with tempfile.NamedTemporaryFile(suffix='.py', delete=False) as f: | |
f.write(current_code.encode('utf-8')) | |
temp_file = f.name | |
# Execute the code in a subprocess | |
# This is a simplified version - in a real app, you'd need a more robust solution | |
import subprocess | |
result = subprocess.run([sys.executable, temp_file], capture_output=True, text=True) | |
# Clean up | |
os.unlink(temp_file) | |
if result.returncode != 0: | |
return f"Error running the app: {result.stderr}" | |
return result.stdout | |
if __name__ == "__main__": | |
# Create the Gradio interface | |
demo = create_ui() | |
# Launch the Gradio app | |
demo.launch(server_name="0.0.0.0", server_port=7860) |