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Daftar framework yang didukung

Halaman ini berisi daftar framework yang didukung dan paket konstituennya untuk layanan berikut:

Container bawaan untuk pelatihan khusus
Container bawaan untuk prediksi dan penjelasan
Penampung bawaan untuk Ray on Vertex AI
Vertex AI Pipelines
Notebook yang Dikelola Pengguna Vertex AI Workbench

Untuk penjelasan mendalam tentang kebijakan dukungan framework, lihat Kebijakan dukungan framework Vertex AI.

Framework yang didukung untuk pelatihan kustom

Vertex AI menggunakan image container untuk mengonfigurasi resource cloud guna melayani permintaan pelatihan Anda. Versi berikut didukung untuk container bawaan pelatihan khusus:

TensorFlow

Versi framework ML Akselerator yang didukung (dan versi CUDA, jika berlaku) Akhir patch dan tanggal dukungan Akhir ketersediaan Image yang didukung

2.15 (Python 3.10)

Khusus TPU

23 Oktober 2024

23 Oktober 2025

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.15.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.14 (Python 3.10)

Khusus CPU

26 Sep 2024

26 September 2025

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.14.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.14 (Python 3.10)

GPU (CUDA 11.x)

26 Sep 2024

26 September 2025

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.14.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.13 (Python 3.10)

Khusus CPU

5 Juli 2024

5 Juli 2025

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.13.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.13 (Python 3.10)

GPU (CUDA 11.x)

5 Juli 2024

5 Juli 2025

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.13.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.12 (Python 3.10)

Khusus CPU

30 Jun 2024

30 Jun 2025

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.12.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.12 (Python 3.10)

GPU (CUDA 11.x)

30 Jun 2024

30 Jun 2025

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.12.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.12 (Python 3.8)

Khusus TPU

30 Jun 2024

30 Jun 2025

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.12.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.11 (Python 3.10)

Khusus CPU

15 Nov 2023

15 Nov 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.11.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.11 (Python 3.10)

GPU (CUDA 11.x)

15 Nov 2023

15 Nov 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.11.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.11 (Python 3.7)

Khusus CPU

15 Nov 2023

15 Nov 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.11.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.11 (Python 3.7)

GPU (CUDA 11.x)

15 Nov 2023

15 Nov 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.11.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.9 (Python 3.10)

Khusus CPU

15 Nov 2023

15 Nov 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.9.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.9 (Python 3.10)

GPU (CUDA 11.x)

15 Nov 2023

15 Nov 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.9.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.9 (Python 3.7)

Khusus CPU

15 Nov 2023

15 Nov 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.9.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.9 (Python 3.7)

GPU (CUDA 11.x)

15 Nov 2023

15 Nov 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.9.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.8 (Python 3.10)

Khusus CPU

15 Nov 2023

15 Nov 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.8.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.8 (Python 3.10)

GPU (CUDA 11.x)

15 Nov 2023

15 Nov 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.8.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.8 (Python 3.7)

Khusus CPU

15 Nov 2023

15 Nov 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.8.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.8 (Python 3.7)

GPU (CUDA 11.x)

15 Nov 2023

15 Nov 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.8.x (patch terbaru) 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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.7 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

tensorflow 2.7.x (patch terbaru)
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
Dependensi Deep Learning Containers lainnya

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)

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

2.6 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

tensorflow 2.6.x (patch terbaru)
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
Dependensi Deep Learning Containers lainnya

2.6 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

2.5 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

tensorflow 2.5.x (patch terbaru)
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
Dependensi Deep Learning Containers lainnya

2.5 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

2.4 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

tensorflow 2.4.x (patch terbaru)
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

2.4 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

2.3 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

tensorflow 2.3.x (patch terbaru)
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

2.3 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

2.2 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

tensorflow 2.2.x (patch terbaru)
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

2.2 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

2.1 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

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

2.1 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

1.15 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

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

1.15 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

PyTorch

Versi framework ML Akselerator yang didukung (dan versi CUDA, jika berlaku) Akhir patch dan tanggal dukungan Akhir ketersediaan Image yang didukung

2.3 (Python 3.10)

Khusus CPU

24 April 2025

24 April 2026

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 2.3.x (patch terbaru) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

Khusus GPU (CUDA 12.x)

24 April 2025

24 April 2026

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 2.3.x (patch terbaru) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

Khusus CPU

30 Jan 2025

23 Oktober 2026

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 2.2.x (patch terbaru) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

Khusus GPU (CUDA 12.x)

30 Jan 2025

30 Januari 2026

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 2.2.x (patch terbaru) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

Khusus CPU

4 Oktober 2024

4 Oktober 2025

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 2.1.x (patch terbaru) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

Khusus GPU (CUDA 12.x)

4 Oktober 2024

4 Oktober 2025

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 2.1.x (patch terbaru) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

Khusus TPU

23 Oktober 2024

23 Oktober 2025

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 2.1.x (patch terbaru) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

Khusus CPU

15 Mar 2024

15 Mar 2025

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 2.0.x (patch terbaru) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

Khusus GPU (CUDA 11.x)

15 Mar 2024

15 Mar 2025

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 2.0.x (patch terbaru) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

Khusus TPU

15 Mei 2024

15 Mei 2025

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 2.0.x (patch terbaru) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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 atau GPU (CUDA 11.x)

15 Mei 2024

15 Mei 2025

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 1.13.x (patch terbaru) absl-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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 atau GPU (CUDA 11.x)

8 Des 2023

8 Des 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 1.13.x (patch terbaru) absl-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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 atau GPU (CUDA 11.x)

15 Mei 2024

15 Mei 2025

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 1.12.x (patch terbaru) absl-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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 atau GPU (CUDA 11.x)

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 1.12.x (patch terbaru) absl-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

Khusus CPU

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 1.11.x (patch terbaru) absl-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 1.11.x (patch terbaru) absl-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

Khusus CPU

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 1.10.x (patch terbaru) absl-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 1.10.x (patch terbaru) absl-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

Khusus CPU

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

PyTorch 1.9.x (patch terbaru)
absl-py 0.13.0
cloud-tpu-client 0.10
python-json-logger 2.0.2
cloudml-hypertune
Dependensi Deep Learning Containers lainnya

1.9 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

PyTorch 1.9.x (patch terbaru)
absl-py 0.13.0
cloud-tpu-client 0.10
python-json-logger 2.0.2
cloudml-hypertune
Dependensi Deep Learning Containers lainnya

1.7 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Dependensi Deep Learning Containers

1.7 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Dependensi Deep Learning Containers

1.6 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Dependensi Deep Learning Containers

1.6 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Dependensi Deep Learning Containers

1.4 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Dependensi Deep Learning Containers

1.4 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Dependensi Deep Learning Containers

scikit-learn

Versi framework ML Akselerator yang didukung (dan versi CUDA, jika berlaku) Akhir patch dan tanggal dukungan Akhir ketersediaan Image yang didukung

1.0 (Python 3.10)

Khusus CPU

30 Juni 2024

30 Juni 2025

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

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)

30 Juni 2024

30 Juni 2025

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

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)

Khusus CPU

1 Sep 2023

1 Sep 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

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

XGBoost

Versi framework ML Akselerator yang didukung (dan versi CUDA, jika berlaku) Akhir patch dan tanggal dukungan Akhir ketersediaan Image yang didukung

1.6 (Python 3.10)

Khusus CPU

30 Juni 2024

30 Juni 2025

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

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)

30 Juni 2024

30 Juni 2025

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

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)

Khusus CPU

15 Nov 2023

15 Nov 2024

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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

Framework yang didukung untuk prediksi dan penjelasan

Vertex AI menggunakan image container untuk mengonfigurasi resource cloud guna melayani permintaan prediksi Anda. Versi berikut didukung pada container bawaan untuk prediksi dan penjelasan:

TensorFlow

Versi framework ML	Akselerator yang didukung (dan versi CUDA, jika berlaku)	Akhir patch dan tanggal dukungan	Akhir ketersediaan	Image yang didukung
2.13	Khusus CPU	28 November 2024	28 November 2025	`us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-13:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-13:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-13:latest`
2.13	GPU (CUDA 12.x)	28 November 2024	28 November 2025	`us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-13:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-13:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-13:latest`
2.12	Khusus CPU	30 Juni 2024	30 Juni 2025	`us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-12:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-12:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-12:latest`
2.12	GPU (CUDA 11.x)	30 Juni 2024	30 Juni 2025	`us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-12:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-12:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-12:latest`
2.11	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-11:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-11:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-11:latest`
2.11	GPU (CUDA 11.x)	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-11:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-11:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-11:latest`
2.10	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-10:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-10:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-10:latest`
2.10	GPU (CUDA 11.x)	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-10:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-10:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-10:latest`
2.9	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-9:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-9:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-9:latest`
2.9	GPU (CUDA 11.x)	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-9:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-9:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-9:latest`
2.8	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-8:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-8:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-8:latest`
2.8	GPU (CUDA 11.x)	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-8:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-8:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-8:latest`
2,7	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-7:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-7:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-7:latest`
2,7	GPU (CUDA 11.x)	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-7:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-7:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-7:latest`
2,6	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-6:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-6:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-6:latest`
2,6	GPU (CUDA 11.x)	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-6:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-6:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-6:latest`
2,5	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-5:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-5:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-5:latest`
2,5	GPU (CUDA 11.x)	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-5:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-5:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-5:latest`
2,4	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-4:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-4:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-4:latest`
2,4	GPU (CUDA 11.x)	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-4:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-4:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-4:latest`
2.3	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-3:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-3:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-3:latest`
2.3	GPU (CUDA 11.x)	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-3:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-3:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-3:latest`
2.2	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-2:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-2:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-2:latest`
2.2	GPU (CUDA 11.x)	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latest`
2.1	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-1:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-1:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-1:latest`
2.1	GPU (CUDA 11.x)	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latest`
1.15	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf-cpu.1-15:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf-cpu.1-15:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf-cpu.1-15:latest`
1.15	GPU (CUDA 11.x)	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/tf-gpu.1-15:latest` `europe-docker.pkg.dev/vertex-ai/prediction/tf-gpu.1-15:latest` `asia-docker.pkg.dev/vertex-ai/prediction/tf-gpu.1-15:latest`

Runtime TensorFlow yang dioptimalkan

Image container berikut menggunakan runtime TensorFlow yang dioptimalkan. Untuk mengetahui informasi lebih lanjut, lihat Menggunakan runtime TensorFlow yang dioptimalkan.

Versi framework ML	Akselerator yang didukung (dan versi CUDA, jika berlaku)	Akhir patch dan tanggal dukungan	Akhir ketersediaan	Image yang didukung
tiap hari	Khusus CPU	Tidak berlaku	Tidak berlaku	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.nightly:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.nightly:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.nightly:latest`
tiap hari	GPU (CUDA 12.x)	Tidak berlaku	Tidak berlaku	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.nightly:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.nightly:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.nightly:latest`
tiap hari	Cloud TPU	Tidak berlaku	Tidak berlaku	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.nightly:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.nightly:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.nightly:latest`
2,17	Khusus CPU	11 Juli 2024	11 Juli 2025	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-17:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-17:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-17:latest`
2,17	GPU (CUDA 12.x)	11 Juli 2024	11 Juli 2025	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-17:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-17:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-17:latest`
2,17	Cloud TPU	11 Juli 2024	11 Juli 2025	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-17:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-17:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-17:latest`
2,16	Khusus CPU	26 April 2024	26 April 2025	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-16:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-16:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-16:latest`
2,16	GPU (CUDA 12.x)	26 April 2024	26 April 2025	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-16:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-16:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-16:latest`
2,16	Cloud TPU	26 April 2024	26 April 2025	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-16:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-16:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-16:latest`
2,15	Khusus CPU	15 Agu 2024	15 Agu 2025	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-15:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-15:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-15:latest`
2,15	GPU (CUDA 12.x)	15 Agu 2024	15 Agu 2025	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-15:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-15:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-15:latest`
2,15	Cloud TPU	15 Agu 2024	15 Agu 2025	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-15:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-15:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-15:latest`
2,14	Khusus CPU	15 Agu 2024	15 Agu 2025	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-14:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-14:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-14:latest`
2,14	GPU (CUDA 12.x)	15 Agu 2024	15 Agu 2025	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-14:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-14:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-14:latest`
2.13	Khusus CPU	15 Agu 2024	15 Agu 2025	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-13:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-13:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-13:latest`
2.13	GPU (CUDA 11.x)	15 Agu 2024	15 Agu 2025	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-13:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-13:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-13:latest`
2.12	Khusus CPU	15 Mei 2024	15 Mei 2025	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-12:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-12:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-12:latest`
2.12	GPU (CUDA 11.x)	15 Mei 2024	15 Mei 2025	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-12:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-12:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-12:latest`
2.11	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-11:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-11:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-11:latest`
2.11	GPU (CUDA 11.x)	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-11:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-11:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-11:latest`
2.10	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-10:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-10:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-10:latest`
2.10	GPU (CUDA 11.x)	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-10:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-10:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-10:latest`
2.9	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-9:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-9:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-9:latest`
2.9	GPU (CUDA 11.x)	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-9:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-9:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-9:latest`
2.8	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-8:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-8:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-8:latest`
2.8	GPU (CUDA 11.x)	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-8:latest` `europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-8:latest` `asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-8:latest`

PyTorch

Versi framework ML	Akselerator yang didukung (dan versi CUDA, jika berlaku)	Akhir patch dan tanggal dukungan	Akhir ketersediaan	Image yang didukung
2.1 (Python 3.9)	Khusus CPU	1 Des 2024	01 Des 2025	`us-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-1:latest` `europe-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-1:latest` `asia-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-1:latest`
2.1 (Python 3.9)	GPU (CUDA 12.x)	1 Des 2024	01 Des 2025	`us-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-1:latest` `europe-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-1:latest` `asia-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-1:latest`
2.1 (Python 3.9)	Cloud TPU	1 Des 2024	01 Des 2025	`us-docker.pkg.dev/vertex-ai/prediction/pytorch-tpu.2-1:latest` `europe-docker.pkg.dev/vertex-ai/prediction/pytorch-tpu.2-1:latest` `asia-docker.pkg.dev/vertex-ai/prediction/pytorch-tpu.2-1:latest`
2.0 (Python 3.9)	Khusus CPU	27 Juli 2024	27 Juli 2025	`us-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-0:latest` `europe-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-0:latest` `asia-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-0:latest`
2.0 (Python 3.9)	GPU (CUDA 11.x)	27 Juli 2024	27 Juli 2025	`us-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-0:latest` `europe-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-0:latest` `asia-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-0:latest`
1.13 (Python 3.8)	Khusus CPU	15 Mei 2024	15 Mei 2025	`us-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-13:latest` `europe-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-13:latest` `asia-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-13:latest`
1.13 (Python 3.8)	GPU (CUDA 11.x)	15 Mei 2024	15 Mei 2025	`us-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-13:latest` `europe-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-13:latest` `asia-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-13:latest`
1.12	Khusus CPU	15 Mei 2024	15 Mei 2025	`us-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-12:latest` `europe-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-12:latest` `asia-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-12:latest`
1.12	GPU (CUDA 11.x)	15 Mei 2024	15 Mei 2025	`us-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-12:latest` `europe-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-12:latest` `asia-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-12:latest`
1.11	Khusus CPU	15 Mei 2024	15 Mei 2025	`us-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-11:latest` `europe-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-11:latest` `asia-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-11:latest`
1.11	GPU (CUDA 11.x)	15 Mei 2024	15 Mei 2025	`us-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-11:latest` `europe-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-11:latest` `asia-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-11:latest`

scikit-learn

Versi framework ML	Akselerator yang didukung (dan versi CUDA, jika berlaku)	Akhir patch dan tanggal dukungan	Akhir ketersediaan	Image yang didukung
1.3 (Python 3.10)	Khusus CPU	28 November 2024	28 November 2025	`us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-3:latest` `europe-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-3:latest` `asia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-3:latest`
1.2 (Python 3.10)	Khusus CPU	30 Juni 2024	30 Juni 2025	`us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-2:latest` `europe-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-2:latest` `asia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-2:latest`
1.0	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-0:latest` `europe-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-0:latest` `asia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-0:latest`
0,24	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-24:latest` `europe-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-24:latest` `asia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-24:latest`
0,23	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-23:latest` `europe-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-23:latest` `asia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-23:latest`
0,22	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-22:latest` `europe-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-22:latest` `asia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-22:latest`
0,20	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-20:latest` `europe-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-20:latest` `asia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-20:latest`

XGBoost

Versi framework ML	Akselerator yang didukung (dan versi CUDA, jika berlaku)	Akhir patch dan tanggal dukungan	Akhir ketersediaan	Image yang didukung
1.7 (Python 3.10)	Khusus CPU	30 Juni 2024	30 Juni 2025	`us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-7:latest` `europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-7:latest` `asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-7:latest`
1.6	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-6:latest` `europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-6:latest` `asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-6:latest`
1,5	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-5:latest` `europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-5:latest` `asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-5:latest`
1.4	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-4:latest` `europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-4:latest` `asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-4:latest`
1,3	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-3:latest` `europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-3:latest` `asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-3:latest`
1,2	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-2:latest` `europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-2:latest` `asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-2:latest`
1.1	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-1:latest` `europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-1:latest` `asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-1:latest`
0.90	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-90:latest` `europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-90:latest` `asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-90:latest`
0.82	Khusus CPU	15 Nov 2023	15 Nov 2024	`us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-82:latest` `europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-82:latest` `asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-82:latest`

Versi Ray di Vertex AI yang didukung

Image container Ray on Vertex AI tersedia. Versi penampung bawaan berikut didukung:

Versi Ray Akselerator yang didukung (dan versi CUDA, jika berlaku) Akhir patch dan tanggal dukungan Akhir ketersediaan Image yang didukung

2.33.0 (Python 3.10)

Khusus CPU

16 September 2025

16 September 2026

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 Dependensi Deep Learning Containers lainnya

2.33.0 (Python 3.10)

GPU (CUDA 11.x)

16 September 2025

16 September 2026

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 Dependensi Deep Learning Containers lainnya

2.9.3 (Python 3.10)

Khusus CPU

7 Mei 2025

7 Mei 2026

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 Dependensi Deep Learning Containers lainnya

2.9.3 (Python 3.10)

GPU (CUDA 11.x)

7 Mei 2025

7 Mei 2026

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
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 Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 Dependensi Deep Learning Containers lainnya

Framework yang didukung untuk pipeline

Vertex AI Pipelines mendukung versi SDK framework ML berikut:

SDK Kubeflow Pipelines (KFP)
SDK TensorFlow Extended (TFX)
Google Cloud Pipeline Components (GCPC)

Karena framework ini diupdate secara berkala untuk mem-patch bug dan kerentanan, sebaiknya Anda selalu menggunakan versi patch terbaru dan jangan melampaui tanggal dukungan. Dukungan pelanggan tidak diberikan jika versi melampaui tanggal dukungan. Untuk mengetahui informasi lebih lanjut, lihat kebijakan dukungan framework Vertex AI.

Secara umum, ikuti panduan ini saat menggunakan template pipeline:

Dapatkan info terkini tentang versi patch framework ML terbaru.
Upgrade template pipeline baru dan yang sudah ada ke versi minor terbaru dari framework ML setidaknya sekali setiap 12 bulan.
Setelah versi utama framework ML yang baru tersedia, migrasikan template pipeline baru dan yang sudah ada ke versi utama baru dalam waktu 24 bulan.

Kubeflow Pipelines SDK

KFP adalah framework yang paling umum digunakan untuk menyusun dan mengorkestrasi pipeline di Vertex AI Pipelines. Vertex AI Pipelines dapat menjalankan definisi pipeline yang dikompilasi menggunakan KFP ke dalam pipeline_spec Intermediate Representation (format IR YAML) v2.0 atau yang lebih baru.

Vertex AI Pipelines mendukung versi KFP SDK berikut:

Framework	Tanggal rilis	Akhir tanggal dukungan
SDK KFP 2	20 Juni 2023	Tidak berlaku
SDK KFP 1.8	3 Sep 2021	20 Des 2024

Versi terbaru KFP SDK akan menghentikan dukungan untuk versi Python yang tidak digunakan lagi pada hari versi tersebut dinyatakan tidak digunakan lagi. Satu-satunya pengecualian untuk hal ini adalah Python 3.7, yang dukungannya akan dihentikan pada 23 April 2024.

SDK TensorFlow Extended (TFX)

TensorFlow merilis versi minor baru dari TensorFlow Extended (TFX) SDK setiap kuartal. Anda masih dapat menjalankan pipeline yang dikompilasi dari SDK versi lama, tetapi hanya SDK versi minor terbaru yang menerima patch. Oleh karena itu, sebaiknya Anda terus menggunakan versi minor terbaru.

Framework	Tanggal rilis	Akhir tanggal dukungan
TensorFlow Extended SDK 1.15	29 April 2024	29 April 2025
TensorFlow Extended SDK 1.14	6 September 2023	6 September 2024
TensorFlow Extended SDK 1.13	3 Mei 2023	3 Mei 2024
TensorFlow Extended SDK 1.12	19 Des 2022	19 Des 2023
TensorFlow Extended SDK 1.11	23 Nov 2022	23 Nov 2023
TensorFlow Extended SDK 1.10	4 Okt 2022	4 Okt 2023
TensorFlow Extended SDK 1.9	15 Juli 2022	15 Juli 2023
TensorFlow Extended SDK 1.8	25 Mei 2022	25 Mei 2023

Google Cloud Pipeline Components

Vertex AI Pipelines memublikasikan dan mem-patch paket Python dan image container berikut secara rutin untuk membantu dalam definisi KFP:

Framework	Tanggal rilis	Akhir patch dan tanggal dukungan	Akhir tanggal ketersediaan	Image yang didukung
Google Cloud Pipeline Components 2	20 Juni 2023	Tidak berlaku	Tidak berlaku	`gcr.io/ml-pipeline/google-cloud-pipeline-components:latest`
Google Cloud Pipeline Components 1	25 Feb 2022	20 Des 2024	20 Jun 2025	`gcr.io/ml-pipeline/google-cloud-pipeline-components:1.0.*`

Versi terbaru Google Cloud Pipeline Components SDK akan menghentikan dukungan untuk versi Python yang tidak digunakan lagi pada hari versi tersebut dinyatakan tidak digunakan lagi. Satu-satunya pengecualian untuk hal ini adalah Python 3.7, yang dukungannya akan dihentikan pada 23 April 2024.

Framework yang didukung untuk notebook yang dikelola pengguna Vertex AI Workbench

Notebook yang dikelola pengguna Vertex AI Workbench mendukung versi framework ML dalam tabel berikut. Untuk menemukan VERSION_DATE spesifik untuk image, lihat Mencantumkan versi yang tersedia.

Versi dasar

Versi framework ML	Versi patch saat ini	Akselerator yang didukung	Akhir patch dan tanggal dukungan	Akhir tanggal ketersediaan	Nama kelompok image
Base-CPU (Python 3.10/Debian 11)	Tidak berlaku (T/A)	Khusus CPU	1 Juli 2024	1 Juli 2025	`common-cpu-VERSION_DATE-debian-11`
Base-cu122 (Python 3.10)	CUDA 12.2	GPU (CUDA 12.2)	8 Jan 2025	8 Januari 2026	`common-cu122-VERSION_DATE-debian-11-py310`
Base-cu121 (Python 3.10)	CUDA 12.1	GPU (CUDA 12.1)	28 Feb 2024	28 Februari 2025	`common-cu121-VERSION_DATE-debian-11-py310`
Base-cu118 (Python 3.10)	CUDA 11.8	GPU (CUDA 11.8)	1 Juli 2024	1 Juli 2025	`common-cu118-VERSION_DATE-debian-11-py310`
Base-cu113 (Python 3.10)	CUDA 11.3	GPU (CUDA 11.3)	1 Jan 2024	1 Jan 2025	`common-cu113-VERSION_DATE-debian-11-py310`
Base-cu113 (Python 3.7)	CUDA 11.3	GPU (CUDA 11.3)	18 Sep 2023	18 Sep 2024	`common-cu113-VERSION_DATE-py37`
Base-cu110 (Python 3.7)	CUDA 11.0	GPU (CUDA 11.0)	18 Sep 2023	18 Sep 2024	`common-cu110-VERSION_DATE-py37`
Base-CPU (Python 3.7)	Tidak berlaku (T/A)	Khusus CPU	18 Sep 2023	18 Sep 2024	`common-cpu-VERSION_DATE-debian-10`

Versi TensorFlow

Versi framework ML	Versi patch saat ini	Akselerator yang didukung	Akhir patch dan tanggal dukungan	Akhir tanggal ketersediaan	Nama kelompok image
2.17 (Python 3.10)	2.17.0	Khusus CPU	11 Juli 2025	11 Juli 2026	`tf-2-17-cpu-VERSION_DATE-py310`
2.17 (Python 3.10)	2.17.0	GPU (CUDA 12.3)	11 Juli 2025	11 Juli 2026	`tf-2-17-cu123-VERSION_DATE-py310`
2.16 (Python 3.10)	2.16.2	Khusus CPU	28 Jun 2025	28 Juni 2026	`tf-2-16-cpu-VERSION_DATE-py310`
2.16 (Python 3.10)	2.16.2	GPU (CUDA 12.3)	28 Jun 2025	28 Juni 2026	`tf-2-16-cu123-VERSION_DATE-py310`
2.15 (Python 3.10)	2.15.0	Khusus CPU	14 November 2024	14 November 2025	`tf-2-15-cpu-VERSION_DATE-py310`
2.15 (Python 3.10)	2.15.0	GPU (CUDA 12.1)	14 November 2024	14 November 2025	`tf-2-15-cu121-VERSION_DATE-py310`
2.14 (Python 3.10)	2.14.0	Khusus CPU	26 Sep 2024	26 September 2025	`tf-2-14-cpu-VERSION_DATE-py310`
2.14 (Python 3.10)	2.14.0	GPU (CUDA 11.8)	26 Sep 2024	26 September 2025	`tf-2-14-cu118-VERSION_DATE-py310`
2.13 (Python 3.10)	2.13.0	Khusus CPU	5 Juli 2024	5 Juli 2025	`tf-2-13-cpu-VERSION_DATE-py310`
2.13 (Python 3.10)	2.13.0	GPU (CUDA 11.8)	5 Juli 2024	5 Juli 2025	`tf-2-13-cu118-VERSION_DATE-py310`
2.12 (Python 3.10)	2.12.0	Khusus CPU	30 Juni 2024	30 Juni 2025	`tf-2-12-cpu-VERSION_DATE-py310`
2.12 (Python 3.10)	2.12.0	GPU (CUDA 11.8)	18 Jan 2024	18 Jan 2025	`tf-2-12-cu113-VERSION_DATE-py310`
2.11 (Python 3.10)	2.11.0	Khusus CPU	15 Nov 2023	15 Nov 2024	`tf-2-11-cpu-VERSION_DATE-py310`
2.11 (Python 3.10)	2.11.0	GPU (CUDA 11.3)	15 Nov 2023	15 Nov 2024	`tf-2-11-cu113-VERSION_DATE-py310`
2.11	2.11.0	Khusus CPU	15 Nov 2023	15 Nov 2024	`tf-2-11-cpu-VERSION_DATE-py37`
2.11	2.11.0	GPU (CUDA 11.3)	15 Nov 2023	15 Nov 2024	`tf-2-11-cu113-VERSION_DATE-py37`
2.10	2.10.1	Khusus CPU	15 Nov 2023	15 Nov 2024	`tf-2-10-cpu-VERSION_DATE-py37`
2.10	2.10.1	GPU (CUDA 11.3)	15 Nov 2023	15 Nov 2024	`tf-2-10-cu113-VERSION_DATE-py37`
2.9	2.9.3	Khusus CPU	15 Nov 2023	15 Nov 2024	`tf-2-9-cpu-VERSION_DATE-py37`
2.9	2.9.3	GPU (CUDA 11.3)	15 Nov 2023	15 Nov 2024	`tf-2-9-cu113-VERSION_DATE-py37`
2.8	2.8.4	Khusus CPU	15 Nov 2023	15 Nov 2024	`tf-2-8-cpu-VERSION_DATE-py37`
2.8	2.8.4	GPU (CUDA 11.3)	15 Nov 2023	15 Nov 2024	`tf-2-8-cu113-VERSION_DATE-py37`
2.6 (py39)	2.6.5	Khusus CPU	1 Sep 2023	1 Sep 2024	`tf-2-6-cpu-VERSION_DATE-py39`
2.6 (py39)	2.6.5	GPU (CUDA 11.3)	1 Sep 2023	1 Sep 2024	`tf-2-6-cu110-VERSION_DATE-py39`
2.6 (py37)	2.6.5	Khusus CPU	18 Sep 2023	18 Sep 2024	`tf-2-6-cpu-VERSION_DATE-py37`
2.6 (py37)	2.6.5	GPU (CUDA 11.3)	18 Sep 2023	18 Sep 2024	`tf-2-6-cu110-VERSION_DATE-py37`
2.3	2.3.4	Khusus CPU	1 Sep 2023	1 Sep 2024	`tf-2-3-cpu`
2.3	2.3.4	GPU (CUDA 11.3)	1 Sep 2023	1 Sep 2024	`tf-2-3-cu110-VERSION_DATE`

Versi PyTorch

Versi framework ML	Versi patch saat ini	Akselerator yang didukung	Akhir patch dan tanggal dukungan	Akhir tanggal ketersediaan	Nama kelompok image
2.2 (Python 3.10)	2.2.0	CUDA 12.1	30 Jan 2025	30 Januari 2026	`pytorch-2-2-VERSION_DATE-py310`
2.1 (Python 3.10)	2.1.0	CUDA 12.1	4 Oktober 2024	4 Oktober 2025	`pytorch-2-1-VERSION_DATE-py310`
2.0 (Python 3.10)	2.0.0	CUDA 11.8	15 Mar 2024	15 Mar 2025	`pytorch-2-0-VERSION_DATE-py310`
1.13 (Python 3.10)	1.13.1	CUDA 11.3	8 Des 2023	8 Des 2024	`pytorch-1-13-VERSION_DATE-py310`
1.13	1.13.1	CUDA 11.3	8 Des 2023	8 Des 2024	`pytorch-1-13-VERSION_DATE-py37`
1.12	1.12.1	CUDA 11.3	1 Sep 2023	1 Sep 2024	`pytorch-1-12-VERSION_DATE-py310`

Langkah berikutnya

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