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July 5, 2022 10:51
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hebrew-gpt_neo-small minimal gradio demo using gradio and transformers pipeline
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| import gradio as gr | |
| from transformers import pipeline | |
| title = "Hebrew GPT-Neo Demo" | |
| description = "" | |
| article = "<p></p>" | |
| examples = [ | |
| ['צחוקים ושיגועים'], | |
| ["למנשה פומפרניקל יש"], | |
| ["פעם אחת לפני שנים רבות"] | |
| ] | |
| model_id = "Norod78/hebrew-gpt_neo-small" | |
| text_generator = pipeline('text-generation', model=model_id, tokenizer=model_id) | |
| max_length = 256 | |
| top_k = 40 | |
| top_p = 0.92 | |
| def text_generation(input_text): | |
| generated_text = text_generator(input_text, | |
| max_length=max_length, | |
| top_k=top_k, | |
| top_p=top_p, | |
| do_sample=True, | |
| repetition_penalty=25.0, | |
| num_return_sequences=1) | |
| return generated_text[0]["generated_text"] | |
| gr.Interface( | |
| text_generation, | |
| [gr.inputs.Textbox(lines=2, label="Enter input text")], | |
| [gr.outputs.Textbox(type="auto", label="Text Generated")], | |
| title=title, | |
| description=description, | |
| examples=examples, | |
| theme="default" | |
| ).launch() |
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