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| import threading | |
| import time | |
| import gradio as gr | |
| import logging | |
| import json | |
| import re | |
| import torch | |
| import tempfile | |
| import subprocess | |
| import ast | |
| from pathlib import Path | |
| from typing import Dict, List, Tuple, Optional, Any, Union | |
| from dataclasses import dataclass, field | |
| from enum import Enum | |
| from transformers import ( | |
| AutoTokenizer, | |
| AutoModelForCausalLM, | |
| pipeline, | |
| AutoProcessor, | |
| AutoModel | |
| ) | |
| from sentence_transformers import SentenceTransformer | |
| import faiss | |
| import numpy as np | |
| from PIL import Image | |
| from transformers import BlipForConditionalGeneration | |
| # Configure logging | |
| logging.basicConfig( | |
| level=logging.INFO, | |
| format='%(asctime)s - %(name)s - %(levelname)s - %(message)s', | |
| handlers=[ | |
| logging.StreamHandler(), | |
| logging.FileHandler('gradio_builder.log') | |
| ] | |
| ) | |
| logger = logging.getLogger(__name__) | |
| # Constants | |
| DEFAULT_PORT = 7860 | |
| MODEL_CACHE_DIR = Path("model_cache") | |
| TEMPLATE_DIR = Path("templates") | |
| TEMP_DIR = Path("temp") | |
| # Ensure directories exist | |
| for directory in [MODEL_CACHE_DIR, TEMPLATE_DIR, TEMP_DIR]: | |
| directory.mkdir(exist_ok=True) | |
| class Template: | |
| """Template data structure""" | |
| code: str | |
| description: str | |
| components: List[str] | |
| metadata: Dict[str, Any] = field(default_factory=dict) | |
| version: str = "1.0" | |
| class TemplateManager: | |
| def __init__(self, template_dir: Path): | |
| self.template_dir = template_dir | |
| self.templates: Dict[str, Any] = {} | |
| def _get_builtin_templates(self) -> Dict[str, Any]: | |
| # Implement this method to return built-in templates | |
| # For now, we'll return an empty dict | |
| return {} | |
| def load_templates(self): | |
| """Load all templates from directory""" | |
| try: | |
| # Load built-in templates | |
| self.templates.update(self._get_builtin_templates()) | |
| # Load custom templates | |
| for template_file in self.template_dir.glob("*.json"): | |
| try: | |
| with open(template_file, 'r', encoding='utf-8') as f: | |
| template_data = json.load(f) | |
| # Process template_data | |
| template_name = template_file.stem | |
| self.templates[template_name] = template_data | |
| logger.info(f"Loaded template: {template_name}") | |
| except json.JSONDecodeError as e: | |
| logger.error(f"Error parsing template {template_file}: {e}") | |
| except Exception as e: | |
| logger.error(f"Error loading template {template_file}: {e}") | |
| except Exception as e: | |
| logger.error(f"Error loading templates: {e}") | |
| def get_template(self, name: str) -> Dict[str, Any]: | |
| """Retrieve a template by name""" | |
| return self.templates.get(name, {}) | |
| def list_templates(self) -> List[Dict[str, str]]: | |
| """List all available templates""" | |
| return [{"name": name, "description": template.get("description", "")} | |
| for name, template in self.templates.items()] | |
| def save_template(self, name: str, template: Dict[str, Any]) -> bool: | |
| """Save a new template""" | |
| try: | |
| file_path = self.template_dir / f"{name}.json" | |
| with open(file_path, 'w', encoding='utf-8') as f: | |
| json.dump(template, f, indent=2) | |
| self.templates[name] = template | |
| logger.info(f"Saved template: {name}") | |
| return True | |
| except Exception as e: | |
| logger.error(f"Error saving template {name}: {e}") | |
| return False | |
| class InterfaceAnalyzer: | |
| def extract_components(code: str) -> List[str]: | |
| """Extract components from the interface code""" | |
| # This is a placeholder implementation. In a real-world scenario, | |
| # you'd want to parse the code and extract the actual components. | |
| return ["Textbox", "Button"] # Example components | |
| def analyze_interface_structure(code: str) -> Dict[str, Any]: | |
| """Analyze the structure of the interface code""" | |
| # This is a placeholder implementation. In a real-world scenario, | |
| # you'd want to parse the code and extract the actual structure. | |
| return { | |
| "components": {"Textbox": 1, "Button": 1}, | |
| "functions": {"submit": "def submit(text): ..."}, | |
| "dependencies": ["gradio"] | |
| } | |
| class CodeGenerator: | |
| def generate_requirements(dependencies: List[str]) -> str: | |
| """Generate requirements.txt content""" | |
| return "\n".join(dependencies) | |
| class GradioInterface: | |
| def __init__(self): | |
| self.template_manager = TemplateManager(TEMPLATE_DIR) | |
| self.template_manager.load_templates() | |
| self.current_code = "" | |
| # Initialize other necessary components (e.g., rag_system, preview_manager) | |
| # self.rag_system = ... | |
| # self.preview_manager = ... | |
| def _get_template_choices(self) -> List[str]: | |
| """Get list of available templates""" | |
| templates = self.template_manager.list_templates() | |
| return [""] + [t["name"] for t in templates] | |
| def _generate_interface( | |
| self, | |
| description: str, | |
| screenshot: Optional[Image.Image], | |
| template_name: str | |
| ) -> Tuple[str, str]: | |
| """Generate interface code""" | |
| try: | |
| if template_name: | |
| template = self.template_manager.get_template(template_name) | |
| if template: | |
| code = self.rag_system.generate_code(description, template["code"]) | |
| else: | |
| raise ValueError(f"Template {template_name} not found") | |
| else: | |
| code = self.rag_system.generate_interface(screenshot, description) | |
| self.current_code = code | |
| return code, "✅ Code generated successfully" | |
| except Exception as e: | |
| error_msg = f"❌ Error generating interface: {str(e)}" | |
| logger.error(error_msg) | |
| return "", error_msg | |
| def _save_as_template(self, code: str, description: str) -> Tuple[List[str], str]: | |
| """Save current code as template""" | |
| try: | |
| # Generate template name | |
| base_name = "custom_template" | |
| counter = 1 | |
| name = base_name | |
| while self.template_manager.get_template(name): | |
| name = f"{base_name}_{counter}" | |
| counter += 1 | |
| # Create template | |
| template = { | |
| "code": code, | |
| "description": description, | |
| "components": InterfaceAnalyzer.extract_components(code), | |
| "metadata": {"category": "custom"} | |
| } | |
| # Save template | |
| if self.template_manager.save_template(name, template): | |
| return self._get_template_choices(), f"✅ Template saved as {name}" | |
| else: | |
| raise Exception("Failed to save template") | |
| except Exception as e: | |
| error_msg = f"❌ Error saving template: {str(e)}" | |
| logger.error(error_msg) | |
| return self._get_template_choices(), error_msg | |
| def _load_template(self, template_name: str) -> str: | |
| """Load selected template""" | |
| if not template_name: | |
| return "" | |
| template = self.template_manager.get_template(template_name) | |
| if template: | |
| return template["code"] | |
| return "" | |
| def _analyze_interface(self, code: str) -> Tuple[Dict, Dict, Dict, str]: | |
| """Analyze interface structure""" | |
| try: | |
| analysis = InterfaceAnalyzer.analyze_interface_structure(code) | |
| # Generate requirements.txt | |
| dependencies = analysis.get("dependencies", []) | |
| requirements = CodeGenerator.generate_requirements(dependencies) | |
| return ( | |
| analysis.get("components", {}), | |
| analysis.get("functions", {}), | |
| {"dependencies": dependencies}, | |
| requirements | |
| ) | |
| except Exception as e: | |
| logger.error(f"Error analyzing interface: {e}") | |
| return {}, {}, {}, "" | |
| # Add other necessary methods (e.g., _clear_interface, _validate_code, _format_code, _start_preview, _stop_preview) | |
| def launch(self, **kwargs): | |
| """Launch the interface""" | |
| # Implement the launch logic here | |
| pass | |
| def main(): | |
| # Configure logging | |
| logging.basicConfig( | |
| level=logging.INFO, | |
| format='%(asctime)s - %(name)s - %(levelname)s - %(message)s', | |
| handlers=[ | |
| logging.StreamHandler(), | |
| logging.FileHandler('gradio_builder.log') | |
| ] | |
| ) | |
| logger = logging.getLogger(__name__) | |
| logger.info("=== Application Startup ===") | |
| try: | |
| # Initialize and launch interface | |
| interface = GradioInterface() | |
| interface.launch( | |
| server_port=DEFAULT_PORT, | |
| share=False, | |
| debug=True | |
| ) | |
| except Exception as e: | |
| logger.error(f"Application error: {e}") | |
| raise | |
| finally: | |
| logger.info("=== Application Shutdown ===") | |
| if __name__ == "__main__": | |
| main() | |