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72762da
1
Parent(s):
b8f7893
Adds url function
Browse files- helper_functions.py +43 -12
helper_functions.py
CHANGED
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@@ -1,22 +1,17 @@
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from langchain_community.document_loaders import
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from langchain_community.vectorstores import Qdrant
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import os
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def process_file(
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if isinstance(file_or_url, str) and file_or_url.startswith(('http://', 'https://')):
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# Handle URL
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loader = WebBaseLoader(file_or_url)
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docs = loader.load()
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documents.extend(docs)
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# save the file temporarily
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temp_file = "./"+
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with open(temp_file, "wb") as file:
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file.write(
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file_name = file_or_url.name
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documents = []
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if
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loader =
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docs = loader.load()
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documents.extend(docs)
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else:
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@@ -25,6 +20,42 @@ def process_file(file_or_url):
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documents.extend(docs)
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return documents
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def add_to_qdrant(documents, embeddings, qdrant_client, collection_name):
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Qdrant.from_documents(
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from langchain_community.document_loaders import PyPDFLoader, TextLoader, UnstructuredURLLoader
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from langchain_community.vectorstores import Qdrant
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import os
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import requests
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def process_file(file):
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# save the file temporarily
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temp_file = "./"+file.path
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with open(temp_file, "wb") as file:
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file.write(file.content)
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documents = []
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if file.path.endswith(".pdf"):
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loader = PyPDFLoader(temp_file)
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docs = loader.load()
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documents.extend(docs)
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else:
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documents.extend(docs)
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return documents
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def load_documents_from_url(url):
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try:
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# Check if it's a PDF
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if url.endswith(".pdf"):
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try:
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loader = PyPDFLoader(url)
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return loader.load()
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except Exception as e:
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print(f"Error loading PDF from {url}: {e}")
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return None
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# Fetch the content and check for video pages
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try:
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response = requests.head(url, timeout=10) # Timeout for fetching headers
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content_type = response.headers.get('Content-Type', '')
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except Exception as e:
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print(f"Error fetching headers from {url}: {e}")
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return None
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# Ignore video content (flagged for now)
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if 'video' in content_type:
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return None
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if 'youtube' in url:
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return None
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# Otherwise, treat it as an HTML page
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try:
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loader = UnstructuredURLLoader([url])
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return loader.load()
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except Exception as e:
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print(f"Error loading HTML from {url}: {e}")
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return None
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except Exception as e:
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print(f"General error loading from {url}: {e}")
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return None
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def add_to_qdrant(documents, embeddings, qdrant_client, collection_name):
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Qdrant.from_documents(
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