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Create app.py

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  1. app.py +207 -0
app.py ADDED
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+ import gradio as gr
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+ import openai
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+ import os
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+ import tempfile
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+ import sys
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+ import io
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+ from contextlib import redirect_stdout
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+
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+ # Use Together AI API (OpenAI-compatible) - Sign up at https://www.together.ai/ for free API key
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+ # Models available: CodeLlama, StarCoder, etc. (lightweight, no local torch needed)
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+ TOGETHER_API_KEY = os.getenv("TOGETHER_API_KEY") # Set in Hugging Face Spaces secrets
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+ client = openai.OpenAI(
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+ api_key=TOGETHER_API_KEY,
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+ base_url="https://openrouter.ai/api/v1"
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+ )
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+
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+ # Model: A code-specialized model from Together AI (e.g., CodeLlama 7B Instruct - efficient and accurate for Python)
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+ MODEL_NAME = "openai/gpt-oss-20b:free" # Alternative: "Salesforce/codegen-350M-mono" for lighter
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+
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+ def generate_code_with_together(instruction, file_paths):
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+ """
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+ Generate Python code using Together AI API (OpenAI-compatible).
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+ """
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+ prompt = f"""
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+ You are a Python expert. The user has provided the instruction: "{instruction}"
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+ And input files: {file_paths} (these paths are available in the current working directory).
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+
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+ Write a complete, self-contained Python script that:
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+ 1. Reads the input file(s) from the given paths.
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+ 2. Performs the requested operation (e.g., for "remove background from image", use rembg or similar).
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+ 3. Saves the output file(s) to a temporary directory (use tempfile.mkdtemp() for a temp dir).
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+ 4. At the very end of the script, print exactly one line: OUTPUT_FILE_PATH: /full/path/to/output/file.ext
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+ (Replace with the actual full path to the generated output file. If multiple outputs, choose the main one.)
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+
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+ Use only safe, standard libraries or pre-installed ones like PIL (from pillow), rembg for image tasks, numpy, etc.
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+ Do not use any network calls, file deletions outside temp, or unsafe operations.
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+ Handle errors gracefully and assume the environment has the necessary libs (e.g., import rembg).
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+
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+ Example for background removal:
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+ from rembg import remove
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+ import os
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+ import tempfile
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+ input_path = '{file_paths[0]}'
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+ temp_dir = tempfile.mkdtemp()
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+ with open(input_path, 'rb') as i:
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+ input_data = i.read()
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+ output_data = remove(input_data)
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+ output_path = os.path.join(temp_dir, 'output.png')
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+ with open(output_path, 'wb') as o:
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+ o.write(output_data)
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+ print(f"OUTPUT_FILE_PATH: {{output_path}}")
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+
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+ Generate ONLY the Python code. Do not add explanations.
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+ """
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+
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+ try:
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+ response = client.chat.completions.create(
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+ model=MODEL_NAME,
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+ messages=[
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+ {"role": "system", "content": "You are a helpful Python code generator. Respond only with clean, executable Python code."},
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+ {"role": "user", "content": prompt}
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+ ],
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+ max_tokens=1000,
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+ temperature=0.2,
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+ stop=["```"] # Stop at code block end if any
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+ )
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+
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+ generated_code = response.choices[0].message.content.strip()
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+
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+ # Clean up: Remove any markdown code blocks (e.g., ```python ... ```)
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+ if generated_code.startswith("```python"):
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+ generated_code = generated_code[10:].strip()
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+ if generated_code.endswith("```"):
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+ generated_code = generated_code[:-3].strip()
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+
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+ return generated_code
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+
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+ except Exception as api_error:
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+ raise api_error
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+
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+ def process_request(instruction, files):
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+ if not files:
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+ return "لطفاً حداقل یک فایل آپلود کنید.", None
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+
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+ file_paths = [file.name for file in files]
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+
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+ try:
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+ # Generate code using Together AI
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+ generated_code = generate_code_with_together(instruction, file_paths)
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+
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+ if not generated_code or len(generated_code) < 50:
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+ return f"کد مناسبی تولید نشد. پرامپت: {instruction}\nکد تولید شده:\n{generated_code}", None
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+
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+ # Create a temporary file for the generated code
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+ with tempfile.NamedTemporaryFile(mode='w', suffix='.py', delete=False) as temp_code_file:
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+ temp_code_file.write(generated_code)
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+ code_file_path = temp_code_file.name
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+
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+ # Capture the output of executing the generated code
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+ f = io.StringIO()
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+ output_path = None
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+
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+ with redirect_stdout(f):
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+ try:
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+ # Execute the generated code in a restricted environment (for safety)
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+ safe_globals = {
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+ '__builtins__': {
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+ 'print': print,
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+ 'open': open,
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+ 'range': range,
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+ 'len': len,
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+ 'str': str,
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+ 'int': int,
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+ 'float': float,
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+ 'list': list,
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+ 'dict': dict,
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+ 'tuple': tuple,
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+ 'set': set,
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+ 'bool': bool,
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+ 'type': type,
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+ 'isinstance': isinstance,
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+ 'hasattr': hasattr,
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+ 'getattr': getattr,
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+ 'setattr': setattr,
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+ 'delattr': delattr,
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+ 'abs': abs,
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+ 'all': all,
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+ 'any': any,
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+ 'bin': bin,
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+ 'chr': chr,
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+ 'complex': complex,
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+ 'divmod': divmod,
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+ 'enumerate': enumerate,
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+ 'format': format,
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+ 'hash': hash,
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+ 'hex': hex,
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+ 'id': id,
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+ 'iter': iter,
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+ 'max': max,
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+ 'min': min,
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+ 'next': next,
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+ 'oct': oct,
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+ 'ord': ord,
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+ 'pow': pow,
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+ 'repr': repr,
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+ 'round': round,
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+ 'slice': slice,
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+ 'sorted': sorted,
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+ 'sum': sum,
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+ 'zip': zip,
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+ '__import__': __import__,
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+ },
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+ 'os': os,
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+ 'tempfile': tempfile,
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+ 'sys': sys,
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+ 'PIL': __import__('PIL', fromlist=['Image']),
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+ 'rembg': __import__('rembg', fromlist=['remove']),
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+ # Add more safe imports as needed (e.g., 'numpy': __import__('numpy'))
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+ }
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+ safe_locals = {}
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+
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+ exec(generated_code, safe_globals, safe_locals)
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+
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+ # Capture the printed OUTPUT_FILE_PATH
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+ stdout_output = f.getvalue()
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+ if "OUTPUT_FILE_PATH:" in stdout_output:
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+ output_path = stdout_output.split("OUTPUT_FILE_PATH:")[-1].strip()
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+ output_path = output_path.split('\n')[0].strip()
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+
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+ if not output_path and 'output_path' in safe_locals:
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+ output_path = safe_locals.get('output_path')
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+
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+ except Exception as exec_error:
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+ return f"خطا در اجرای کد تولید شده: {str(exec_error)}\nکد تولید شده:\n{generated_code}", None
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+
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+ # Clean up
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+ os.unlink(code_file_path)
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+
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+ if output_path and os.path.exists(output_path):
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+ return f"عملیات با موفقیت انجام شد!\nکد تولید شده توسط Together AI:\n{generated_code}\n\nخروجی stdout:\n{stdout_output}", output_path
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+ else:
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+ return f"فایل خروجی یافت نشد. خروجی:\n{stdout_output}\nکد:\n{generated_code}", None
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+
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+ except Exception as gen_error:
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+ return f"خطا در تولید کد (Together AI): {str(gen_error)}\nپرامپت:\n{instruction}", None
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+
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+ # Gradio Interface
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+ with gr.Blocks(title="AI File Processor - Together AI") as demo:
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+ gr.Markdown("# پردازشگر فایل با هوش مصنوعی (Together AI)\n\nدستور خود را وارد کنید و فایل(ها) را آپلود کنید. API Together AI (سازگار با OpenAI) کد پایتون می‌نویسد و اجرا می‌کند.\n\n**مدل استفاده شده:** CodeLlama-7B-Instruct\n**API Key:** در Secrets Hugging Face با نام TOGETHER_API_KEY ست کنید.")
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+
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+ with gr.Row():
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+ instruction_input = gr.Textbox(label="دستور (مثال: بک گراند عکس را حذف کن)", placeholder="دستور خود را بنویسید...")
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+ files_input = gr.File(file_count="multiple", label="فایل(ها)")
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+
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+ process_btn = gr.Button("پردازش با Together AI")
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+
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+ output_text = gr.Textbox(label="نتیجه و کد", lines=10)
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+ output_file = gr.File(label="فایل خروجی (لینک دانلود)")
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+
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+ process_btn.click(
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+ fn=process_request,
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+ inputs=[instruction_input, files_input],
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+ outputs=[output_text, output_file]
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+ )
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+
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+ if __name__ == "__main__":
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+ demo.launch(share=True)