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Browse files- Dockerfile +7 -0
- main.py +38 -0
- requirements.txt +0 -0
Dockerfile
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FROM python:3.9
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COPY . .
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RUN pip install --upgrade -r requirements.txt
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CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "7860"]
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main.py
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import logging
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from fastapi import FastAPI
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from pydantic import BaseModel
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from transformers import pipeline
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logging.basicConfig(
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format='%(asctime)s.%(msecs)03d %(levelname)-8s %(message)s',
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level=logging.DEBUG,
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datefmt='%Y-%m-%d %H:%M:%S'
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)
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classifier = pipeline("zero-shot-classification", model="models/classificator", use_fast=True)
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app = FastAPI()
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class RequestData(BaseModel):
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multiLabel: bool
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sequence: str
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labels: list[str]
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class ResponseData(BaseModel):
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sequence: str
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labels: list[str]
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scores: list[float]
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@app.post("/classify", response_model=ResponseData, tags=["Classificator"])
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async def classify_text(data: RequestData):
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result = classifier(data.sequence, data.labels, multi_label=data.multiLabel)
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logging.info(result)
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return result
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@app.get("/ping", tags=["TEST"])
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def ping():
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return "pong"
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requirements.txt
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Binary file (2.55 kB). View file
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