\u6700\u8fd1\u5728\u5b66 FastAPI，\u611f\u89c9\u8fd9\u4e2a\u4e1c\u897f\u771f\u7684\u633a\u6709\u610f\u601d\u7684\u3002\u4e4b\u524d\u6211\u7528\u8fc7 Flask，\u5199\u63a5\u53e3\u662f\u633a\u7b80\u5355，\u4f46\u6bcf\u6b21\u90fd\u8981\u81ea\u5df1\u641e\u6570\u636e\u6821\u9a8c\u3001\u5199\u6587\u6863，\u9ebb\u70e6\u5f97\u5f88\u3002\u540e\u6765\u542c\u670b\u53cb\u63a8\u8350 FastAPI，\u8bf4\u5b83"\u5feb\u3001\u81ea\u52a8\u751f\u6210\u6587\u6863\u3001\u7c7b\u578b\u63d0\u793a\u5f88\u723d"，\u6211\u5c31\u8bd5\u7740\u5b66\u4e86\u4e00\u4e0b\u3002\u8fd9\u7bc7\u6587\u7ae0\u7b97\u662f\u6211\u81ea\u5df1\u7684\u5b66\u4e60\u7b14\u8bb0\u5427，\u5c3d\u91cf\u7528\u5927\u767d\u8bdd\u628a\u6211\u8e29\u8fc7\u7684\u5751\u548c\u641e\u61c2\u7684\u4e1c\u897f\u5206\u4eab\u51fa\u6765\u3002<\/p>\n
\u7b80\u5355\u8bf4，FastAPI \u5c31\u662f\u4e00\u4e2a\u7528 Python \u5199 Web API \u7684\u6846\u67b6，\u5e95\u5c42\u7528\u7684\u662f Starlette（\u8d1f\u8d23\u7f51\u7edc\u90e8\u5206）\u548c Pydantic（\u8d1f\u8d23\u6570\u636e\u6821\u9a8c）\u3002\u5b83\u6700\u5927\u7684\u7279\u70b9\u5c31\u662f\u5229\u7528 Python \u7684\u7c7b\u578b\u63d0\u793a，\u8ba9\u4f60\u5199\u51fd\u6570\u7684\u65f6\u5019\u987a\u4fbf\u628a\u53c2\u6570\u7c7b\u578b\u6807\u4e00\u4e0b，\u5b83\u5c31\u80fd\u81ea\u52a8\u5e2e\u4f60\u505a\u6570\u636e\u6821\u9a8c\u3001\u7c7b\u578b\u8f6c\u6362，\u751a\u81f3\u751f\u6210\u63a5\u53e3\u6587\u6863\u3002<\/p>\n
\u5bf9\u6211\u6765\u8bf4\u6700\u5438\u5f15\u6211\u7684\u70b9：<\/p>\n
\u4e0d\u7528\u624b\u5199\u6587\u6863：\u5199\u5b8c\u4ee3\u7801\u76f4\u63a5\u6253\u5f00 \/docs \u5c31\u80fd\u770b\u5230\u4e00\u4e2a\u53ef\u4ee5\u4ea4\u4e92\u7684 API \u6587\u6863\u9875\u9762，\u8fd8\u80fd\u76f4\u63a5\u5728\u4e0a\u9762\u6d4b\u8bd5\u63a5\u53e3，\u592a\u7701\u4e8b\u4e86\u3002<\/p>\n<\/li>\n
\u6027\u80fd\u597d：\u5b98\u65b9\u8bf4\u6027\u80fd\u53ef\u4ee5\u8ddf Node.js\u3001Go \u6bd4，\u867d\u7136\u6211\u6ca1\u5b9e\u9645\u6d4b\u8fc7，\u4f46\u7528\u8d77\u6765\u786e\u5b9e\u611f\u89c9\u54cd\u5e94\u5f88\u5feb\u3002<\/p>\n<\/li>\n
\u8bed\u6cd5\u7b80\u5355：\u5199\u8d77\u6765\u8ddf Flask \u5dee\u4e0d\u591a，\u5b9a\u4e49\u8def\u7531\u5c31\u662f\u52a0\u4e2a\u88c5\u9970\u5668，\u5bf9\u65b0\u624b\u5f88\u53cb\u597d\u3002<\/p>\n<\/li>\n
\u6570\u636e\u6821\u9a8c\u5f3a：\u6bd4\u5982\u4f60\u5b9a\u4e49\u53c2\u6570\u662f int，\u7528\u6237\u4f20\u4e86 abc，\u5b83\u4f1a\u81ea\u52a8\u8fd4\u56de 422 \u9519\u8bef，\u4e0d\u7528\u81ea\u5df1\u5224\u65ad\u3002<\/p>\n<\/li>\n<\/ul>\n
\u6240\u4ee5\u6211\u89c9\u5f97 FastAPI \u7279\u522b\u9002\u5408\u5199\u5c0f\u578b API \u6216\u8005\u5feb\u901f\u505a\u539f\u578b，\u914d\u5408\u81ea\u52a8\u6587\u6863，\u524d\u540e\u7aef\u8054\u8c03\u7684\u65f6\u5019\u80fd\u7701\u5f88\u591a\u6c9f\u901a\u6210\u672c\u3002<\/p>\n
\u6211\u662f\u5728\u672c\u5730\u7528\u865a\u62df\u73af\u5883\u8dd1\u7684，\u5efa\u8bae\u4f60\u4e5f\u8fd9\u4e48\u505a，\u907f\u514d\u88c5\u4e00\u5806\u5305\u628a\u7cfb\u7edf Python \u641e\u4e71\u3002<\/p>\n
python -m venv venv<\/p>\n
\u7136\u540e\u6fc0\u6d3b：<\/p>\n
Windows: venv\\\\Scripts\\\\activate<\/p>\n<\/li>\n
Mac\/Linux: source venv\/bin\/activate<\/p>\n<\/li>\n<\/ul>\n
\u5b89\u88c5 FastAPI \u548c\u4e00\u4e2a\u670d\u52a1\u5668\u3002FastAPI \u672c\u8eab\u4e0d\u5e26\u670d\u52a1\u5668，\u9700\u8981\u7528 ASGI \u670d\u52a1\u5668\u8dd1\u8d77\u6765，\u6700\u5e38\u7528\u7684\u662f uvicorn\u3002<\/p>\n
pip install fastapi "uvicorn[standard]"<\/p>\n
\u90a3\u4e2a [standard] \u4f1a\u88c5\u4e00\u4e9b\u989d\u5916\u4f9d\u8d56，\u6bd4\u5982\u6027\u80fd\u4f18\u5316，\u5efa\u8bae\u52a0\u4e0a\u3002<\/p>\n
\u65b0\u5efa\u4e00\u4e2a main.py，\u5185\u5bb9\u5f88\u7b80\u5355：<\/p>\n
from fastapi import FastAPI<\/p>\n
app = FastAPI()<\/p>\n
@app.get("\/")
\ndef read_root():
\n return {"message": "Hello, FastAPI!"}<\/p>\n
\u89e3\u91ca\u4e00\u4e0b：<\/p>\n
FastAPI() \u521b\u5efa\u5e94\u7528\u5b9e\u4f8b\u3002<\/p>\n<\/li>\n
@app.get("\/") \u8868\u793a\u8fd9\u662f\u4e00\u4e2a GET \u8bf7\u6c42，\u8def\u5f84\u662f\u6839\u8def\u5f84\u3002<\/p>\n<\/li>\n
\u51fd\u6570\u91cc return \u4e00\u4e2a\u5b57\u5178，FastAPI \u4f1a\u81ea\u52a8\u8f6c\u6210 JSON \u8fd4\u56de\u3002<\/p>\n<\/li>\n<\/ul>\n
\u5728\u7ec8\u7aef\u6267\u884c：<\/p>\n
uvicorn main:app –reload<\/p>\n
main \u662f\u6587\u4ef6\u540d（\u4e0d\u542b .py）<\/p>\n<\/li>\n
app \u662f\u91cc\u9762\u90a3\u4e2a\u5b9e\u4f8b\u53d8\u91cf<\/p>\n<\/li>\n
–reload \u662f\u70ed\u91cd\u8f7d，\u6539\u4ee3\u7801\u81ea\u52a8\u91cd\u542f，\u5f00\u53d1\u7684\u65f6\u5019\u5f88\u65b9\u4fbf\u3002<\/p>\n<\/li>\n<\/ul>\n
\u542f\u52a8\u540e\u4f1a\u770b\u5230：<\/p>\n
INFO: Uvicorn running on http:\/\/127.0.0.1:8000<\/p>\n
\u6d4f\u89c8\u5668\u6253\u5f00 http:\/\/127.0.0.1:8000\/ \u5c31\u80fd\u770b\u5230 JSON \u8fd4\u56de\u3002<\/p>\n
\u91cd\u70b9\u6765\u4e86：\u6253\u5f00 http:\/\/127.0.0.1:8000\/docs，\u4f60\u4f1a\u770b\u5230\u4e00\u4e2a Swagger UI \u7684\u754c\u9762，\u4e0a\u9762\u6709\u4f60\u521a\u624d\u5199\u7684\u63a5\u53e3，\u70b9\u4e00\u4e0b "Try it out" \u5c31\u80fd\u76f4\u63a5\u6d4b\u8bd5\u3002\u6211\u7b2c\u4e00\u6b21\u770b\u5230\u8fd9\u4e2a\u7684\u65f6\u5019\u771f\u7684\u89c9\u5f97\u633a\u723d\u7684，\u518d\u4e5f\u4e0d\u7528\u5355\u72ec\u7528 Postman \u4e86\u3002<\/p>\n
\u8def\u7531\u5c31\u662f\u544a\u8bc9 FastAPI：\u5f53\u7528\u6237\u8bbf\u95ee\u67d0\u4e2a URL \u5e76\u4e14\u7528\u67d0\u4e2a HTTP \u65b9\u6cd5\u8bf7\u6c42\u65f6，\u5e94\u8be5\u6267\u884c\u54ea\u4e2a\u51fd\u6570\u3002FastAPI \u7528\u88c5\u9970\u5668\u6765\u5b9a\u4e49：<\/p>\n
@app.get() -> GET \u8bf7\u6c42<\/p>\n<\/li>\n
@app.post() -> POST \u8bf7\u6c42<\/p>\n<\/li>\n
@app.put() -> PUT \u8bf7\u6c42<\/p>\n<\/li>\n
@app.delete() -> DELETE \u8bf7\u6c42<\/p>\n<\/li>\n<\/ul>\n
\u6bd4\u5982：<\/p>\n
@app.get("\/items")
\ndef list_items():
\n return ["item1", "item2"]<\/p>\n
\u8bbf\u95ee \/items \u5c31\u4f1a\u6267\u884c\u8fd9\u4e2a\u51fd\u6570\u3002<\/p>\n
\u8def\u5f84\u53c2\u6570\u5c31\u662f URL \u8def\u5f84\u4e2d\u7684\u4e00\u90e8\u5206\u662f\u53ef\u53d8\u7684，\u6bd4\u5982 \/items\/123 \u91cc\u7684 123\u3002\u4f60\u53ef\u4ee5\u5728\u8def\u5f84\u4e2d\u7528 {\u53c2\u6570\u540d} \u8868\u793a，\u7136\u540e\u5728\u51fd\u6570\u53c2\u6570\u91cc\u7528\u540c\u6837\u7684\u540d\u5b57\u63a5\u6536\u3002<\/p>\n
@app.get("\/items\/{item_id}")
\ndef read_item(item_id: int):
\n return {"item_id": item_id, "type": str(type(item_id).__name__)}<\/p>\n
\u8fd9\u91cc\u6211\u7279\u610f\u8fd4\u56de\u4e86 type，\u5c31\u662f\u60f3\u9a8c\u8bc1\u4e00\u4e0b\u7c7b\u578b\u8f6c\u6362\u3002\u4f60\u8bbf\u95ee http:\/\/127.0.0.1:8000\/items\/42，\u8fd4\u56de：<\/p>\n
{
\n "item_id": 42,
\n "type": "int"
\n}<\/p>\n
\u770b\u5230\u6ca1，item_id \u5df2\u7ecf\u662f\u6574\u6570 42，\u4e0d\u662f\u5b57\u7b26\u4e32 "42"\u3002\u8fd9\u5c31\u662f\u7c7b\u578b\u63d0\u793a\u7684\u4f5c\u7528：FastAPI \u81ea\u52a8\u628a\u8def\u5f84\u53c2\u6570\u8f6c\u6210\u4e86\u4f60\u6307\u5b9a\u7684\u7c7b\u578b\u3002<\/p>\n
\u5982\u679c\u4f60\u8bbf\u95ee \/items\/abc，\u5b83\u4f1a\u8fd4\u56de 422 \u9519\u8bef，\u56e0\u4e3a abc \u6ca1\u6cd5\u8f6c\u6210 int\u3002\u8fd9\u4e2a\u9519\u8bef\u4fe1\u606f\u8fd8\u5f88\u8be6\u7ec6，\u4f1a\u544a\u8bc9\u4f60\u54ea\u4e2a\u5b57\u6bb5\u7c7b\u578b\u4e0d\u5bf9\u3002\u6211\u7528 Flask \u7684\u65f6\u5019\u5f97\u81ea\u5df1\u5199\u4e00\u5806\u5224\u65ad，\u73b0\u5728\u5b8c\u5168\u4e0d\u7528\u7ba1\u3002<\/p>\n
\u53ef\u4ee5\u5b9a\u4e49\u591a\u4e2a：<\/p>\n
@app.get("\/users\/{user_id}\/posts\/{post_id}")
\ndef get_user_post(user_id: int, post_id: int):
\n return {"user_id": user_id, "post_id": post_id}<\/p>\n
\u8bbf\u95ee \/users\/1\/posts\/99 \u5c31\u4f1a\u8fd4\u56de：<\/p>\n
{
\n "user_id": 1,
\n "post_id": 99
\n}<\/p>\n
\u521a\u5f00\u59cb\u5b66\u7684\u65f6\u5019，\u6211\u5199\u4e86\u4e00\u4e2a \/users\/me \u548c \/users\/{user_id}，\u7ed3\u679c\u8bbf\u95ee \/users\/me \u4e00\u76f4\u62a5 422 \u9519\u8bef\u3002\u540e\u6765\u624d\u53d1\u73b0\u662f\u8def\u7531\u987a\u5e8f\u95ee\u9898\u3002<\/p>\n
FastAPI \u4f1a\u6309\u7167\u4ee3\u7801\u91cc\u5b9a\u4e49\u7684\u987a\u5e8f\u4f9d\u6b21\u5339\u914d\u3002\u5982\u679c\u4f60\u628a \/users\/{user_id} \u5199\u5728\u524d\u9762，\u90a3\u4e48\u8bbf\u95ee \/users\/me \u65f6，me \u4f1a\u88ab\u5f53\u6210 user_id \u7684\u503c，\u7136\u540e\u56e0\u4e3a\u7c7b\u578b\u662f int \u800c\u8f6c\u6362\u5931\u8d25\u3002<\/p>\n
\u6b63\u786e\u505a\u6cd5：\u628a\u56fa\u5b9a\u8def\u7531 \/users\/me \u5199\u5728\u52a8\u6001\u8def\u7531 \/users\/{user_id} \u524d\u9762\u3002<\/p>\n
@app.get("\/users\/me")
\ndef read_current_user():
\n return {"user_id": "the current user"}<\/p>\n
@app.get("\/users\/{user_id}")
\ndef read_user(user_id: int):
\n return {"user_id": user_id}<\/p>\n
\u8fd9\u6837 me \u4f1a\u88ab\u56fa\u5b9a\u8def\u7531\u6355\u83b7，\u5176\u4ed6\u6570\u5b57\u624d\u4f1a\u8d70\u52a8\u6001\u8def\u7531\u3002\u8fd9\u4e2a\u5751\u6211\u89c9\u5f97\u65b0\u624b\u5f88\u5bb9\u6613\u8e29，\u6240\u4ee5\u4e13\u95e8\u63d0\u4e00\u4e0b\u3002<\/p>\n
\u6709\u65f6\u5019\u4f60\u5e0c\u671b\u8def\u5f84\u53c2\u6570\u53ea\u80fd\u662f\u51e0\u4e2a\u56fa\u5b9a\u503c，\u6bd4\u5982\u6a21\u578b\u540d\u79f0\u3002\u53ef\u4ee5\u7528 Python \u7684 Enum \u6765\u5b9a\u4e49\u3002<\/p>\n
from enum import Enum<\/p>\n
class ModelName(str, Enum):
\n alexnet = "alexnet"
\n resnet = "resnet"
\n lenet = "lenet"<\/p>\n
@app.get("\/models\/{model_name}")
\ndef get_model(model_name: ModelName):
\n if model_name is ModelName.alexnet:
\n return {"model_name": model_name, "message": "Deep Learning FTW!"}
\n if model_name.value == "lenet":
\n return {"model_name": model_name, "message": "LeCNN all the images"}
\n return {"model_name": model_name, "message": "Have some residuals"}<\/p>\n
\u8fd9\u6837\u7528\u6237\u53ea\u80fd\u4f20 alexnet\u3001resnet\u3001lenet，\u4f20\u522b\u7684\u4f1a\u8fd4\u56de 422\u3002\u6211\u7528\u8fd9\u4e2a\u7279\u6027\u505a\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u6a21\u578b\u9009\u62e9\u63a5\u53e3，\u611f\u89c9\u5f88\u5b9e\u7528\u3002<\/p>\n
\u5982\u679c\u4f60\u7684\u8def\u5f84\u53c2\u6570\u672c\u8eab\u8981\u5305\u542b \/，\u6bd4\u5982\u6587\u4ef6\u8def\u5f84，\u53ef\u4ee5\u7528 :path \u8f6c\u6362\u5668\u3002<\/p>\n
@app.get("\/files\/{file_path:path}")
\ndef read_file(file_path: str):
\n return {"file_path": file_path}<\/p>\n
\u8bbf\u95ee \/files\/images\/photo.jpg，file_path \u5c31\u4f1a\u662f images\/photo.jpg\u3002\u8fd9\u4e2a\u9002\u5408\u505a\u6587\u4ef6\u4e0b\u8f7d\u6216\u8005\u8bfb\u53d6\u76ee\u5f55\u7ed3\u6784\u3002<\/p>\n
\u4e0d\u8fc7\u8981\u6ce8\u610f，\u8fd9\u79cd"\u8d2a\u5a6a"\u7684\u53c2\u6570\u6700\u597d\u653e\u5728\u8def\u7531\u672b\u5c3e，\u4e0d\u7136\u4f1a\u628a\u540e\u9762\u7684\u8def\u7531\u90fd\u5403\u6389\u3002<\/p>\n
\u5efa\u8bae\u4f60\u81ea\u5df1\u8bd5\u7740\u52a0\u4e00\u4e2a\u8def\u7531：<\/p>\n
@app.get("\/greet\/{name}")
\ndef greet(name: str):
\n return {"message": f"Hello, {name}!"}<\/p>\n
\u7136\u540e\u8bbf\u95ee http:\/\/127.0.0.1:8000\/greet\/FastAPI，\u4f1a\u8fd4\u56de：<\/p>\n
{
\n "message": "Hello, FastAPI!"
\n}<\/p>\n
\u518d\u53bb \/docs \u9875\u9762\u91cc\u73a9\u4e00\u73a9，\u8f93\u5165\u4e0d\u540c\u7684\u540d\u5b57，\u770b\u770b\u54cd\u5e94\u53d8\u5316\u3002\u8fd9\u6837\u4f60\u5c31\u80fd\u611f\u53d7\u5230\u81ea\u52a8\u6587\u6863\u7684\u597d\u5904\u4e86\u3002<\/p>\n
FastAPI \u7ed9\u6211\u7684\u611f\u89c9\u5c31\u662f：\u4f60\u5199\u4ee3\u7801\u7684\u65f6\u5019\u628a\u7c7b\u578b\u5199\u6e05\u695a，\u5b83\u5c31\u80fd\u5e2e\u4f60\u505a\u5f88\u591a\u4e8b\u3002\u8def\u5f84\u53c2\u6570\u3001\u67e5\u8be2\u53c2\u6570\u3001\u8bf7\u6c42\u4f53\u8fd9\u4e9b，\u90fd\u53ef\u4ee5\u901a\u8fc7\u7c7b\u578b\u63d0\u793a\u81ea\u52a8\u6821\u9a8c\u548c\u8f6c\u6362，\u800c\u4e14\u6587\u6863\u662f\u81ea\u52a8\u751f\u6210\u7684，\u7701\u4e86\u4e0d\u5c11\u4e8b\u3002<\/p>\n
\u6211\u76ee\u524d\u53ea\u5b66\u4e86\u8def\u7531\u548c\u8def\u5f84\u53c2\u6570，\u540e\u9762\u8fd8\u8981\u5b66\u67e5\u8be2\u53c2\u6570\u3001\u8bf7\u6c42\u4f53\u3001Pydantic \u6a21\u578b\u8fd9\u4e9b\u3002\u7b49\u5b66\u5b8c\u4e86\u518d\u7ee7\u7eed\u5206\u4eab\u3002<\/p>\n
\u5982\u679c\u4f60\u4e5f\u5728\u5b66 FastAPI，\u6b22\u8fce\u4e00\u8d77\u4ea4\u6d41，\u6216\u8005\u76f4\u63a5\u53bb\u770b\u5b98\u65b9\u6587\u6863，\u5199\u5f97\u633a\u6e05\u695a\u7684\u3002<\/p>\n
from fastapi import FastAPI
\nfrom enum import Enum<\/p>\n
app = FastAPI()<\/p>\n
class ModelName(str, Enum):
\n alexnet = "alexnet"
\n resnet = "resnet"
\n lenet = "lenet"<\/p>\n
@app.get("\/")
\ndef read_root():
\n return {"message": "Hello, FastAPI!"}<\/p>\n
@app.get("\/items\/{item_id}")
\ndef read_item(item_id: int):
\n return {"item_id": item_id, "type": str(type(item_id).__name__)}<\/p>\n
@app.get("\/users\/me")
\ndef read_current_user():
\n return {"user_id": "the current user"}<\/p>\n
@app.get("\/users\/{user_id}")
\ndef read_user(user_id: int):
\n return {"user_id": user_id}<\/p>\n
@app.get("\/models\/{model_name}")
\ndef get_model(model_name: ModelName):
\n if model_name is ModelName.alexnet:
\n return {"model_name": model_name, "message": "Deep Learning FTW!"}
\n if model_name.value == "lenet":
\n return {"model_name": model_name, "message": "LeCNN all the images"}
\n return {"model_name": model_name, "message": "Have some residuals"}<\/p>\n
@app.get("\/files\/{file_path:path}")
\ndef read_file(file_path: str):
\n return {"file_path": file_path}<\/p>\n
\u8fd0\u884c：<\/p>\n
uvicorn main:app –reload<\/p>\n
\u7136\u540e\u6253\u5f00 http:\/\/127.0.0.1:8000\/docs \u73a9\u8d77\u6765\u5427<\/p>\n","protected":false},"excerpt":{"rendered":"
\u6700\u8fd1\u5728\u5b66 FastAPI，\u611f\u89c9\u8fd9\u4e2a\u4e1c\u897f\u771f\u7684\u633a\u6709\u610f\u601d\u7684\u3002\u4e4b\u524d\u6211\u7528\u8fc7 Flask，\u5199\u63a5\u53e3\u662f\u633a\u7b80\u5355，\u4f46\u6bcf\u6b21\u90fd\u8981\u81ea\u5df1\u641e\u6570\u636e\u6821\u9a8c\u3001\u5199\u6587\u6863，\u9ebb\u70e6\u5f97\u5f88\u3002\u540e\u6765\u542c\u670b\u53cb\u63a8\u8350 FastAPI，\u8bf4\u5b83\\”\u5feb\u3001\u81ea\u52a8\u751f\u6210\u6587\u6863\u3001\u7c7b\u578b\u63d0\u793a\u5f88\u723d\\”，\u6211\u5c31\u8bd5\u7740\u5b66\u4e86\u4e00\u4e0b\u3002\u8fd9\u7bc7\u6587\u7ae0\u7b97\u662f\u6211\u81ea\u5df1\u7684\u5b66\u4e60\u7b14\u8bb0\u5427，\u5c3d\u91cf\u7528\u5927\u767d\u8bdd\u628a\u6211\u8e29\u8fc7\u7684\u5751\u548c\u641e\u61c2\u7684\u4e1c\u897f\u5206\u4eab\u51fa\u6765\u3002\u4e00\u3001FastAPI \u662f\u4e2a\u5565？\u7b80\u5355\u8bf4，FastAP<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[10336,666],"topic":[],"class_list":["post-94698","post","type-post","status-publish","format-standard","hentry","category-server","tag-10336","tag-microsoft"],"yoast_head":"\n