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import gc |
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import gradio as gr |
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from transformers import pipeline, set_seed |
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pipe = pipeline('text-generation', framework='pt', model='akhooli/ap2023', tokenizer='akhooli/ap2023') |
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samples = [['أنت' |
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,1.0, 50, 1.0, 1.0, 114],['هل غادر' |
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,1.0, 50, 1.0, 1.0, 114 ],['ألا ليت' |
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,1.0, 50, 1.0, 1.0, 114 ],['يا قدس' |
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,1.0, 50, 1.0, 1.0, 114],['عيد بأية حال' |
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,1.0, 50, 1.0, 1.0, 114],['لكل شيء إذا ما' |
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,1.0, 50, 1.0, 1.0, 114 ],['.' |
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,1.0, 50, 1.0, 1.0, 114]] |
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notes = """ |
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- Enter a short prompt or select (click) one of the examples and click SEND |
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- Adjust parameters (temperture, top k, top p and penalty) through the slider (keep close to default values). |
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- For the same seed (randomness), the same output is regenerated if other parameters are fixed. Seed should be 0 or more (not empty) |
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- Clear and enter new prompt or select another example and SEND to regenerate |
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- The '.' means start a new line from no prompt (your prompt need not be long) |
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- Be patient: this runs on CPU (free tier) |
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- Feedback (Twitter): @akhooli (https://twitter.com/akhooli/status/1611025232201977859) |
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- Note/Disclaimer: may generate unaccepted or inappropriate content. Use at your own risk. |
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""" |
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def sayPoetry(prompt, temp=1.0, topk = 50, topp = 1.0, penalty=1.0, seed=114): |
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if not int(seed) >= 0: seed=114 |
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set_seed(seed) |
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gen = pipe(prompt, max_length=96, do_sample=True, temperature=temp, top_k=topk, top_p=topp, repetition_penalty=penalty, |
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min_length = 64, no_repeat_ngram_size = 3, return_full_text=True, |
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num_beams=5, num_return_sequences=1)[0]["generated_text"] |
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poetry ="" |
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for line in gen.split('.')[:-1]: |
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poetry += line |
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return poetry |
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poetry = gr.Interface(fn=sayPoetry, |
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inputs=[ |
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gr.Textbox(label="Enter short prompt or select from examples:"), |
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gr.Slider(0.70, 1.2, step=0.01,value=1.0, label='control temperature'), |
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gr.Slider(25, 100, step=1,value=50, label='control top k'), |
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gr.Slider(0.80, 1.0, step=0.01,value=1.0, label='control top p'), |
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gr.Slider(0.90, 1.50, step=0.01,value=1.0, label='control penalty'), |
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gr.Number(value=139750, precision=0, label='Seed'), |
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], |
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outputs=[gr.Textbox(label="Generated Poetry:")], |
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allow_flagging='never', |
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title='Arabic Poetry Generation Demo (updated Jan. 2023)', |
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description = "A simple demo of AI generated poetry based on 1M poems fine-tuned using AraGPT2 (be patient, runs on cpu)", |
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examples=samples, |
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cache_examples=False, |
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article = notes) |
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poetry.launch() |
