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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." | |
| css = """ | |
| .gradio-container { | |
| font-family: 'IBM Plex Sans', sans-serif; | |
| } | |
| .gr-button { | |
| color: white; | |
| border-color: black; | |
| background: black; | |
| } | |
| input[type='range'] { | |
| accent-color: black; | |
| } | |
| .dark input[type='range'] { | |
| accent-color: #dfdfdf; | |
| } | |
| .container { | |
| max-width: 730px; | |
| margin: auto; | |
| padding-top: 1.5rem; | |
| } | |
| .details:hover { | |
| text-decoration: underline; | |
| } | |
| .gr-button { | |
| white-space: nowrap; | |
| } | |
| .gr-button:focus { | |
| border-color: rgb(147 197 253 / var(--tw-border-opacity)); | |
| outline: none; | |
| box-shadow: var(--tw-ring-offset-shadow), var(--tw-ring-shadow), var(--tw-shadow, 0 0 #0000); | |
| --tw-border-opacity: 1; | |
| --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); | |
| --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(3px var(--tw-ring-offset-width)) var(--tw-ring-color); | |
| --tw-ring-color: rgb(191 219 254 / var(--tw-ring-opacity)); | |
| --tw-ring-opacity: .5; | |
| } | |
| .footer { | |
| margin-bottom: 45px; | |
| margin-top: 35px; | |
| text-align: center; | |
| border-bottom: 1px solid #e5e5e5; | |
| } | |
| .footer>p { | |
| font-size: .8rem; | |
| display: inline-block; | |
| padding: 0 10px; | |
| transform: translateY(10px); | |
| background: white; | |
| } | |
| .dark .footer { | |
| border-color: #303030; | |
| } | |
| .dark .footer>p { | |
| background: #0b0f19; | |
| } | |
| .prompt h4{ | |
| margin: 1.25em 0 .25em 0; | |
| font-weight: bold; | |
| font-size: 115%; | |
| } | |
| """ | |
| block = gr.Blocks(css=css) | |
| 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(): | |
| 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() | |