Ankur Goyal
commited on
Commit
•
d207d63
1
Parent(s):
87500f1
Rework layout
Browse files
app.py
CHANGED
@@ -92,6 +92,7 @@ def process_path(path):
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return (
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document,
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gr.update(visible=True, value=document.preview),
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gr.update(visible=False, value=None),
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)
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except Exception:
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@@ -99,6 +100,7 @@ def process_path(path):
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return (
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None,
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gr.update(visible=False, value=None),
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gr.update(visible=False, value=None),
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)
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@@ -110,6 +112,7 @@ def process_upload(file):
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return (
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None,
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gr.update(visible=False, value=None),
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gr.update(visible=False, value=None),
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)
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@@ -147,76 +150,146 @@ def process_question(question, document, model=list(CHECKPOINTS.keys())[0]):
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def load_example_document(img, question, model):
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-
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CSS = """
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#short-upload-box .w-full {
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min-height: 10rem !important;
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}
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}
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"""
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with gr.Blocks(css=CSS) as demo:
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gr.Markdown("# DocQuery: Query Documents w/ NLP")
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document = gr.Variable()
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example_question = gr.Textbox(visible=False)
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example_image = gr.Image(visible=False)
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gr.Markdown("## 1. Upload a file or select an example")
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with gr.Row(equal_height=True):
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with gr.Column():
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upload = gr.File(
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label="
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)
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url = gr.Textbox(label="... or a URL", interactive=True)
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gr.Examples(
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examples=examples,
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inputs=[example_image, example_question],
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)
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gr.Markdown("## 2. Ask a question")
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with gr.Row(equal_height=True):
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question = gr.Textbox(
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label="Question",
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placeholder="e.g. What is the invoice number?",
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lines=1,
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max_lines=1,
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elem_id="question",
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)
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model = gr.Radio(
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choices=list(CHECKPOINTS.keys()),
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value=list(CHECKPOINTS.keys())[0],
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label="Model",
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)
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-
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-
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-
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-
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-
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-
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clear_button.click(
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lambda _: (
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gr.update(visible=False, value=None),
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None,
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None,
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gr.update(visible=False, value=None),
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),
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inputs=clear_button,
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outputs=[image, document, question, output],
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)
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upload.change(fn=process_upload, inputs=[upload], outputs=[document, image, output])
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url.change(fn=process_path, inputs=[url], outputs=[document, image, output])
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question.submit(
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fn=process_question,
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@@ -237,17 +310,8 @@ with gr.Blocks(css=CSS) as demo:
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example_image.change(
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fn=load_example_document,
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inputs=[example_image, example_question, model],
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outputs=[document, question, image, output],
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)
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gr.Markdown("### More Info")
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gr.Markdown(
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"DocQuery uses LayoutLMv1 fine-tuned on DocVQA, a document visual question"
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" answering dataset, as well as SQuAD, which boosts its English-language comprehension."
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" To use it, simply upload an image or PDF, type a question, and click 'submit', or "
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" click one of the examples to load them."
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)
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gr.Markdown("[Github Repo](https://github.com/impira/docquery)")
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if __name__ == "__main__":
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demo.launch()
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return (
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document,
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gr.update(visible=True, value=document.preview),
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gr.update(visible=True),
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gr.update(visible=False, value=None),
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)
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except Exception:
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return (
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None,
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gr.update(visible=False, value=None),
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gr.update(visible=False),
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gr.update(visible=False, value=None),
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)
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return (
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None,
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gr.update(visible=False, value=None),
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gr.update(visible=False),
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gr.update(visible=False, value=None),
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)
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def load_example_document(img, question, model):
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if img is not None:
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print(f"LOADING EXAMPLE {question}")
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document = ImageDocument(Image.fromarray(img))
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preview, answer = process_question(question, document, model)
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return document, question, preview, gr.update(visible=True), answer
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else:
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return None, None, None, gr.update(visible=False), None
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CSS = """
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#question input {
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font-size: 16px;
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}
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#url-textbox {
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padding: 0 !important;
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}
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#short-upload-box .w-full {
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min-height: 10rem !important;
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}
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/* I think something like this can be used to re-shape
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* the table
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*/
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/*
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.gr-samples-table tr {
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display: inline;
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}
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.gr-samples-table .p-2 {
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width: 100px;
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}
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*/
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#select-a-file {
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width: 100%;
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}
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#file-clear {
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padding-top: 2px !important;
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padding-bottom: 2px !important;
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padding-left: 8px !important;
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padding-right: 8px !important;
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}
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.gradio-container.light .gr-button-primary {
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background: linear-gradient(180deg, #CDF9BE 0%, #AFF497 100%);
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border: 1px solid #B0DCCC;
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border-radius: 8px;
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color: #1B8700;
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}
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.gradio-container.dark button#submit-button {
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background: linear-gradient(180deg, #CDF9BE 0%, #AFF497 100%);
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border: 1px solid #B0DCCC;
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border-radius: 8px;
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color: #1B8700
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}
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"""
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with gr.Blocks(css=CSS) as demo:
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gr.Markdown("# DocQuery: Query Documents w/ NLP")
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gr.Markdown(
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"DocQuery uses LayoutLMv1 fine-tuned on DocVQA, a document visual question"
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+
" answering dataset, as well as SQuAD, which boosts its English-language comprehension."
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+
" To use it, simply upload an image or PDF, type a question, and click 'submit', or "
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" click one of the examples to load them."
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" [Github Repo](https://github.com/impira/docquery)"
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)
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+
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document = gr.Variable()
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example_question = gr.Textbox(visible=False)
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example_image = gr.Image(visible=False)
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with gr.Row(equal_height=True):
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with gr.Column():
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with gr.Row():
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gr.Markdown("## 1. Select a file", elem_id="select-a-file")
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img_clear_button = gr.Button(
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"Clear", variant="secondary", elem_id="file-clear", visible=False
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)
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image = gr.Gallery(visible=False)
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with gr.Row(equal_height=True):
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url = gr.Textbox(
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show_label=False,
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placeholder="URL",
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lines=1,
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max_lines=1,
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elem_id="url-textbox",
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)
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submit = gr.Button("Get")
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gr.Markdown("— or —")
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upload = gr.File(
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label=" - or -", interactive=True, elem_id="short-upload-box"
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)
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gr.Examples(
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examples=examples,
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inputs=[example_image, example_question],
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)
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with gr.Column() as col:
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gr.Markdown("## 2. Ask a question")
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question = gr.Textbox(
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label="Question",
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placeholder="e.g. What is the invoice number?",
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lines=1,
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max_lines=1,
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)
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model = gr.Radio(
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choices=list(CHECKPOINTS.keys()),
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value=list(CHECKPOINTS.keys())[0],
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label="Model",
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)
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with gr.Row():
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clear_button = gr.Button("Clear", variant="secondary")
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submit_button = gr.Button(
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"Submit", variant="primary", elem_id="submit-button"
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)
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with gr.Column():
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output = gr.JSON(label="Output", visible=False)
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img_clear_button.click(
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lambda _: (
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gr.update(visible=False, value=None),
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None,
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gr.update(visible=False, value=None),
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gr.update(visible=False),
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None,
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),
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inputs=img_clear_button,
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outputs=[image, document, output, img_clear_button, example_image],
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)
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clear_button.click(
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lambda _: (
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gr.update(visible=False, value=None),
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None,
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None,
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gr.update(visible=False, value=None),
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None,
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),
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inputs=clear_button,
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outputs=[image, document, question, output, example_image],
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)
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upload.change(fn=process_upload, inputs=[upload], outputs=[document, image, img_clear_button, output])
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url.change(fn=process_path, inputs=[url], outputs=[document, image, img_clear_button, output])
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question.submit(
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fn=process_question,
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example_image.change(
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fn=load_example_document,
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inputs=[example_image, example_question, model],
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outputs=[document, question, image, img_clear_button, output],
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)
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if __name__ == "__main__":
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demo.launch(debug=True, share=True)
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