added API-Endpoints for files

README.md

@@ -21,3 +21,10 @@ podman-compose -f docker-compose.yaml up
 
 ### RAG-Backend
 * API-Docs http://localhost:8000/docs
+
+
+## Development
+
+```
+nodemon --ext '*' --exec "podman stop rag-chat-backend; podman rm rag-chat-backend; podman-compose -f docker-compose.yaml up --build"
+```

docker-compose.yaml

@@ -48,7 +48,7 @@ services:
     build: 
       context: ./rag-chat-backend
       dockerfile: Dockerfile
-    image: rag-chat-backend:0.1
+    image: rag-chat-backend
     ports:
       - "8000:8000"
     environment:

rag-chat-backend/requirements.txt

@@ -2,6 +2,7 @@ uvicorn==0.22.0
 fastapi==0.109.1
 
 minio==7.1.17
+boto3==1.26.145
 
 opensearch-py==2.3.2
 opensearch-logger==1.3.0
@@ -9,3 +10,4 @@ opensearch-logger==1.3.0
 python-dotenv==1.0.0
 python-multipart==0.0.7
 PyPDF2==3.0.1
+langchain==0.1.11

rag-chat-backend/src/app.py

@@ -7,9 +7,13 @@ from fastapi import FastAPI
 from fastapi.middleware.cors import CORSMiddleware
 from dotenv import load_dotenv
 
+from endpoints import files
+
 from core.config import settings
 
+# load env and disable several warning
 load_dotenv()
+
 app = FastAPI()
 
 app.add_middleware(
@@ -20,6 +24,9 @@ app.add_middleware(
     allow_headers=["*"],
 )
 
+app.include_router(files.router, prefix=settings.API_V1_STR)  # , tags=["files"]
+
+
 print('OPENSEARCH_USE_SSL')
 print(os.getenv('OPENSEARCH_USE_SSL'))
 print('settings.API_V1_STR')

rag-chat-backend/src/core/config.py

@@ -1,7 +1,14 @@
 # config.py
 
+import os
+
+
 class Settings:
     API_V1_STR: str = "/api"
 
+    # OS_INTERFACE: str = ""
+    BUCKET: str = os.getenv("BUCKET_NAME")
+    BUCKET_FILE_PATH: str = os.getenv("BUCKET_FILE_PATH")
+
 
 settings = Settings()

rag-chat-backend/src/endpoints/files.py

@@ -0,0 +1,183 @@
+"""API-Endpoints to interaction with the pdfs."""
+
+import os
+import sys
+
+from typing import List
+from io import BytesIO
+import boto3
+
+from fastapi import APIRouter, File, UploadFile, Form, HTTPException
+from fastapi.responses import StreamingResponse
+
+from core.config import settings
+
+
+import logging
+import datetime as dt
+from datetime import datetime
+import traceback
+
+
+# Setup Logging
+logging.basicConfig(
+    level=logging.DEBUG,
+    # level=logging.INFO,
+    format="Start: " + str(dt.datetime.now()).replace(" ", "_") + " | %(asctime)s [%(levelname)s] %(message)s",
+    handlers=[
+        logging.FileHandler("/<path>-_" + str(datetime.today().strftime('%Y-%m-%d')) + "_-_debug.log"),
+        logging.StreamHandler(sys.stdout)
+    ]
+)
+
+
+router = APIRouter()
+
+# Create MinIO client
+minio_client = boto3.client(
+    "s3",
+    endpoint_url=os.getenv("S3_ENDPOINT"),
+    aws_access_key_id=os.getenv("S3_ACCESS_KEY"),
+    aws_secret_access_key=os.getenv("S3_SECRET_KEY"),
+    use_ssl=False,
+)
+
+
+@router.get("/list-all-buckets", tags=["Object Storage"])
+def list_buckets():
+    """Lists object storage buckets.
+
+    Returns:
+        list: Returns the list of buckets
+
+    Example Response:
+        {
+            "response": [
+                "rag-bucket"
+            ]
+        }
+    """
+
+    logging.info("Listing all available buckets")
+
+    response = minio_client.list_buckets()
+    buckets = [bucket["Name"] for bucket in response["Buckets"]]
+    if settings.BUCKET not in buckets:
+        # Create the bucket
+        minio_client.create_bucket(Bucket=settings.BUCKET)
+    else:
+        logging.info("Bucket '%s' already exists", settings.BUCKET)
+
+    return {"response": buckets}
+
+
+@router.get("/list-all-pdfs", tags=["pdf"])
+def list_pdf_files():
+    """Lists all document names from the object storage.
+
+    Returns:
+        list: Returns the list of pdf document names
+    """
+
+    logging.info("Listing all available files in object storage")
+
+    # Get all entries from MinIO bucket
+    try:
+        response = minio_client.list_objects_v2(Bucket=settings.BUCKET)
+
+    except minio_client.exceptions.NoSuchBucket as error:
+        logging.warning("No such MinIO bucket: '%s'", settings.BUCKET)
+        raise HTTPException(status_code=404, detail="Bucket not found") from error
+
+    # Check if empty
+    if "Contents" not in response.keys():
+        logging.info("Bucket is empty")
+        return {"message": "success", "count": 0, "objects": []}
+
+    files_in_directory = response["Contents"]
+
+    object_names = [entry["Key"] for entry in files_in_directory]
+    logging.info("Number of objects in MinIO: %s", len(object_names))
+    return {"message": "success", "count": len(object_names), "objects": object_names}
+
+
+@router.get("/get-pdf", tags=["pdf"])
+def get_pdf(file_path: str):
+    """Retrieve and return a PDF based on the file path.
+
+    Args:
+        file_path (str): Path to the PDF file.
+
+    Returns:
+        StreamingResponse: Response containing the PDF file.
+    """
+
+    try:
+        buffer = BytesIO()
+        minio_client.download_fileobj(settings.BUCKET, file_path, buffer)
+        buffer.seek(0)
+        pdf_bytes = buffer.read()
+        logging.info("PDF read successful")
+
+        # Create a streaming response with the PDF bytes
+        return StreamingResponse(BytesIO(pdf_bytes), media_type="application/pdf")
+
+    except Exception as e:
+        logging.error("Retrieving PDF failed with error: %s", e)
+        logging.error("Stacktrace: " + str(traceback.format_exc()))
+        raise HTTPException("Retrieving PDF failed") from e
+
+
+@router.post("/upload-pdf-list", tags=["pdf"], status_code=201)
+def upload_pdf_list(tag: str = Form(...), pdf_files: List[UploadFile] = File(...)):
+    """Upload multiple pdf documents, unify them, and add to storage.
+
+    Args:
+        unified_pdf_name (str): Initialize pdf name for unified pdf
+        pdf_files (List[UploadFile]): List of uploaded pdf files.
+        tag (str): Industry tag given by user
+
+    Returns:
+        response (dict): A successful response.
+    """
+
+    upload_responses = []
+    logging.info("Number of files to be processed: %s", len(pdf_files))
+
+    # read pdf files and upload it, then process it. Finally, delete it.
+    for pdf_file in pdf_files:
+        logging.info("Processing file: %s", pdf_file.filename)
+        pdf_file_name = pdf_file.filename
+        # pdf_file_path = f"{settings.BUCKET_FILE_PATH}/{pdf_file.filename}"
+        pdf_contents = pdf_file.file.read()
+
+        # process pdf
+        # docs, pages_list = pdf.read_pdf(pdf_bytes=pdf_contents)
+        try:
+            object_name = f"{settings.BUCKET_FILE_PATH}/{pdf_file_name}"
+            put_response = minio_client.put_object(
+                Bucket=settings.BUCKET, Key=object_name, Body=pdf_contents
+            )
+            logging.info("Upload to object store successful")
+            logging.debug(put_response)
+
+            # return put_response
+
+            if isinstance(put_response, dict):
+                upload_responses.append("success")
+                logging.info("File upload successful")
+            else:
+                upload_responses.append("failure")
+
+        except Exception as e:
+            logging.error("PDF upload failed with error: %s ", e)
+            logging.error("Stacktrace: " + str(traceback.format_exc()))
+            raise HTTPException("PDF upload failed") from e
+
+    if "failure" in upload_responses:
+        logging.error(
+            "Error while uploading. At least one document was not processed correctly"
+        )
+        raise HTTPException(status_code=400, detail="Error while uploading documents")
+
+    return {"message": "success"}