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By applying these optimizations, your RAG system should be able to handle 8,000 queries hourly more efficiently. [Turn 1182] User: I'm working on refining my choices for the RAG system, aiming to refine 20% of them based on feedback from 5…

for option_name, score in sorted_options: print(f"{option_name}: {score}") if __name__ == "__main__": main() ``` ### Execution with Provided Data Let's execute the script with the provided data: ```python Enter the numbe…

text_es = "La empresa Apple comprara una startup britanica por mil millones de dolares." print(process_text(text_en, "english")) print(process_text(text_es, "spanish")) ``` ### 4. **Flair** - **Languages Supported**: Flair support…

- The `estimate_effort` function simulates effort estimation based on the task description. More complex tasks like implementing RSA-2048 encryption are given higher effort estimates. 2. **Prioritize Tasks**: - The `prioritize_tasks`…

print("Optimized Streaming Ingestion:") print(f"Total Latency Reduction: {total_latency_reduction} ms") print(f"Average Resource Utilization: {average_resource_utilization:.2f}%") print(f"Optimized Latency Re…

- Calculates the average resource utilization for batch and streaming uploads. 5. **Compare Failure Detection (`compare_failure_detection` method)**: - Calculates the failure detection rates for batch and streaming uploads. 6. **Com…

- Use `pd.read_csv` to load the documents into a `DataFrame`. 2. **Debugging Logic**: - Use boolean indexing to update the `'error'` column. This method is more efficient and works in place. 3. **Returning the Updated DataFrame**: …

- Define a function `tokenize_queries` that takes a list of queries and tokenizes each one. - Use a `try-except` block inside the loop to handle potential errors during tokenization. - If `nlp` is `None` (indicating the model faile…