47 lines
1.4 KiB
Python
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)
|