app.py

import gradio as gr
import torch
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
import logging
import json
import re
from typing import List, Dict
from datetime import datetime

# Setup logging
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
logger = logging.getLogger(__name__)

# Model configuration
MODEL_NAME = "wizcodes12/snaxfix-model"
FALLBACK_MODEL = "google/flan-t5-small"  # Fallback model if main model fails
SUPPORTED_LANGUAGES = [
    "python", "javascript", "java", "c", "cpp", "csharp", "rust", 
    "php", "html", "css", "sql"
]
MAX_LENGTH = 512

# Example code snippets with errors for testing
EXAMPLE_SNIPPETS = {
    "python": {
        "broken": 'def add(a b):\n    return a + b',
        "description": "Missing comma in function parameters"
    },
    "javascript": {
        "broken": 'function greet() {\n    console.log("Hello"\n}',
        "description": "Missing closing parenthesis and brace"
    },
    "java": {
        "broken": 'public class Hello {\n    public static void main(String[] args) {\n        System.out.println("Hello World")\n    }\n}',
        "description": "Missing semicolon"
    },
    "c": {
        "broken": '#include <stdio.h>\n\nint main() {\n    printf("Hello World")\n    return 0;\n}',
        "description": "Missing semicolon"
    },
    "cpp": {
        "broken": '#include <iostream>\n\nint main() {\n    std::cout << "Hello World" << std::endl\n    return 0;\n}',
        "description": "Missing semicolon"
    },
    "csharp": {
        "broken": 'class Program {\n    static void Main(string[] args) {\n        Console.WriteLine("Hello World")\n    }\n}',
        "description": "Missing semicolon"
    },
    "rust": {
        "broken": 'fn main() {\n    println!("Hello World")\n}',
        "description": "Missing semicolon"
    },
    "php": {
        "broken": '<?php\n    echo "Hello World"\n?>',
        "description": "Missing semicolon"
    },
    "html": {
        "broken": '<div>\n    <p>Hello World</div>\n</p>',
        "description": "Incorrect tag nesting"
    },
    "css": {
        "broken": 'body {\n    background-color: #ffffff\n}',
        "description": "Missing semicolon"
    },
    "sql": {
        "broken": 'SELECT name age FROM users WHERE age > 18',
        "description": "Missing comma in SELECT clause"
    }
}

class SyntaxFixerApp:
    def __init__(self):
        logger.info("Initializing SyntaxFixerApp...")
        self.device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
        logger.info(f"Using device: {self.device}")
        
        # Load model and tokenizer with fallback
        self.model_name_used = None
        try:
            logger.info(f"Attempting to load primary model: {MODEL_NAME}")
            self.tokenizer = AutoTokenizer.from_pretrained(MODEL_NAME)
            self.model = AutoModelForSeq2SeqLM.from_pretrained(MODEL_NAME)
            self.model_name_used = MODEL_NAME
            logger.info("Primary model and tokenizer loaded successfully")
        except Exception as e:
            logger.warning(f"Failed to load primary model: {e}")
            logger.info(f"Attempting to load fallback model: {FALLBACK_MODEL}")
            try:
                self.tokenizer = AutoTokenizer.from_pretrained(FALLBACK_MODEL)
                self.model = AutoModelForSeq2SeqLM.from_pretrained(FALLBACK_MODEL)
                self.model_name_used = FALLBACK_MODEL
                logger.info("Fallback model and tokenizer loaded successfully")
            except Exception as fallback_error:
                logger.error(f"Failed to load fallback model: {fallback_error}")
                raise Exception(f"Failed to load both primary and fallback models. Primary: {e}, Fallback: {fallback_error}")
        
        self.model.to(self.device)
        self.model.eval()
        logger.info(f"Using model: {self.model_name_used}")
        
        # Initialize history
        self.history = []
        
    def fix_syntax(self, broken_code: str, language: str) -> str:
        """Fix syntax errors in the provided code."""
        if not broken_code.strip():
            return "Error: Please enter code to fix."
        
        if language not in SUPPORTED_LANGUAGES:
            return f"Error: Language '{language}' is not supported. Choose from: {', '.join(SUPPORTED_LANGUAGES)}"
        
        try:
            # Prepare input - adjust prompt based on model being used
            if self.model_name_used == FALLBACK_MODEL:
                # Simplified prompt for fallback model
                input_text = f"Fix the syntax errors in this {language} code: {broken_code}"
            else:
                # Original prompt for specialized model
                input_text = f"<{language.upper()}> Fix the syntax errors in this {language} code: {broken_code}"
            
            inputs = self.tokenizer(
                input_text,
                max_length=MAX_LENGTH,
                truncation=True,
                padding=True,
                return_tensors="pt"
            ).to(self.device)
            
            # Generate fixed code
            with torch.no_grad():
                outputs = self.model.generate(
                    **inputs,
                    max_length=MAX_LENGTH,
                    num_beams=4,
                    early_stopping=True,
                    do_sample=False,
                    temperature=0.7,
                    pad_token_id=self.tokenizer.pad_token_id,
                    use_cache=True
                )
            
            fixed_code = self.tokenizer.decode(outputs[0], skip_special_tokens=True)
            
            # Save to history
            self.history.append({
                "timestamp": datetime.now().isoformat(),
                "language": language,
                "broken_code": broken_code,
                "fixed_code": fixed_code
            })
            
            return fixed_code
        except Exception as e:
            logger.error(f"Error fixing code: {e}")
            return f"Error: Failed to fix code - {str(e)}"

    def load_example(self, language: str) -> str:
        """Load example broken code for the selected language."""
        return EXAMPLE_SNIPPETS.get(language, {}).get("broken", "No example available for this language.")

    def get_history(self) -> str:
        """Return formatted history of fixes."""
        if not self.history:
            return "No history available."
        
        history_text = "=== Fix History ===\n"
        for entry in self.history[-5:]:  # Show only last 5 entries to avoid too much text
            history_text += f"Timestamp: {entry['timestamp']}\n"
            history_text += f"Language: {entry['language']}\n"
            history_text += f"Broken Code:\n{entry['broken_code']}\n"
            history_text += f"Fixed Code:\n{entry['fixed_code']}\n"
            history_text += "-" * 50 + "\n"
        return history_text

    def clear_history(self) -> str:
        """Clear the history of fixes."""
        self.history = []
        return "History cleared."

def create_gradio_interface():
    """Create and return the Gradio interface."""
    app = SyntaxFixerApp()
    
    with gr.Blocks(theme=gr.themes.Soft()) as demo:
        gr.Markdown("# SnaxFix: Advanced Syntax Error Fixer")
        gr.Markdown("Fix syntax errors in code across multiple programming languages using AI models.")
        
        # Show which model is being used
        gr.Markdown(f"**Currently using model:** `{app.model_name_used}`")
        
        with gr.Row():
            with gr.Column(scale=2):
                language_dropdown = gr.Dropdown(
                    choices=SUPPORTED_LANGUAGES,
                    label="Select Programming Language",
                    value="python"
                )
                code_input = gr.Code(
                    label="Enter Code with Syntax Errors",
                    lines=10,
                    language="python"
                )
                with gr.Row():
                    fix_button = gr.Button("Fix Syntax", variant="primary")
                    example_button = gr.Button("Load Example", variant="secondary")
                    clear_button = gr.Button("Clear Input", variant="secondary")
            
            with gr.Column(scale=2):
                code_output = gr.Code(
                    label="Fixed Code",
                    lines=10,
                    language="python"
                )
        
        with gr.Accordion("History of Fixes", open=False):
            history_output = gr.Textbox(label="Fix History", lines=10)
            with gr.Row():
                refresh_history_button = gr.Button("Refresh History")
                clear_history_button = gr.Button("Clear History")
        
        with gr.Accordion("About & License", open=False):
            gr.Markdown("""
                **About SnaxFix**
                SnaxFix is an AI-powered tool for fixing syntax errors in multiple programming languages, built with `google/flan-t5-base` and fine-tuned by wizcodes12.
                
                **MIT License**
                This project is licensed under the MIT License. See the [LICENSE](https://github.com/wizcodes12/snaxfix-model/blob/main/LICENSE) file for details.
            """)
        
        # Event handlers
        def update_code_language(language):
            return gr.update(language=language)
        
        def fix_and_update_history(code, language):
            """Fix code and return both fixed code and updated history."""
            fixed = app.fix_syntax(code, language)
            history = app.get_history()
            return fixed, history
        
        # Main fix button - fixes code and updates history
        fix_button.click(
            fn=fix_and_update_history,
            inputs=[code_input, language_dropdown],
            outputs=[code_output, history_output]
        )
        
        # Load example button
        example_button.click(
            fn=app.load_example,
            inputs=language_dropdown,
            outputs=code_input
        )
        
        # Clear input button
        clear_button.click(
            fn=lambda: "",
            inputs=None,
            outputs=code_input
        )
        
        # Language dropdown change - updates code editor language
        language_dropdown.change(
            fn=update_code_language,
            inputs=language_dropdown,
            outputs=code_input
        )
        
        # Refresh history button
        refresh_history_button.click(
            fn=app.get_history,
            inputs=None,
            outputs=history_output
        )
        
        # Clear history button
        clear_history_button.click(
            fn=app.clear_history,
            inputs=None,
            outputs=history_output
        )
    
    return demo

if __name__ == "__main__":
    logger.info("Starting Gradio application...")
    demo = create_gradio_interface()
    try:
        demo.launch()
    except Exception as e:
        logger.error(f"Failed to launch Gradio app: {e}")
        raise