Spaces:
Runtime error
Runtime error
import gradio as gr | |
import subprocess | |
import random | |
import json | |
import os | |
import tempfile | |
import time | |
from pathlib import Path | |
from datetime import datetime | |
import asyncio | |
import aiohttp | |
from typing import List, Dict, Any | |
import logging | |
import black | |
from pylint import lint | |
from io import StringIO | |
# Configure logging | |
logging.basicConfig( | |
level=logging.INFO, | |
format='%(asctime)s - %(levelname)s - %(message)s' | |
) | |
logger = logging.getLogger(__name__) | |
class EnhancedAppBuilder: | |
def __init__(self): | |
self.TEMPLATES = { | |
"Basic": "basic_app.json", | |
"Dashboard": "dashboard_template.json", | |
"Data Analysis": "data_analysis_template.json", | |
"ML Interface": "ml_interface_template.json" | |
} | |
self.THEMES = { | |
"Default": {}, | |
"Dark": {"primary_hue": "slate", "secondary_hue": "slate"}, | |
"Light": {"primary_hue": "blue", "secondary_hue": "blue"}, | |
"Professional": {"primary_hue": "indigo", "secondary_hue": "indigo"} | |
} | |
self.ADVANCED_COMPONENTS = { | |
"Plot": { | |
"properties": { | |
"type": ["line", "bar", "scatter", "histogram"], | |
"data_source": "", | |
"x_axis": "", | |
"y_axis": "" | |
}, | |
"code_snippet": 'gr.Plot(value=plot_{id}, label="{label}")' | |
}, | |
"FileUploader": { | |
"properties": { | |
"file_types": [".csv", ".txt", ".pdf", ".png", ".jpg"], | |
"multiple": False | |
}, | |
"code_snippet": 'gr.File(file_types={file_types}, label="{label}")' | |
}, | |
"DataTable": { | |
"properties": { | |
"headers": [], | |
"row_count": 10, | |
"interactive": True | |
}, | |
"code_snippet": 'gr.Dataframe(headers={headers}, interactive={interactive})' | |
}, | |
"3D Plot": { | |
"properties": { | |
"type": ["surface", "scatter3d", "line3d"], | |
"data": None | |
}, | |
"code_snippet": 'gr.Plot3D(value=plot3d_{id})' | |
} | |
} | |
async def validate_component(self, component: Dict) -> tuple: | |
"""Validate component configuration""" | |
try: | |
required_fields = ["type", "properties", "id"] | |
if not all(field in component for field in required_fields): | |
return False, "Missing required fields" | |
# Validate component type | |
if component["type"] not in {**components_registry, **self.ADVANCED_COMPONENTS}: | |
return False, f"Invalid component type: {component['type']}" | |
return True, "Component validation successful" | |
except Exception as e: | |
return False, f"Validation error: {str(e)}" | |
def format_code(self, code: str) -> str: | |
"""Format Python code using black""" | |
try: | |
return black.format_str(code, mode=black.FileMode()) | |
except Exception as e: | |
logger.error(f"Code formatting error: {str(e)}") | |
return code | |
def lint_code(self, code: str) -> List[str]: | |
"""Run pylint on generated code""" | |
with tempfile.NamedTemporaryFile(mode='w', suffix='.py') as tmp: | |
tmp.write(code) | |
tmp.flush() | |
output = StringIO() | |
lint.Run([tmp.name], do_exit=False, reporter=lint.reporters.TextReporter(output)) | |
return output.getvalue().split('\n') | |
async def optimize_layout(self, components: List[Dict]) -> List[Dict]: | |
"""Optimize component layout for better UX""" | |
# Group related components | |
groups = {} | |
for comp in components: | |
category = comp['type'].split('_')[0] | |
if category not in groups: | |
groups[category] = [] | |
groups[category].append(comp) | |
# Arrange components in optimal order | |
optimized = [] | |
for category in ['input', 'process', 'output']: | |
if category in groups: | |
optimized.extend(groups[category]) | |
return optimized | |
class EnhancedAppCreationProcess(AppCreationProcess): | |
def __init__(self): | |
super().__init__() | |
self.builder = EnhancedAppBuilder() | |
self.history = [] | |
self.current_theme = "Default" | |
self.custom_css = "" | |
self.event_handlers = {} | |
self.dependencies = [] | |
def save_snapshot(self): | |
"""Save current state snapshot""" | |
snapshot = { | |
'timestamp': datetime.now().isoformat(), | |
'app_name': self.app_name, | |
'components': self.components.copy(), | |
'theme': self.current_theme, | |
'custom_css': self.custom_css | |
} | |
self.history.append(snapshot) | |
def restore_snapshot(self, index: int): | |
"""Restore from saved snapshot""" | |
if 0 <= index < len(self.history): | |
snapshot = self.history[index] | |
self.app_name = snapshot['app_name'] | |
self.components = snapshot['components'] | |
self.current_theme = snapshot['theme'] | |
self.custom_css = snapshot['custom_css'] | |
return "Snapshot restored successfully" | |
return "Invalid snapshot index" | |
async def generate_enhanced_code(self): | |
"""Generate enhanced application code""" | |
try: | |
# Start with imports | |
code = """import gradio as gr | |
import pandas as pd | |
import numpy as np | |
import plotly.express as px | |
from pathlib import Path | |
import logging | |
import json | |
# Configure logging | |
logging.basicConfig(level=logging.INFO) | |
logger = logging.getLogger(__name__) | |
""" | |
# Add theme configuration | |
theme_config = self.builder.THEMES.get(self.current_theme, {}) | |
code += f"\ntheme = gr.themes.Default({', '.join(f'{k}={v!r}' for k, v in theme_config.items())})\n" | |
# Add custom CSS | |
if self.custom_css: | |
code += f"\ncustom_css = '''{self.custom_css}'''\n" | |
# Start app definition | |
code += f"\nwith gr.Blocks(theme=theme{',' if self.custom_css else ''} css=custom_css) as {self.app_name}:\n" | |
# Add components with layout optimization | |
optimized_components = await self.builder.optimize_layout(self.components) | |
# Generate component code | |
for component in optimized_components: | |
code += f" {Component(**component).render()}\n" | |
# Add event handlers | |
for handler in self.event_handlers: | |
code += f"\n {handler['trigger']}.change(fn={handler['function']}, " | |
code += f"inputs={handler['inputs']}, outputs={handler['outputs']})\n" | |
# Add launch configuration | |
code += f"\n{self.app_name}.launch(share=True, debug=True)\n" | |
# Format the code | |
formatted_code = self.builder.format_code(code) | |
# Run linting | |
lint_results = self.builder.lint_code(formatted_code) | |
return formatted_code, lint_results | |
except Exception as e: | |
logger.error(f"Code generation error: {str(e)}") | |
return str(e), [] | |
async def deploy_enhanced(self): | |
"""Enhanced deployment process""" | |
try: | |
# Generate code | |
code, lint_results = await self.generate_enhanced_code() | |
# Create deployment directory | |
deploy_dir = Path(f"deployment_{self.app_name}") | |
deploy_dir.mkdir(exist_ok=True) | |
# Save main application file | |
with open(deploy_dir / "app.py", "w") as f: | |
f.write(code) | |
# Generate requirements.txt | |
requirements = [ | |
"gradio>=3.50.2", | |
"pandas", | |
"numpy", | |
"plotly", | |
"pillow", | |
"scikit-learn" | |
] | |
with open(deploy_dir / "requirements.txt", "w") as f: | |
f.write("\n".join(requirements)) | |
# Generate README.md | |
readme = f"""# {self.app_name} | |
Generated by Enhanced App Builder | |
## Features | |
- Interactive web interface | |
- Data visualization capabilities | |
- Responsive design with {self.current_theme} theme | |
- Advanced component integration | |
## Setup | |
1. Install requirements: `pip install -r requirements.txt` | |
2. Run the app: `python app.py` | |
""" | |
with open(deploy_dir / "README.md", "w") as f: | |
f.write(readme) | |
return { | |
"status": "success", | |
"message": f"Deployment files generated in {deploy_dir}", | |
"lint_results": lint_results | |
} | |
except Exception as e: | |
logger.error(f"Deployment error: {str(e)}") | |
return { | |
"status": "error", | |
"message": str(e) | |
} | |
# Create enhanced interface | |
def create_enhanced_interface(): | |
app_process = EnhancedAppCreationProcess() | |
with gr.Blocks(theme=gr.themes.Default()) as iface: | |
gr.Markdown("# 🚀 Enhanced App Builder Pro") | |
with gr.Row(): | |
with gr.Column(scale=2): | |
current_step = gr.Markdown(value=app_process.get_current_step_info()) | |
with gr.Column(scale=1): | |
theme_dropdown = gr.Dropdown( | |
choices=list(app_process.builder.THEMES.keys()), | |
value="Default", | |
label="Theme" | |
) | |
with gr.Tabs(): | |
# App Configuration Tab | |
with gr.TabItem("📱 App Configuration"): | |
with gr.Group(): | |
app_name_input = gr.Textbox(label="App Name") | |
template_dropdown = gr.Dropdown( | |
choices=list(app_process.builder.TEMPLATES.keys()), | |
label="Template" | |
) | |
init_app_button = gr.Button("Initialize App", variant="primary") | |
init_status = gr.Markdown() | |
# Component Builder Tab | |
with gr.TabItem("🔧 Component Builder"): | |
with gr.Row(): | |
with gr.Column(): | |
component_type = gr.Dropdown( | |
choices=list({**components_registry, **app_process.builder.ADVANCED_COMPONENTS}.keys()), | |
label="Component Type" | |
) | |
add_component_button = gr.Button("Add Component") | |
with gr.Column(): | |
components_display = gr.HTML() | |
# Style Editor Tab | |
with gr.TabItem("🎨 Style Editor"): | |
custom_css = gr.Code( | |
label="Custom CSS", | |
language="css" | |
) | |
apply_style_button = gr.Button("Apply Style") | |
style_status = gr.Markdown() | |
# Code Generator Tab | |
with gr.TabItem("💻 Code Generator"): | |
generate_code_button = gr.Button("Generate Code") | |
generated_code = gr.Code(language="python") | |
lint_results = gr.Markdown() | |
# Deployment Tab | |
with gr.TabItem("🚀 Deployment"): | |
with gr.Group(): | |
deploy_button = gr.Button("Deploy Application") | |
deployment_status = gr.Markdown() | |
with gr.Accordion("Deployment Logs", open=False): | |
deployment_logs = gr.TextArea(label="Logs", interactive=False) | |
# Footer | |
gr.Markdown("---") | |
with gr.Row(): | |
gr.Markdown("### 📊 Build Status") | |
components_count = gr.Number(label="Components", value=0) | |
validation_status = gr.Markdown() | |
# Event handlers | |
async def update_theme(theme_name): | |
app_process.current_theme = theme_name | |
return f"Theme updated to {theme_name}" | |
async def init_app(name, template): | |
try: | |
app_process.app_name = name | |
# Load template if selected | |
if template: | |
# Implementation for template loading | |
pass | |
app_process.save_snapshot() | |
return f"✅ App '{name}' initialized successfully with {template} template!" | |
except Exception as e: | |
return f"❌ Error: {str(e)}" | |
async def add_component(comp_type): | |
try: | |
result = app_process.add_component(comp_type) | |
count = len(app_process.components) | |
return result, count, "✅ Component added successfully" | |
except Exception as e: | |
return None, 0, f"❌ Error: {str(e)}" | |
async def generate_code(): | |
try: | |
code, lint_results = await app_process.generate_enhanced_code() | |
return ( | |
code, | |
"### Lint Results:\n" + "\n".join(lint_results) | |
) | |
except Exception as e: | |
return str(e), "❌ Error in code generation" | |
async def deploy(): | |
try: | |
result = await app_process.deploy_enhanced() | |
return ( | |
f"### Deployment Status: {result['status']}\n\n{result['message']}", | |
"\n".join(result.get('lint_results', [])) | |
) | |
except Exception as e: | |
return f"❌ Deployment Error: {str(e)}", "" | |
# Connect event handlers | |
theme_dropdown.change(update_theme, inputs=[theme_dropdown], outputs=[style_status]) | |
init_app_button.click(init_app, inputs=[app_name_input, template_dropdown], outputs=[init_status]) | |
add_component_button.click(add_component, inputs=[component_type], outputs=[components_display, components_count, validation_status]) | |
generate_code_button.click(generate_code, outputs=[generated_code, lint_results]) | |
deploy_button.click(deploy, outputs=[deployment_status, deployment_logs]) | |
return iface | |
# Launch the enhanced interface | |
if __name__ == "__main__": | |
iface = create_enhanced_interface() | |
iface.launch( | |
server_port=7860, | |
share=True, | |
debug=True | |
) |