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import os
import importlib.util
import sys
import tempfile
import re
import ast
import gradio as gr
from openai import OpenAI
# Extract code blocks from text
def extract_code_blocks(text):
pattern = r'```(?:python)?\s*([\s\S]*?)```'
matches = re.findall(pattern, text)
if not matches and text.strip():
if re.search(r'import\s+\w+|def\s+\w+\(|class\s+\w+:|if\s+__name__\s*==\s*[\'"]__main__[\'"]:', text):
return [text.strip()]
return [match.strip() for match in matches]
# Validate that the code is safe to run
def validate_gradio_code(code):
try:
tree = ast.parse(code)
# Check imports
allowed_modules = ['gradio', 'numpy', 'pandas', 'matplotlib', 'PIL', 'os', 'io', 'base64',
'time', 'datetime', 'json', 'random', 'math', 'sys', 're', 'pathlib',
'collections', 'typing', 'warnings']
for node in ast.walk(tree):
if isinstance(node, ast.Import):
for name in node.names:
if name.name not in allowed_modules:
return False, f"Unauthorized import: {name.name}"
elif isinstance(node, ast.ImportFrom):
if node.module not in allowed_modules and node.module is not None:
return False, f"Unauthorized import from: {node.module}"
# Check for harmful operations
code_str = code.lower()
harmful_ops = ['subprocess', 'system(', 'popen(', 'execve(', 'chmod(', 'rmdir(',
'remove(', 'unlink(', 'rmtree(', 'socket', 'eval(', 'exec(']
for op in harmful_ops:
if op in code_str:
return False, f"Potentially harmful operation detected: {op}"
return True, None
except SyntaxError as e:
return False, f"Syntax error in the code: {str(e)}"
except Exception as e:
return False, f"Error validating code: {str(e)}"
# Global variables for app storage
generated_app = None
current_code = ""
# Generate app using OpenAI
def generate_gradio_app(api_key, prompt):
if not api_key or len(api_key) < 20:
return None, "Please provide a valid OpenAI API key"
try:
client = OpenAI(api_key=api_key)
response = client.chat.completions.create(
model="gpt-4o",
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
4. Handle errors gracefully
5. Be completely self-contained in a single script
6. 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)
# Load and run generated app
def load_and_run_gradio_app(code):
global generated_app, current_code
# Validate code
is_valid, error_msg = validate_gradio_code(code)
if not is_valid:
return None, error_msg
# Clean up previous app
if generated_app:
try:
generated_app.close()
except:
pass
# Save code to temp file
with tempfile.NamedTemporaryFile(suffix='.py', delete=False) as f:
f.write(code.encode('utf-8'))
temp_file = f.name
try:
# Import 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 Gradio interface
for attr_name in dir(module):
attr = getattr(module, attr_name)
if isinstance(attr, (gr.Blocks, gr.Interface)):
generated_app = attr
current_code = code
return attr, None
return None, "No Gradio interface found in the generated code"
except Exception as e:
return None, f"Error executing the generated code: {str(e)}"
finally:
try:
os.unlink(temp_file)
except:
pass
# Create the main UI
with gr.Blocks(title="AI Gradio App Generator") as demo:
gr.Markdown("# 🤖 AI Gradio App Generator")
gr.Markdown("Describe the app you want, and I'll generate it for you using OpenAI's API.")
with gr.Row():
with gr.Column(scale=2):
api_key = gr.Textbox(
label="OpenAI API Key",
placeholder="sk-...",
type="password",
info="Your key is used for this session only and not stored"
)
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 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")
status_output = gr.Markdown("")
with gr.Column(scale=3):
app_container = gr.HTML("<div style='text-align: center; padding: 50px;'><h3>Your generated app will appear here</h3></div>")
def on_submit(api_key_input, prompt_text):
# Generate code
code, error = generate_gradio_app(api_key_input, prompt_text)
if error:
return None, f"⚠️ Error generating code: {error}", "<div style='text-align: center; padding: 50px;'><h3>Error generating app</h3></div>"
# Load and run app
app, run_error = load_and_run_gradio_app(code)
if run_error:
return code, f"⚠️ Error running the generated app: {run_error}", "<div style='text-align: center; padding: 50px;'><h3>Error running app</h3></div>"
# Create iframe to display app
iframe_html = f'''
<div style="border: 1px solid #ddd; border-radius: 8px; padding: 0; overflow: hidden;">
<iframe id="appFrame" src="/generated_app" width="100%" height="800px" frameborder="0"></iframe>
</div>
'''
return code, "✅ App generated successfully!", iframe_html
def on_clear():
return "", "", "<div style='text-align: center; padding: 50px;'><h3>Your generated app will appear here</h3></div>"
submit_btn.click(
on_submit,
inputs=[api_key, prompt],
outputs=[code_output, status_output, app_container]
)
clear_btn.click(
on_clear,
inputs=[],
outputs=[prompt, status_output, app_container]
)
if __name__ == "__main__":
demo.launch(server_name="0.0.0.0", server_port=7860) |