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Model: suna999/inquiry_merged_model Source: Original Platform
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README.md
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---
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license: apache-2.0
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---
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# inquiry_merged_model
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## 모델 소개
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이 모델은 **GEMMA 2B-IT** 기반 LoRA 파인튜닝된 민원 Q&A 응답 생성 모델입니다.
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- **베이스 모델**: google/gemma-2b-it
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- **파인튜닝 방식**: LoRA (Low-Rank Adaptation)
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- **학습 데이터**: 민간 민원 Q&A 데이터 (2,000개)
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- **라이센스**: Apache-2.0
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## 모델 상세 정보
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### 학습 데이터
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- **출처**: AI허브 민간 민원 상담 LLM 사전학습 데이터
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- **데이터 출처 기관**: 하나카드, 액티벤처, 엘지유플러스 (3개 금융사)
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- **샘플 크기**: 2,000개 (전체 25,132개 중 샘플링)
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- **형식**: Q&A 대화 형식 (상담사-손님 대화)
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- **개인정보**: 완벽하게 마스킹됨
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### 파인튜닝 설정
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- **Epochs**: 2
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- **Batch Size**: 1
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- **Learning Rate**: 2e-4
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- **LoRA Rank**: 32
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- **LoRA Alpha**: 64
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### 병합 정보
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- **병합 방식**: LoRA 어댑터와 베이스 모델 완전 병합
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- **결과 모델 크기**: 약 4.7GB
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- **추론 방식**: 베이스 모델 없이 단독 실행 가능
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## 사용 방법
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### Python에서 사용
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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# 모델 로드
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model = AutoModelForCausalLM.from_pretrained("suna999/inquiry_merged_model")
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tokenizer = AutoTokenizer.from_pretrained("suna999/inquiry_merged_model")
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# 추론
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prompt = "카드를 잃어버렸는데 어떻게 해야 하나요?"
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inputs = tokenizer(prompt, return_tensors="pt")
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outputs = model.generate(**inputs, max_new_tokens=128)
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answer = tokenizer.decode(outputs[0])
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print(answer)
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```
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### FastAPI에서 사용
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이 모델은 FastAPI 기반 민원 자동 답변 생성 웹 서비스에 통합되어 있습니다.
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||||
}
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||||
28
special_tokens_map.json
Normal file
28
special_tokens_map.json
Normal file
@@ -0,0 +1,28 @@
|
||||
{
|
||||
"additional_special_tokens": [
|
||||
"<start_of_turn>",
|
||||
"<end_of_turn>"
|
||||
],
|
||||
"bos_token": {
|
||||
"content": "<bos>",
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||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "<eos>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"pad_token": "<eos>",
|
||||
"unk_token": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
3
tokenizer.model
Normal file
3
tokenizer.model
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:61a7b147390c64585d6c3543dd6fc636906c9af3865a5548f27f31aee1d4c8e2
|
||||
size 4241003
|
||||
1518
tokenizer_config.json
Normal file
1518
tokenizer_config.json
Normal file
File diff suppressed because it is too large
Load Diff
Reference in New Issue
Block a user