Spaces:
Build error
Build error
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):
|
|
92 |
return (
|
93 |
document,
|
94 |
gr.update(visible=True, value=document.preview),
|
|
|
95 |
gr.update(visible=False, value=None),
|
96 |
)
|
97 |
except Exception:
|
@@ -99,6 +100,7 @@ def process_path(path):
|
|
99 |
return (
|
100 |
None,
|
101 |
gr.update(visible=False, value=None),
|
|
|
102 |
gr.update(visible=False, value=None),
|
103 |
)
|
104 |
|
@@ -110,6 +112,7 @@ def process_upload(file):
|
|
110 |
return (
|
111 |
None,
|
112 |
gr.update(visible=False, value=None),
|
|
|
113 |
gr.update(visible=False, value=None),
|
114 |
)
|
115 |
|
@@ -147,76 +150,146 @@ def process_question(question, document, model=list(CHECKPOINTS.keys())[0]):
|
|
147 |
|
148 |
|
149 |
def load_example_document(img, question, model):
|
150 |
-
|
151 |
-
|
152 |
-
|
|
|
|
|
|
|
|
|
153 |
|
154 |
|
155 |
CSS = """
|
|
|
|
|
|
|
|
|
|
|
|
|
156 |
#short-upload-box .w-full {
|
157 |
min-height: 10rem !important;
|
158 |
}
|
159 |
-
|
160 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
161 |
}
|
162 |
"""
|
163 |
|
164 |
with gr.Blocks(css=CSS) as demo:
|
165 |
gr.Markdown("# DocQuery: Query Documents w/ NLP")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
166 |
document = gr.Variable()
|
167 |
example_question = gr.Textbox(visible=False)
|
168 |
example_image = gr.Image(visible=False)
|
169 |
|
170 |
-
gr.Markdown("## 1. Upload a file or select an example")
|
171 |
with gr.Row(equal_height=True):
|
172 |
with gr.Column():
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
173 |
upload = gr.File(
|
174 |
-
label="
|
|
|
|
|
|
|
|
|
175 |
)
|
176 |
-
url = gr.Textbox(label="... or a URL", interactive=True)
|
177 |
-
gr.Examples(
|
178 |
-
examples=examples,
|
179 |
-
inputs=[example_image, example_question],
|
180 |
-
)
|
181 |
-
|
182 |
-
gr.Markdown("## 2. Ask a question")
|
183 |
-
|
184 |
-
with gr.Row(equal_height=True):
|
185 |
-
question = gr.Textbox(
|
186 |
-
label="Question",
|
187 |
-
placeholder="e.g. What is the invoice number?",
|
188 |
-
lines=1,
|
189 |
-
max_lines=1,
|
190 |
-
elem_id="question",
|
191 |
-
)
|
192 |
-
model = gr.Radio(
|
193 |
-
choices=list(CHECKPOINTS.keys()),
|
194 |
-
value=list(CHECKPOINTS.keys())[0],
|
195 |
-
label="Model",
|
196 |
-
)
|
197 |
|
198 |
-
|
199 |
-
|
200 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
201 |
|
202 |
-
|
203 |
-
|
204 |
-
|
205 |
-
|
|
|
|
|
|
|
206 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
207 |
clear_button.click(
|
208 |
lambda _: (
|
209 |
gr.update(visible=False, value=None),
|
210 |
None,
|
211 |
None,
|
212 |
gr.update(visible=False, value=None),
|
|
|
213 |
),
|
214 |
inputs=clear_button,
|
215 |
-
outputs=[image, document, question, output],
|
216 |
)
|
217 |
|
218 |
-
upload.change(fn=process_upload, inputs=[upload], outputs=[document, image, output])
|
219 |
-
url.change(fn=process_path, inputs=[url], outputs=[document, image, output])
|
220 |
|
221 |
question.submit(
|
222 |
fn=process_question,
|
@@ -237,17 +310,8 @@ with gr.Blocks(css=CSS) as demo:
|
|
237 |
example_image.change(
|
238 |
fn=load_example_document,
|
239 |
inputs=[example_image, example_question, model],
|
240 |
-
outputs=[document, question, image, output],
|
241 |
-
)
|
242 |
-
|
243 |
-
gr.Markdown("### More Info")
|
244 |
-
gr.Markdown(
|
245 |
-
"DocQuery uses LayoutLMv1 fine-tuned on DocVQA, a document visual question"
|
246 |
-
" answering dataset, as well as SQuAD, which boosts its English-language comprehension."
|
247 |
-
" To use it, simply upload an image or PDF, type a question, and click 'submit', or "
|
248 |
-
" click one of the examples to load them."
|
249 |
)
|
250 |
-
gr.Markdown("[Github Repo](https://github.com/impira/docquery)")
|
251 |
|
252 |
if __name__ == "__main__":
|
253 |
-
demo.launch()
|
|
|
92 |
return (
|
93 |
document,
|
94 |
gr.update(visible=True, value=document.preview),
|
95 |
+
gr.update(visible=True),
|
96 |
gr.update(visible=False, value=None),
|
97 |
)
|
98 |
except Exception:
|
|
|
100 |
return (
|
101 |
None,
|
102 |
gr.update(visible=False, value=None),
|
103 |
+
gr.update(visible=False),
|
104 |
gr.update(visible=False, value=None),
|
105 |
)
|
106 |
|
|
|
112 |
return (
|
113 |
None,
|
114 |
gr.update(visible=False, value=None),
|
115 |
+
gr.update(visible=False),
|
116 |
gr.update(visible=False, value=None),
|
117 |
)
|
118 |
|
|
|
150 |
|
151 |
|
152 |
def load_example_document(img, question, model):
|
153 |
+
if img is not None:
|
154 |
+
print(f"LOADING EXAMPLE {question}")
|
155 |
+
document = ImageDocument(Image.fromarray(img))
|
156 |
+
preview, answer = process_question(question, document, model)
|
157 |
+
return document, question, preview, gr.update(visible=True), answer
|
158 |
+
else:
|
159 |
+
return None, None, None, gr.update(visible=False), None
|
160 |
|
161 |
|
162 |
CSS = """
|
163 |
+
#question input {
|
164 |
+
font-size: 16px;
|
165 |
+
}
|
166 |
+
#url-textbox {
|
167 |
+
padding: 0 !important;
|
168 |
+
}
|
169 |
#short-upload-box .w-full {
|
170 |
min-height: 10rem !important;
|
171 |
}
|
172 |
+
/* I think something like this can be used to re-shape
|
173 |
+
* the table
|
174 |
+
*/
|
175 |
+
/*
|
176 |
+
.gr-samples-table tr {
|
177 |
+
display: inline;
|
178 |
+
}
|
179 |
+
.gr-samples-table .p-2 {
|
180 |
+
width: 100px;
|
181 |
+
}
|
182 |
+
*/
|
183 |
+
#select-a-file {
|
184 |
+
width: 100%;
|
185 |
+
}
|
186 |
+
#file-clear {
|
187 |
+
padding-top: 2px !important;
|
188 |
+
padding-bottom: 2px !important;
|
189 |
+
padding-left: 8px !important;
|
190 |
+
padding-right: 8px !important;
|
191 |
+
}
|
192 |
+
.gradio-container.light .gr-button-primary {
|
193 |
+
background: linear-gradient(180deg, #CDF9BE 0%, #AFF497 100%);
|
194 |
+
border: 1px solid #B0DCCC;
|
195 |
+
border-radius: 8px;
|
196 |
+
color: #1B8700;
|
197 |
+
}
|
198 |
+
.gradio-container.dark button#submit-button {
|
199 |
+
background: linear-gradient(180deg, #CDF9BE 0%, #AFF497 100%);
|
200 |
+
border: 1px solid #B0DCCC;
|
201 |
+
border-radius: 8px;
|
202 |
+
color: #1B8700
|
203 |
}
|
204 |
"""
|
205 |
|
206 |
with gr.Blocks(css=CSS) as demo:
|
207 |
gr.Markdown("# DocQuery: Query Documents w/ NLP")
|
208 |
+
gr.Markdown(
|
209 |
+
"DocQuery uses LayoutLMv1 fine-tuned on DocVQA, a document visual question"
|
210 |
+
" answering dataset, as well as SQuAD, which boosts its English-language comprehension."
|
211 |
+
" To use it, simply upload an image or PDF, type a question, and click 'submit', or "
|
212 |
+
" click one of the examples to load them."
|
213 |
+
" [Github Repo](https://github.com/impira/docquery)"
|
214 |
+
)
|
215 |
+
|
216 |
document = gr.Variable()
|
217 |
example_question = gr.Textbox(visible=False)
|
218 |
example_image = gr.Image(visible=False)
|
219 |
|
|
|
220 |
with gr.Row(equal_height=True):
|
221 |
with gr.Column():
|
222 |
+
with gr.Row():
|
223 |
+
gr.Markdown("## 1. Select a file", elem_id="select-a-file")
|
224 |
+
img_clear_button = gr.Button(
|
225 |
+
"Clear", variant="secondary", elem_id="file-clear", visible=False
|
226 |
+
)
|
227 |
+
image = gr.Gallery(visible=False)
|
228 |
+
with gr.Row(equal_height=True):
|
229 |
+
url = gr.Textbox(
|
230 |
+
show_label=False,
|
231 |
+
placeholder="URL",
|
232 |
+
lines=1,
|
233 |
+
max_lines=1,
|
234 |
+
elem_id="url-textbox",
|
235 |
+
)
|
236 |
+
submit = gr.Button("Get")
|
237 |
+
gr.Markdown("— or —")
|
238 |
upload = gr.File(
|
239 |
+
label=" - or -", interactive=True, elem_id="short-upload-box"
|
240 |
+
)
|
241 |
+
gr.Examples(
|
242 |
+
examples=examples,
|
243 |
+
inputs=[example_image, example_question],
|
244 |
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
245 |
|
246 |
+
with gr.Column() as col:
|
247 |
+
gr.Markdown("## 2. Ask a question")
|
248 |
+
question = gr.Textbox(
|
249 |
+
label="Question",
|
250 |
+
placeholder="e.g. What is the invoice number?",
|
251 |
+
lines=1,
|
252 |
+
max_lines=1,
|
253 |
+
)
|
254 |
+
model = gr.Radio(
|
255 |
+
choices=list(CHECKPOINTS.keys()),
|
256 |
+
value=list(CHECKPOINTS.keys())[0],
|
257 |
+
label="Model",
|
258 |
+
)
|
259 |
|
260 |
+
with gr.Row():
|
261 |
+
clear_button = gr.Button("Clear", variant="secondary")
|
262 |
+
submit_button = gr.Button(
|
263 |
+
"Submit", variant="primary", elem_id="submit-button"
|
264 |
+
)
|
265 |
+
with gr.Column():
|
266 |
+
output = gr.JSON(label="Output", visible=False)
|
267 |
|
268 |
+
img_clear_button.click(
|
269 |
+
lambda _: (
|
270 |
+
gr.update(visible=False, value=None),
|
271 |
+
None,
|
272 |
+
gr.update(visible=False, value=None),
|
273 |
+
gr.update(visible=False),
|
274 |
+
None,
|
275 |
+
),
|
276 |
+
inputs=img_clear_button,
|
277 |
+
outputs=[image, document, output, img_clear_button, example_image],
|
278 |
+
)
|
279 |
clear_button.click(
|
280 |
lambda _: (
|
281 |
gr.update(visible=False, value=None),
|
282 |
None,
|
283 |
None,
|
284 |
gr.update(visible=False, value=None),
|
285 |
+
None,
|
286 |
),
|
287 |
inputs=clear_button,
|
288 |
+
outputs=[image, document, question, output, example_image],
|
289 |
)
|
290 |
|
291 |
+
upload.change(fn=process_upload, inputs=[upload], outputs=[document, image, img_clear_button, output])
|
292 |
+
url.change(fn=process_path, inputs=[url], outputs=[document, image, img_clear_button, output])
|
293 |
|
294 |
question.submit(
|
295 |
fn=process_question,
|
|
|
310 |
example_image.change(
|
311 |
fn=load_example_document,
|
312 |
inputs=[example_image, example_question, model],
|
313 |
+
outputs=[document, question, image, img_clear_button, output],
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
314 |
)
|
|
|
315 |
|
316 |
if __name__ == "__main__":
|
317 |
+
demo.launch(debug=True, share=True)
|