Update app.py
Browse files
app.py
CHANGED
|
@@ -266,143 +266,126 @@ examples = [
|
|
| 266 |
],
|
| 267 |
]
|
| 268 |
|
| 269 |
-
|
| 270 |
-
|
| 271 |
-
|
| 272 |
-
|
| 273 |
-
with gr.
|
| 274 |
-
with gr.
|
| 275 |
-
|
| 276 |
-
|
| 277 |
-
|
| 278 |
-
|
| 279 |
-
|
| 280 |
-
|
| 281 |
-
|
| 282 |
-
with gr.
|
| 283 |
-
with gr.
|
| 284 |
-
|
| 285 |
-
|
| 286 |
-
|
| 287 |
-
elem_classes="button-primary"
|
| 288 |
-
)
|
| 289 |
-
caption_output = gr.Textbox(
|
| 290 |
-
label="Generated Caption",
|
| 291 |
-
elem_classes="output-box"
|
| 292 |
-
)
|
| 293 |
-
|
| 294 |
-
with gr.Tab(label="💭 Visual Q&A"):
|
| 295 |
-
chatbot = gr.Chatbot(
|
| 296 |
-
elem_classes="chatbot-message"
|
| 297 |
-
)
|
| 298 |
-
history_orig = gr.State(value=[])
|
| 299 |
-
history_qa = gr.State(value=[])
|
| 300 |
-
vqa_input = gr.Textbox(
|
| 301 |
-
placeholder="Ask me anything about the image...",
|
| 302 |
-
elem_classes="input-box"
|
| 303 |
-
)
|
| 304 |
-
|
| 305 |
-
with gr.Row():
|
| 306 |
-
clear_button = gr.Button(
|
| 307 |
-
"Clear Chat",
|
| 308 |
-
elem_classes="button-secondary"
|
| 309 |
-
)
|
| 310 |
-
submit_button = gr.Button(
|
| 311 |
-
"Send Message",
|
| 312 |
-
elem_classes="button-primary"
|
| 313 |
-
)
|
| 314 |
-
|
| 315 |
-
with gr.Accordion("🛠️ Advanced Settings", open=False, elem_classes="advanced-settings"):
|
| 316 |
-
with gr.Row():
|
| 317 |
-
with gr.Column():
|
| 318 |
-
text_decoding_method = gr.Radio(
|
| 319 |
-
choices=["Beam search", "Nucleus sampling"],
|
| 320 |
-
value="Nucleus sampling",
|
| 321 |
-
label="Decoding Method"
|
| 322 |
-
)
|
| 323 |
-
temperature = gr.Slider(
|
| 324 |
-
minimum=0.5,
|
| 325 |
-
maximum=1.0,
|
| 326 |
-
value=1.0,
|
| 327 |
-
label="Temperature",
|
| 328 |
-
info="Used with nucleus sampling",
|
| 329 |
-
elem_classes="slider-container"
|
| 330 |
-
)
|
| 331 |
-
length_penalty = gr.Slider(
|
| 332 |
-
minimum=-1.0,
|
| 333 |
-
maximum=2.0,
|
| 334 |
-
value=1.0,
|
| 335 |
-
label="Length Penalty",
|
| 336 |
-
info="Set to larger for longer sequence",
|
| 337 |
-
elem_classes="slider-container"
|
| 338 |
-
)
|
| 339 |
-
with gr.Column():
|
| 340 |
-
repetition_penalty = gr.Slider(
|
| 341 |
-
minimum=1.0,
|
| 342 |
-
maximum=5.0,
|
| 343 |
-
value=1.5,
|
| 344 |
-
label="Repetition Penalty",
|
| 345 |
-
info="Larger value prevents repetition",
|
| 346 |
-
elem_classes="slider-container"
|
| 347 |
-
)
|
| 348 |
-
max_length = gr.Slider(
|
| 349 |
-
minimum=20,
|
| 350 |
-
maximum=512,
|
| 351 |
-
value=50,
|
| 352 |
-
label="Max Length",
|
| 353 |
-
elem_classes="slider-container"
|
| 354 |
)
|
| 355 |
-
|
| 356 |
-
|
| 357 |
-
|
| 358 |
-
value=1,
|
| 359 |
-
label="Min Length",
|
| 360 |
-
elem_classes="slider-container"
|
| 361 |
)
|
| 362 |
-
|
| 363 |
-
|
| 364 |
-
|
| 365 |
-
|
| 366 |
-
label="Number of Beams",
|
| 367 |
-
elem_classes="slider-container"
|
| 368 |
)
|
| 369 |
-
|
| 370 |
-
|
| 371 |
-
|
| 372 |
-
|
| 373 |
-
|
| 374 |
-
info="Used with nucleus sampling",
|
| 375 |
-
elem_classes="slider-container"
|
| 376 |
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 377 |
|
| 378 |
-
|
| 379 |
-
|
| 380 |
-
|
| 381 |
-
|
| 382 |
-
|
| 383 |
-
)
|
| 384 |
-
|
| 385 |
-
# Event handlers
|
| 386 |
-
caption_button.click(
|
| 387 |
-
fn=generate_caption,
|
| 388 |
-
inputs=[
|
| 389 |
-
image,
|
| 390 |
-
text_decoding_method,
|
| 391 |
-
temperature,
|
| 392 |
-
length_penalty,
|
| 393 |
-
repetition_penalty,
|
| 394 |
-
max_length,
|
| 395 |
-
min_length,
|
| 396 |
-
num_beams,
|
| 397 |
-
top_p,
|
| 398 |
-
],
|
| 399 |
-
outputs=caption_output,
|
| 400 |
-
api_name="caption",
|
| 401 |
)
|
| 402 |
|
| 403 |
-
|
|
|
|
|
|
|
|
|
|
| 404 |
image,
|
| 405 |
-
vqa_input,
|
| 406 |
text_decoding_method,
|
| 407 |
temperature,
|
| 408 |
length_penalty,
|
|
@@ -411,72 +394,70 @@ def create_interface():
|
|
| 411 |
min_length,
|
| 412 |
num_beams,
|
| 413 |
top_p,
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 414 |
history_orig,
|
| 415 |
history_qa,
|
| 416 |
-
]
|
| 417 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 418 |
chatbot,
|
| 419 |
history_orig,
|
| 420 |
history_qa,
|
| 421 |
-
]
|
| 422 |
-
|
| 423 |
-
|
| 424 |
-
fn=chat,
|
| 425 |
-
inputs=chat_inputs,
|
| 426 |
-
outputs=chat_outputs,
|
| 427 |
-
api_name="chat",
|
| 428 |
-
).success(
|
| 429 |
-
fn=lambda: "",
|
| 430 |
-
outputs=vqa_input,
|
| 431 |
-
queue=False,
|
| 432 |
-
api_name=False,
|
| 433 |
-
)
|
| 434 |
-
|
| 435 |
-
clear_button.click(
|
| 436 |
-
fn=lambda: ("", [], [], []),
|
| 437 |
-
inputs=None,
|
| 438 |
-
outputs=[
|
| 439 |
-
vqa_input,
|
| 440 |
-
chatbot,
|
| 441 |
-
history_orig,
|
| 442 |
-
history_qa,
|
| 443 |
-
],
|
| 444 |
-
queue=False,
|
| 445 |
-
api_name="clear",
|
| 446 |
-
)
|
| 447 |
-
|
| 448 |
-
image.change(
|
| 449 |
-
fn=lambda: ("", [], [], []),
|
| 450 |
-
inputs=None,
|
| 451 |
-
outputs=[
|
| 452 |
-
caption_output,
|
| 453 |
-
chatbot,
|
| 454 |
-
history_orig,
|
| 455 |
-
history_qa,
|
| 456 |
-
],
|
| 457 |
-
queue=False,
|
| 458 |
-
)
|
| 459 |
-
|
| 460 |
-
return demo
|
| 461 |
|
| 462 |
if __name__ == "__main__":
|
| 463 |
-
demo
|
| 464 |
-
|
| 465 |
-
|
| 466 |
-
|
| 467 |
-
|
| 468 |
-
queue=False,
|
| 469 |
-
api_name=False,
|
| 470 |
-
)
|
| 471 |
-
|
| 472 |
-
submit_button.click(
|
| 473 |
-
fn=chat,
|
| 474 |
-
inputs=chat_inputs,
|
| 475 |
-
outputs=chat_outputs,
|
| 476 |
-
api_name="chat"
|
| 477 |
-
).success(
|
| 478 |
-
fn=lambda: "",
|
| 479 |
-
outputs=vqa_input,
|
| 480 |
-
queue=False,
|
| 481 |
-
api_name=False
|
| 482 |
-
)
|
|
|
|
| 266 |
],
|
| 267 |
]
|
| 268 |
|
| 269 |
+
with gr.Blocks(css=CUSTOM_CSS) as demo:
|
| 270 |
+
gr.Markdown(DESCRIPTION)
|
| 271 |
+
|
| 272 |
+
with gr.Group(elem_classes="container"):
|
| 273 |
+
with gr.Row():
|
| 274 |
+
with gr.Column(scale=1):
|
| 275 |
+
image = gr.Image(
|
| 276 |
+
type="pil",
|
| 277 |
+
label="Upload Image",
|
| 278 |
+
elem_classes="input-box"
|
| 279 |
+
)
|
| 280 |
+
|
| 281 |
+
with gr.Column(scale=2):
|
| 282 |
+
with gr.Tabs(elem_classes="tab-nav"):
|
| 283 |
+
with gr.Tab(label="✨ Image Captioning"):
|
| 284 |
+
caption_button = gr.Button(
|
| 285 |
+
"Generate Caption",
|
| 286 |
+
elem_classes="button-primary"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 287 |
)
|
| 288 |
+
caption_output = gr.Textbox(
|
| 289 |
+
label="Generated Caption",
|
| 290 |
+
elem_classes="output-box"
|
|
|
|
|
|
|
|
|
|
| 291 |
)
|
| 292 |
+
|
| 293 |
+
with gr.Tab(label="💭 Visual Q&A"):
|
| 294 |
+
chatbot = gr.Chatbot(
|
| 295 |
+
elem_classes="chatbot-message"
|
|
|
|
|
|
|
| 296 |
)
|
| 297 |
+
history_orig = gr.State(value=[])
|
| 298 |
+
history_qa = gr.State(value=[])
|
| 299 |
+
vqa_input = gr.Textbox(
|
| 300 |
+
placeholder="Ask me anything about the image...",
|
| 301 |
+
elem_classes="input-box"
|
|
|
|
|
|
|
| 302 |
)
|
| 303 |
+
|
| 304 |
+
with gr.Row():
|
| 305 |
+
clear_button = gr.Button(
|
| 306 |
+
"Clear Chat",
|
| 307 |
+
elem_classes="button-secondary"
|
| 308 |
+
)
|
| 309 |
+
submit_button = gr.Button(
|
| 310 |
+
"Send Message",
|
| 311 |
+
elem_classes="button-primary"
|
| 312 |
+
)
|
| 313 |
+
|
| 314 |
+
with gr.Accordion("🛠️ Advanced Settings", open=False, elem_classes="advanced-settings"):
|
| 315 |
+
with gr.Row():
|
| 316 |
+
with gr.Column():
|
| 317 |
+
text_decoding_method = gr.Radio(
|
| 318 |
+
choices=["Beam search", "Nucleus sampling"],
|
| 319 |
+
value="Nucleus sampling",
|
| 320 |
+
label="Decoding Method"
|
| 321 |
+
)
|
| 322 |
+
temperature = gr.Slider(
|
| 323 |
+
minimum=0.5,
|
| 324 |
+
maximum=1.0,
|
| 325 |
+
value=1.0,
|
| 326 |
+
label="Temperature",
|
| 327 |
+
info="Used with nucleus sampling",
|
| 328 |
+
elem_classes="slider-container"
|
| 329 |
+
)
|
| 330 |
+
length_penalty = gr.Slider(
|
| 331 |
+
minimum=-1.0,
|
| 332 |
+
maximum=2.0,
|
| 333 |
+
value=1.0,
|
| 334 |
+
label="Length Penalty",
|
| 335 |
+
info="Set to larger for longer sequence",
|
| 336 |
+
elem_classes="slider-container"
|
| 337 |
+
)
|
| 338 |
+
with gr.Column():
|
| 339 |
+
repetition_penalty = gr.Slider(
|
| 340 |
+
minimum=1.0,
|
| 341 |
+
maximum=5.0,
|
| 342 |
+
value=1.5,
|
| 343 |
+
label="Repetition Penalty",
|
| 344 |
+
info="Larger value prevents repetition",
|
| 345 |
+
elem_classes="slider-container"
|
| 346 |
+
)
|
| 347 |
+
max_length = gr.Slider(
|
| 348 |
+
minimum=20,
|
| 349 |
+
maximum=512,
|
| 350 |
+
value=50,
|
| 351 |
+
label="Max Length",
|
| 352 |
+
elem_classes="slider-container"
|
| 353 |
+
)
|
| 354 |
+
min_length = gr.Slider(
|
| 355 |
+
minimum=1,
|
| 356 |
+
maximum=100,
|
| 357 |
+
value=1,
|
| 358 |
+
label="Min Length",
|
| 359 |
+
elem_classes="slider-container"
|
| 360 |
+
)
|
| 361 |
+
num_beams = gr.Slider(
|
| 362 |
+
minimum=1,
|
| 363 |
+
maximum=10,
|
| 364 |
+
value=5,
|
| 365 |
+
label="Number of Beams",
|
| 366 |
+
elem_classes="slider-container"
|
| 367 |
+
)
|
| 368 |
+
top_p = gr.Slider(
|
| 369 |
+
minimum=0.5,
|
| 370 |
+
maximum=1.0,
|
| 371 |
+
value=0.9,
|
| 372 |
+
label="Top P",
|
| 373 |
+
info="Used with nucleus sampling",
|
| 374 |
+
elem_classes="slider-container"
|
| 375 |
+
)
|
| 376 |
|
| 377 |
+
with gr.Group(elem_classes="examples-container"):
|
| 378 |
+
gr.Examples(
|
| 379 |
+
examples=examples,
|
| 380 |
+
inputs=[image, vqa_input],
|
| 381 |
+
label="Try these examples"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 382 |
)
|
| 383 |
|
| 384 |
+
# Event handlers
|
| 385 |
+
caption_button.click(
|
| 386 |
+
fn=generate_caption,
|
| 387 |
+
inputs=[
|
| 388 |
image,
|
|
|
|
| 389 |
text_decoding_method,
|
| 390 |
temperature,
|
| 391 |
length_penalty,
|
|
|
|
| 394 |
min_length,
|
| 395 |
num_beams,
|
| 396 |
top_p,
|
| 397 |
+
],
|
| 398 |
+
outputs=caption_output,
|
| 399 |
+
api_name="caption",
|
| 400 |
+
)
|
| 401 |
+
|
| 402 |
+
chat_inputs = [
|
| 403 |
+
image,
|
| 404 |
+
vqa_input,
|
| 405 |
+
text_decoding_method,
|
| 406 |
+
temperature,
|
| 407 |
+
length_penalty,
|
| 408 |
+
repetition_penalty,
|
| 409 |
+
max_length,
|
| 410 |
+
min_length,
|
| 411 |
+
num_beams,
|
| 412 |
+
top_p,
|
| 413 |
+
history_orig,
|
| 414 |
+
history_qa,
|
| 415 |
+
]
|
| 416 |
+
chat_outputs = [
|
| 417 |
+
chatbot,
|
| 418 |
+
history_orig,
|
| 419 |
+
history_qa,
|
| 420 |
+
]
|
| 421 |
+
|
| 422 |
+
vqa_input.submit(
|
| 423 |
+
fn=chat,
|
| 424 |
+
inputs=chat_inputs,
|
| 425 |
+
outputs=chat_outputs
|
| 426 |
+
).success(
|
| 427 |
+
fn=lambda: "",
|
| 428 |
+
outputs=vqa_input,
|
| 429 |
+
queue=False,
|
| 430 |
+
api_name=False
|
| 431 |
+
)
|
| 432 |
+
|
| 433 |
+
clear_button.click(
|
| 434 |
+
fn=lambda: ("", [], [], []),
|
| 435 |
+
inputs=None,
|
| 436 |
+
outputs=[
|
| 437 |
+
vqa_input,
|
| 438 |
+
chatbot,
|
| 439 |
history_orig,
|
| 440 |
history_qa,
|
| 441 |
+
],
|
| 442 |
+
queue=False,
|
| 443 |
+
api_name="clear"
|
| 444 |
+
)
|
| 445 |
+
|
| 446 |
+
image.change(
|
| 447 |
+
fn=lambda: ("", [], [], []),
|
| 448 |
+
inputs=None,
|
| 449 |
+
outputs=[
|
| 450 |
+
caption_output,
|
| 451 |
chatbot,
|
| 452 |
history_orig,
|
| 453 |
history_qa,
|
| 454 |
+
],
|
| 455 |
+
queue=False
|
| 456 |
+
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 457 |
|
| 458 |
if __name__ == "__main__":
|
| 459 |
+
demo.queue(max_size=10).launch()
|
| 460 |
+
outputs=vqa_input,
|
| 461 |
+
queue=False,
|
| 462 |
+
api_name=False
|
| 463 |
+
)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|