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Update app.py
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app.py
CHANGED
@@ -12,36 +12,47 @@ 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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# Model Testing
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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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#2 column layout
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col1, col2 = st.columns(2)
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with col1:
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# File selection
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uploaded_files = st.file_uploader("Upload document(s) [/image(s)]:", type=["docx", "pdf", "pptx", "jpg", "jpeg", "png"], accept_multiple_files=True)
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selected_file = st.selectbox("Select a document (/an image):", uploaded_files, format_func=lambda file: file.name if file else "None")
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# Display selected file
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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 = Image.open(selected_file).convert("RGB")
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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 Testing
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with col2:
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## Question (/Prompt)
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# question = "Question answering. How many unsafe practice of Lifting Operation?"
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default_question = "Is this a Lifting Operation scene?"
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task_type = st.selectbox("Question Type:", ("Question Answering", "Classification"))
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question_text = st.text_input("Prompt:", placeholder=default_question)
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if question_text is not None:
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question = task_type + ". " + question_text
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else
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question = task_type + ". " + default_question
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## Test button
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testButton = st.button("Test Model")
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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(images=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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