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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)
@dataclass
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:
@staticmethod
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
@staticmethod
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:
@staticmethod
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()
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