genius / app.py
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import gradio as gr
from transformers import pipeline
# pipeline_en = pipeline(task="text2text-generation", model="beyond/genius-large")
pipeline_zh = pipeline(task="text2text-generation", model="beyond/genius-base-chinese")
def predict_en(sketch):
generated_text = pipeline_en(sketch, num_beams=3, do_sample=True, max_length=200)[0]['generated_text']
return generated_text
def predict_zh(sketch):
generated_text = pipeline_zh(sketch, num_beams=3, do_sample=True, max_length=200)[0]['generated_text']
return generated_text
with gr.Blocks() as demo:
gr.Markdown(
"""
💡GENIUS – generating text using sketches! [Visit our github repo](https://github.com/beyondguo/genius)
The English version use `<mask>` as the mask token.
""")
with gr.Row():
with gr.Column():
model_input = gr.Textbox(lines=7, placeholder='Input your sketch', label='Input')
with gr.Row():
gen = gr.Button("Generate")
clr = gr.Button("Clear")
outputs = gr.Textbox(lines=7, label='Output')
gen.click(fn=predict_zh, inputs=[model_input], outputs=outputs)
clr.click(fn=lambda value: gr.update(value=""), inputs=clr, outputs=model_input)
demo.launch()