Update app.py
Browse files
app.py
CHANGED
@@ -7,10 +7,22 @@ simplifier_model_name = "google/flan-t5-small"
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simplifier_tokenizer = AutoTokenizer.from_pretrained(simplifier_model_name)
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simplifier_model = AutoModelForSeq2SeqLM.from_pretrained(simplifier_model_name)
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def simplificar_texto(texto):
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inputs = simplifier_tokenizer(prompt, return_tensors="pt", truncation=True)
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outputs = simplifier_model.generate(
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resultado = simplifier_tokenizer.decode(outputs[0], skip_special_tokens=True)
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return resultado
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@@ -29,12 +41,18 @@ def predecir_texto(texto_inicial):
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with gr.Blocks() as demo:
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gr.Markdown("## 馃 Chatbot Simplificador y Teclado Predictivo")
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with gr.Tab("Texto Predictivo"):
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gr.Markdown("Escribe el inicio de una frase y recibe sugerencias.")
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simplifier_tokenizer = AutoTokenizer.from_pretrained(simplifier_model_name)
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simplifier_model = AutoModelForSeq2SeqLM.from_pretrained(simplifier_model_name)
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def simplificar_texto(texto, nivel):
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niveles = {
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"Bajo": "Rephrase this text with slightly simpler words:",
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"Medio": "Rephrase this text in a simple and clear way:",
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"Alto": "Rephrase this text in very simple and easy-to-understand words for a person with cognitive difficulties:"
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}
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prompt = f"{niveles[nivel]}\n\n{texto}"
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inputs = simplifier_tokenizer(prompt, return_tensors="pt", truncation=True)
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outputs = simplifier_model.generate(
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**inputs,
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max_new_tokens=120,
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num_beams=4,
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temperature=0.7,
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repetition_penalty=1.2,
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early_stopping=True
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)
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resultado = simplifier_tokenizer.decode(outputs[0], skip_special_tokens=True)
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return resultado
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with gr.Blocks() as demo:
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gr.Markdown("## 馃 Chatbot Simplificador y Teclado Predictivo")
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with gr.Tab("Simplificaci贸n de texto"):
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gr.Markdown("Introduce un texto complejo y obt茅n una versi贸n m谩s sencilla.")
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entrada_simplificar = gr.Textbox(label="Texto original", lines=4, placeholder="Ej. Un p谩rrafo de un documento legal...")
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nivel_dropdown = gr.Dropdown(choices=["Bajo", "Medio", "Alto"], label="Nivel de simplicidad", value="Medio")
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boton_simplificar = gr.Button("Simplificar")
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salida_simplificar = gr.Textbox(label="Texto simplificado")
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boton_simplificar.click(
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fn=simplificar_texto,
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inputs=[entrada_simplificar, nivel_dropdown],
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outputs=salida_simplificar
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)
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with gr.Tab("Texto Predictivo"):
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gr.Markdown("Escribe el inicio de una frase y recibe sugerencias.")
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