April 2026
Intermediate
592 pages
13h 28m
Korean
Content preview from 에이전트 시대의 AI 시스템 설계
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338
에이전트 시대의 AI 시스템 설계
"gate_proj",
"up_proj", "down_proj",
"embed_tokens", "lm_head",],
lora_alpha = 32,
use_rslora = True, # 계수 안정화 LoRA를 사용한다.
)
r
과
lora
_
alpha
같은 매개변수에 대한 설명은 §
5
.
4
“패턴
15
: 어댑터 조정”의 “해법” 절을 참
고하기 바란다.
이제 훈련을 위한 옵션을 설정한다. 기울기 누적 같은 메모리 절약 기법을 적용하는 것이 중요
하다. 또한, 임베딩 층의 학습률과 투영 층의 학습률을 다르게 설정하는 것도 잊어서는 안 된다.
training_args = UnslothTrainingArguments(
per_device_train_batch_size = 2,
gradient_accumulation_steps = 64,
...
num_train_epochs = 10,
learning_rate = 5e-5*2,
embedding_learning_rate = 5e-5/2,
)
그런 다음에는 이전처럼
Transformers
의 훈련기 객체를 생성해서 훈련을 진행하고 저장하면
된다. 전체 코드는 원서 깃허브 저장소의
2
_
training
.
ipynb
파일에 있다.
인퍼런스
훈련이 잘 끝났다면 모델을 실행해 볼 ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.