사전 빌드된 커스텀 학습용 컨테이너

Vertex AI는 커스텀 학습을 위해 사전 빌드된 컨테이너로서 실행되는 Docker 컨테이너 이미지를 제공합니다. 머신러닝(ML) 프레임워크 및 프레임워크 버전으로 구성된 이러한 컨테이너에는 학습 코드에서 사용하려는 일반적인 종속 항목이 포함됩니다. 종종 사전 빌드된 컨테이너를 사용하는 것이 학습용 커스텀 컨테이너를 만드는 것보다 간단합니다.

이 문서에서는 학습용으로 사전 빌드된 컨테이너를 나열하고 Python 학습 애플리케이션과 함께 사용하는 방법을 설명합니다.

Vertex AI는 보안 취약점을 최소화하도록 일정에 따라 각 프레임워크 버전을 지원합니다. Vertex AI 프레임워크 지원 정책을 검토하여 지원 종료와 가용성 날짜 종료가 미치는 영향을 파악합니다.

사용 가능한 컨테이너 이미지

다음 각 컨테이너 이미지는 여러 Artifact Registry 저장소에서 제공되며, 이러한 저장소는 데이터를 다양한 위치에 저장합니다. 커스텀 학습을 수행할 때 이미지의 URI 중 어느 것이나 사용할 수 있습니다. 모두 동일한 컨테이너 이미지를 제공합니다. Google Cloud 콘솔을 사용하여 커스텀 학습을 수행하는 경우, Google Cloud 콘솔은 Vertex AI를 사용 중인 위치에 가장 적합한 URI를 선택합니다. 이렇게 하면 지연 시간이 줄어듭니다.

참고: latest 태그 없이 이미지 이름을 사용하는 것은 지원되지 않습니다. latest 태그가 있는 이미지를 사용해야 합니다.

TensorFlow

ML 프레임워크 버전	지원되는 가속기(해당하는 경우 CUDA 버전)	패치 및 지원 종료일	지원 종료	지원되는 이미지
2.17(Python 3.10)	CPU만	2025년 7월 11일	2026년 7월 11일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-17.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-17.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-17.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.17.x(최신 패치) sympy 1.12 pandas 2.2.3 xgboost 2.1.3 python-json-logger 3.2.1 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.17(Python 3.10)	GPU(CUDA 12.x)	2025년 7월 11일	2026년 7월 11일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-17.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-17.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-17.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.17.x(최신 패치) sympy 1.12 pandas 2.2.3 xgboost 2.1.3 python-json-logger 3.2.1 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.16(Python 3.10)	CPU만	2025년 6월 28일	2026년 6월 28일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-16.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-16.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-16.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.16.x(최신 패치) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.16(Python 3.10)	GPU(CUDA 12.x)	2025년 6월 28일	2026년 6월 28일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-16.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-16.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-16.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.16.x(최신 패치) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.15(Python 3.10)	CPU만	2024년 11월 14일	2025년 11월 14일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-15.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-15.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-15.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.15.x(최신 패치) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.15(Python 3.10)	GPU(CUDA 12.x)	2024년 11월 14일	2025년 11월 14일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-15.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-15.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-15.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.15.x(최신 패치) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.15(Python 3.10)	TPU만 해당	2024년 10월 23일	2025년 10월 23일	us-docker.pkg.dev/vertex-ai/training/tf-tpu.2-15.cp310:latest europe-docker.pkg.dev/vertex-ai/training/tf-tpu.2-15.cp310:latest asia-docker.pkg.dev/vertex-ai/training/tf-tpu.2-15.cp310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.15.x(최신 패치) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.14(Python 3.10)	CPU만	2024년 9월 26일	2025년 9월 26일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-14.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-14.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-14.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.14.x(최신 패치) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.14(Python 3.10)	GPU(CUDA 11.x)	2024년 9월 26일	2025년 9월 26일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-14.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-14.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-14.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.14.x(최신 패치) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.13(Python 3.10)	CPU만	2024년 7월 5일	2025년 7월 5일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-13.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-13.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-13.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.13.x(최신 패치) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.13(Python 3.10)	GPU(CUDA 11.x)	2024년 7월 5일	2025년 7월 5일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-13.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-13.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-13.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.13.x(최신 패치) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.12(Python 3.10)	CPU만	2024년 6월 30일	2025년 6월 30일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-12.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-12.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-12.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.12.x(최신 패치) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.12(Python 3.10)	GPU(CUDA 11.x)	2024년 6월 30일	2025년 6월 30일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-12.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-12.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-12.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.12.x(최신 패치) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.12(Python 3.8)	TPU만 해당	2024년 6월 30일	2025년 6월 30일	us-docker.pkg.dev/vertex-ai/training/tf-tpu.2-12:latest europe-docker.pkg.dev/vertex-ai/training/tf-tpu.2-12:latest asia-docker.pkg.dev/vertex-ai/training/tf-tpu.2-12:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.12.x(최신 패치) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.11(Python 3.10)	CPU만	2023년 11월 15일	2024년 11월 15일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.11.x(최신 패치) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.11(Python 3.10)	GPU(CUDA 11.x)	2023년 11월 15일	2024년 11월 15일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.11.x(최신 패치) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.11(Python 3.7)	CPU만	2023년 11월 15일	2024년 11월 15일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.11.x(최신 패치) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.11(Python 3.7)	GPU(CUDA 11.x)	2023년 11월 15일	2024년 11월 15일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.11.x(최신 패치) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.9(Python 3.10)	CPU만	2023년 11월 15일	2024년 11월 15일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.9.x(최신 패치) sympy 1.10.1 xgboost 1.6.1 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.9(Python 3.10)	GPU(CUDA 11.x)	2023년 11월 15일	2024년 11월 15일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.9.x(최신 패치) sympy 1.10.1 xgboost 1.6.1 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.9(Python 3.7)	CPU만	2023년 11월 15일	2024년 11월 15일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.9.x(최신 패치) sympy 1.10.1 xgboost 1.6.1 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.9(Python 3.7)	GPU(CUDA 11.x)	2023년 11월 15일	2024년 11월 15일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.9.x(최신 패치) sympy 1.10.1 xgboost 1.6.1 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.8(Python 3.10)	CPU만	2023년 11월 15일	2024년 11월 15일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.8.x(최신 패치) sympy 1.9 xgboost 1.5.2 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.3.3 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.8(Python 3.10)	GPU(CUDA 11.x)	2023년 11월 15일	2024년 11월 15일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.8.x(최신 패치) sympy 1.9 xgboost 1.5.2 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.3.3 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.8(Python 3.7)	CPU만	2023년 11월 15일	2024년 11월 15일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.8.x(최신 패치) sympy 1.9 xgboost 1.5.2 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.3.3 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.8(Python 3.7)	GPU(CUDA 11.x)	2023년 11월 15일	2024년 11월 15일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.8.x(최신 패치) sympy 1.9 xgboost 1.5.2 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.3.3 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.7(Python 3.7)	CPU만	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-7:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-7:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-7:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.7.x(최신 패치) sympy 1.9 xgboost 1.5.0 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.3.1 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.7(Python 3.7)	GPU(CUDA 11.x)	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-7:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-7:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-7:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.7.x(최신 패치) sympy 1.9 xgboost 1.5.0 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.3.1 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.6(Python 3.7)	CPU만	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-6:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-6:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-6:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.6.x(최신 패치) sympy 1.8 xgboost 1.4.2 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.0.2 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.6(Python 3.7)	GPU(CUDA 11.x)	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-6:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-6:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-6:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.6.x(최신 패치) sympy 1.8 xgboost 1.4.2 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.0.2 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.5(Python 3.7)	CPU만	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-5:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-5:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-5:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.5.x(최신 패치) sympy 1.8 xgboost 1.4.0 PyYAML 3.13 python-json-logger 2.0.1 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 0.30.3 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.5(Python 3.7)	GPU(CUDA 11.x)	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-5:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-5:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-5:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.5.x(최신 패치) sympy 1.8 xgboost 1.4.0 PyYAML 3.13 python-json-logger 2.0.1 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 0.30.3 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.4(Python 3.7)	CPU만	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-4:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-4:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-4:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.4.x(최신 패치) numpy 1.19.4 pandas 1.1.5 scipy 1.5.4 scikit-learn 0.24.0 sympy 1.7.1 statsmodels 0.12.1 xgboost 1.3.1 oauth2client 4.1.3 httplib2 0.15.0 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 3.13 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.0 python-json-logger 2.0.1 wheel 0.36.2 WebOb 1.8.6 Paste 3.5.0 tornado 5.1.1 grpcio 1.32.0 requests 2.25.1 webapp2 3.0.0b1 mock 4.0.3 google-cloud-bigquery 2.6.1 google-cloud-bigtable 1.6.1 google-cloud-datastore 2.1.0 google-cloud-logging 1.15.0 google-cloud-pubsub 2.2.0 google-cloud-resource-manager 0.30.3 google-cloud-storage 1.35.0 joblib 1.0.0 cloudml-hypertune psutil 5.8.0 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.4(Python 3.7)	GPU(CUDA 11.x)	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-4:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-4:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-4:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.4.x(최신 패치) numpy 1.19.4 pandas 1.1.5 scipy 1.5.4 scikit-learn 0.24.0 sympy 1.7.1 statsmodels 0.12.1 xgboost 1.3.1 oauth2client 4.1.3 httplib2 0.15.0 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 3.13 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.0 python-json-logger 2.0.1 wheel 0.36.2 WebOb 1.8.6 Paste 3.5.0 tornado 5.1.1 grpcio 1.32.0 requests 2.25.1 webapp2 3.0.0b1 mock 4.0.3 google-cloud-bigquery 2.6.1 google-cloud-bigtable 1.6.1 google-cloud-datastore 2.1.0 google-cloud-logging 1.15.0 google-cloud-pubsub 2.2.0 google-cloud-resource-manager 0.30.3 google-cloud-storage 1.35.0 joblib 1.0.0 cloudml-hypertune psutil 5.8.0 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.3(Python 3.7)	CPU만	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-3:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-3:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-3:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.3.x(최신 패치) numpy 1.18.5 pandas 1.1.3 scipy 1.4.1 scikit-learn 0.23.2 sympy 1.6.2 statsmodels 0.12.0 xgboost 1.2.1 oauth2client 4.1.3 httplib2 0.15.0 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 3.13 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.0 python-json-logger 2.0.1 wheel 0.35.1 WebOb 1.8.6 Paste 3.5.0 tornado 5.1.1 grpcio 1.33.1 requests 2.24.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 2.2.0 google-cloud-bigtable 1.5.1 google-cloud-datastore 1.15.3 google-cloud-logging 1.15.0 google-cloud-pubsub 2.1.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.32.0 joblib 0.17.0 cloudml-hypertune psutil 5.7.2 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.3(Python 3.7)	GPU(CUDA 11.x)	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-3:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-3:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-3:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.3.x(최신 패치) numpy 1.18.5 pandas 1.1.3 scipy 1.4.1 scikit-learn 0.23.2 sympy 1.6.2 statsmodels 0.12.0 xgboost 1.2.1 oauth2client 4.1.3 httplib2 0.15.0 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 3.13 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.0 python-json-logger 2.0.1 wheel 0.35.1 WebOb 1.8.6 Paste 3.5.0 tornado 5.1.1 grpcio 1.33.1 requests 2.24.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 2.2.0 google-cloud-bigtable 1.5.1 google-cloud-datastore 1.15.3 google-cloud-logging 1.15.0 google-cloud-pubsub 2.1.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.32.0 joblib 0.17.0 cloudml-hypertune psutil 5.7.2 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.2(Python 3.7)	CPU만	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-2:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-2:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-2:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.2.x(최신 패치) numpy 1.18.5 pandas 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 sympy 1.6 statsmodels 0.11.1 xgboost 1.1.1 oauth2client 4.1.3 httplib2 0.18.1 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.3 python-json-logger 0.1.11 wheel 0.34.2 WebOb 1.8.6 Paste 3.4.1 tornado 5.1.1 grpcio 1.29.0 requests 2.23.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune psutil 5.7.0 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.2(Python 3.7)	GPU(CUDA 11.x)	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-2:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-2:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-2:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.2.x(최신 패치) numpy 1.18.5 pandas 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 sympy 1.6 statsmodels 0.11.1 xgboost 1.1.1 oauth2client 4.1.3 httplib2 0.18.1 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.3 python-json-logger 0.1.11 wheel 0.34.2 WebOb 1.8.6 Paste 3.4.1 tornado 5.1.1 grpcio 1.29.0 requests 2.23.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune psutil 5.7.0 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.1(Python 3.7)	CPU만	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-1:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-1:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-1:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.1.0 numpy 1.18.0 pandas 0.25.3 scipy 1.4.1 scikit-learn 0.22.1 sympy 1.5 statsmodels 0.10.2 xgboost 0.90 oauth2client 4.1.3 httplib2 0.15.0 python-dateutil 2.8.1 six 1.13.0 future 0.18.2 PyYAML 5.2 wrapt 1.11.2 crcmod 1.7 google-api-python-client 1.7.11 python-json-logger 0.1.11 wheel 0.33.6 WebOb 1.8.5 Paste 3.2.3 tornado 5.1.1 grpcio 1.26.0 requests 2.22.0 webapp2 3.0.0b1 mock 3.0.5 google-cloud-bigquery 1.23.1 google-cloud-bigtable 1.2.0 google-cloud-datastore 1.10.0 google-cloud-logging 1.14.0 google-cloud-pubsub 1.1.0 google-cloud-resource-manager 0.30.0 google-cloud-storage 1.23.0 joblib 0.14.1 cloudml-hypertune psutil 5.7.0 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.1(Python 3.7)	GPU(CUDA 11.x)	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-1:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-1:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-1:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 2.1.0 numpy 1.18.0 pandas 0.25.3 scipy 1.4.1 scikit-learn 0.22.1 sympy 1.5 statsmodels 0.10.2 xgboost 0.90 oauth2client 4.1.3 httplib2 0.15.0 python-dateutil 2.8.1 six 1.13.0 future 0.18.2 PyYAML 5.2 wrapt 1.11.2 crcmod 1.7 google-api-python-client 1.7.11 python-json-logger 0.1.11 wheel 0.33.6 WebOb 1.8.5 Paste 3.2.3 tornado 5.1.1 grpcio 1.26.0 requests 2.22.0 webapp2 3.0.0b1 mock 3.0.5 google-cloud-bigquery 1.23.1 google-cloud-bigtable 1.2.0 google-cloud-datastore 1.10.0 google-cloud-logging 1.14.0 google-cloud-pubsub 1.1.0 google-cloud-resource-manager 0.30.0 google-cloud-storage 1.23.0 joblib 0.14.1 cloudml-hypertune psutil 5.7.0 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
1.15(Python 3.7)	CPU만	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/tf-cpu.1-15:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.1-15:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.1-15:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 1.15.0 numpy 1.16.5 pandas 0.24.2 scipy 1.2.2 scikit-learn 0.20.4 sympy 1.4 statsmodels 0.10.1 xgboost 0.82 oauth2client 4.1.3 httplib2 0.12.0 python-dateutil 2.7.5 argparse 1.4.0 six 1.12.0 future 0.17.1 PyYAML 3.13 wrapt 1.11.1 crcmod 1.7 google-api-python-client 1.7.8 python-json-logger 0.1.10 wheel 0.32.3 WebOb 1.8.5 Paste 3.0.6 tornado 5.1.1 grpcio 1.18.0 requests 2.19.0 webapp2 3.0.0b1 mock 2.0.0 google-cloud-bigquery 1.20.0 google-cloud-bigtable 1.0.0 google-cloud-datastore 1.9.0 google-cloud-logging 1.12.1 google-cloud-pubsub 1.0.0 google-cloud-resource-manager 0.29.2 google-cloud-storage 1.19.1 joblib 0.13.0 cloudml-hypertune psutil 5.7.0 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
1.15(Python 3.7)	GPU(CUDA 11.x)	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/tf-gpu.1-15:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.1-15:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.1-15:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 tensorflow 1.15.0 numpy 1.16.5 pandas 0.24.2 scipy 1.2.2 scikit-learn 0.20.4 sympy 1.4 statsmodels 0.10.1 xgboost 0.82 oauth2client 4.1.3 httplib2 0.12.0 python-dateutil 2.7.5 argparse 1.4.0 six 1.12.0 future 0.17.1 PyYAML 3.13 wrapt 1.11.1 crcmod 1.7 google-api-python-client 1.7.8 python-json-logger 0.1.10 wheel 0.32.3 WebOb 1.8.5 Paste 3.0.6 tornado 5.1.1 grpcio 1.18.0 requests 2.19.0 webapp2 3.0.0b1 mock 2.0.0 google-cloud-bigquery 1.20.0 google-cloud-bigtable 1.0.0 google-cloud-datastore 1.9.0 google-cloud-logging 1.12.1 google-cloud-pubsub 1.0.0 google-cloud-resource-manager 0.29.2 google-cloud-storage 1.19.1 joblib 0.13.0 cloudml-hypertune psutil 5.7.0 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv

PyTorch

ML 프레임워크 버전	지원되는 가속기(해당하는 경우 CUDA 버전)	패치 및 지원 종료일	지원 종료	지원되는 이미지
2.4(Python 3.10)	CPU만	2025년 7월 24일	2026년 7월 24일	us-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-4.py310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-4.py310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-4.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 2.4.x(최신 패치) pandas 2.2.3 absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 3.2.1 scikit-learn 1.6.1 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.8 python3-dev python3.7-dev python3-pip python3-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.4(Python 3.10)	GPU만(CUDA 12.x)	2025년 7월 24일	2026년 7월 24일	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-4.py310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-4.py310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-4.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 2.4.x(최신 패치) pandas 2.2.3 absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 3.2.1 scikit-learn 1.6.1 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.8 python3-dev python3.7-dev python3-pip python3-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.3(Python 3.10)	CPU만	2025년 4월 24일	2026년 4월 24일	us-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-3.py310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-3.py310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-3.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 2.3.x(최신 패치) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.8 python3-dev python3.7-dev python3-pip python3-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.3(Python 3.10)	GPU만(CUDA 12.x)	2025년 4월 24일	2026년 4월 24일	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-3.py310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-3.py310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-3.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 2.3.x(최신 패치) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.8 python3-dev python3.7-dev python3-pip python3-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.2(Python 3.10)	CPU만	2025년 1월 30일	2026년 10월 23일	us-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-2.py310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-2.py310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-2.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 2.2.x(최신 패치) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.8 python3-dev python3.7-dev python3-pip python3-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.2(Python 3.10)	GPU만(CUDA 12.x)	2025년 1월 30일	2026년 1월 30일	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-2.py310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-2.py310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-2.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 2.2.x(최신 패치) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.8 python3-dev python3.7-dev python3-pip python3-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.2(Python 3.10)	TPU만 해당	2024년 11월 6일	2025년 11월 6일	us-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-2.cp310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-2.cp310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-2.cp310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 2.2.x(최신 패치) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 tpu-info cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.8 python3-dev python3.7-dev python3-pip python3-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.1(Python 3.10)	CPU만	2024년 10월 4일	2025년 10월 4일	us-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-1.py310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-1.py310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-1.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 2.1.x(최신 패치) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.8 python3-dev python3.7-dev python3-pip python3-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.1(Python 3.10)	GPU만(CUDA 12.x)	2024년 10월 4일	2025년 10월 4일	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-1.py310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-1.py310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-1.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 2.1.x(최신 패치) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.8 python3-dev python3.7-dev python3-pip python3-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.1(Python 3.8)	TPU만 해당	2024년 10월 23일	2025년 10월 23일	us-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-1.cp310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-1.cp310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-1.cp310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 2.3.x(최신 패치) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 tpu-info cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.8 python3-dev python3.7-dev python3-pip python3-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.0(Python 3.10)	CPU만	2024년 3월 15일	2025년 3월 15일	us-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-0.py310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-0.py310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-0.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 2.0.x(최신 패치) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.8 python3-dev python3.7-dev python3-pip python3-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.0(Python 3.10)	GPU만(CUDA 11.x)	2024년 3월 15일	2025년 3월 15일	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-0.py310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-0.py310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-0.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 2.0.x(최신 패치) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.8 python3-dev python3.7-dev python3-pip python3-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.0(Python 3.8)	TPU만 해당	2024년 5월 15일	2025년 5월 15일	us-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-0:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-0:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-0:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 2.0.x(최신 패치) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.8 python3-dev python3.7-dev python3-pip python3-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
1.13(Python 3.10)	CPU 또는 GPU(CUDA 11.x)	2024년 5월 15일	2025년 5월 15일	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13.py310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13.py310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 1.13.x(최신 패치) absl-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2
1.13(Python 3.7)	CPU 또는 GPU(CUDA 11.x)	2023년 12월 8일	2024년 12월 8일	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 1.13.x(최신 패치) absl-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2
1.12(Python 3.10)	CPU 또는 GPU(CUDA 11.x)	2024년 5월 15일	2025년 5월 15일	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-12.py310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-12.py310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-12.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 1.12.x(최신 패치) absl-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2
1.12(Python 3.7)	CPU 또는 GPU(CUDA 11.x)	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-12:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-12:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-12:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 1.12.x(최신 패치) absl-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Other Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2
1.11(Python 3.7)	CPU만	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-11:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-11:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-11:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 1.11.x(최신 패치) absl-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2
1.11(Python 3.7)	GPU(CUDA 11.x)	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-11:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-11:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-11:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 1.11.x(최신 패치) absl-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2
1.10(Python 3.7)	CPU만	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-10:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-10:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-10:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 1.10.x(최신 패치) absl-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2
1.10(Python 3.7)	GPU(CUDA 11.x)	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-10:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-10:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-10:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 1.10.x(최신 패치) absl-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2
1.9(Python 3.7)	CPU만	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-9:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-9:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-9:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 1.9.x(최신 패치) absl-py 0.13.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
1.9(Python 3.7)	GPU(CUDA 11.x)	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-9:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-9:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-9:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 PyTorch 1.9.x(최신 패치) absl-py 0.13.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune 기타 Deep Learning Containers 종속 항목 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
1.7(Python 3.7)	CPU만	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-7:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-7:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-7:latest 포함된 종속 항목 Deep Learning Containers 종속 항목
1.7(Python 3.7)	GPU(CUDA 11.x)	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-7:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-7:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-7:latest 포함된 종속 항목 Deep Learning Containers 종속 항목
1.6(Python 3.7)	CPU만	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-6:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-6:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-6:latest 포함된 종속 항목 Deep Learning Containers 종속 항목
1.6(Python 3.7)	GPU(CUDA 11.x)	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-6:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-6:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-6:latest 포함된 종속 항목 Deep Learning Containers 종속 항목
1.4(Python 3.7)	CPU만	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/pytorch-cpu.1-4:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-cpu.1-4:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-cpu.1-4:latest 포함된 종속 항목 Deep Learning Containers 종속 항목
1.4(Python 3.7)	GPU(CUDA 11.x)	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-4:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-4:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-4:latest 포함된 종속 항목 Deep Learning Containers 종속 항목

scikit-learn

ML 프레임워크 버전	지원되는 가속기(해당하는 경우 CUDA 버전)	패치 및 지원 종료일	지원 종료	지원되는 이미지
1.6(Python 3.10)	CPU만	2025년 7월 11일	2026년 7월 11일	us-docker.pkg.dev/vertex-ai/training/sklearn-cpu.1-6:latest europe-docker.pkg.dev/vertex-ai/training/sklearn-cpu.1-6:latest asia-docker.pkg.dev/vertex-ai/training/sklearn-cpu.1-6:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 numpy 1.26.4 pandas 2.2.3 scipy 1.15.2 scikit-learn 1.6.1 sympy 1.12 xgboost 2.1.3 oauth2client 4.1.3 httplib2 0.22.0 python-dateutil 2.9.0.post0 six 1.17.0 wrapt 1.17.2 google-api-python-client 2.162.0 python-json-logger 3.2.1 wheel 0.45.1 WebOb 1.8.7 Paste 3.7.1 grpcio 1.71.0rc2 requests 2.32.3 webapp2 3.0.0b1 mock 5.1.0 google-cloud-bigquery 3.29.0 google-cloud-datastore 1.15.5 google-cloud-resource-manager 1.6.1 google-cloud-storage 2.19.0 joblib 1.4.2 cloudml-hypertune ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
1.6(Python 3.10)	GPU(CUDA 12.x)	2025년 7월 11일	2026년 7월 11일	us-docker.pkg.dev/vertex-ai/training/sklearn-gpu.1-6:latest europe-docker.pkg.dev/vertex-ai/training/sklearn-gpu.1-6:latest asia-docker.pkg.dev/vertex-ai/training/sklearn-gpu.1-6:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 numpy 1.26.4 pandas 2.2.3 scipy 1.15.2 scikit-learn 1.6.1 sympy 1.12 xgboost 2.1.3 oauth2client 4.1.3 httplib2 0.22.0 python-dateutil 2.9.0.post0 six 1.17.0 wrapt 1.17.2 google-api-python-client 2.162.0 python-json-logger 3.2.1 wheel 0.45.1 WebOb 1.8.7 Paste 3.7.1 grpcio 1.71.0rc2 requests 2.32.3 webapp2 3.0.0b1 mock 5.1.0 google-cloud-bigquery 3.29.0 google-cloud-datastore 1.15.5 google-cloud-resource-manager 1.6.1 google-cloud-storage 2.19.0 joblib 1.4.2 cloudml-hypertune ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
1.0(Python 3.10)	CPU만	2024년 6월 30일	2025년 6월 30일	us-docker.pkg.dev/vertex-ai/training/sklearn-cpu.1-0:latest europe-docker.pkg.dev/vertex-ai/training/sklearn-cpu.1-0:latest asia-docker.pkg.dev/vertex-ai/training/sklearn-cpu.1-0:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 numpy 1.18.5 pandas 1.0.4 scipy 1.4.1 scikit-learn 1.0 sympy 1.6 statsmodels 0.11.1 xgboost 1.6.2 oauth2client 4.1.3 httplib2 0.18.1 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.3 python-json-logger 0.1.11 wheel 0.34.2 WebOb 1.8.6 Paste 3.4.1 tornado 5.1.1 grpcio 1.29.0 requests 2.23.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.10 python3-dev python3.10-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
1.0(Python 3.10)	GPU(CUDA 11.x)	2024년 6월 30일	2025년 6월 30일	us-docker.pkg.dev/vertex-ai/training/sklearn-gpu.1-0:latest europe-docker.pkg.dev/vertex-ai/training/sklearn-gpu.1-0:latest asia-docker.pkg.dev/vertex-ai/training/sklearn-gpu.1-0:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 numpy 1.18.5 pandas 1.0.4 scipy 1.4.1 scikit-learn 1.0 sympy 1.6 statsmodels 0.11.1 xgboost 1.6.2 oauth2client 4.1.3 httplib2 0.18.1 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.3 python-json-logger 0.1.11 wheel 0.34.2 WebOb 1.8.6 Paste 3.4.1 tornado 5.1.1 grpcio 1.29.0 requests 2.23.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.10 python3-dev python3.10-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
0.23(Python 3.7)	CPU만	2023년 9월 1일	2024년 9월 1일	us-docker.pkg.dev/vertex-ai/training/scikit-learn-cpu.0-23:latest europe-docker.pkg.dev/vertex-ai/training/scikit-learn-cpu.0-23:latest asia-docker.pkg.dev/vertex-ai/training/scikit-learn-cpu.0-23:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 numpy 1.18.5 pandas 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 sympy 1.6 statsmodels 0.11.1 xgboost 1.1.1 oauth2client 4.1.3 httplib2 0.18.1 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.3 python-json-logger 0.1.11 wheel 0.34.2 WebOb 1.8.6 Paste 3.4.1 tornado 5.1.1 grpcio 1.29.0 requests 2.23.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv

XGBoost

ML 프레임워크 버전	지원되는 가속기(해당하는 경우 CUDA 버전)	패치 및 지원 종료일	지원 종료	지원되는 이미지
2.1(Python 3.10)	CPU만	2025년 7월 11일	2026년 7월 11일	us-docker.pkg.dev/vertex-ai/training/xgboost-cpu.2-1:latest europe-docker.pkg.dev/vertex-ai/training/xgboost-cpu.2-1:latest asia-docker.pkg.dev/vertex-ai/training/xgboost-cpu.2-1:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 numpy 1.26.4 pandas 2.2.3 scipy 1.15.2 scikit-learn 1.6.1 sympy 1.12 xgboost 2.1.3 oauth2client 4.1.3 httplib2 0.22.0 python-dateutil 2.9.0.post0 six 1.17.0 wrapt 1.17.2 google-api-python-client 2.162.0 python-json-logger 3.2.1 wheel 0.45.1 WebOb 1.8.7 Paste 3.7.1 grpcio 1.71.0rc2 requests 2.32.3 webapp2 3.0.0b1 mock 5.1.0 google-cloud-bigquery 3.29.0 google-cloud-datastore 1.15.5 google-cloud-resource-manager 1.6.1 google-cloud-storage 2.19.0 joblib 1.4.2 cloudml-hypertune ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.1(Python 3.10)	GPU(CUDA 12.x)	2025년 7월 11일	2026년 7월 11일	us-docker.pkg.dev/vertex-ai/training/xgboost-gpu.2-1:latest europe-docker.pkg.dev/vertex-ai/training/xgboost-gpu.2-1:latest asia-docker.pkg.dev/vertex-ai/training/xgboost-gpu.2-1:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 numpy 1.26.4 pandas 2.2.3 scipy 1.15.2 scikit-learn 1.6.1 sympy 1.12 xgboost 2.1.3 oauth2client 4.1.3 httplib2 0.22.0 python-dateutil 2.9.0.post0 six 1.17.0 wrapt 1.17.2 google-api-python-client 2.162.0 python-json-logger 3.2.1 wheel 0.45.1 WebOb 1.8.7 Paste 3.7.1 grpcio 1.71.0rc2 requests 2.32.3 webapp2 3.0.0b1 mock 5.1.0 google-cloud-bigquery 3.29.0 google-cloud-datastore 1.15.5 google-cloud-resource-manager 1.6.1 google-cloud-storage 2.19.0 joblib 1.4.2 cloudml-hypertune ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
1.6(Python 3.10)	CPU만	2024년 6월 30일	2025년 6월 30일	us-docker.pkg.dev/vertex-ai/training/xgboost-cpu.1-6:latest europe-docker.pkg.dev/vertex-ai/training/xgboost-cpu.1-6:latest asia-docker.pkg.dev/vertex-ai/training/xgboost-cpu.1-6:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 numpy 1.18.5 pandas 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 sympy 1.6 statsmodels 0.11.1 xgboost 1.6.2 oauth2client 4.1.3 httplib2 0.18.1 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.3 python-json-logger 0.1.11 wheel 0.34.2 WebOb 1.8.6 Paste 3.4.1 tornado 5.1.1 grpcio 1.29.0 requests 2.23.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.10 python3-dev python3.10-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
1.6(Python 3.10)	GPU(CUDA 11.x)	2024년 6월 30일	2025년 6월 30일	us-docker.pkg.dev/vertex-ai/training/xgboost-gpu.1-6:latest europe-docker.pkg.dev/vertex-ai/training/xgboost-gpu.1-6:latest asia-docker.pkg.dev/vertex-ai/training/xgboost-gpu.1-6:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 numpy 1.18.5 pandas 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 sympy 1.6 statsmodels 0.11.1 xgboost 1.6.2 oauth2client 4.1.3 httplib2 0.18.1 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.3 python-json-logger 0.1.11 wheel 0.34.2 WebOb 1.8.6 Paste 3.4.1 tornado 5.1.1 grpcio 1.29.0 requests 2.23.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.10 python3-dev python3.10-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
1.1(Python 3.7)	CPU만	2023년 11월 15일	2024년 11월 15일	us-docker.pkg.dev/vertex-ai/training/xgboost-cpu.1-1:latest europe-docker.pkg.dev/vertex-ai/training/xgboost-cpu.1-1:latest asia-docker.pkg.dev/vertex-ai/training/xgboost-cpu.1-1:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 numpy 1.18.5 pandas 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 sympy 1.6 statsmodels 0.11.1 xgboost 1.1.1 oauth2client 4.1.3 httplib2 0.18.1 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.3 python-json-logger 0.1.11 wheel 0.34.2 WebOb 1.8.6 Paste 3.4.1 tornado 5.1.1 grpcio 1.29.0 requests 2.23.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv

Vertex AI 기반 Ray의 지원되는 버전

Vertex AI 기반 Ray 컨테이너 이미지를 사용할 수 있습니다. 지원되는 사전 빌드된 컨테이너 버전은 다음과 같습니다.

Ray 버전	지원되는 가속기(해당하는 경우 CUDA 버전)	패치 및 지원 종료일	지원 종료	지원되는 이미지
2.47.1 (Python 3.11)	CPU만	2026년 7월 28일	2027년 7월 28일	us-docker.pkg.dev/vertex-ai/training/ray-cpu.2-47.py311:latest europe-docker.pkg.dev/vertex-ai/training/ray-cpu.2-47.py311:latest asia-docker.pkg.dev/vertex-ai/training/ray-cpu.2-47.py311:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 absl-py 2.3.0 cloud-tpu-client 0.10 cloudml-hypertune python-json-logger 3.3.0 google-cloud-resource-manager 1.14.2 setuptools 69.5.1 kubernetes 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.47.1 (Python 3.11)	GPU(CUDA 11.x)	2026년 7월 28일	2027년 7월 28일	us-docker.pkg.dev/vertex-ai/training/ray-gpu.2-47.py311:latest europe-docker.pkg.dev/vertex-ai/training/ray-gpu.2-47.py311:latest asia-docker.pkg.dev/vertex-ai/training/ray-gpu.2-47.py311:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 absl-py 2.3.0 cloud-tpu-client 0.10 cloudml-hypertune python-json-logger 3.3.0 google-cloud-resource-manager 1.14.2 setuptools 69.5.1 kubernetes 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.42.0(Python 3.11)	CPU만	2026년 3월 1일	2027년 3월 1일	us-docker.pkg.dev/vertex-ai/training/ray-cpu.2-42.py311:latest europe-docker.pkg.dev/vertex-ai/training/ray-cpu.2-42.py311:latest asia-docker.pkg.dev/vertex-ai/training/ray-cpu.2-42.py311:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 absl-py 2.1.0 cloud-tpu-client 0.10 cloudml-hypertune python-json-logger 3.2.1 google-cloud-resource-manager 1.12.4 setuptools 69.5.1 kubernetes 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.42.0(Python 3.11)	GPU(CUDA 11.x)	2026년 3월 1일	2027년 3월 1일	us-docker.pkg.dev/vertex-ai/training/ray-gpu.2-42.py311:latest europe-docker.pkg.dev/vertex-ai/training/ray-gpu.2-42.py311:latest asia-docker.pkg.dev/vertex-ai/training/ray-gpu.2-42.py311:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 absl-py 2.1.0 cloud-tpu-client 0.10 cloudml-hypertune python-json-logger 3.2.1 google-cloud-resource-manager 1.12.4 setuptools 69.5.1 kubernetes 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.42.0(Python 3.10)	CPU만	2026년 3월 1일	2027년 3월 1일	us-docker.pkg.dev/vertex-ai/training/ray-cpu.2-42.py310:latest europe-docker.pkg.dev/vertex-ai/training/ray-cpu.2-42.py310:latest asia-docker.pkg.dev/vertex-ai/training/ray-cpu.2-42.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 absl-py 2.1.0 cloud-tpu-client 0.10 cloudml-hypertune python-json-logger 3.2.1 google-cloud-resource-manager 1.12.4 setuptools 69.5.1 kubernetes 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.42.0(Python 3.10)	GPU(CUDA 11.x)	2026년 3월 1일	2027년 3월 1일	us-docker.pkg.dev/vertex-ai/training/ray-gpu.2-42.py310:latest europe-docker.pkg.dev/vertex-ai/training/ray-gpu.2-42.py310:latest asia-docker.pkg.dev/vertex-ai/training/ray-gpu.2-42.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 absl-py 2.1.0 cloud-tpu-client 0.10 cloudml-hypertune python-json-logger 3.2.1 google-cloud-resource-manager 1.12.4 setuptools 69.5.1 kubernetes 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.33.0(Python 3.10)	CPU만	2025년 9월 16일	2026년 9월 16일	us-docker.pkg.dev/vertex-ai/training/ray-cpu.2-33.py310:latest europe-docker.pkg.dev/vertex-ai/training/ray-cpu.2-33.py310:latest asia-docker.pkg.dev/vertex-ai/training/ray-cpu.2-33.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 absl-py 2.1.0 cloud-tpu-client 0.10 cloudml-hypertune python-json-logger 2.0.7 google-cloud-resource-manager 1.12.4 setuptools 69.5.1 kubernetes 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.33.0(Python 3.10)	GPU(CUDA 11.x)	2025년 9월 16일	2026년 9월 16일	us-docker.pkg.dev/vertex-ai/training/ray-gpu.2-33.py310:latest europe-docker.pkg.dev/vertex-ai/training/ray-gpu.2-33.py310:latest asia-docker.pkg.dev/vertex-ai/training/ray-gpu.2-33.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 absl-py 2.1.0 cloud-tpu-client 0.10 cloudml-hypertune python-json-logger 2.0.7 google-cloud-resource-manager 1.12.4 setuptools 69.5.1 kubernetes 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.9.3(Python 3.10)	CPU만	2025년 5월 7일	2026년 5월 7일	us-docker.pkg.dev/vertex-ai/training/ray-cpu.2-9.py310:latest europe-docker.pkg.dev/vertex-ai/training/ray-cpu.2-9.py310:latest asia-docker.pkg.dev/vertex-ai/training/ray-cpu.2-9.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 absl-py 2.0.0 cloud-tpu-client 0.10 cloudml-hypertune python-json-logger 2.0.7 google-cloud-resource-manager 1.11.0 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목
2.9.3(Python 3.10)	GPU(CUDA 11.x)	2025년 5월 7일	2026년 5월 7일	us-docker.pkg.dev/vertex-ai/training/ray-gpu.2-9.py310:latest europe-docker.pkg.dev/vertex-ai/training/ray-gpu.2-9.py310:latest asia-docker.pkg.dev/vertex-ai/training/ray-gpu.2-9.py310:latest 포함된 종속 항목 PyPI 패키지 Ubuntu 패키지 absl-py 2.0.0 cloud-tpu-client 0.10 cloudml-hypertune python-json-logger 2.0.7 google-cloud-resource-manager 1.11.0 기타 Deep Learning Containers 종속 항목 ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 기타 Deep Learning Containers 종속 항목

사전 빌드된 컨테이너를 사용한 학습

보다 포괄적인 워크플로의 일부로 학습용 사전 빌드된 컨테이너를 사용하는 예시를 보려면 다음 환경 중 하나에서 '커스텀 학습 및 온라인 예측' 노트북을 실행하세요.

Colab에서 열기 | Colab Enterprise에서 열기 | Vertex AI Workbench에서 열기 | GitHub에서 보기

사전 빌드된 컨테이너를 사용하려면 컨테이너 설정 구성 가이드를 참조하세요.

GPU를 지원하는 컨테이너 이미지를 사용하는 경우 CustomJob, HyperparameterTuningJob, TrainingPipeline 리소스를 만들 때 machineSpec.acceleratorType 및 machineSpec.acceleratorCount 필드를 지정해야 합니다.

다음 단계

• 사전 빌드된 컨테이너에서 사용할 Python 학습 애플리케이션 생성 방법 알아보기