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import gradio | |
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM | |
tokenizer = AutoTokenizer.from_pretrained("shkna1368/HemenGI") | |
model = AutoModelForSeq2SeqLM.from_pretrained("shkna1368/HemenGI") | |
def remove_html_tags(text): | |
"""Remove html tags from a string""" | |
import re | |
clean = re.compile('<.*?>') | |
return re.sub(clean, '', text) | |
def generate(prompt): | |
input_ids = tokenizer.encode(prompt, return_tensors="pt") | |
#output_ids = model.generate(input_ids, max_length=800, num_beams=20, early_stopping=True) | |
complete_str="" | |
for i in range(0, 2): | |
outputs = model.generate(input_ids, do_sample=True, max_new_tokens=2500,early_stopping=False) | |
inp = tokenizer.decode(outputs[0]) | |
complete_str=complete_str+inp+'\n'+"------"+'\n' | |
clear_text=remove_html_tags(complete_str) | |
return clear_text | |
demo=gradio.Interface ( | |
fn=generate, | |
inputs=gradio.Textbox(value="دەتوانی بە شێوازی هێمن شیعری ڕێبەندان و شاعیر لە کتێبی تاریک و ڕوون شیعرێکم بۆ بنووسیت",lines=2, placeholder="شیعرێک", rtl=True), | |
outputs=gradio.Textbox(lines=2, placeholder="",rtl=True), | |
title='Kurdish Poem Generator', | |
description='Kurdish poem generator ' | |
) | |
demo.launch(share=True) |