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KServe를 활용한 Kubernetes 기반 모델 서빙을 다룹니다. InferenceService CRD로 모델 배포, Canary 전략으로 안전한 롤아웃, Transformer로 전후처리 파이프라인, InferenceGraph로 DAG 기반 복합 추론까지 프로덕션 운영 전략을 코드와 함께 구현합니다.
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- Published on
KServe와 NVIDIA Triton 공식 문서를 기반으로 Kubernetes 환경에서의 ML 모델 서빙 아키텍처를 체계적으로 분석한다.