Update app.py
Browse files
app.py
CHANGED
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@@ -1,8 +1,8 @@
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import streamlit as st
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import torch
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import os
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import time
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from threading import Thread
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from transformers import AutoTokenizer, AutoModelForCausalLM, TextIteratorStreamer
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from langchain_community.document_loaders import PyPDFLoader, TextLoader
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@@ -34,7 +34,7 @@ if "messages" not in st.session_state or clear_chat:
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# --- Load Model + Tokenizer ---
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@st.cache_resource
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def load_model():
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model_id = "
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tokenizer = AutoTokenizer.from_pretrained(model_id, token=HF_TOKEN)
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model = AutoModelForCausalLM.from_pretrained(model_id, torch_dtype=torch.float16, device_map="auto", token=HF_TOKEN)
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return tokenizer, model
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@@ -45,10 +45,15 @@ tokenizer, model = load_model()
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def process_documents(files):
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documents = []
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for file in files:
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if file.name.endswith(".pdf")
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else:
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loader = TextLoader(
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docs = loader.load()
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documents.extend(docs)
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return documents
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import streamlit as st
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import torch
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import os
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import time
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import tempfile
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from threading import Thread
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from transformers import AutoTokenizer, AutoModelForCausalLM, TextIteratorStreamer
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from langchain_community.document_loaders import PyPDFLoader, TextLoader
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# --- Load Model + Tokenizer ---
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@st.cache_resource
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def load_model():
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model_id = "tiiuae/falcon-7b-instruct"
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tokenizer = AutoTokenizer.from_pretrained(model_id, token=HF_TOKEN)
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model = AutoModelForCausalLM.from_pretrained(model_id, torch_dtype=torch.float16, device_map="auto", token=HF_TOKEN)
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return tokenizer, model
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def process_documents(files):
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documents = []
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for file in files:
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suffix = ".pdf" if file.name.endswith(".pdf") else ".txt"
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with tempfile.NamedTemporaryFile(delete=False, suffix=suffix) as tmp_file:
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tmp_file.write(file.read())
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tmp_file_path = tmp_file.name
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if suffix == ".pdf":
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loader = PyPDFLoader(tmp_file_path)
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else:
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loader = TextLoader(tmp_file_path)
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docs = loader.load()
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documents.extend(docs)
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return documents
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