website-RAG / app.py
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from fastapi import FastAPI, Request
from os import getenv
from langchain_huggingface import HuggingFaceEmbeddings
from fastapi.responses import HTMLResponse, FileResponse
from fastapi.staticfiles import StaticFiles
app = FastAPI()
MY_KEY = getenv("MY_KEY")
embeddings = HuggingFaceEmbeddings(model_name="jinaai/jina-embeddings-v2-small-en")
app.mount("/static", StaticFiles(directory="static", html=True), name="static")
@app.post("/receive-embeddings")
async def receive_embeddings(request: Request):
data = await request.json()
embeddings = data.get("embeddings")
# Process the embeddings as needed
return {"status": "OK"}
@app.get("/embeddings")
def get_embeddings(input: str):
result = embeddings.embed_query(input)
return {
"embeddings": result,
"test": "testtext"
}
@app.get("/", response_class=HTMLResponse)
def get_index():
return FileResponse(path="/app/static/index.html", media_type="text/html")