Add concurrent functions (#1)

Add concurrent functions for QA generation

Co-authored-by: edward_ke <edward_ke@trendmicro.com>

scripts/qa_generation/config/config.py

@@ -35,3 +35,4 @@ DASHSCOPE_API_KEY = ''
 storage_interval = 10
 window_size = 8
 overlap_size = 2
+multi_process_num = 3

scripts/qa_generation/main.py

@@ -1,9 +1,11 @@
 import os
 import json
+import time
 from tqdm import tqdm
+import concurrent.futures
 from datetime import datetime
 
-from config.config import result_dir, storage_interval, window_size, overlap_size
+from config.config import result_dir, storage_interval, window_size, overlap_size, multi_process_num
 from model.qwen import call_qwen_single_turn
 from util.logger import get_logger
 from util.data_loader import get_file_list, get_txt_content, capture_qa
@@ -42,15 +44,28 @@ def generate_qa(
         storage_jsonl_path = os.path.join(
             result_dir, f'{current_time}-{file_name}-{model_name}.jsonl')
         logger.info(f'The generated QA will be stored in {storage_jsonl_path}.')
-        
-        for content in tqdm(contents):
-            response = model_caller(content)
-            # print(response) # 打印输出
+
+        response_list = []
+        logger.info("Begin generate QA data")
+        with tqdm(total=len(contents)) as pbar:
+            with concurrent.futures.ThreadPoolExecutor(max_workers=multi_process_num) as executor:
+                # 创建一个Future列表，它们将对应每个worker_function的结果
+                futures = {executor.submit(model_caller, content): content for content in contents}
+            
+                for future in concurrent.futures.as_completed(futures):
+                    try:
+                        response_list.append(future.result())
+                        pbar.update(1)
+                    except Exception as exc:
+                        logger.error("Item generated an exception: %s" % (exc))
+
+        logger.info("Begin capture LLM response")
+        for response in tqdm(response_list):
             captured_qa = capture_qa(response)
             # print(captured_qa) # 打印QA对
             if captured_qa is None:
                 continue
-            
+
             storage_list.extend(captured_qa)
             storage_counter += 1
             if storage_counter % interval == 0: