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import gradio as gr | |
from transformers import MarianMTModel, MarianTokenizer, GPT2LMHeadModel, GPT2Tokenizer | |
def translate(text, target_language): | |
# ... (keep the existing code for translation here) | |
def generate_text(prompt): | |
model_name = 'gpt2' | |
tokenizer = GPT2Tokenizer.from_pretrained(model_name) | |
model = GPT2LMHeadModel.from_pretrained(model_name) | |
inputs = tokenizer.encode(prompt, return_tensors='pt') | |
outputs = model.generate(inputs, max_length=100, num_return_sequences=1) | |
generated_text = tokenizer.decode(outputs[0], skip_special_tokens=True) | |
return generated_text | |
language_options = [ | |
# ... (keep the existing language options here) | |
] | |
iface_translation = gr.Interface( | |
fn=translate, | |
# ... (keep the existing translation inputs and outputs here) | |
) | |
iface_generation = gr.Interface( | |
fn=generate_text, | |
inputs=gr.inputs.Textbox(lines=5, label="Enter a prompt for text generation:"), | |
outputs=gr.outputs.Textbox(label="Generated Text"), | |
) | |
# Combine the two interfaces into a single Gradio interface | |
iface_combined = gr.Interface( | |
[translate, generate_text], | |
inputs=[ | |
gr.inputs.Textbox(lines=5, label="Enter text to translate / generate:", default="Enter text to translate here."), | |
gr.inputs.Dropdown(choices=language_options, label="Target Language"), | |
], | |
outputs=[ | |
gr.outputs.Textbox(label="Translated Text / Generated Text"), | |
], | |
title="Translation and Text Generation", | |
description="Choose a target language to translate English text or leave it as 'None' for text generation.", | |
examples=[["Translate this text to French.", "French (European)"]] | |
) | |
iface_combined.launch() | |