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README.md
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datasets:
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- nsmc
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---
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## ๋ชจ๋ธ ์ ๋ณด
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## ์ฌ์ฉ ๋ฐฉ๋ฒ
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```python
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```
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**Note**: ์ด ๋ชจ๋ธ์ ๊ต์ก ๋ชฉ์ ์ผ๋ก ๋ง๋ค์ด์ก์ต๋๋ค.
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datasets:
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- nsmc
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---
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# NSMC ๊ฐ์ ๋ถ์ LoRA ๋ชจ๋ธ
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NSMC ๋ฐ์ดํฐ์
์ผ๋ก ํ์ธํ๋๋ ํ๊ตญ์ด ๊ฐ์ ๋ถ์ ๋ชจ๋ธ์
๋๋ค.
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## ๋ชจ๋ธ ์ค๋ช
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- ** ๋ฒ ์ด์ค ๋ชจ๋ธ **: klue/bert_base
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- ** ํ์ธ ํ๋ ๋ฐฉ๋ฒ**: LoRA
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- **์ธ์ด**: ํ๊ตญ์ด
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## ์ฑ๋ฅ
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- ** ์ต์ข
์ฑ๋ฅ**: 85%
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## ํ์ต์ ๋ณด
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### ๋ฐ์ดํฐ์
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- **์ด๋ฆ**: NSMC
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-** ํ์ต ๋ฐ์ดํฐ**:10000
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## ํ์ต์ ๋ณด
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- ** ใ
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## ๋ชจ๋ธ ์ ๋ณด
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## ์ฌ์ฉ ๋ฐฉ๋ฒ
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```python
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from peft import PeftModel
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# ๋ฒ ์ด์ค ๋ชจ๋ธ ๋ก๋ (๋ถ๋ฅ์ฉ)
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print("๋ฒ ์ด์ค ๋ชจ๋ธ ๋ก๋ฉ")
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base_model_reload = AutoModelForSequenceClassification.from_pretrained(
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"klue/bert-base",
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num_labels=2
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)
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# ์
๋ก๋ํ LoRA ์ด๋ํฐ ๋ก๋
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print(f"LoRA ์ด๋ํฐ ๋ก๋ฉ: yooranyeong/nsmc-sentiment-lora")
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model_reload = PeftModel.from_pretrained(base_model_reload, model_name_upload)
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tokenizer_reload = AutoTokenizer.from_pretrained(model_name_upload)
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# GPU๋ก ์ด๋
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device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
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model_reload = model_reload.to(device)
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model_reload.eval()
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print("๋ชจ๋ธ ๋ก๋ ์๋ฃ!")
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print("์ด์ ์ด ์ฝ๋๋ก ์ด๋์๋ ๋ด ๋ชจ๋ธ์ ์ฌ์ฉํ ์ ์์ต๋๋ค!")
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```
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**Note**: ์ด ๋ชจ๋ธ์ ๊ต์ก ๋ชฉ์ ์ผ๋ก ๋ง๋ค์ด์ก์ต๋๋ค.
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