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import gradio as gr | |
import pytube | |
from transformers import pipeline | |
from time import sleep | |
generator = pipeline('text-generation', model='parseny/youtube_comment_generation_model') | |
def generate(text): | |
yt = pytube.YouTube(text) | |
while True: | |
try: | |
title = yt.title | |
title = title.replace("[^a-zA-Z#]", " ") | |
title = title.replace(" +", " ") | |
title = title.lower() | |
prompt = f"Title: {title}\nComment:" | |
break | |
except: | |
sleep(1) | |
yt = pytube.YouTube(text) | |
continue | |
result = generator(prompt, max_new_tokens=30, pad_token_id=50256, num_return_sequences=1, do_sample=True) | |
return result[0]["generated_text"] | |
examples = [ | |
["https://www.youtube.com/watch?v=mCV44C5rQ2M"], | |
["https://www.youtube.com/watch?v=sitXeGjm4Mc"], | |
["https://www.youtube.com/watch?v=oQS8KUoWL8E"], | |
] | |
input_textbox = gr.inputs.Textbox(lines=5, label="Input Text") | |
output_textbox = gr.outputs.Textbox(label="Generated Text") | |
demo = gr.Interface( | |
fn=generate, | |
inputs=gr.Textbox(lines=5, label="Input Text"), | |
outputs=gr.Textbox(label="Generated Text"), | |
examples=examples | |
) | |
# demo = gr.Interface( | |
# fn=generate, | |
# inputs=gr.inputs.Textbox(lines=5, label="Input Text"), | |
# outputs=gr.outputs.Textbox(label="Generated Text"), | |
# examples=examples | |
# ) | |
demo.launch() |