Further Exploration

--comparison-operator GreaterThanOrEqualToThreshold \ --evaluation-periods 1 \ --alarm-actions arn:aws:sns:us-east-1:123456789012:rag-alarm-topic # Create a CloudWatch metric alarm for Redis evictions aws cloudwatch put-metric-…

results = await asyncio.gather(*tasks) end_time = time.time() for result in results: response_time = end_time - start_time response_times.append(response_time) average_response_time = sum(response_times) / …

plaintext_data = b"This is some sample data to be compressed and decompressed." # Compress data with a speed-focused level compressed_data = compress_data_zstd(plaintext_data, level=3) print(f"Compressed data: {compressed_data}") # Decomp…

### Step 4: Implement Role-Based Access Control In the above example, the `get_tuning_data` endpoint requires the `tuning-data-access` role, and the `get_limited_tuning_data` endpoint requires the `limited-tuning-data-access` role. The `fe…

- While not explicitly shown in the code, you can add logging statements within each function to record important events and errors. 6. **Performance Optimization**: - You can optimize the execution of queries by batching them, using…

Processing operation operation_1 at Stage 2 -> Stage .3 Processing operation operation_1 at Stage 3 -> Stage 4 Processing operation operation_1 at Stage 4 -> Stage 5 Processing operation operation_1 at Stage 5 -> Output ``` ### Summary Th…

- Encrypted data is stored in Redis and retrieved for decryption. ### Performance Tips - **Batch Processing**: Encrypt and decrypt data in batches to reduce overhead. - **Parallel Execution**: Use threading or multiprocessing to handle…