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import gradio as gr | |
import paddlehub as hub | |
ernie_zeus = hub.Module(name='ernie_zeus') | |
def inference(task: str, | |
text: str, | |
min_dec_len: int = 2, | |
seq_len: int = 512, | |
topp: float = 0.9, | |
penalty_score: float = 1.0): | |
func = getattr(ernie_zeus, task) | |
try: | |
result = func(text, min_dec_len, seq_len, topp, penalty_score) | |
return result | |
except Exception as error: | |
return str(error) | |
title = "ERNIE-Zeus" | |
description = "ERNIE-Zeus model, which supports Chinese text generates task." | |
block = gr.Blocks() | |
examples = [ | |
[ | |
'text_summarization', | |
'在芬兰、瑞典提交“入约”申请近一个月来,北约成员国内部尚未对此达成一致意见。与此同时,俄罗斯方面也多次对北约“第六轮扩张”发出警告。据北约官网显示,北约秘书长斯托尔滕贝格将于本月12日至13日出访瑞典和芬兰,并将分别与两国领导人进行会晤。', | |
4, 512, 0.0, 1.0 | |
], | |
[ | |
'copywriting_generation', | |
'芍药香氛的沐浴乳', | |
32, 512, 0.9, 1.2 | |
], | |
[ | |
'novel_continuation', | |
'昆仑山可以说是天下龙脉的根源,所有的山脉都可以看作是昆仑的分支。这些分出来的枝枝杈杈,都可以看作是一条条独立的龙脉。', | |
2, 512, 0.9, 1.2 | |
], | |
[ | |
'answer_generation', | |
'杜鹃花怎么养?', | |
2, 512, 0.9, 1.2 | |
], | |
[ | |
'couplet_continuation', | |
'天增岁月人增寿', | |
2, 512, 0.9, 1.0 | |
], | |
[ | |
'composition_generation', | |
'诚以养德,信以修身', | |
128, 512, 0.9, 1.2 | |
], | |
[ | |
'text_cloze', | |
'她有着一双[MASK]的眼眸。', | |
1, 512, 0.9, 1.0 | |
], | |
] | |
with block: | |
gr.HTML( | |
""" | |
<div style="text-align: center; max-width: 650px; margin: 0 auto;"> | |
<div | |
style=" | |
display: inline-flex; | |
align-items: center; | |
gap: 0.8rem; | |
font-size: 1.75rem; | |
margin-bottom: 10px; | |
justify-content: center; | |
" | |
> | |
<img src="https://user-images.githubusercontent.com/22424850/187387422-f6c9ccab-7fda-416e-a24d-7d6084c46f67.jpg" alt="Paddlehub" width="40%"> | |
</div> | |
<div | |
style=" | |
display: inline-flex; | |
align-items: center; | |
gap: 0.8rem; | |
font-size: 1.75rem; | |
margin-bottom: 10px; | |
justify-content: center; | |
"> | |
<h1 style="font-weight: 900; margin-bottom: 7px;"> | |
ERNIE-Zeus Demo | |
</h1> | |
</div> | |
<p style="margin-bottom: 10px; font-size: 94%"> | |
ERNIE-Zeus is a state-of-the-art Chinese text generates model. | |
</p> | |
</div> | |
""" | |
) | |
with gr.Group(): | |
text = gr.Textbox( | |
label="input_text", | |
placeholder="Please enter Chinese text.", | |
) | |
btn = gr.Button(value="Generate text") | |
task = gr.Dropdown(label="task", | |
choices=[ | |
'text_summarization', | |
'copywriting_generation', | |
'novel_continuation', | |
'answer_generation', | |
'couplet_continuation', | |
'composition_generation', | |
'text_cloze' | |
], | |
value='text_summarization') | |
min_dec_len = gr.Slider(minimum=1, maximum=511, value=1, label="min_dec_len", step=1, interactive=True) | |
seq_len = gr.Slider(minimum=2, maximum=512, value=128, label="seq_len", step=1, interactive=True) | |
topp = gr.Slider(minimum=0.0, maximum=1.0, value=1.0, label="topp", step=0.01, interactive=True) | |
penalty_score = gr.Slider(minimum=1.0, maximum=2.0, value=1.0, label="penalty_score", step=0.01, interactive=True) | |
text_gen = gr.Textbox(label="generated_text") | |
ex = gr.Examples(examples=examples, fn=inference, inputs=[task, text, min_dec_len, seq_len, topp, penalty_score], outputs=text_gen, cache_examples=False) | |
text.submit(inference, inputs=[task, text, min_dec_len, seq_len, topp, penalty_score], outputs=text_gen) | |
btn.click(inference, inputs=[task, text, min_dec_len, seq_len, topp, penalty_score], outputs=text_gen) | |
gr.HTML( | |
""" | |
<div class="footer"> | |
<p>Model by <a href="https://github.com/PaddlePaddle/PaddleHub" style="text-decoration: underline;" target="_blank">PaddleHub</a> and <a href="https://wenxin.baidu.com" style="text-decoration: underline;" target="_blank">文心大模型</a> - Gradio Demo by 🤗 Hugging Face | |
</p> | |
</div> | |
""" | |
) | |
block.queue(max_size=100000, concurrency_count=100000).launch() | |