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Update app.py
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app.py
CHANGED
@@ -8,8 +8,6 @@ device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
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processor = AutoProcessor.from_pretrained("microsoft/udop-large", apply_ocr=True)
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model = UdopForConditionalGeneration.from_pretrained("microsoft/udop-large")
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question = "Question answering. How many unsafe practice of Lifting Operation"
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st.title("CIC Demo (by ITT)")
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st.write("Upload and Select a document (/an image) to test the model.")
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@@ -21,17 +19,25 @@ selected_file = st.selectbox("Select a document (/an image):", uploaded_files, f
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if selected_file is not None and selected_file != "None":
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file_extension = selected_file.name.split(".")[-1]
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if file_extension in ["jpg", "jpeg", "png"]:
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st.image(selected_file, caption="Selected Image")
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else:
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st.write("Selected file: ", selected_file.name)
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# Model
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testButton = st.button("Test Model")
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if testButton and selected_file != "None":
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st.write("Testing the model with the selected image...")
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encoding = processor(image, question, words, boxes=boxes, return_tensors="pt")
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elif testButton and selected_file == "None":
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st.write("Please upload and select a document (/an image).")
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processor = AutoProcessor.from_pretrained("microsoft/udop-large", apply_ocr=True)
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model = UdopForConditionalGeneration.from_pretrained("microsoft/udop-large")
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st.title("CIC Demo (by ITT)")
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st.write("Upload and Select a document (/an image) to test the model.")
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if selected_file is not None and selected_file != "None":
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file_extension = selected_file.name.split(".")[-1]
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if file_extension in ["jpg", "jpeg", "png"]:
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image = st.image(selected_file, caption="Selected Image")
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else:
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st.write("Selected file: ", selected_file.name)
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# Model Testing
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## Test button
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testButton = st.button("Test Model")
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## Question (/Prompt)
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question = "Question answering. How many unsafe practice of Lifting Operation?"
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## Perform Model Testing when Image is uploaded and selected as well as Test button is pressed
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if testButton and selected_file != "None":
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st.write("Testing the model with the selected image...")
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# encoding = processor(image, question, words, boxes=boxes, return_tensors="pt")
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model_encoding = processor(iamges=image, text=question, return_tensors="pt")
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model_output = model.generate(**model_encoding)
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output_text = processor.batch_decode(model_output, skip_special_tokens=True)[0]
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st.write(output_text)
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elif testButton and selected_file == "None":
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st.write("Please upload and select a document (/an image).")
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