{"id":97143,"date":"2026-08-29T03:56:35","date_gmt":"2026-08-28T19:56:35","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/97143.html"},"modified":"2026-08-29T03:56:35","modified_gmt":"2026-08-28T19:56:35","slug":"agent-%e6%96%87%e4%bb%b6%e4%bc%a0%e9%80%92","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/97143.html","title":{"rendered":"Agent \u6587\u4ef6\u4f20\u9012"},"content":{"rendered":"<\/p>\n

1. \u95ee\u9898<\/h3>\n

\u76ee\u524d Agent \u5df2\u7ecf\u53ef\u4ee5\u5728\u5de5\u4f5c\u76ee\u5f55\u4e2d\u521b\u5efa\u548c\u5904\u7406\u6587\u4ef6，\u4f46\u8fd9\u4e9b\u6587\u4ef6\u90fd\u4fdd\u5b58\u5728\u540e\u7aef\u670d\u52a1\u5668\u4e0a，\u524d\u7aef\u65e0\u6cd5\u76f4\u63a5\u8bbf\u95ee\u3002<\/p>\n

\u56e0\u6b64\u9700\u8981\u589e\u52a0\u4e00\u4e2a\u4e2d\u95f4\u73af\u8282，\u628a Agent \u751f\u6210\u7684\u6587\u4ef6\u4ea4\u7ed9\u7528\u6237\u3002<\/p>\n

\u8fd9\u91cc\u91c7\u7528\u5bf9\u8c61\u5b58\u50a8\u7684\u65b9\u5f0f：<\/p>\n

Agent\u751f\u6210\u6587\u4ef6
\n \u2193
\n\u5de5\u4f5c\u76ee\u5f55
\n \u2193
\n\u6253\u5305
\n \u2193
\nMinIO
\n \u2193
\n\u751f\u6210\u4e0b\u8f7d\u94fe\u63a5
\n \u2193
\n\u524d\u7aef\u4e0b\u8f7d<\/p>\n

\u8fd9\u6837 Agent \u4ecd\u7136\u53ea\u8d1f\u8d23\u5904\u7406\u81ea\u5df1\u7684\u5de5\u4f5c\u76ee\u5f55，\u6587\u4ef6\u4ea4\u4ed8\u7531\u540e\u7eed\u6d41\u7a0b\u5b8c\u6210\u3002<\/p>\n

\n

2. \u5bf9\u8c61\u5b58\u50a8<\/h3>\n

**\u5bf9\u8c61\u5b58\u50a8（Object Storage）**\u4e3b\u8981\u7528\u4e8e\u4fdd\u5b58\u56fe\u7247\u3001\u89c6\u9891\u3001\u538b\u7f29\u5305\u7b49\u975e\u7ed3\u6784\u5316\u6587\u4ef6\u3002<\/p>\n

\u548c\u666e\u901a\u6587\u4ef6\u7cfb\u7edf\u76f8\u6bd4，\u5bf9\u8c61\u5b58\u50a8\u66f4\u9002\u5408\u901a\u8fc7\u7a0b\u5e8f\u8fdb\u884c\u6587\u4ef6\u4e0a\u4f20\u548c\u8bbf\u95ee\u3002\u53ef\u4ee5\u7b80\u5355\u7406\u89e3\u6210\u4e00\u4e2a\u53ef\u4ee5\u901a\u8fc7 API \u64cd\u4f5c\u7684\u7f51\u76d8\u3002<\/p>\n

\u672c\u9879\u76ee\u4f7f\u7528 MinIO\u3002<\/p>\n

MinIO \u662f\u4e00\u4e2a\u5f00\u6e90\u5bf9\u8c61\u5b58\u50a8\u670d\u52a1，\u53ef\u4ee5\u76f4\u63a5\u90e8\u7f72\u5728\u81ea\u5df1\u7684\u670d\u52a1\u5668\u4e0a，\u5e76\u63d0\u4f9b Python SDK\u3002<\/p>\n

\u8fd9\u91cc\u4f7f\u7528 MinIO \u4e3b\u8981\u662f\u56e0\u4e3a\u9879\u76ee\u672c\u8eab\u53ef\u4ee5\u672c\u5730\u90e8\u7f72，\u6ca1\u6709\u5fc5\u8981\u4e3a\u4e86\u6587\u4ef6\u5b58\u50a8\u518d\u4f9d\u8d56\u7b2c\u4e09\u65b9\u4e91\u5b58\u50a8\u3002<\/p>\n

\n

3. MinIO \u90e8\u7f72<\/h3>\n

\u9879\u76ee\u4f7f\u7528 Docker \u90e8\u7f72 MinIO\u3002<\/p>\n

docker pull minio\/minio<\/p>\n

mkdir -p \/usr\/local\/minio-data<\/p>\n

docker run -p 9000:9000 -p 9190:9090 \\\\
\n–name minio \\\\
\n-d –restart=always \\\\
\n-e "MINIO_ROOT_USER=minio" \\\\
\n-e "MINIO_ROOT_PASSWORD=minio123" \\\\
\n-v \/usr\/local\/minio-data:\/data \\\\
\nminio\/minio server \/data –console-address ":9090"<\/p>\n

\u542f\u52a8\u540e\u53ef\u4ee5\u901a\u8fc7：<\/p>\n

http:\/\/\u670d\u52a1\u5668IP:9190<\/p>\n

\u8fdb\u5165 MinIO \u7ba1\u7406\u9875\u9762\u3002<\/p>\n

\u5982\u679c\u662f\u5728\u672c\u673a\u90e8\u7f72，\u5219\u4f7f\u7528：<\/p>\n

http:\/\/localhost:9190<\/p>\n

\u767b\u5f55\u540e\u5373\u53ef\u770b\u5230 MinIO \u7684\u7ba1\u7406\u754c\u9762\u3002<\/p>\n

\n

4. Python SDK<\/h3>\n

\u5b89\u88c5 MinIO \u7684 Python SDK：<\/p>\n

pip install minio<\/p>\n

\u6700\u57fa\u672c\u7684\u64cd\u4f5c\u5c31\u662f\u8fde\u63a5 MinIO\u3001\u521b\u5efa Bucket\u3001\u4e0a\u4f20\u6587\u4ef6\u4ee5\u53ca\u751f\u6210\u4e0b\u8f7d\u94fe\u63a5\u3002<\/p>\n

from minio import Minio<\/p>\n

client = Minio(
\n "localhost:9000",
\n access_key="minio",
\n secret_key="minio123",
\n secure=False
\n)<\/p>\n

\u9879\u76ee\u5b9e\u9645\u53ea\u9700\u8981\u7528\u5230\u5176\u4e2d\u4e24\u4e2a\u64cd\u4f5c：<\/p>\n

\u4e0a\u4f20\u6587\u4ef6
\n\u751f\u6210\u4e0b\u8f7d\u94fe\u63a5<\/p>\n

\u4e0b\u8f7d\u94fe\u63a5\u4f7f\u7528 presigned_get_object() \u751f\u6210\u3002<\/p>\n

\u5b83\u8fd4\u56de\u7684\u662f\u4e00\u4e2a\u5e26\u6709\u6548\u671f\u7684 URL，\u7528\u6237\u62ff\u5230\u94fe\u63a5\u540e\u53ef\u4ee5\u76f4\u63a5\u4e0b\u8f7d\u6587\u4ef6，\u4e0d\u9700\u8981\u77e5\u9053 MinIO \u7684\u8d26\u53f7\u5bc6\u7801\u3002<\/p>\n

\n

5. \u6587\u4ef6\u4f20\u9012\u65b9\u6848<\/h3>\n

5.1 \u4e3a\u4ec0\u4e48\u9700\u8981\u6253\u5305<\/h4>\n

\u4e00\u4e2a Agent \u4efb\u52a1\u4e0d\u4e00\u5b9a\u53ea\u751f\u6210\u4e00\u4e2a\u6587\u4ef6\u3002<\/p>\n

\u4f8b\u5982：<\/p>\n

\u5de5\u4f5c\u76ee\u5f55\/
\n\u251c\u2500\u2500 result.docx
\n\u251c\u2500\u2500 data.xlsx
\n\u251c\u2500\u2500 image.png
\n\u2514\u2500\u2500 output.pdf<\/p>\n

\u5982\u679c\u9010\u4e2a\u4e0a\u4f20\u5e76\u751f\u6210\u94fe\u63a5，\u524d\u7aef\u8fd8\u9700\u8981\u5904\u7406\u591a\u4e2a\u6587\u4ef6\u3002<\/p>\n

\u56e0\u6b64\u8fd9\u91cc\u76f4\u63a5\u5c06\u6574\u4e2a\u5de5\u4f5c\u76ee\u5f55\u6253\u5305\u6210\u4e00\u4e2a ZIP：<\/p>\n

\u5de5\u4f5c\u76ee\u5f55
\n \u2193
\noutput.zip
\n \u2193
\nMinIO
\n \u2193
\n\u4e00\u4e2a\u4e0b\u8f7d\u94fe\u63a5<\/p>\n

\u7528\u6237\u53ea\u9700\u8981\u4e0b\u8f7d\u4e00\u4e2a\u6587\u4ef6\u5373\u53ef\u3002<\/p>\n

5.2 \u4e3a\u4ec0\u4e48\u653e\u5230 Agent \u7ed3\u675f\u4e4b\u540e\u5904\u7406<\/h4>\n

\u6587\u4ef6\u4e0a\u4f20\u4e0d\u5c5e\u4e8e\u5177\u4f53\u5de5\u5177\u7684\u529f\u80fd\u3002<\/p>\n

\u4f8b\u5982 create_file \u5de5\u5177\u53ea\u8d1f\u8d23\u521b\u5efa\u6587\u4ef6，\u5982\u679c\u8ba9\u5b83\u540c\u65f6\u8d1f\u8d23\u4e0a\u4f20，\u5c31\u4f1a\u8ba9\u5de5\u5177\u672c\u8eab\u627f\u62c5\u6587\u4ef6\u4ea4\u4ed8\u7684\u5de5\u4f5c\u3002<\/p>\n

\u56e0\u6b64\u5c06\u8fd9\u90e8\u5206\u653e\u5230 FileMiddleware \u4e2d，\u5728 Agent \u6267\u884c\u5b8c\u6210\u540e\u7edf\u4e00\u5904\u7406\u3002<\/p>\n

\n

6. \u5f00\u59cb\u5b9e\u73b0<\/h3>\n

6.1 \u6dfb\u52a0 ZIP \u538b\u7f29\u65b9\u6cd5<\/h4>\n

\u5728 utils\/doc_utils \u4e0b\u589e\u52a0 zip_files.py\u3002<\/p>\n

\u4f7f\u7528 Python \u81ea\u5e26\u7684 shutil \u76f4\u63a5\u538b\u7f29\u76ee\u5f55：<\/p>\n

import os
\nimport shutil<\/p>\n

def compress_dir(folder_path):
\n """
\n \u5c06\u76ee\u5f55\u538b\u7f29\u6210 zip
\n """
\n output_path = shutil.make_archive(
\n base_name=folder_path,
\n format="zip",
\n root_dir=os.path.dirname(folder_path),
\n base_dir=os.path.basename(folder_path)
\n )<\/p>\n

return output_path<\/p>\n

\u8fd9\u91cc\u6ca1\u6709\u989d\u5916\u5f15\u5165\u538b\u7f29\u5e93，\u9879\u76ee\u76ee\u524d\u7684\u9700\u6c42\u6bd4\u8f83\u7b80\u5355，\u6807\u51c6\u5e93\u5c31\u591f\u7528\u4e86\u3002<\/p>\n

\n

6.2 \u6dfb\u52a0 MinIO \u914d\u7f6e<\/h4>\n

MinIO \u7684\u5730\u5740\u548c\u8ba4\u8bc1\u4fe1\u606f\u653e\u5230 .env \u4e2d：<\/p>\n

HOST_IP=localhost
\nMINIO_PORT=9000
\nMINIO_ACCESS_KEY=minio
\nMINIO_SECRET_KEY=minio123<\/p>\n

\u7136\u540e\u5728\u914d\u7f6e\u6587\u4ef6\u4e2d\u7edf\u4e00\u8bfb\u53d6：<\/p>\n

HOST_IP = os.getenv("HOST_IP")
\nMINIO_PORT = os.getenv("MINIO_PORT")<\/p>\n

MINIO_ENDPOINT = f"{HOST_IP}:{MINIO_PORT}"<\/p>\n

MINIO_ACCESS_KEY = os.getenv("MINIO_ACCESS_KEY")
\nMINIO_SECRET_KEY = os.getenv("MINIO_SECRET_KEY")<\/p>\n

\u8fd9\u6837\u4ee3\u7801\u4e2d\u4e0d\u9700\u8981\u76f4\u63a5\u5199 MinIO \u7684\u8fde\u63a5\u4fe1\u606f，\u90e8\u7f72\u5230\u5176\u4ed6\u73af\u5883\u65f6\u53ea\u9700\u8981\u4fee\u6539\u73af\u5883\u53d8\u91cf\u3002<\/p>\n

\n

6.3 \u5c01\u88c5 MinIO \u8fde\u63a5<\/h4>\n

\u5728 conn \u4e0b\u65b0\u5efa minio_conn.py\u3002<\/p>\n

\u4e0d\u76f4\u63a5\u5728 Middleware \u4e2d\u64cd\u4f5c MinIO SDK，\u800c\u662f\u7b80\u5355\u5c01\u88c5\u4e00\u5c42：<\/p>\n

from minio import Minio
\nfrom base import configs as cfg<\/p>\n

class MinioConn:<\/p>\n

def __init__(self):
\n self.client = self.create_client()
\n self.bucket_name = "stores"
\n self._init_bucket()<\/p>\n

def create_client(self):
\n return Minio(
\n cfg.MINIO_ENDPOINT,
\n access_key=cfg.MINIO_ACCESS_KEY,
\n secret_key=cfg.MINIO_SECRET_KEY,
\n secure=False
\n )<\/p>\n

def _init_bucket(self):
\n if not self.client.bucket_exists(self.bucket_name):
\n self.client.make_bucket(self.bucket_name)<\/p>\n

def upload_obj(self, object_name, file_path):
\n self.client.fput_object(
\n self.bucket_name,
\n object_name,
\n file_path
\n )<\/p>\n

def gen_presigned_url(self, object_name):
\n return self.client.presigned_get_object(
\n self.bucket_name,
\n object_name
\n )<\/p>\n

\u8fd9\u91cc\u6682\u65f6\u53ea\u4fdd\u7559\u9879\u76ee\u9700\u8981\u7684\u4e24\u4e2a\u65b9\u6cd5：<\/p>\n

upload_obj()
\ngen_presigned_url()<\/p>\n

Bucket \u5728\u521d\u59cb\u5316\u65f6\u68c0\u67e5，\u4e0d\u5b58\u5728\u5c31\u81ea\u52a8\u521b\u5efa\u3002<\/p>\n

\n

7. \u63a5\u5165 FileMiddleware<\/h3>\n

MinIO \u90e8\u5206\u51c6\u5907\u597d\u4e4b\u540e，\u6700\u540e\u9700\u8981\u628a\u5b83\u63a5\u5230 Agent \u7684\u6267\u884c\u6d41\u7a0b\u4e2d\u3002<\/p>\n

\u9996\u5148\u5728 FileMiddleware \u521d\u59cb\u5316\u65f6\u521b\u5efa MinIO \u8fde\u63a5：<\/p>\n

class FileMiddleware(AgentMiddleware[CustomState]):<\/p>\n

def __init__(self):
\n super().__init__()
\n self.mc = MinioConn()<\/p>\n

\u7136\u540e\u5229\u7528 before_agent \u548c aafter_agent \u4e24\u4e2a\u751f\u547d\u5468\u671f\u8282\u70b9\u5b8c\u6210\u6587\u4ef6\u5904\u7406\u3002<\/p>\n

7.1 \u8bb0\u5f55\u5f00\u59cb\u65f6\u95f4<\/h4>\n

\u5728 before_agent \u4e2d\u8bb0\u5f55\u5f53\u524d\u4efb\u52a1\u7684\u5f00\u59cb\u65f6\u95f4\u3002<\/p>\n

\u539f\u56e0\u662f\u5de5\u4f5c\u76ee\u5f55\u53ef\u80fd\u672c\u8eab\u5c31\u5b58\u5728\u4e00\u4e9b\u6587\u4ef6，\u4e0d\u80fd\u6bcf\u6b21 Agent \u6267\u884c\u7ed3\u675f\u90fd\u628a\u6574\u4e2a\u76ee\u5f55\u5f53\u6210\u65b0\u6587\u4ef6\u3002<\/p>\n

\u56e0\u6b64\u9700\u8981\u77e5\u9053：<\/p>\n

Agent \u5f00\u59cb\u6267\u884c\u4e4b\u540e，\u6709\u6ca1\u6709\u4ea7\u751f\u65b0\u7684\u6587\u4ef6\u3002<\/p>\n

\n

7.2 Agent \u6267\u884c\u7ed3\u675f\u540e\u5904\u7406\u6587\u4ef6<\/h4>\n

\u4e3b\u8981\u903b\u8f91\u653e\u5728 aafter_agent：<\/p>\n

async def aafter_agent(self, state, runtime):<\/p>\n

dir_path = rt.get_root_thread_dir()<\/p>\n

# \u5224\u65ad\u4efb\u52a1\u671f\u95f4\u662f\u5426\u4ea7\u751f\u65b0\u6587\u4ef6
\n if not await self._check_if_new_file(
\n dir_path,
\n state["start_work_time"]
\n ):
\n return None<\/p>\n

# \u538b\u7f29\u76ee\u5f55
\n local_path = await asyncio.to_thread(
\n compress_dir,
\n dir_path
\n )<\/p>\n

# \u4e0a\u4f20 MinIO
\n object_name = os.path.basename(local_path)<\/p>\n

await asyncio.to_thread(
\n self.mc.upload_obj,
\n object_name,
\n local_path
\n )<\/p>\n

# \u751f\u6210\u4e0b\u8f7d\u94fe\u63a5
\n url = self.mc.gen_presigned_url(object_name)<\/p>\n

return {
\n "messages": [
\n AIMessage(content="\u53ef\u901a\u8fc7\u5982\u4e0b\u5730\u5740\u4e0b\u8f7d："),
\n AIMessage(content=url)
\n ]
\n }<\/p>\n

\u8fd9\u91cc\u538b\u7f29\u548c\u4e0a\u4f20\u90fd\u5c5e\u4e8e\u6bd4\u8f83\u660e\u663e\u7684\u6587\u4ef6 I\/O \u64cd\u4f5c，\u56e0\u6b64\u4f7f\u7528：<\/p>\n

asyncio.to_thread()<\/p>\n

\u6267\u884c，\u907f\u514d\u76f4\u63a5\u963b\u585e\u5f53\u524d\u5f02\u6b65\u6d41\u7a0b\u3002<\/p>\n

\u5982\u679c\u4efb\u52a1\u671f\u95f4\u6ca1\u6709\u4ea7\u751f\u6587\u4ef6，\u5219\u76f4\u63a5\u8fd4\u56de，\u4e0d\u8fdb\u884c\u538b\u7f29\u548c\u4e0a\u4f20\u3002<\/p>\n

\n

8. \u6d4b\u8bd5<\/h3>\n

\u53ef\u4ee5\u76f4\u63a5\u5728 Agent Chat UI \u4e2d\u6d4b\u8bd5，\u4f8b\u5982：<\/p>\n

\u505a\u4e2a a.txt，\u968f\u4fbf\u5199\u70b9\u4ec0\u4e48<\/p>\n

Agent \u5b8c\u6210\u540e，\u53ef\u4ee5\u770b\u5230\u8fd4\u56de\u7ed3\u679c\u4e2d\u591a\u4e86\u4e00\u6761\u4e0b\u8f7d\u94fe\u63a5\u3002<\/p>\n

\u6574\u4e2a\u8fc7\u7a0b\u5b9e\u9645\u4e0a\u5c31\u662f：<\/p>\n

\u521b\u5efa a.txt
\n \u2193
\nAgent \u6267\u884c\u7ed3\u675f
\n \u2193
\n\u68c0\u6d4b\u5230\u65b0\u6587\u4ef6
\n \u2193
\n\u5de5\u4f5c\u76ee\u5f55\u538b\u7f29\u6210 ZIP
\n \u2193
\n\u4e0a\u4f20 MinIO
\n \u2193
\n\u751f\u6210 Presigned URL
\n \u2193
\n\u8fd4\u56de\u7ed9\u524d\u7aef<\/p>\n

\u70b9\u51fb\u94fe\u63a5\u5373\u53ef\u4e0b\u8f7d Agent \u751f\u6210\u7684\u6587\u4ef6\u3002<\/p>\n

\n

9. \u4fee\u6539\u540e\u7684\u76ee\u5f55<\/h3>\n

\u672c\u6b21\u4e3b\u8981\u6d89\u53ca\u4ee5\u4e0b\u51e0\u4e2a\u6587\u4ef6：<\/p>\n

.env
\n # MinIO \u914d\u7f6e<\/p>\n

base\/
\n\u2514\u2500\u2500 configs.py
\n # \u8bfb\u53d6 MinIO \u914d\u7f6e<\/p>\n

conn\/
\n\u2514\u2500\u2500 minio_conn.py
\n # MinIO \u8fde\u63a5\u3001\u4e0a\u4f20\u3001\u751f\u6210\u4e0b\u8f7d\u94fe\u63a5<\/p>\n

content\/
\n\u2514\u2500\u2500 middles\/
\n \u2514\u2500\u2500 file_manager_middle.py
\n # Agent \u6267\u884c\u7ed3\u675f\u540e\u7684\u6587\u4ef6\u5904\u7406<\/p>\n

utils\/
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\n \u2514\u2500\u2500 zip_files.py
\n # \u5de5\u4f5c\u76ee\u5f55\u538b\u7f29<\/p>\n

10. \u5c0f\u7ed3<\/h3>\n

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Agent\u5de5\u4f5c\u76ee\u5f55
\n \u2193
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\n \u2193
\nZIP
\n \u2193
\nMinIO
\n \u2193
\nPresigned URL
\n \u2193
\n\u7528\u6237<\/p>\n

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\n\u5de5\u4f5c\u76ee\u5f55\u2193
\n\u6253\u5305\u2193
\nMinIO\u2193
\n\u751f\u6210\u4e0b\u8f7d\u94fe\u63a5\u2193
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