Python batch task pool with asyncio support
Project description
Async Batch Engine
An asynchronous batch processing engine for Python.
Installation
pip install abatchtaskpool
Usage
from typing import Any, List
import asyncio
from abatchtaskpool.async_batch_engine import AsyncBatchEngine
async def example_processing_function(inputs: List[Any]) -> List[Any]:
"""示例批处理函数"""
await asyncio.sleep(1) # 模拟处理耗时
return [f"Processed_{item}" for item in inputs]
async def main():
# 创建引擎实例
engine = AsyncBatchEngine(
processing_function=example_processing_function,
batch_size=5,
wait_timeout=0.5,
num_workers=2
)
# 提交任务并获取结果
tasks = [
engine.add_request(f"task_{i}", f"req_{i}")
for i in range(10)
]
results = await asyncio.gather(*tasks)
# 输出结果
for result in results:
print(f"Result: {result}")
# 停止引擎
await engine.stop()
if __name__ == "__main__":
asyncio.run(main())
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