This page lists the supported frameworks and their constituent packages for the
following services:
For an in-depth explanation of the framework support policy, see Vertex AI
framework support policy.
Supported frameworks for custom training
Vertex AI uses container images to configure cloud resources to service
your training requests. The following versions are supported for custom
training prebuilt containers:
TensorFlow
| ML framework version |
Supported accelerators (and CUDA version, if applicable) |
End of patch and support date |
End of availability |
Supported images |
| 2.14 (Python 3.10) |
CPU only |
Sep 26, 2024 |
Sep 26, 2025 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-14.py310:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.2-14.py310:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-14.py310:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.14.x (latest patch)
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 dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.14 (Python 3.10) |
GPU (CUDA 11.x) |
Sep 26, 2024 |
Sep 26, 2025 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-14.py310:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.2-14.py310:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-14.py310:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.14.x (latest patch)
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 dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.13 (Python 3.10) |
CPU only |
Jul 5, 2024 |
Jul 5, 2025 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-13.py310:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.2-13.py310:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-13.py310:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.13.x (latest patch)
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 dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.13 (Python 3.10) |
GPU (CUDA 11.x) |
Jul 5, 2024 |
Jul 5, 2025 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-13.py310:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.2-13.py310:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-13.py310:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.13.x (latest patch)
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 dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.12 (Python 3.10) |
CPU only |
Jun 30, 2024 |
Jun 30, 2025 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-12.py310:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.2-12.py310:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-12.py310:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.12.x (latest patch)
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 dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.12 (Python 3.10) |
GPU (CUDA 11.x) |
Jun 30, 2024 |
Jun 30, 2025 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-12.py310:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.2-12.py310:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-12.py310:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.12.x (latest patch)
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 dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.12 (Python 3.8) |
TPU only |
Jun 30, 2024 |
Jun 30, 2025 |
us-docker.pkg.dev/vertex-ai/training/tf-tpu.2-12:latesteurope-docker.pkg.dev/vertex-ai/training/tf-tpu.2-12:latestasia-docker.pkg.dev/vertex-ai/training/tf-tpu.2-12:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.12.x (latest patch)
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 dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.11 (Python 3.10) |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11.py310:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11.py310:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11.py310:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.11.x (latest patch)
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 dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.11 (Python 3.10) |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11.py310:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11.py310:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11.py310:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.11.x (latest patch)
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 dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.11 (Python 3.7) |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.11.x (latest patch)
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 dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.11 (Python 3.7) |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.11.x (latest patch)
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 dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.9 (Python 3.10) |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9.py310:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9.py310:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9.py310:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.9.x (latest patch)
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
Other
Deep Learning Containers dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.9 (Python 3.10) |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9.py310:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9.py310:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9.py310:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.9.x (latest patch)
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
Other
Deep Learning Containers dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.9 (Python 3.7) |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.9.x (latest patch)
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
Other
Deep Learning Containers dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.9 (Python 3.7) |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.9.x (latest patch)
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
Other
Deep Learning Containers dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.8 (Python 3.10) |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8.py310:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8.py310:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8.py310:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.8.x (latest patch)
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
Other
Deep Learning Containers dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.8 (Python 3.10) |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8.py310:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8.py310:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8.py310:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.8.x (latest patch)
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
Other
Deep Learning Containers dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.8 (Python 3.7) |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.8.x (latest patch)
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
Other
Deep Learning Containers dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.8 (Python 3.7) |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.8.x (latest patch)
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
Other
Deep Learning Containers dependencies
|
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
libio-all-perl
libyaml-0-2
Other
Deep Learning Containers dependencies
|
|
| 2.7 (Python 3.7) |
CPU only |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-7:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.2-7:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-7:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.7.x (latest patch)
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
Other
Deep Learning Containers dependencies
|
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) |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-7:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.2-7:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-7:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.7.x (latest patch)
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
Other
Deep Learning Containers dependencies
|
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) |
CPU only |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-6:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.2-6:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-6:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.6.x (latest patch)
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
Other
Deep Learning Containers dependencies
|
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) |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-6:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.2-6:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-6:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.6.x (latest patch)
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
Other
Deep Learning Containers dependencies
|
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) |
CPU only |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-5:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.2-5:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-5:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.5.x (latest patch)
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
Other
Deep Learning Containers dependencies
|
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) |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-5:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.2-5:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-5:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.5.x (latest patch)
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
Other
Deep Learning Containers dependencies
|
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) |
CPU only |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-4:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.2-4:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-4:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.4.x (latest patch)
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) |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-4:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.2-4:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-4:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.4.x (latest patch)
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) |
CPU only |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-3:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.2-3:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-3:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.3.x (latest patch)
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) |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-3:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.2-3:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-3:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.3.x (latest patch)
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) |
CPU only |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-2:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.2-2:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-2:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.2.x (latest patch)
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) |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-2:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.2-2:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-2:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
tensorflow 2.2.x (latest patch)
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) |
CPU only |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-1:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.2-1:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-1:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
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) |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-1:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.2-1:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-1:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
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) |
CPU only |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-cpu.1-15:latesteurope-docker.pkg.dev/vertex-ai/training/tf-cpu.1-15:latestasia-docker.pkg.dev/vertex-ai/training/tf-cpu.1-15:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
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) |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/tf-gpu.1-15:latesteurope-docker.pkg.dev/vertex-ai/training/tf-gpu.1-15:latestasia-docker.pkg.dev/vertex-ai/training/tf-gpu.1-15:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
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 framework version |
Supported accelerators (and CUDA version, if applicable) |
End of patch and support date |
End of availability |
Supported images |
| 2.0 (Python 3.8) |
TPU only |
May 15, 2024 |
May 15, 2025 |
us-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-0:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-0:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-0:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
PyTorch 2.0.x (latest patch)
absl-py 0.13.0
cloud-tpu-client 0.10
python-json-logger 2.0.4
cloudml-hypertune
Other
Deep Learning Containers dependencies
|
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 or GPU (CUDA 11.x) |
May 15, 2024 |
May 15, 2025 |
us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13.py310:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13.py310:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13.py310:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
PyTorch 1.13.x (latest patch)
absl-py 1.3.0
cloud-tpu-client 0.10
python-json-logger 2.0.4
cloudml-hypertune
Other
Deep Learning Containers dependencies
|
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 or GPU (CUDA 11.x) |
Dec 8, 2023 |
Dec 8, 2024 |
us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
PyTorch 1.13.x (latest patch)
absl-py 1.3.0
cloud-tpu-client 0.10
python-json-logger 2.0.4
cloudml-hypertune
Other
Deep Learning Containers dependencies
|
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 or GPU (CUDA 11.x) |
May 15, 2024 |
May 15, 2025 |
us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-12.py310:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-12.py310:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-12.py310:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
PyTorch 1.12.x (latest patch)
absl-py 1.3.0
cloud-tpu-client 0.10
python-json-logger 2.0.4
cloudml-hypertune
Other
Deep Learning Containers dependencies
|
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 or GPU (CUDA 11.x) |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-12:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-12:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-12:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
PyTorch 1.12.x (latest patch)
absl-py 1.3.0
cloud-tpu-client 0.10
python-json-logger 2.0.4
cloudml-hypertune
Other
Deep Learning Containers dependencies
|
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) |
CPU only |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-11:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-11:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-11:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
PyTorch 1.11.x (latest patch)
absl-py 1.0.0
cloud-tpu-client 0.10
python-json-logger 2.0.2
cloudml-hypertune
Other
Deep Learning Containers dependencies
|
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) |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-11:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-11:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-11:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
PyTorch 1.11.x (latest patch)
absl-py 1.0.0
cloud-tpu-client 0.10
python-json-logger 2.0.2
cloudml-hypertune
Other
Deep Learning Containers dependencies
|
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) |
CPU only |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-10:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-10:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-10:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
PyTorch 1.10.x (latest patch)
absl-py 1.0.0
cloud-tpu-client 0.10
python-json-logger 2.0.2
cloudml-hypertune
Other
Deep Learning Containers dependencies
|
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) |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-10:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-10:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-10:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
PyTorch 1.10.x (latest patch)
absl-py 1.0.0
cloud-tpu-client 0.10
python-json-logger 2.0.2
cloudml-hypertune
Other
Deep Learning Containers dependencies
|
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) |
CPU only |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-9:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-9:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-9:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
PyTorch 1.9.x (latest patch)
absl-py 0.13.0
cloud-tpu-client 0.10
python-json-logger 2.0.2
cloudml-hypertune
Other
Deep Learning Containers dependencies
|
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) |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-9:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-9:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-9:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
PyTorch 1.9.x (latest patch)
absl-py 0.13.0
cloud-tpu-client 0.10
python-json-logger 2.0.2
cloudml-hypertune
Other
Deep Learning Containers dependencies
|
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) |
CPU only |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-7:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-7:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-7:latest
|
| 1.7 (Python 3.7) |
GPU (CUDA 11.x) |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-7:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-7:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-7:latest
|
| 1.6 (Python 3.7) |
CPU only |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-6:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-6:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-6:latest
|
| 1.6 (Python 3.7) |
GPU (CUDA 11.x) |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-6:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-6:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-6:latest
|
| 1.4 (Python 3.7) |
CPU only |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/pytorch-cpu.1-4:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-cpu.1-4:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-cpu.1-4:latest
|
| 1.4 (Python 3.7) |
GPU (CUDA 11.x) |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-4:latesteurope-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-4:latestasia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-4:latest
|
scikit-learn
| ML framework version |
Supported accelerators (and CUDA version, if applicable) |
End of patch and support date |
End of availability |
Supported images |
| 1.0 (Python 3.10) |
CPU only |
June 30, 2024 |
June 30, 2025 |
us-docker.pkg.dev/vertex-ai/training/sklearn-cpu.1-0:latesteurope-docker.pkg.dev/vertex-ai/training/sklearn-cpu.1-0:latestasia-docker.pkg.dev/vertex-ai/training/sklearn-cpu.1-0:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
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) |
June 30, 2024 |
June 30, 2025 |
us-docker.pkg.dev/vertex-ai/training/sklearn-gpu.1-0:latesteurope-docker.pkg.dev/vertex-ai/training/sklearn-gpu.1-0:latestasia-docker.pkg.dev/vertex-ai/training/sklearn-gpu.1-0:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
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) |
CPU only |
Sep 1, 2023 |
Sep 1, 2024 |
us-docker.pkg.dev/vertex-ai/training/scikit-learn-cpu.0-23:latesteurope-docker.pkg.dev/vertex-ai/training/scikit-learn-cpu.0-23:latestasia-docker.pkg.dev/vertex-ai/training/scikit-learn-cpu.0-23:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
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 framework version |
Supported accelerators (and CUDA version, if applicable) |
End of patch and support date |
End of availability |
Supported images |
| 1.6 (Python 3.10) |
CPU only |
June 30, 2024 |
June 30, 2025 |
us-docker.pkg.dev/vertex-ai/training/xgboost-cpu.1-6:latesteurope-docker.pkg.dev/vertex-ai/training/xgboost-cpu.1-6:latestasia-docker.pkg.dev/vertex-ai/training/xgboost-cpu.1-6:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
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) |
June 30, 2024 |
June 30, 2025 |
us-docker.pkg.dev/vertex-ai/training/xgboost-gpu.1-6:latesteurope-docker.pkg.dev/vertex-ai/training/xgboost-gpu.1-6:latestasia-docker.pkg.dev/vertex-ai/training/xgboost-gpu.1-6:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
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) |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/training/xgboost-cpu.1-1:latesteurope-docker.pkg.dev/vertex-ai/training/xgboost-cpu.1-1:latestasia-docker.pkg.dev/vertex-ai/training/xgboost-cpu.1-1:latest
Included dependencies
| PyPI packages |
Ubuntu packages |
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
|
|
Supported frameworks for predictions and explanations
Vertex AI uses container images to configure cloud resources to service
your prediction requests. The following versions are supported for prebuilt
containers for predictions and explanations:
TensorFlow
| ML framework version |
Supported accelerators (and CUDA version, if applicable) |
End of patch and support date |
End of availability |
Supported images |
| 2.13 |
CPU only |
Nov 28, 2024 |
Nov 28, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-13:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-13:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-13:latest |
| 2.13 |
GPU (CUDA 12.x) |
Nov 28, 2024 |
Nov 28, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-13:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-13:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-13:latest |
| 2.12 |
CPU only |
June 30, 2024 |
June 30, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-12:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-12:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-12:latest |
| 2.12 |
GPU (CUDA 11.x) |
June 30, 2024 |
June 30, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-12:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-12:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-12:latest |
| 2.11 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-11:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-11:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-11:latest |
| 2.11 |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-11:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-11:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-11:latest |
| 2.10 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-10:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-10:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-10:latest |
| 2.10 |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-10:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-10:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-10:latest |
| 2.9 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-9:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-9:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-9:latest |
| 2.9 |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-9:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-9:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-9:latest |
| 2.8 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-8:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-8:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-8:latest |
| 2.8 |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-8:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-8:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-8:latest |
| 2.7 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-7:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-7:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-7:latest |
| 2.7 |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-7:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-7:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-7:latest |
| 2.6 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-6:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-6:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-6:latest |
| 2.6 |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-6:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-6:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-6:latest |
| 2.5 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-5:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-5:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-5:latest |
| 2.5 |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-5:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-5:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-5:latest |
| 2.4 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-4:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-4:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-4:latest |
| 2.4 |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-4:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-4:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-4:latest |
| 2.3 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-3:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-3:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-3:latest |
| 2.3 |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-3:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-3:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-3:latest |
| 2.2 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-2:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-2:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-2:latest |
| 2.2 |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latest |
| 2.1 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-1:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-1:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-1:latest |
| 2.1 |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latestasia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latest |
| 1.15 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf-cpu.1-15:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf-cpu.1-15:latestasia-docker.pkg.dev/vertex-ai/prediction/tf-cpu.1-15:latest |
| 1.15 |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/tf-gpu.1-15:latesteurope-docker.pkg.dev/vertex-ai/prediction/tf-gpu.1-15:latestasia-docker.pkg.dev/vertex-ai/prediction/tf-gpu.1-15:latest |
Optimized TensorFlow runtime
The following container images use the optimized TensorFlow runtime. For
more information, see Use the optimized TensorFlow runtime.
| ML framework version |
Supported accelerators (and CUDA version, if applicable) |
End of patch and support date |
End of availability |
Supported images |
| nightly |
CPU only |
Not applicable |
Not applicable |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.nightly:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.nightly:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.nightly:latest |
| nightly |
GPU (CUDA 12.x) |
Not applicable |
Not applicable |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.nightly:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.nightly:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.nightly:latest |
| nightly |
Cloud TPU |
Not applicable |
Not applicable |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.nightly:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.nightly:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.nightly:latest |
| 2.15 |
CPU only |
Aug 15, 2024 |
Aug 15, 2025 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-15:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-15:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-15:latest |
| 2.15 |
GPU (CUDA 12.x) |
Aug 15, 2024 |
Aug 15, 2025 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-15:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-15:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-15:latest |
| 2.15 |
Cloud TPU |
Aug 15, 2024 |
Aug 15, 2025 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-15:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-15:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-15:latest |
| 2.14 |
CPU only |
Aug 15, 2024 |
Aug 15, 2025 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-14:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-14:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-14:latest |
| 2.14 |
GPU (CUDA 12.x) |
Aug 15, 2024 |
Aug 15, 2025 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-14:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-14:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-14:latest |
| 2.13 |
CPU only |
Aug 15, 2024 |
Aug 15, 2025 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-13:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-13:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-13:latest |
| 2.13 |
GPU (CUDA 11.x) |
Aug 15, 2024 |
Aug 15, 2025 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-13:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-13:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-13:latest |
| 2.12 |
CPU only |
May 15, 2024 |
May 15, 2025 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-12:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-12:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-12:latest |
| 2.12 |
GPU (CUDA 11.x) |
May 15, 2024 |
May 15, 2025 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-12:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-12:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-12:latest |
| 2.11 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-11:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-11:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-11:latest |
| 2.11 |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-11:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-11:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-11:latest |
| 2.10 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-10:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-10:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-10:latest |
| 2.10 |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-10:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-10:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-10:latest |
| 2.9 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-9:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-9:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-9:latest |
| 2.9 |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-9:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-9:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-9:latest |
| 2.8 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-8:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-8:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-8:latest |
| 2.8 |
GPU (CUDA 11.x) |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-8:latesteurope-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-8:latestasia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-8:latest |
PyTorch
| ML framework version |
Supported accelerators (and CUDA version, if applicable) |
End of patch and support date |
End of availability |
Supported images |
| 2.1 (Python 3.9) |
CPU only |
Dec 01, 2024 |
Dec 01, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-1:latesteurope-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-1:latestasia-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-1:latest |
| 2.1 (Python 3.9) |
GPU (CUDA 12.x) |
Dec 01, 2024 |
Dec 01, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-1:latesteurope-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-1:latestasia-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-1:latest |
| 2.1 (Python 3.9) |
Cloud TPU |
Dec 01, 2024 |
Dec 01, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/pytorch-tpu.2-1:latesteurope-docker.pkg.dev/vertex-ai/prediction/pytorch-tpu.2-1:latestasia-docker.pkg.dev/vertex-ai/prediction/pytorch-tpu.2-1:latest |
| 2.0 (Python 3.9) |
CPU only |
Jul 27, 2024 |
Jul 27, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-0:latesteurope-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-0:latestasia-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-0:latest |
| 2.0 (Python 3.9) |
GPU (CUDA 11.x) |
Jul 27, 2024 |
Jul 27, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-0:latesteurope-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-0:latestasia-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-0:latest |
| 1.13 (Python 3.8) |
CPU only |
May 15, 2024 |
May 15, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-13:latesteurope-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-13:latestasia-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-13:latest |
| 1.13 (Python 3.8) |
GPU (CUDA 11.x) |
May 15, 2024 |
May 15, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-13:latesteurope-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-13:latestasia-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-13:latest |
| 1.12 |
CPU only |
May 15, 2024 |
May 15, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-12:latesteurope-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-12:latestasia-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-12:latest |
| 1.12 |
GPU (CUDA 11.x) |
May 15, 2024 |
May 15, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-12:latesteurope-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-12:latestasia-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-12:latest |
| 1.11 |
CPU only |
May 15, 2024 |
May 15, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-11:latesteurope-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-11:latestasia-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-11:latest |
| 1.11 |
GPU (CUDA 11.x) |
May 15, 2024 |
May 15, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-11:latesteurope-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-11:latestasia-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-11:latest |
scikit-learn
| ML framework version |
Supported accelerators (and CUDA version, if applicable) |
End of patch and support date |
End of availability |
Supported images |
| 1.3 (Python 3.10) |
CPU only |
Nov 28, 2024 |
Nov 28, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-3:latesteurope-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-3:latestasia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-3:latest |
| 1.2 (Python 3.10) |
CPU only |
June 30, 2024 |
June 30, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-2:latesteurope-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-2:latestasia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-2:latest |
| 1.0 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-0:latesteurope-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-0:latestasia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-0:latest |
| 0.24 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-24:latesteurope-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-24:latestasia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-24:latest |
| 0.23 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-23:latesteurope-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-23:latestasia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-23:latest |
| 0.22 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-22:latesteurope-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-22:latestasia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-22:latest |
| 0.20 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-20:latesteurope-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-20:latestasia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-20:latest |
XGBoost
| ML framework version |
Supported accelerators (and CUDA version, if applicable) |
End of patch and support date |
End of availability |
Supported images |
| 1.7 (Python 3.10) |
CPU only |
June 30, 2024 |
June 30, 2025 |
us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-7:latesteurope-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-7:latestasia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-7:latest |
| 1.6 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-6:latesteurope-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-6:latestasia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-6:latest |
| 1.5 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-5:latesteurope-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-5:latestasia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-5:latest |
| 1.4 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-4:latesteurope-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-4:latestasia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-4:latest |
| 1.3 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-3:latesteurope-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-3:latestasia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-3:latest |
| 1.2 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-2:latesteurope-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-2:latestasia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-2:latest |
| 1.1 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-1:latesteurope-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-1:latestasia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-1:latest |
| 0.90 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-90:latesteurope-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-90:latestasia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-90:latest |
| 0.82 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-82:latesteurope-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-82:latestasia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-82:latest |
Supported frameworks for pipelines
Vertex AI Pipelines supports the following ML framework SDK
versions:
Since these frameworks are periodically updated to patch bugs and vulnerabilities, it's recommended that you
always use the latest patch version and stay within the end of support date.
Customer support is not provided if a version is beyond the end of support date.
For more information, see Vertex AI framework support policy.
In general, follow these guidelines while using pipeline templates:
Stay up-to-date with the latest patch version of the ML framework.
Upgrade new and existing pipeline templates to the latest minor version of the ML framework
at least once every 12 months.
When a new major version of an ML framework is made available, migrate new
and existing pipeline templates to the new major version within 24 months.
Kubeflow Pipelines SDK
KFP is the most commonly used framework for authoring and
orchestrating pipelines in Vertex AI Pipelines.
Vertex AI Pipelines can execute pipeline definitions compiled using
KFP into the pipeline_spec Intermediate
Representation (IR YAML format) v2.0 or later.
Vertex AI Pipelines supports the following versions of the
KFP SDK:
| Framework |
Release date |
End of support date |
| KFP SDK 2 |
Jun 20, 2023 |
Not applicable |
| KFP SDK 1.8 |
Sep 3, 2021 |
Dec 20, 2024 |
The latest version of the KFP SDK will drop support for end-of-life Python versions on the day they are declared end-of-life. The only exception to this is Python 3.7, for which support will be dropped on April 23, 2024.
TensorFlow Extended (TFX) SDK
TensorFlow releases a new minor version of the TensorFlow Extended (TFX)
SDK about every quarter. You can still run pipelines compiled from
older versions of the SDK, but only the latest minor version of the SDK receives
patches. Therefore, we recommend you keep up-to-date with the latest minor
version.
| Framework |
Release date |
End of support date |
| TensorFlow Extended SDK 1.13 |
May 3, 2023 |
May 3, 2024 |
| TensorFlow Extended SDK 1.12 |
Dec 19, 2022 |
Dec 19, 2023 |
| TensorFlow Extended SDK 1.11 |
Nov 23, 2022 |
Nov 23, 2023 |
| TensorFlow Extended SDK 1.10 |
Oct 4, 2022 |
Oct 4, 2023 |
| TensorFlow Extended SDK 1.9 |
Jul 15, 2022 |
Jul 15, 2023 |
| TensorFlow Extended SDK 1.8 |
May 25, 2022 |
May 25, 2023 |
Google Cloud Pipeline Components
Vertex AI Pipelines publishes and regularly patches the following Python
packages and container images to assist in KFP definitions:
| Framework |
Release date |
End of patch and support date |
End of availability date |
Supported images |
| Google Cloud Pipeline Components 2 |
Jun 20, 2023 |
Not applicable |
Not applicable |
gcr.io/ml-pipeline/google-cloud-pipeline-components:latest |
| Google Cloud Pipeline Components 1 |
Feb 25, 2022 |
Dec 20, 2024 |
Jun 20, 2025 |
gcr.io/ml-pipeline/google-cloud-pipeline-components:1.0.* |
The latest version of the Google Cloud Pipeline Components SDK will drop support for end-of-life Python versions on the day they are declared end-of-life. The only exception to this is Python 3.7, for which support will be dropped on April 23, 2024.
Supported frameworks for Vertex AI Workbench user-managed notebooks
Vertex AI Workbench user-managed notebooks
supports the ML framework versions in the following tables. To find a specific
VERSION_DATE for an image, see Listing the available
versions.
Base versions
| ML framework version |
Current patch version |
Supported accelerators |
End of patch and support date |
End of availability date |
Image family name |
| Base-CPU (Python 3.10 / Debian 11) |
Not applicable (N/A) |
CPU only |
Jul 1, 2024 |
Jul 1, 2025 |
common-cpu-VERSION_DATE-debian-11 |
| Base-cu121 (Python 3.10) |
CUDA 12.1 |
GPU (CUDA 12.1) |
Feb 28, 2024 |
Feb 28, 2025 |
common-cu121-VERSION_DATE-debian-11-py310 |
| Base-cu118 (Python 3.10) |
CUDA 11.8 |
GPU (CUDA 11.8) |
>Jul 1, 2024 |
>Jul 1, 2025 |
common-cu118-VERSION_DATE-debian-11-py310 |
| Base-cu113 (Python 3.10) |
CUDA 11.3 |
GPU (CUDA 11.3) |
Jan 1, 2024 |
Jan 1, 2025 |
common-cu113-VERSION_DATE-debian-11-py310 |
| Base-cu113 (Python 3.7) |
CUDA 11.3 |
GPU (CUDA 11.3) |
Sep 18, 2023 |
Sep 18, 2024 |
common-cu113-VERSION_DATE-py37 |
| Base-cu110 (Python 3.7) |
CUDA 11.0 |
GPU (CUDA 11.0) |
Sep 18, 2023 |
Sep 18, 2024 |
common-cu110-VERSION_DATE-py37 |
| Base-CPU (Python 3.7) |
Not applicable (N/A) |
CPU only |
Sep 18, 2023 |
Sep 18, 2024 |
common-cpu-VERSION_DATE-debian-10 |
TensorFlow versions
| ML framework version |
Current patch version |
Supported accelerators |
End of patch and support date |
End of availability date |
Image family name |
| 2.15 (Python 3.10) |
2.15.0 |
CPU only |
Nov 14, 2024 |
Nov 14, 2025 |
tf-2-15-cpu-VERSION_DATE-py310 |
| 2.15 (Python 3.10) |
2.15.0 |
GPU (CUDA 12.1) |
Nov 14, 2024 |
Nov 14, 2025 |
tf-2-15-cu121-VERSION_DATE-py310 |
| 2.14 (Python 3.10) |
2.14.0 |
CPU only |
Sep 26, 2024 |
Sep 26, 2025 |
tf-2-14-cpu-VERSION_DATE-py310 |
| 2.14 (Python 3.10) |
2.14.0 |
GPU (CUDA 11.8) |
Sep 26, 2024 |
Sep 26, 2025 |
tf-2-14-cu118-VERSION_DATE-py310 |
| 2.13 (Python 3.10) |
2.13.0 |
CPU only |
Jul 5, 2024 |
Jul 5, 2025 |
tf-2-13-cpu-VERSION_DATE-py310 |
| 2.13 (Python 3.10) |
2.13.0 |
GPU (CUDA 11.8) |
Jul 5, 2024 |
Jul 5, 2025 |
tf-2-13-cu118-VERSION_DATE-py310 |
| 2.12 (Python 3.10) |
2.12.0 |
CPU only |
June 30, 2024 |
June 30, 2025 |
tf-2-12-cpu-VERSION_DATE-py310 |
| 2.12 (Python 3.10) |
2.12.0 |
GPU (CUDA 11.8) |
Jan 18, 2024 |
Jan 18, 2025 |
tf-2-12-cu113-VERSION_DATE-py310 |
| 2.11 (Python 3.10) |
2.11.0 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
tf-2-11-cpu-VERSION_DATE-py310 |
| 2.11 (Python 3.10) |
2.11.0 |
GPU (CUDA 11.3) |
Nov 15, 2023 |
Nov 15, 2024 |
tf-2-11-cu113-VERSION_DATE-py310 |
| 2.11 |
2.11.0 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
tf-2-11-cpu-VERSION_DATE-py37 |
| 2.11 |
2.11.0 |
GPU (CUDA 11.3) |
Nov 15, 2023 |
Nov 15, 2024 |
tf-2-11-cu113-VERSION_DATE-py37 |
| 2.10 |
2.10.1 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
tf-2-10-cpu-VERSION_DATE-py37 |
| 2.10 |
2.10.1 |
GPU (CUDA 11.3) |
Nov 15, 2023 |
Nov 15, 2024 |
tf-2-10-cu113-VERSION_DATE-py37 |
| 2.9 |
2.9.3 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
tf-2-9-cpu-VERSION_DATE-py37 |
| 2.9 |
2.9.3 |
GPU (CUDA 11.3) |
Nov 15, 2023 |
Nov 15, 2024 |
tf-2-9-cu113-VERSION_DATE-py37 |
| 2.8 |
2.8.4 |
CPU only |
Nov 15, 2023 |
Nov 15, 2024 |
tf-2-8-cpu-VERSION_DATE-py37 |
| 2.8 |
2.8.4 |
GPU (CUDA 11.3) |
Nov 15, 2023 |
Nov 15, 2024 |
tf-2-8-cu113-VERSION_DATE-py37 |
| 2.6 (py39) |
2.6.5 |
CPU only |
Aug 10, 2024 |
Aug 10, 2025 |
tf-2-6-cpu-VERSION_DATE-py39 |
| 2.6 (py39) |
2.6.5 |
GPU (CUDA 11.3) |
Aug 10, 2024 |
Aug 10, 2025 |
tf-2-6-cu110-VERSION_DATE-py39 |
| 2.6 (py37) |
2.6.5 |
CPU only |
Sep 18, 2023 |
Sep 18, 2024 |
tf-2-6-cpu-VERSION_DATE-py37 |
| 2.6 (py37) |
2.6.5 |
GPU (CUDA 11.3) |
Sep 18, 2023 |
Sep 18, 2024 |
tf-2-6-cu110-VERSION_DATE-py37 |
| 2.3 |
2.3.4 |
CPU only |
Sep 1, 2023 |
Sep 1, 2024 |
tf-2-3-cpu |
| 2.3 |
2.3.4 |
GPU (CUDA 11.3) |
Sep 1, 2023 |
Sep 1, 2024 |
tf-2-3-cu110-VERSION_DATE |
PyTorch versions
| ML framework version |
Current patch version |
Supported accelerators |
End of patch and support date |
End of availability date |
Image family name |
| 2.2 (Python 3.10) |
2.2.0 |
CUDA 12.1 |
Jan 30, 2025 |
Jan 30, 2026 |
pytorch-2-2-VERSION_DATE-py310 |
| 2.1 (Python 3.10) |
2.1.0 |
CUDA 12.1 |
Oct 4, 2024 |
Oct 4, 2025 |
pytorch-2-1-VERSION_DATE-py310 |
| 2.0 (Python 3.10) |
2.0.0 |
CUDA 11.8 |
Mar 15, 2024 |
Mar 15, 2025 |
pytorch-2-0-VERSION_DATE-py310 |
| 1.13 (Python 3.10) |
1.13.1 |
CUDA 11.3 |
Dec 8, 2023 |
Dec 8, 2024 |
pytorch-1-13-VERSION_DATE-py310 |
| 1.13 |
1.13.1 |
CUDA 11.3 |
Dec 8, 2023 |
Dec 8, 2024 |
pytorch-1-13-VERSION_DATE-py37 |
| 1.12 |
1.12.1 |
CUDA 11.3 |
Sep 1, 2023 |
Sep 1, 2024 |
pytorch-1-12-VERSION_DATE-py310 |
What's next
