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flask_demo.py
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flask_demo.py
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from flask import Flask, request, jsonify, abort
from pydantic import BaseModel, Field
from random import random
from enum import Enum
from flask_pydantic_spec import FlaskPydanticSpec, Response
app = Flask(__name__)
api = FlaskPydanticSpec("flask")
class Query(BaseModel):
text: str = "default query strings"
class Resp(BaseModel):
label: int
score: float = Field(
..., gt=0, lt=1,
)
class Data(BaseModel):
uid: str
limit: int = 5
vip: bool
class Config:
schema_extra = {"example": {"uid": "very_important_user", "limit": 10, "vip": True,}}
class Language(str, Enum):
en = "en-US"
zh = "zh-CN"
class Header(BaseModel):
Lang: Language
class Cookie(BaseModel):
key: str
@app.route("/api/predict/<string(length=2):source>/<string(length=2):target>", methods=["POST"])
@api.validate(query=Query, body=Data, resp=Response("HTTP_403", HTTP_200=Resp), tags=["model"])
def predict(source, target):
"""
predict demo
demo for `query`, `data`, `resp`, `x`
query with ``http POST ':8000/api/predict/zh/en?text=hello' uid=xxx limit=5 vip=false ``
"""
print(f"=> from {source} to {target}") # path
print(f"JSON: {request.context.json}") # Data
print(f"Query: {request.context.query}") # Query
if random() < 0.5:
abort(403)
return jsonify(label=int(10 * random()), score=random())
@app.route("/api/header", methods=["POST"])
@api.validate(headers=Header, cookies=Cookie, resp=Response("HTTP_203"), tags=["test", "demo"])
def with_code_header():
"""
demo for JSON with status code and header
query with ``http POST :8000/api/header Lang:zh-CN Cookie:key=hello``
"""
return jsonify(language=request.context.headers.Lang), 203, {"X": 233}
if __name__ == "__main__":
api.register(app)
app.run(port=8000)