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Update app.py
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app.py
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@@ -2,6 +2,7 @@ import streamlit as st
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import torch
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from PIL import Image
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import gc
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import os
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from transformers import Qwen2VLForConditionalGeneration, AutoProcessor
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from qwen_vl_utils import process_vision_info
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@@ -42,9 +43,14 @@ if image:
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st.write("Extracting text from image...")
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byaldi_model = load_byaldi_model()
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# Create a temporary index for the uploaded image
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with st.spinner("Processing image..."):
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byaldi_model.index(
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# Perform a dummy search to get the OCR results
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ocr_results = byaldi_model.search("Extract all text from the image", k=1)
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@@ -62,6 +68,9 @@ if image:
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del byaldi_model
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clear_memory()
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# Text input field for question
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question = st.text_input("Ask a question about the image and extracted text")
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import torch
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from PIL import Image
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import gc
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import tempfile
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import os
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from transformers import Qwen2VLForConditionalGeneration, AutoProcessor
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from qwen_vl_utils import process_vision_info
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st.write("Extracting text from image...")
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byaldi_model = load_byaldi_model()
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# Save the image to a temporary file
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with tempfile.NamedTemporaryFile(delete=False, suffix=".jpg") as temp_file:
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img.save(temp_file, format="JPEG")
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temp_file_path = temp_file.name
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# Create a temporary index for the uploaded image
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with st.spinner("Processing image..."):
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byaldi_model.index(temp_file_path, index_name="temp_index", overwrite=True)
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# Perform a dummy search to get the OCR results
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ocr_results = byaldi_model.search("Extract all text from the image", k=1)
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del byaldi_model
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clear_memory()
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# Remove the temporary file
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os.unlink(temp_file_path)
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# Text input field for question
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question = st.text_input("Ask a question about the image and extracted text")
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