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feat: pdf data load

Timothy J. Baek 1 năm trước cách đây
mục cha
commit
cd86c36953
3 tập tin đã thay đổi với 40 bổ sung11 xóa
  1. 37 11
      backend/apps/rag/main.py
  2. 2 0
      backend/constants.py
  3. 1 0
      backend/requirements.txt

+ 37 - 11
backend/apps/rag/main.py

@@ -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)

+ 2 - 0
backend/constants.py

@@ -33,6 +33,8 @@ class ERROR_MESSAGES(str, Enum):
     )
 
     FILE_NOT_SENT = "FILE_NOT_SENT"
+    FILE_NOT_SUPPORTED = "Oops! It seems like the file format you're trying to upload is not supported. Please upload a file with a supported format (e.g., JPG, PNG, PDF, TXT) and try again."
+
     NOT_FOUND = "We could not find what you're looking for :/"
     USER_NOT_FOUND = "We could not find what you're looking for :/"
     API_KEY_NOT_FOUND = "Oops! It looks like there's a hiccup. The API key is missing. Please make sure to provide a valid API key to access this feature."

+ 1 - 0
backend/requirements.txt

@@ -20,6 +20,7 @@ bcrypt
 langchain
 chromadb
 sentence_transformers
+pypdf
 
 PyJWT
 pyjwt[crypto]