Delete upload_pdf.py

upload_pdf.py

@@ -1,26 +0,0 @@
-import os
-from fastapi import FastAPI, File, UploadFile
-from langchain_community.document_loaders import PyMuPDFLoader
-from langchain.text_splitter import RecursiveCharacterTextSplitter
-from langchain_community.embeddings import HuggingFaceEmbeddings
-from langchain_community.vectorstores import Chroma
-
-app = FastAPI()
-
-@app.post("/upload")
-async def upload_pdf(file: UploadFile = File(...)):
-    file_location = f"uploads/{file.filename}"
-    with open(file_location, "wb") as f:
-        f.write(await file.read())
-
-    loader = PyMuPDFLoader(file_location)
-    docs = loader.load()
-
-    splitter = RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=200)
-    chunks = splitter.split_documents(docs)
-
-    embedding = HuggingFaceEmbeddings(model_name="all-MiniLM-L6-v2")
-    vectordb = Chroma.from_documents(chunks, embedding, persist_directory="chroma_db")
-    vectordb.persist()
-
-    return {"message": f"✅ {file.filename} uploaded and processed into vector DB."}