Update app.py
Browse files
app.py
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@@ -1,5 +1,6 @@
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from fastapi import FastAPI, Request, Query
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from fastapi.templating import Jinja2Templates
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from sentence_transformers import SentenceTransformer
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import faiss
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import numpy as np
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@@ -10,15 +11,19 @@ index = faiss.IndexFlatL2(384) # 384 is the dimensionality of the MiniLM model
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templates = Jinja2Templates(directory=".")
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@app.get("/")
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def read_root(request: Request):
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return templates.TemplateResponse("index.html", {"request": request})
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@app.post("/embed")
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def
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index.add(np.array(
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return {"message": "
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@app.post("/search")
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def search_string(text: str, n: int = 5):
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from fastapi import FastAPI, Request, Query
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from fastapi.templating import Jinja2Templates
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from pydantic import BaseModel
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from sentence_transformers import SentenceTransformer
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import faiss
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import numpy as np
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templates = Jinja2Templates(directory=".")
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class EmbedRequest(BaseModel):
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texts: list[str]
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@app.get("/")
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def read_root(request: Request):
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return templates.TemplateResponse("index.html", {"request": request})
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@app.post("/embed")
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def embed_strings(request: EmbedRequest):
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embeddings = model.encode(request.texts)
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index.add(np.array(embeddings))
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return {"message": "Strings embedded and added to FAISS database"}
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@app.post("/search")
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def search_string(text: str, n: int = 5):
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