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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 | |
- Control temperture (adjust) through slider (Higher usually better). | |
- Clear and enter new prompt or select another example to regenerate | |
- The '.' means start a new line (your prompt need not be long) | |
- Be patient: this runs on CPU (free tier) | |
- Feedback (Twitter): @akhooli | |
""" | |
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, | |
theme = 'darkhuggingface') | |
poetry.launch() |