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Create app.py
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app.py
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import spaces
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import gradio as gr
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from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
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import torch
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title = """# 👋🏻Welcome To 🌟Tonic's🌐Aya-101"""
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description = """ try this space to build downstream applications with [CohereForAI/aya-101](https://huggingface.co/CohereForAI/aya-101) use via API ;-) """
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checkpoint = "CohereForAI/aya-101"
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tokenizer = AutoTokenizer.from_pretrained(checkpoint)
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model = AutoModelForSeq2SeqLM.from_pretrained(checkpoint)
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device = "cuda" if torch.cuda.is_available() else "cpu"
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model.to(device)
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if device == "cuda":
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model = model.half()
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@spaces.GPU
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def translate(text):
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"""
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Translates the input text to English using the Aya model.
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Assumes the model can automatically detect the input language.
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"""
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inputs = tokenizer.encode(text, return_tensors="pt").to(device)
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outputs = model.generate(inputs, max_new_tokens=128)
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translation = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return translation
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def main():
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with gr.Blocks() as demo:
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gr.Markdown(title)
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gr.Markdown(description)
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with gr.Row():
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input_text = gr.Textbox(label="Input Text")
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output_text = gr.Textbox(label="🌐Aya", interactive=False)
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input_text.change(fn=translate, inputs=input_text, outputs=output_text)
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demo.launch()
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if __name__ == "__main__":
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main()
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