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| import gc | |
| import gradio as gr | |
| from transformers import pipeline | |
| pipe = pipeline('text-generation', framework='pt', model='akhooli/ap2023', tokenizer='akhooli/ap2023') | |
| #gc.collect() | |
| samples = [['أنت' | |
| ,.96],['هل غادر' | |
| , 1.0],['ألا ليت' | |
| ,0.99],['يا قدس' | |
| , 0.98],['عيد بأية حال' | |
| ,0.94],['لكل شيء إذا ما' | |
| ,0.92],['.',0.99]] | |
| notes = """ | |
| - Enter a short prompt or select (click) one of the examples and click SEND | |
| - Adjust temperture (parameter) through the slider (higher usually better). | |
| - Clear and enter new prompt or select another example and SEND to regenerate | |
| - The '.' means start a new line from no prompt (your prompt need not be long) | |
| - Be patient: this runs on CPU (free tier) | |
| - Feedback (Twitter): @akhooli (https://twitter.com/akhooli/status/1611025232201977859) | |
| """ | |
| def sayPoetry(prompt, temp=0.95): | |
| gen = pipe(prompt, max_length=96, temperature = temp)[0]["generated_text"] | |
| poetry ="" | |
| for line in gen.split('.')[:-1]: | |
| poetry += line + "\n" | |
| return poetry | |
| poetry = gr.Interface(fn=sayPoetry, | |
| inputs=[ | |
| gr.inputs.Textbox(label="Enter short prompt or select from examples:", placeholder="أنا الذي"), | |
| gr.inputs.Slider(0.80, 1.0, step=0.01,default=0.95, label='control temperature') | |
| ], | |
| outputs=[gr.outputs.Textbox(label="Generated Poetry:")], | |
| allow_flagging='never', | |
| title='Arabic Poetry Generation Demo (updated Jan. 2023)', | |
| description = "a simple demo of AI generated poetry based on 1M poems fine-tuned using AraGPT2 (be patient, runs on cpu)", | |
| examples=samples, | |
| article = notes) | |
| poetry.launch() |