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Browse files- main.py +26 -0
- requirements.txt +34 -0
main.py
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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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app = FastAPI()
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# Initialize the sentiment analysis pipeline
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sentiment_pipeline = pipeline("sentiment-analysis")
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class SentimentRequest(BaseModel):
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text: str
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class SentimentResponse(BaseModel):
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label: str
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score: float
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@app.post("/sentiment", response_model=SentimentResponse)
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async def analyze_sentiment(request: SentimentRequest):
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text = request.text
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results = sentiment_pipeline(text)
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best_result = max(results, key=lambda x: x["score"])
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return SentimentResponse(label=best_result["label"], score=best_result["score"])
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if __name__ == "__main__":
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import uvicorn
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uvicorn.run(app, host="0.0.0.0", port=8000)
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requirements.txt
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annotated-types==0.5.0
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anyio==3.7.1
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certifi==2023.7.22
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charset-normalizer==3.2.0
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click==8.1.7
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colorama==0.4.6
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fastapi==0.103.1
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filelock==3.12.4
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fsspec==2023.9.2
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h11==0.14.0
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huggingface-hub==0.17.3
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idna==3.4
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Jinja2==3.1.2
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MarkupSafe==2.1.3
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mpmath==1.3.0
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networkx==3.1
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numpy==1.26.0
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packaging==23.1
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pydantic==2.4.1
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pydantic_core==2.10.1
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PyYAML==6.0.1
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regex==2023.8.8
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requests==2.31.0
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safetensors==0.3.3
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sniffio==1.3.0
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starlette==0.27.0
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sympy==1.12
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tokenizers==0.13.3
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torch==2.0.1
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tqdm==4.66.1
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transformers==4.33.2
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typing_extensions==4.8.0
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urllib3==2.0.5
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uvicorn==0.23.2
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