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Elenco dei framework supportati

Questa pagina elenca i framework supportati e i relativi pacchetti costituenti per i seguenti servizi:

Container predefiniti per addestramento personalizzato
Container predefiniti per previsioni e spiegazioni
Container predefiniti per Ray su Vertex AI
Vertex AI Pipelines
Blocchi note gestiti dall'utente di Vertex AI Workbench

Per una spiegazione approfondita delle norme di supporto dei framework, consulta Vertex AI delle norme di supporto del framework.

Framework supportati per l'addestramento personalizzato

Vertex AI utilizza le immagini container per configurare le risorse cloud che servono le tue richieste di addestramento. Le seguenti versioni sono supportate per per l'addestramento di container predefiniti:

TensorFlow

Versione framework ML Acceleratori supportati (e versione CUDA, se applicabile) Data di fine della patch e del supporto Fine della disponibilità Immagini supportate

2.15 (Python 3.10)

Solo TPU

23 ottobre 2024

23 ottobre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
tensorflow 2.15.x (patch più recente) 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 Altre dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze di Deep Learning Containers

2.14 (Python 3.10)

Solo CPU

26 set 2024

26 set 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
tensorflow 2.14.x (patch più recente) Sympy 1,12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Incolla 3.7.1 webapp2 3.0.0b1 simulazione 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers

2.14 (Python 3.10)

GPU (CUDA 11.x)

26 set 2024

26 set 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
tensorflow 2.14.x (patch più recente) 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 Altre dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers

2.13 (Python 3.10)

Solo CPU

5 lug 2024

5 lug 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
tensorflow 2.13.x (patch più recente) 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 Altre dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze di Deep Learning Containers

2.13 (Python 3.10)

GPU (CUDA 11.x)

5 luglio 2024

5 lug 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
tensorflow 2.13.x (patch più recente) 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 Altre dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze di Deep Learning Containers

2.12 (Python 3.10)

Solo CPU

30 giugno 2024

30 giugno 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
TensorFlow 2.12.x (ultima patch) Sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze di Deep Learning Containers

2.12 (Python 3.10)

GPU (CUDA 11.x)

30 giugno 2024

30 giugno 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
TensorFlow 2.12.x (ultima patch) Sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze di Deep Learning Containers

2.12 (Python 3.8)

Solo TPU

30 giugno 2024

30 giugno 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
TensorFlow 2.12.x (ultima patch) Sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers

2.11 (Python 3.10)

Solo CPU

15 nov 2023

15 novembre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
TensorFlow 2.11.x (ultima patch) Sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze di Deep Learning Containers

2.11 (Python 3.10)

GPU (CUDA 11.x)

15 nov 2023

15 novembre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
TensorFlow 2.11.x (ultima patch) Sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers

2.11 (Python 3.7)

Solo CPU

15 nov 2023

15 novembre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
tensorflow 2.11.x (patch più recente) 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 Altre dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers

2.11 (Python 3.7)

GPU (CUDA 11.x)

15 nov 2023

15 novembre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
TensorFlow 2.11.x (ultima patch) Sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze di Deep Learning Containers

2.9 (Python 3.10)

Solo CPU

15 nov 2023

15 novembre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
TensorFlow 2.9.x (ultima patch) Sympy 1.10.1 xgboost 1.6.1 Python-json-logger 2.0.2 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze di Deep Learning Containers

2.9 (Python 3.10)

GPU (CUDA 11.x)

15 nov 2023

15 novembre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
TensorFlow 2.9.x (ultima patch) Sympy 1.10.1 xgboost 1.6.1 Python-json-logger 2.0.2 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers

2.9 (Python 3.7)

Solo CPU

15 nov 2023

15 novembre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
TensorFlow 2.9.x (ultima patch) Sympy 1.10.1 xgboost 1.6.1 Python-json-logger 2.0.2 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers

2.9 (Python 3.7)

GPU (CUDA 11.x)

15 nov 2023

15 novembre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
TensorFlow 2.9.x (ultima patch) Sympy 1.10.1 xgboost 1.6.1 Python-json-logger 2.0.2 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers

2.8 (Python 3.10)

Solo CPU

15 nov 2023

15 novembre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
TensorFlow 2.8.x (ultima patch) sympy 1,9 xgboost 1.5.2 Python-json-logger 2.0.2 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.3.3 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers

2.8 (Python 3.10)

GPU (CUDA 11.x)

15 nov 2023

15 novembre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
TensorFlow 2.8.x (ultima patch) sympy 1,9 xgboost 1.5.2 Python-json-logger 2.0.2 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.3.3 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers

2.8 (Python 3.7)

Solo CPU

15 nov 2023

15 novembre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
TensorFlow 2.8.x (ultima patch) sympy 1,9 xgboost 1.5.2 Python-json-logger 2.0.2 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.3.3 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze di Deep Learning Containers

2.8 (Python 3.7)

GPU (CUDA 11.x)

15 nov 2023

15 novembre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
TensorFlow 2.8.x (ultima patch) sympy 1,9 xgboost 1.5.2 Python-json-logger 2.0.2 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.3.3 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze di Deep Learning Containers

2.7 (Python 3.7)

Solo CPU

1° set 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

tensorflow 2.7.x (patch più recente)
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
Altre dipendenze di Deep Learning Containers

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° settembre 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

curl
libcurl3-dev
wget
codice postale
decomprimi
Git
vim
build-essential
certificati ca
pkg-config
rsync
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
libpng-dev
libjpeg-dev
python3.7
sviluppo-python3
python3.7-dev
Python3-pip
strumenti-di-configurazionepython3
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)

Solo CPU

1° set 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

TensorFlow 2.6.x (ultima patch)
sympy 1,8
xgboost 1.4.2
Python-json-logger 2.0.2
WebOb 1.8.7
Incolla 3.5.0
webapp2 3.0.0b1
simulazione 4.0.3
google-cloud-resource-manager 1.0.2
cloudml-hypertune
Altro Dipendenze di Deep Learning Containers

2.6 (Python 3.7)

GPU (CUDA 11.x)

1° settembre 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

2.5 (Python 3.7)

Solo CPU

1° set 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

TensorFlow 2.5.x (ultima patch)
sympy 1,8
xgboost 1.4.0
PyYAML 3,13
Python-json-logger 2.0.1
WebOb 1.8.7
Incolla 3.5.0
webapp2 3.0.0b1
simulazione 4.0.3
google-cloud-resource-manager 0.30.3
cloudml-hypertune
Altro Dipendenze di Deep Learning Containers

2.5 (Python 3.7)

GPU (CUDA 11.x)

1° settembre 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

tensorflow 2.5.x (patch più recente)
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
Altre dipendenze di Deep Learning Containers

2.4 (Python 3.7)

Solo CPU

1° set 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

tensorflow 2.4.x (patch più recente)
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° settembre 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

2.3 (Python 3.7)

Solo CPU

1° set 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

TensorFlow 2.3.x (ultima patch)
numeroso 1,18,5
panda 1.1.3
scipy 1.4.1
scikit-learn 0.23.2
sympy 1.6.2
statistichemodelli 0.12.0
xgboost 1.2.1
oauth2client 4.1.3
httplib2 0.15.0
python-dateutil 2.8.1
sei 1,15.0
futuro 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
ruota 0,35,1
WebOb 1.8.6
Incolla 3.5.0
tornado 5.1.1
grpcio 1.33.1
richieste 2.24.0
webapp2 3.0.0b1
simulazione 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° settembre 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

2.2 (Python 3.7)

Solo CPU

1° set 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

tensorflow 2.2.x (patch più recente)
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° settembre 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

2.1 (Python 3.7)

Solo CPU

1° set 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

TensorFlow 2.1.0
numero 1,18.0
panda 0,25,3
scipy 1.4.1
scikit-learn 0.22.1
sympy 1,5
statistichemodelli 0.10.2
xgboost 0,90
oauth2client 4.1.3
httplib2 0.15.0
python-dateutil 2.8.1
sei 1,13.0
futuro 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
ruota 0,33,6
WebOb 1.8.5
Incolla 3.2.3
tornado 5.1.1
grpcio 1.26.0
richieste 2.22.0
webapp2 3.0.0b1
simulazione 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° settembre 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

1.15 (Python 3.7)

Solo CPU

1° set 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti 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° settembre 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

PyTorch

Versione framework ML Acceleratori supportati (e versione CUDA, se applicabile) Data di fine della patch e del supporto Fine della disponibilità Immagini supportate

2.3 (Python 3.10)

Solo CPU

24 aprile 2025

24 aprile 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
PyTorch 2.3.x (patch più recente) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune Altre dipendenze di Deep Learning Containers	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)

Solo GPU (CUDA 12.x)

24 aprile 2025

24 aprile 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
PyTorch 2.3.x (patch più recente) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune Altre dipendenze di Deep Learning Containers	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)

Solo CPU

30 gennaio 2025

23 ottobre 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

PyTorch 2.2.x (patch più recente)
absl-py 2.1.0
cloud-tpu-client 0.10
python-json-logger 2.0.7
cloudml-hypertune
Altre dipendenze di Deep Learning Containers

curl
libcurl3-dev
wget
codice postale
decomprimi
Git
vim
build-essential
certificati ca
pkg-config
rsync
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
libpng-dev
libjpeg-dev
python3.8
sviluppo-python3
python3.7-dev
Python3-pip
strumenti-di-configurazionepython3
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)

Solo GPU (CUDA 12.x)

30 gennaio 2025

30 gennaio 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

PyTorch 2.2.x (patch più recente)
absl-py 2.1.0
cloud-tpu-client 0.10
python-json-logger 2.0.7
cloudml-hypertune
Altre dipendenze di Deep Learning Containers

curl
libcurl3-dev
wget
codice postale
decomprimi
Git
vim
build-essential
certificati ca
pkg-config
rsync
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
libpng-dev
libjpeg-dev
python3.8
sviluppo-python3
python3.7-dev
Python3-pip
strumenti-di-configurazionepython3
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)

Solo CPU

4 ottobre 2024

4 ottobre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
PyTorch 2.1.x (patch più recente) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 cloudml-hypertune Altre dipendenze di Deep Learning Containers	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)

Solo GPU (CUDA 12.x)

4 ottobre 2024

4 ottobre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
PyTorch 2.1.x (ultima patch) Abl-py 2.1.0 cloud-tpu-client 0,10 python-json-logger 2.0.7 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	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)

Solo TPU

23 ottobre 2024

23 ottobre 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

PyTorch 2.1.x (ultima patch)
Abl-py 2.1.0
cloud-tpu-client 0,10
python-json-logger 2.0.7
cloudml-hypertune
Altro Dipendenze di Deep Learning Containers

curl
libcurl3-dev
wget
codice postale
decomprimi
Git
vim
build-essential
certificati ca
pkg-config
rsync
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
libpng-dev
libjpeg-dev
python3.8
sviluppo-python3
python3.7-dev
Python3-pip
strumenti-di-configurazionepython3
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)

Solo CPU

15 mar 2024

15 marzo 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

PyTorch 2.0.x (ultima patch)
Abl-py 2.1.0
cloud-tpu-client 0,10
python-json-logger 2.0.7
cloudml-hypertune
Altro Dipendenze di Deep Learning Containers

curl
libcurl3-dev
wget
codice postale
decomprimi
Git
vim
build-essential
certificati ca
pkg-config
rsync
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
libpng-dev
libjpeg-dev
python3.8
sviluppo-python3
python3.7-dev
Python3-pip
strumenti-di-configurazionepython3
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)

Solo GPU (CUDA 11.x)

15 marzo 2024

15 marzo 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

PyTorch 2.0.x (patch più recente)
absl-py 2.1.0
cloud-tpu-client 0.10
python-json-logger 2.0.7
cloudml-hypertune
Altre dipendenze di Deep Learning Containers

curl
libcurl3-dev
wget
codice postale
decomprimi
Git
vim
build-essential
certificati ca
pkg-config
rsync
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
libpng-dev
libjpeg-dev
python3.8
sviluppo-python3
python3.7-dev
Python3-pip
strumenti-di-configurazionepython3
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)

Solo TPU

15 maggio 2024

15 maggio 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

PyTorch 2.0.x (ultima patch)
Abl-py 2.1.0
cloud-tpu-client 0,10
python-json-logger 2.0.7
cloudml-hypertune
Altro Dipendenze di Deep Learning Containers

curl
libcurl3-dev
wget
codice postale
decomprimi
Git
vim
build-essential
certificati ca
pkg-config
rsync
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
libpng-dev
libjpeg-dev
python3.8
sviluppo-python3
python3.7-dev
Python3-pip
strumenti-di-configurazionepython3
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 o GPU (CUDA 11.x)

15 maggio 2024

15 maggio 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
PyTorch 1.13.x (ultima patch) Abl-py 1.3.0 cloud-tpu-client 0,10 python-json-logger 2.0.4 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	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 o GPU (CUDA 11.x)

8 dicembre 2023

8 dicembre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
PyTorch 1.13.x (ultima patch) Abl-py 1.3.0 cloud-tpu-client 0,10 python-json-logger 2.0.4 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	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 o GPU (CUDA 11.x)

15 maggio 2024

15 maggio 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
PyTorch 1.12.x (patch più recente) absl-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Altre dipendenze di Container Deep Learning	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 o GPU (CUDA 11.x)

1° set 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
PyTorch 1.12.x (patch più recente) absl-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Altre dipendenze di Container Deep Learning	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)

Solo CPU

1° set 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
PyTorch 1.11.x (ultima patch) Abl-py 1.0.0 cloud-tpu-client 0,10 Python-json-logger 2.0.2 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	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° settembre 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
PyTorch 1.11.x (ultima patch) Abl-py 1.0.0 cloud-tpu-client 0,10 Python-json-logger 2.0.2 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	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)

Solo CPU

1° set 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
PyTorch 1.10.x (ultima patch) Abl-py 1.0.0 cloud-tpu-client 0,10 Python-json-logger 2.0.2 cloudml-hypertune Altro Dipendenze di Deep Learning Containers	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° settembre 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
PyTorch 1.10.x (patch più recente) absl-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune Altre dipendenze di Container Deep Learning	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)

Solo CPU

1° set 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

PyTorch 1.9.x (patch più recente)
absl-py 0.13.0
cloud-tpu-client 0.10
python-json-logger 2.0.2
cloudml-hypertune
Altre dipendenze di Deep Learning Containers

1.9 (Python 3.7)

GPU (CUDA 11.x)

1° settembre 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

PyTorch 1.9.x (ultima patch)
ABL-py 0.13.0
cloud-tpu-client 0,10
Python-json-logger 2.0.2
cloudml-hypertune
Altro Dipendenze di Deep Learning Containers

1.7 (Python 3.7)

Solo CPU

1° set 2023

1° set 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

Dipendenze incluse

Dipendenze di Deep Learning Containers

1.7 (Python 3.7)

GPU (CUDA 11.x)

1° settembre 2023

1° set 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

Dipendenze incluse

Dipendenze di Deep Learning Containers

1.6 (Python 3.7)

Solo CPU

1° set 2023

1° set 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

Dipendenze incluse

Dipendenze di Deep Learning Containers

1.6 (Python 3.7)

GPU (CUDA 11.x)

1° settembre 2023

1° set 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

Dipendenze incluse

Dipendenze di Deep Learning Containers

1.4 (Python 3.7)

Solo CPU

1° set 2023

1° set 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

Dipendenze incluse

Dipendenze di Deep Learning Containers

1.4 (Python 3.7)

GPU (CUDA 11.x)

1° settembre 2023

1° set 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

Dipendenze incluse

Dipendenze di Deep Learning Containers

scikit-learn

Versione framework ML Acceleratori supportati (e versione CUDA, se applicabile) Data di fine della patch e del supporto Fine della disponibilità Immagini supportate

1.0 (Python 3.10)

Solo CPU

30 giugno 2024

30 giugno 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

numeroso 1,18,5
panda 1.0.4
scipy 1.4.1
scikit-learn 1.0
Sympy 1,6
statistichemodelli 0.11.1
xgboost 1.6.2
oauth2client 4.1.3
httplib2 0.18.1
python-dateutil 2.8.1
sei 1,15.0
futuro 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
ruota 0,34,2
WebOb 1.8.6
Incolla 3.4.1
tornado 5.1.1
grpcio 1.29.0
richieste 2.23.0
webapp2 3.0.0b1
simulazione 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 giugno 2024

30 giugno 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti 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)

Solo CPU

1° set 2023

1° set 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

numeroso 1,18,5
panda 1.0.4
scipy 1.4.1
scikit-learn 0.23.1
Sympy 1,6
statistichemodelli 0.11.1
xgboost 1.1.1
oauth2client 4.1.3
httplib2 0.18.1
python-dateutil 2.8.1
sei 1,15.0
futuro 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
ruota 0,34,2
WebOb 1.8.6
Incolla 3.4.1
tornado 5.1.1
grpcio 1.29.0
richieste 2.23.0
webapp2 3.0.0b1
simulazione 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

Versione framework ML Acceleratori supportati (e versione CUDA, se applicabile) Data di fine della patch e del supporto Fine della disponibilità Immagini supportate

1.6 (Python 3.10)

Solo CPU

30 giugno 2024

30 giugno 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti 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
codice postale
decomprimi
Git
vim
build-essential
certificati ca
pkg-config
rsync
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
libpng-dev
libjpeg-dev
python3.10
sviluppo-python3
python3.10-dev
Python3-pip
strumenti-di-configurazionepython3
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 giugno 2024

30 giugno 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

curl
libcurl3-dev
wget
codice postale
decomprimi
Git
vim
build-essential
certificati ca
pkg-config
rsync
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
libpng-dev
libjpeg-dev
python3.10
sviluppo-python3
python3.10-dev
Python3-pip
strumenti-di-configurazionepython3
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)

Solo CPU

15 nov 2023

15 novembre 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

Dipendenze incluse

Pacchetti PyPI

Pacchetti Ubuntu

Framework supportati per previsioni e spiegazioni

Vertex AI utilizza le immagini container per configurare le risorse cloud per gestire le tue richieste di previsione. Le seguenti versioni sono supportate per container per previsioni e spiegazioni:

TensorFlow

Versione framework ML	Acceleratori supportati (e versione CUDA, se applicabile)	Data di fine della patch e del supporto	Fine della disponibilità	Immagini supportate
2,13	Solo CPU	28 nov 2024	28 nov 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 novembre 2024	28 novembre 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	Solo CPU	30 giugno 2024	30 giugno 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 giugno 2024	30 giugno 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	Solo CPU	15 nov 2023	15 novembre 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	Solo 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 novembre 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	Solo CPU	15 nov 2023	15 novembre 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 novembre 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	Solo CPU	15 nov 2023	15 novembre 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 novembre 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	Solo CPU	15 nov 2023	15 novembre 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	Solo 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	Solo 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	Solo 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 novembre 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	Solo CPU	15 nov 2023	15 novembre 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	Solo 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 novembre 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	Solo CPU	15 nov 2023	15 novembre 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 novembre 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	Solo CPU	15 nov 2023	15 novembre 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 novembre 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 ottimizzato

Le seguenti immagini container utilizzano il runtime di TensorFlow ottimizzato. Per maggiori informazioni, consulta Utilizzare il runtime TensorFlow ottimizzato.

Versione framework ML	Acceleratori supportati (e versione CUDA, se applicabile)	Data di fine della patch e del supporto	Fine della disponibilità	Immagini supportate
ogni notte	Solo CPU	Non applicabile	Non applicabile	`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`
ogni notte	GPU (CUDA 12.x)	Non applicabile	Non applicabile	`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`
ogni notte	Cloud TPU	Non applicabile	Non applicabile	`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`
2,16	Solo CPU	26 aprile 2024	26 aprile 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 aprile 2024	26 aprile 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 aprile 2024	26 aprile 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	Solo CPU	15 agosto 2024	15 agosto 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 agosto 2024	15 agosto 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 agosto 2024	15 agosto 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	Solo CPU	15 agosto 2024	15 agosto 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 agosto 2024	15 agosto 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	Solo CPU	15 agosto 2024	15 agosto 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 agosto 2024	15 agosto 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	Solo CPU	15 maggio 2024	15 maggio 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 maggio 2024	15 maggio 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	Solo CPU	15 nov 2023	15 novembre 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	Solo 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 novembre 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	Solo CPU	15 nov 2023	15 novembre 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 novembre 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	Solo CPU	15 nov 2023	15 novembre 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

Versione framework ML	Acceleratori supportati (e versione CUDA, se applicabile)	Data di fine della patch e del supporto	Fine della disponibilità	Immagini supportate
2.1 (Python 3.9)	Solo CPU	1 dic 2024	1° dicembre 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 dic 2024	1° dicembre 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° dicembre 2024	1° dicembre 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)	Solo CPU	27 luglio 2024	27 luglio 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 luglio 2024	27 luglio 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)	Solo CPU	15 maggio 2024	15 maggio 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 maggio 2024	15 maggio 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	Solo CPU	15 maggio 2024	15 maggio 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 maggio 2024	15 maggio 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	Solo CPU	15 maggio 2024	15 maggio 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 maggio 2024	15 maggio 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

Versione framework ML	Acceleratori supportati (e versione CUDA, se applicabile)	Data di fine della patch e del supporto	Fine della disponibilità	Immagini supportate
1.3 (Python 3.10)	Solo CPU	28 nov 2024	28 novembre 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)	Solo CPU	30 giugno 2024	30 giugno 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	Solo CPU	15 nov 2023	15 novembre 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	Solo CPU	15 nov 2023	15 novembre 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	Solo CPU	15 nov 2023	15 novembre 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	Solo 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	Solo CPU	15 nov 2023	15 novembre 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

Versione framework ML	Acceleratori supportati (e versione CUDA, se applicabile)	Data di fine della patch e del supporto	Fine della disponibilità	Immagini supportate
1.7 (Python 3.10)	Solo CPU	30 giugno 2024	30 giugno 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	Solo 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	Solo CPU	15 nov 2023	15 novembre 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	Solo CPU	15 nov 2023	15 novembre 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	Solo 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	Solo CPU	15 nov 2023	15 novembre 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	Solo 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	Solo CPU	15 nov 2023	15 novembre 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	Solo 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`

Versioni supportate di Ray su Vertex AI

Sono disponibili immagini container Ray on Vertex AI. Sono supportate le seguenti versioni dei container predefiniti:

Versione Ray Acceleratori supportati (e versione CUDA, se applicabile) Data di fine della patch e del supporto Fine della disponibilità Immagini supportate

2.33.0 (Python 3.10)

Solo CPU

16 settembre 2025

16 settembre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti Ubuntu
Abl-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 Altro Dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers

2.33.0 (Python 3.10)

GPU (CUDA 11.x)

16 settembre 2025

16 settembre 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti 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 Altre dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers

2.9.3 (Python 3.10)

Solo CPU

7 maggio 2025

7 maggio 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti 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 Altre dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers

2.9.3 (Python 3.10)

GPU (CUDA 11.x)

7 maggio 2025

7 maggio 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

Dipendenze incluse

Pacchetti PyPI	Pacchetti 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 Altre dipendenze di Deep Learning Containers	ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 Altre dipendenze di Deep Learning Containers

Framework supportati per le pipeline

Vertex AI Pipelines supporta le seguenti versioni SDK del framework ML:

SDK Kubeflow Pipelines (KFP)
SDK TensorFlow Extended (TFX)
Componenti della pipeline Google Cloud (GCPC)

Poiché questi framework vengono aggiornati periodicamente per correggere bug e vulnerabilità, ti consigliamo di usa sempre la versione più recente della patch e rimani entro la fine della data del supporto. L'assistenza clienti non viene fornita se una versione è oltre la data di fine del supporto. Per ulteriori informazioni, consulta le norme di supporto del framework Vertex AI.

In generale, segui queste linee guida quando utilizzi i modelli di pipeline:

Rimani aggiornato con la versione patch più recente del framework ML.
Esegui l'upgrade dei modelli di pipeline nuovi ed esistenti all'ultima versione minore del framework ML almeno una volta ogni 12 mesi.
Quando viene resa disponibile una nuova versione principale di un framework ML, esegui la migrazione e modelli di pipeline esistenti alla nuova versione principale entro 24 mesi.

SDK Kubeflow Pipelines

KFP è il framework più comunemente usato per creare l'orchestrazione delle pipeline in Vertex AI Pipelines. Vertex AI Pipelines può eseguire le definizioni di pipeline compilate utilizzando KFP nella rappresentazione intermedia pipeline_spec (formato YAML IR) 2.0 o versioni successive.

Vertex AI Pipelines supporta le seguenti versioni dell'SDK KFP:

Framework	Data di uscita	Data di fine del supporto
SDK KFP 2	20 giugno 2023	Non applicabile
SDK KFP 1.8	3 set 2021	20 dicembre 2024

La versione più recente dell'SDK KFP interromperà il supporto delle versioni Python alla fine del ciclo di vita fine il giorno in cui vengono dichiarate. L'unica eccezione è Python 3.7, per il quale il supporto verrà interrotto il 23 aprile 2024.

SDK TensorFlow Extended (TFX)

TensorFlow rilascia una nuova versione secondaria di TensorFlow Extended (TFX) all'SDK circa ogni trimestre. Puoi comunque eseguire pipeline compilate precedenti dell'SDK, ma solo l'ultima versione secondaria riceve patch. Pertanto, ti consigliamo di mantenere aggiornata la versione minore più recente.

Framework	Data di uscita	Data di fine del supporto
SDK esteso TensorFlow 1.15	29 aprile 2024	29 aprile 2025
SDK TensorFlow Extended 1.14	6 settembre 2023	6 settembre 2024
SDK TensorFlow Extended 1.13	3 maggio 2023	3 maggio 2024
SDK TensorFlow Extended 1.12	19 dicembre 2022	19 dicembre 2023
SDK TensorFlow Extended 1.11	23 novembre 2022	23 novembre 2023
SDK TensorFlow Extended 1.10	4 ottobre 2022	4 ott 2023
SDK esteso 1.9 di TensorFlow	15 luglio 2022	15 luglio 2023
SDK TensorFlow Extended 1.8	25 maggio 2022	25 maggio 2023

Google Cloud Pipeline Components

Vertex AI Pipelines pubblica e applica regolarmente le patch ai seguenti pacchetti e immagini container per aiutarti nelle definizioni KFP:

Framework	Data di uscita	Data di fine del patch e del supporto	Data di fine disponibilità	Immagini supportate
Componenti della pipeline di Google Cloud 2	20 giugno 2023	Non applicabile	Non applicabile	`gcr.io/ml-pipeline/google-cloud-pipeline-components:latest`
Componenti della pipeline di Google Cloud 1	25 feb 2022	20 dicembre 2024	20 giugno 2025	`gcr.io/ml-pipeline/google-cloud-pipeline-components:1.0.*`

La versione più recente dell'SDK Google Cloud Pipeline Components non supporterà più le versioni di Python ritirate il giorno in cui vengono dichiarate ritirate. L'unica eccezione è Python 3.7, per il quale il supporto verrà interrotto il 23 aprile 2024.

Framework supportati per i notebook gestiti dall'utente di Vertex AI Workbench

Blocchi note gestiti dall'utente di Vertex AI Workbench supporta le versioni del framework ML riportate nelle tabelle seguenti. Per trovare un valore VERSION_DATE specifico per un'immagine, consulta Elenco delle versioni disponibili.

Versioni di base

Versione framework ML	Versione patch attuale	Acceleratori supportati	Data di fine della patch e del supporto	Data di fine della disponibilità	Nome famiglia immagini
CPU di base (Python 3.10 / Debian 11)	Non applicabile (N/A)	Solo CPU	1 lug 2024	1 lug 2025	`common-cpu-VERSION_DATE-debian-11`
Base-cu122 (Python 3.10)	CUDA 12.2	GPU (CUDA 12.2)	8 gennaio 2025	8 gennaio 2026	`common-cu122-VERSION_DATE-debian-11-py310`
Base-cu121 (Python 3.10)	CUDA 12.1	GPU (CUDA 12.1)	28 febbraio 2024	28 febbraio 2025	`common-cu121-VERSION_DATE-debian-11-py310`
Base-cu118 (Python 3.10)	CUDA 11.8	GPU (CUDA 11.8)	1° luglio 2024	1° luglio 2025	`common-cu118-VERSION_DATE-debian-11-py310`
Base-cu113 (Python 3.10)	CUDA 11.3	GPU (CUDA 11.3)	1° gennaio 2024	1 gen 2025	`common-cu113-VERSION_DATE-debian-11-py310`
Base-cu113 (Python 3.7)	CUDA 11.3	GPU (CUDA 11.3)	18 set 2023	18 settembre 2024	`common-cu113-VERSION_DATE-py37`
Base-cu110 (Python 3.7)	CUDA 11.0	GPU (CUDA 11.0)	18 set 2023	18 settembre 2024	`common-cu110-VERSION_DATE-py37`
CPU di base (Python 3.7)	Non applicabile (N/A)	Solo CPU	18 settembre 2023	18 settembre 2024	`common-cpu-VERSION_DATE-debian-10`

Versioni TensorFlow

Versione framework ML	Versione patch attuale	Acceleratori supportati	Data di fine della patch e del supporto	Data di fine della disponibilità	Nome famiglia immagini
2.17 (Python 3.10)	2.17.0	Solo CPU	11 luglio 2025	11 luglio 2026	`tf-2-17-cpu-VERSION_DATE-py310`
2.17 (Python 3.10)	2.17.0	GPU (CUDA 12.3)	11 lug 2025	11 luglio 2026	`tf-2-17-cu123-VERSION_DATE-py310`
2.16 (Python 3.10)	2.16.2	Solo CPU	28 giugno 2025	28 giugno 2026	`tf-2-16-cpu-VERSION_DATE-py310`
2.16 (Python 3.10)	2.16.2	GPU (CUDA 12.3)	28 giugno 2025	28 giugno 2026	`tf-2-16-cu123-VERSION_DATE-py310`
2.15 (Python 3.10)	2.15.0	Solo CPU	14 nov 2024	14 novembre 2025	`tf-2-15-cpu-VERSION_DATE-py310`
2.15 (Python 3.10)	2.15.0	GPU (CUDA 12.1)	14 nov 2024	14 novembre 2025	`tf-2-15-cu121-VERSION_DATE-py310`
2.14 (Python 3.10)	2.14.0	Solo CPU	26 set 2024	26 settembre 2025	`tf-2-14-cpu-VERSION_DATE-py310`
2.14 (Python 3.10)	2.14.0	GPU (CUDA 11.8)	26 set 2024	26 settembre 2025	`tf-2-14-cu118-VERSION_DATE-py310`
2.13 (Python 3.10)	2.13.0	Solo CPU	5 lug 2024	5 luglio 2025	`tf-2-13-cpu-VERSION_DATE-py310`
2.13 (Python 3.10)	2.13.0	GPU (CUDA 11.8)	5 luglio 2024	5 lug 2025	`tf-2-13-cu118-VERSION_DATE-py310`
2.12 (Python 3.10)	2.12.0	Solo CPU	30 giugno 2024	30 giugno 2025	`tf-2-12-cpu-VERSION_DATE-py310`
2.12 (Python 3.10)	2.12.0	GPU (CUDA 11.8)	18 gennaio 2024	18 gennaio 2025	`tf-2-12-cu113-VERSION_DATE-py310`
2.11 (Python 3.10)	2.11.0	Solo CPU	15 nov 2023	15 novembre 2024	`tf-2-11-cpu-VERSION_DATE-py310`
2.11 (Python 3.10)	2.11.0	GPU (CUDA 11.3)	15 nov 2023	15 novembre 2024	`tf-2-11-cu113-VERSION_DATE-py310`
2,11	2.11.0	Solo CPU	15 nov 2023	15 novembre 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	Solo 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 novembre 2024	`tf-2-10-cu113-VERSION_DATE-py37`
2,9	2.9.3	Solo CPU	15 nov 2023	15 novembre 2024	`tf-2-9-cpu-VERSION_DATE-py37`
2,9	2.9.3	GPU (CUDA 11.3)	15 nov 2023	15 novembre 2024	`tf-2-9-cu113-VERSION_DATE-py37`
2,8	2.8.4	Solo CPU	15 nov 2023	15 novembre 2024	`tf-2-8-cpu-VERSION_DATE-py37`
2,8	2.8.4	GPU (CUDA 11.3)	15 nov 2023	15 novembre 2024	`tf-2-8-cu113-VERSION_DATE-py37`
2.6 (py39)	2.6.5	Solo CPU	1° set 2023	1° settembre 2024	`tf-2-6-cpu-VERSION_DATE-py39`
2.6 (py39)	2.6.5	GPU (CUDA 11.3)	1° set 2023	1° set 2024	`tf-2-6-cu110-VERSION_DATE-py39`
2.6 (py37)	2.6.5	Solo CPU	18 settembre 2023	18 set 2024	`tf-2-6-cpu-VERSION_DATE-py37`
2.6 (py37)	2.6.5	GPU (CUDA 11.3)	18 set 2023	18 set 2024	`tf-2-6-cu110-VERSION_DATE-py37`
2.3	2.3.4	Solo CPU	1° set 2023	1° set 2024	`tf-2-3-cpu`
2.3	2.3.4	GPU (CUDA 11.3)	1° set 2023	1° settembre 2024	`tf-2-3-cu110-VERSION_DATE`

Versioni PyTorch

Versione framework ML	Versione patch attuale	Acceleratori supportati	Data di fine della patch e del supporto	Data di fine della disponibilità	Nome famiglia immagini
2.2 (Python 3.10)	2.2.0	CUDA 12.1	30 gennaio 2025	30 gennaio 2026	`pytorch-2-2-VERSION_DATE-py310`
2.1 (Python 3.10)	2.1.0	CUDA 12.1	4 ottobre 2024	4 ottobre 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 dicembre 2023	8 dicembre 2024	`pytorch-1-13-VERSION_DATE-py310`
1,13	1.13.1	CUDA 11.3	8 dicembre 2023	8 dicembre 2024	`pytorch-1-13-VERSION_DATE-py37`
1,12	1.12.1	CUDA 11.3	1° set 2023	1° set 2024	`pytorch-1-12-VERSION_DATE-py310`

Passaggi successivi

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