Validate Input Data

1. **Input Validation**: - Added checks to ensure `requests` and `tokens_per_request` are positive numbers. - Raises a `ValueError` if the inputs are invalid. 2. **Cost Calculation**: - `cost_per_token` is calculated as `0.015 / 1…

- Look for operations involving array or tensor manipulations, such as concatenation, addition, or multiplication. 2. **Check Array Dimensions:** - Ensure that all arrays or tensors involved in operations have compatible dimensions. …

return jsonify({"error": "Unauthorized access"}), 403 ``` ### 4. Rate Limiting and Throttling Implement rate limiting and throttling to prevent abuse: ```python from flask_limiter import Limiter limiter = Limiter(app, key_func=lambd…

3. **Input Validation**: Validate the input to prevent injection attacks and other vulnerabilities. 4. **Error Handling**: Properly handle errors to avoid exposing sensitive information. 5. **Logging**: Log important events and errors for a…

# Example: Execute the query against a database # For demonstration, we'll just return a dummy result return {"status": "success", "data": "dummy data"} # Sample queries list queries = [f"query_{i}" for i in range(16000)] # Ap…

- Ensure that special characters and non-ASCII characters are properly handled. - Use Unicode-safe string operations and tokenizers. 3. **Check Tokenizer Configuration**: - Ensure that the tokenizer is configured correctly for the…

except Exception as e: print(f"Failed to process text: {multi_language_query}. Error: {str(e)}") ``` ### Explanation 1. **Ensure Consistent Text Encoding**: - The `ensure_encoding` function ensures that the text is consistently enc…