Spaces:
Sleeping
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Add Gradio app
Browse files
app.py
ADDED
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| 1 |
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import gradio as gr
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import torch
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import spaces
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from transformers import AutoModelForCausalLM, AutoTokenizer
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MODEL_PATH = "NetherQuartz/tatoeba-tok-multi-gemma-2-2b-merged"
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DEVICE = "mps" if torch.mps.is_available() else "cuda" if torch.cuda.is_available() else "cpu"
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LANGUAGE_LIST = ["English", "Russian", "Vietnamese"]
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theme = gr.themes.Base(
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primary_hue="red",
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secondary_hue="pink",
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neutral_hue="neutral",
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radius_size="xxl"
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)
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def get_model() -> tuple[AutoModelForCausalLM, AutoTokenizer]:
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model = AutoModelForCausalLM.from_pretrained(MODEL_PATH).to(DEVICE)
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tokenizer = AutoTokenizer.from_pretrained(MODEL_PATH)
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return model, tokenizer
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model, tokenizer = get_model()
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@spaces.GPU
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@torch.inference_mode()
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def translate(src_lang: str, tgt_lang: str, query: str) -> str:
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text = f"Translate {src_lang} to {tgt_lang}.\nQuery: {query}\nAnswer:"
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tokens = tokenizer(text, return_tensors="pt").to(DEVICE)
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outputs = model.generate(**tokens)
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ans = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return ans.removeprefix(text).strip()
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def process_input(from_toki: bool, chosen_language: str, query: str) -> str:
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if from_toki:
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src = "Toki Pona"
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tgt = chosen_language
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else:
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src = chosen_language
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tgt = "Toki Pona"
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return translate(src, tgt, query)
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def from_toki_handler(chosen_language: str, from_toki: bool):
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if from_toki:
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lang = "Toki Pona"
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label = "Target language"
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else:
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lang = chosen_language
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label = "Source language"
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return (
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gr.Radio(choices=LANGUAGE_LIST, label=label),
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gr.Text(placeholder=f"Write in {lang}")
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)
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def language_handler(chosen_language: str, from_toki: bool):
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if from_toki:
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lang = "Toki Pona"
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else:
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lang = chosen_language
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return gr.Text(placeholder=f"Write in {lang}")
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with gr.Blocks(theme=theme, title="💬 ilo toki") as demo:
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gr.Markdown("# 💬 ilo toki")
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from_toki = gr.Checkbox(label="From Toki Pona")
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chosen_language = gr.Radio(choices=LANGUAGE_LIST, label="Source language", value="English")
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query = gr.Text(placeholder="Write in English", label="Query", max_lines=1)
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from_toki.change(
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from_toki_handler,
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inputs=[chosen_language, from_toki],
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outputs=[chosen_language, query]
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)
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chosen_language.select(
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language_handler,
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inputs=[chosen_language, from_toki],
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outputs=query
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)
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output = gr.Text(show_label=False, placeholder="Translation result", max_lines=1)
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query.submit(
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process_input,
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inputs=[from_toki, chosen_language, query],
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outputs=output
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)
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if __name__ == "__main__":
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demo.launch()
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