|
@@ -1,9 +1,18 @@
|
|
|
-from fastapi import FastAPI, Request, Depends, HTTPException, status, UploadFile, File
|
|
|
+from fastapi import (
|
|
|
+ FastAPI,
|
|
|
+ Request,
|
|
|
+ Depends,
|
|
|
+ HTTPException,
|
|
|
+ status,
|
|
|
+ UploadFile,
|
|
|
+ File,
|
|
|
+ Form,
|
|
|
+)
|
|
|
from fastapi.middleware.cors import CORSMiddleware
|
|
|
|
|
|
from chromadb.utils import embedding_functions
|
|
|
|
|
|
-from langchain.document_loaders import WebBaseLoader, TextLoader
|
|
|
+from langchain.document_loaders import WebBaseLoader, TextLoader, PyPDFLoader
|
|
|
from langchain.text_splitter import RecursiveCharacterTextSplitter
|
|
|
from langchain_community.vectorstores import Chroma
|
|
|
from langchain.chains import RetrievalQA
|
|
@@ -34,11 +43,14 @@ app.add_middleware(
|
|
|
)
|
|
|
|
|
|
|
|
|
-class StoreWebForm(BaseModel):
|
|
|
- url: str
|
|
|
+class CollectionNameForm(BaseModel):
|
|
|
collection_name: Optional[str] = "test"
|
|
|
|
|
|
|
|
|
+class StoreWebForm(CollectionNameForm):
|
|
|
+ url: str
|
|
|
+
|
|
|
+
|
|
|
def store_data_in_vector_db(data, collection_name):
|
|
|
text_splitter = RecursiveCharacterTextSplitter(
|
|
|
chunk_size=CHUNK_SIZE, chunk_overlap=CHUNK_OVERLAP
|
|
@@ -89,20 +101,34 @@ def store_web(form_data: StoreWebForm):
|
|
|
|
|
|
|
|
|
@app.post("/doc")
|
|
|
-def store_doc(file: UploadFile = File(...)):
|
|
|
+def store_doc(collection_name: str = Form(...), file: UploadFile = File(...)):
|
|
|
# "https://www.gutenberg.org/files/1727/1727-h/1727-h.htm"
|
|
|
|
|
|
+ file.filename = f"{uuid.uuid4()}-{file.filename}"
|
|
|
+ print(dir(file))
|
|
|
+ print(file.content_type)
|
|
|
+
|
|
|
+ if file.content_type not in ["application/pdf", "text/plain"]:
|
|
|
+ raise HTTPException(
|
|
|
+ status_code=status.HTTP_400_BAD_REQUEST,
|
|
|
+ detail=ERROR_MESSAGES.FILE_NOT_SUPPORTED,
|
|
|
+ )
|
|
|
+
|
|
|
try:
|
|
|
- print(file)
|
|
|
- file.filename = f"{uuid.uuid4()}-{file.filename}"
|
|
|
+ filename = file.filename
|
|
|
+ file_path = f"./data/{filename}"
|
|
|
contents = file.file.read()
|
|
|
- with open(f"./data/{file.filename}", "wb") as f:
|
|
|
+ with open(file_path, "wb") as f:
|
|
|
f.write(contents)
|
|
|
f.close()
|
|
|
|
|
|
- # loader = WebBaseLoader(form_data.url)
|
|
|
- # data = loader.load()
|
|
|
- # store_data_in_vector_db(data, form_data.collection_name)
|
|
|
+ if file.content_type == "application/pdf":
|
|
|
+ loader = PyPDFLoader(file_path)
|
|
|
+ elif file.content_type == "text/plain":
|
|
|
+ loader = TextLoader(file_path)
|
|
|
+
|
|
|
+ data = loader.load()
|
|
|
+ store_data_in_vector_db(data, collection_name)
|
|
|
return {"status": True}
|
|
|
except Exception as e:
|
|
|
print(e)
|