Python code block delimiters

2. **Submit Tasks**: Submits tasks to the executor and stores the futures. 3. **Collect Results**: Collects results as they become available using `as_completed`. ### Performance Considerations: - **Thread Pool Size**: Adjust the `max_work…

self.name = name self.vector = vector # Add some test data test_data = [ TestData("Test 1", [0.1, 0.2, 0.3]), TestData("Test 2", [0.4, 0.5, 0.6]), ] # Upload the test data to Weaviate for data in test_data: cli…

# Check if the result is already cached cache_key = f"auth:{username}:{password}" cached_result = redis_client.get(cache_key) if cached_result: authenticated = bool(int(cached_result)) end_time = time.ti…

send_message('test_topic', value=b'Hello, World!') # Graceful shutdown producer.flush() producer.close() ``` ### Explanation 1. **Logging Configuration**: - Configure logging to capture and log errors and exceptions. 2. **Try-Except …

sparse_results = {"results": [], "total_results": 0} return JSONResponse(content={"error_code": e.status_code, "message": e.detail}, status_code=e.status_code) try: dense_results = call_dense_…

3. **Integrate the Modules**: Ensure that the output of the synonym expansion module is correctly fed into the query rewriting pipeline. ### Example Implementation Let's assume the query rewriting pipeline expects a list of synonyms in a …

closest_word = find_closest_match(word, dictionary) if closest_word: corrected_words.append(closest_word) else: corrected_words.append(word) # Fallback to original word …