bert-base-uncased/app.py

47 lines
1.4 KiB
Python

import gradio as gr
from transformers import pipeline
from gradio.themes.utils import sizes
theme = gr.themes.Default(radius_size=sizes.radius_none).set(
block_label_text_color = '#4D63FF',
block_title_text_color = '#4D63FF',
button_primary_text_color = '#4D63FF',
button_primary_background_fill='#FFFFFF',
button_primary_border_color='#4D63FF',
button_primary_background_fill_hover='#EDEFFF',
)
unmasker = pipeline('fill-mask', model='bert-base-uncased')
def fill_masker(text):
results = unmasker(text)
total_results = ""
for result in results:
total_results += f"Token: {result.get('token_str')}, Score: {result.get('score')}"
total_results += '\r\n'
return total_results
with gr.Blocks(theme=theme, css="footer {visibility: hidden}") as demo:
with gr.Row():
with gr.Column():
box1 = gr.Textbox(label="文本")
with gr.Row():
button = gr.Button("提交", variant="primary")
clear = gr.Button("清除", variant="primary")
box2 = gr.Textbox(label="文本")
button.click(fn=fill_masker, inputs=box1, outputs=box2)
clear.click(lambda x: gr.update(value=''), [], [box1])
examples = gr.Examples(examples=[['Paris is the [MASK] of France.'], ['The goal of life is [MASK].']], inputs=[box1], label="例子")
if __name__ == "__main__":
demo.queue(concurrency_count=3)
demo.launch(server_name = "0.0.0.0", server_port = 7028)