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import gradio as gr |
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from transformers import AutoTokenizer, AutoModelForCausalLM, pipeline |
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sonnets_pretrained_model = "datificate/gpt2-small-spanish" |
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sonnets_tokenizer = AutoTokenizer.from_pretrained(sonnets_pretrained_model, use_fast=True) |
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sonnets_tuned_model = 'hackathon-pln-es/gpt2-small-spanish-disco-poetry' |
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sonnets_pipe = pipeline('text2text-generation', model=sonnets_tuned_model, tokenizer=sonnets_tokenizer) |
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def make_new_sonnet(prompt, max_lenght): |
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ouputs = sonnets_pipe(prompt, max_length=max_lenght, |
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num_beams=5, |
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early_stopping=True, |
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repetition_penalty=20.0, |
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num_return_sequences=1) |
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return ouputs[0]['generated_text'] |
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article = "<p style='text-align: center'>Don't miss this other cool space based in a model of different styles of poetry in spanish: <a href='https://huggingface.co/spaces/hackathon-pln-es/poem-generation-es' target='_blank'>poem-generation-es</a></p>" |
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examples = [ |
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['vendrá la muerte y tendrá tus ojos',140], |
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['buenas cosas pasan cuando anochece', 200], |
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['al despertar el dinosaurio todavía estaba ahí', 140 ] |
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] |
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iface = gr.Interface(fn=make_new_sonnet, |
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title= "Generador de poesía basada en sonetos en español", |
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inputs=[ |
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gr.inputs.Textbox(lines=2, placeholder="Escrbe algo para comenzar", label='Escribe algo para comenzar'), |
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gr.inputs.Slider(minimum = 60, maximum = 200, default = 140, step = 10, label='Salida de caracteres')], |
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outputs=[ |
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gr.outputs.Textbox(label="Tu poema"), |
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], |
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article= article, |
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examples = examples |
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) |
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iface.launch(enable_queue=True) |