Update app.py
Browse files
app.py
CHANGED
@@ -2,18 +2,58 @@ from transformers import AutoModelForCausalLM, AutoTokenizer
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import gradio as gr
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import torch
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def predict(message, history):
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chat = [
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{"role": "system", "content": "
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*[{"role": "user" if i%2==0 else "assistant", "content": h} for i,h in enumerate(sum(history, ()))],
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{"role": "user", "content": message}
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]
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import gradio as gr
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import torch
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# CPU ๊ฐ์ ์ค์
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device = "cpu"
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torch.set_num_threads(4) # CPU ์ค๋ ๋ ์ ํ
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# ๊ฒฝ๋ํ๋ ๋ชจ๋ธ ๋ก๋
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model = AutoModelForCausalLM.from_pretrained(
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"naver-hyperclovax/HyperCLOVAX-SEED-Text-Instruct-0.5B",
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torch_dtype=torch.float32, # CPU๋ float32 ๊ถ์ฅ
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low_cpu_mem_usage=True
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).to(device)
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tokenizer = AutoTokenizer.from_pretrained(
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"naver-hyperclovax/HyperCLOVAX-SEED-Text-Instruct-0.5B"
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)
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def predict(message, history):
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# ๋ฉ๋ชจ๋ฆฌ ์ ์ฝ์ ์ํ ๊ฐ์ํ๋ ์ฑํ
๊ตฌ์ฑ
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chat = [
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{"role": "system", "content": "๊ฐ๊ฒฐํ๊ฒ ๋ต๋ณํด์ฃผ์ธ์."},
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{"role": "user", "content": message}
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]
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# CPU ์ต์ ํ ์ค์
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inputs = tokenizer.apply_chat_template(
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chat,
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return_tensors="pt",
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max_length=512, # ๊ธธ์ด ์ ํ
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truncation=True
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).to(device)
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outputs = model.generate(
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inputs,
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max_new_tokens=200, # ์งง์ ์๋ต
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temperature=0.3, # ์ฐฝ์์ฑ ๊ฐ์
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do_sample=False #็กฎๅฎๆง ์๋ต
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)
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return tokenizer.decode(outputs[0], skip_special_tokens=True)
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# ๊ฒฝ๋ํ๋ ์ธํฐํ์ด์ค
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demo = gr.ChatInterface(
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predict,
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title="CLOVA X (CPU ๋ชจ๋)",
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description="CPU ์ ์ฉ ๊ฒฝ๋ํ ๋ฒ์ ",
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theme="soft",
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examples=["์๋
ํ์ธ์", "๋ ์จ ์๋ ค์ค"]
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)
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if __name__ == "__main__":
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demo.launch(
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server_name="0.0.0.0",
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server_port=7860,
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favicon_path=None,
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prevent_thread_lock=True
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)
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