Elenco dei framework supportati

Questa pagina elenca i framework supportati e i relativi pacchetti che costituiscono 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 le norme di supporto del framework Vertex AI.

Framework supportati per l'addestramento personalizzato

Vertex AI usa le immagini container per configurare le risorse cloud al fine di gestire le richieste di addestramento. Per i container predefiniti di addestramento personalizzato sono supportate le seguenti versioni:

TensorFlow

Versione framework ML	Acceleratori supportati (e versione CUDA, se applicabile)	Data di fine della patch e del supporto	Fine disponibilità	Immagini supportate
2.15 (Python 3.10)	Solo TPU	23 ott 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 Incolla 3.7.1 webapp2 3.0.0b1 5.1-resource-manager 10.1. 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 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 5.1-resource-manager 10.1. 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 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 Incolla 3.7.1 webapp2 3.0.0b1 5.1-resource-manager 10.1. 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 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 Incolla 3.7.1 webapp2 3.0.0b1 5.1-resource-manager 1.1. 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 Deep Learning Containers
2.13 (Python 3.10)	GPU (CUDA 11.x)	5 lug 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 Incolla 3.7.1 webapp2 3.0.0b1 5.1-resource-manager 1.1. 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 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 (patch più recente) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1.0 cloud-resource-manager. 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 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 (patch più recente) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1.0 cloud-resource-manager. 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 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 (patch più recente) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1.0 cloud-resource-manager. 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 Deep Learning Containers
2.11 (Python 3.10)	Solo 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 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 Incolla 3.5.0 webapp2 3.0.0b1.0 cloud-resource-manager. 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 Deep Learning Containers
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 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 Incolla 3.5.0 webapp2 3.0.0b1.0 cloud-resource-manager. 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 Deep Learning Containers
2.11 (Python 3.7)	Solo 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 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 Incolla 3.5.0 webapp2 3.0.0b1.0 cloud-resource-manager. 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 Deep Learning Containers
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 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 Incolla 3.5.0 webapp2 3.0.0b1.0 cloud-resource-manager. 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 Deep Learning Containers
2.9 (Python 3.10)	Solo 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 Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.9.x (versione più recente) 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 3 cloud-resource-manager. 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 Deep Learning Containers
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 Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.9.x (patch più recente) 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 3 cloud-resource-manager. 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 Deep Learning Containers
2.9 (Python 3.7)	Solo 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 Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.9.x (versione più recente) 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 3 cloud-resource-manager. 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 Deep Learning Containers
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 Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.9.x (patch più recente) 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 3 cloud-resource-manager. 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 Deep Learning Containers
2.8 (Python 3.10)	Solo 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 Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.8.x (patch più recente) 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 Altre dipendenze per Deep Learning Containers 4.0.1.3-ML 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 Deep Learning Containers
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 Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.8.x (patch più recente) 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 Altre dipendenze per Deep Learning Containers 4.0.1.3-ML 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 Deep Learning Containers
2.8 (Python 3.7)	Solo 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 Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.8.x (patch più recente) 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 Altre dipendenze per Deep Learning Containers 4.0.1.3-ML 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 Deep Learning Containers
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 Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.8.x (patch più recente) 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 Altre dipendenze per Deep Learning Containers 4.0.1.3-ML 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 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 Incolla 3.5.0 webapp2 3.0.0b1 Altre dipendenze per Deep Learning Containers 4.0.3-ML gcurl3-dev gcurl3-setup 7 wget-setup-8.13.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev
2.7 (Python 3.7)	GPU (CUDA 11.x)	1° set 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 tensorflow 2.7.x (patch più recente) sympy 1.9 xgboost 1.5.0 python-json-logger 2.0.2 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 Altre dipendenze per Deep Learning Containers 4.0.3-ML gcurl3-dev gcurl3-setup 7 wget-setup-8.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev
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 (patch più recente) 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 Altre dipendenze per Deep Learning Containers 4.0.3-ML gcurl3-dev gcurl3-setup 7 wget-setup-8.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev
2.6 (Python 3.7)	GPU (CUDA 11.x)	1° set 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 tensorflow 2.6.x (patch più recente) 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 Altre dipendenze per Deep Learning Containers 4.0.3-ML gcurl3-dev gcurl3-setup 7 wget-setup-8.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev
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 (patch più recente) 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 3.0.040b gcurl3-dev gcurl3-setup 7 wget-setup-8.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev
2.5 (Python 3.7)	GPU (CUDA 11.x)	1° set 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 Incolla 3.5.0 webapp2 3.0.040b gcurl3-dev gcurl3-setup 7 wget-setup-8.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev
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 1.2.cloud-storage 2.4.x.1.2.cloud- qualunque.2.2.2.2.2.2.2.2.1/2/1/1/2.2.2.1.2.2.1.2.1.2_acquis.%.%.%2%.%.%%2%%2_%%2.%.%%%%. gcurl3-dev gcurl3-setup 7 wget-setup-8.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev
2.4 (Python 3.7)	GPU (CUDA 11.x)	1° set 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 1.2.cloud-storage 2.4.x.1.2.cloud- qualunque.1.2.2.2.2.2.2.1.2.1/2/2/1/2.2.2.1.2.2.2.1.2.1.2_acquis._._._._._. gcurl3-dev gcurl3-setup 7 wget-setup-8.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev
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 1.2.cloud-storage.1.2.2.2.2.2.1/2/2/4.2.2.2.2.1.2_acquis._._._._._._._.???==???==? _2.0.%_%%.%_%%.%.%%%. gcurl3-dev gcurl3-setup 7 wget-setup-8.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev
2.3 (Python 3.7)	GPU (CUDA 11.x)	1° set 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 1.2.cloud-storage.1.2.2.2.2.2.1/2/2/4.2.2.2.2.1.2_acquis._._._._._._._.???==???==? _2.0.%_%%.%_%%.%.%%%. gcurl3-dev gcurl3-setup 7 wget-setup-8.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev
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 1.2.cloud-storage 2.2.2.x.1.2.2.2.2.1/2/2/1/0.2%2.%.%%2%.%2%%2%%2%%2%%%%quafa%%%%quafa%%%%%%%%%%%%%%%%%fa%A%%Gfa&fa&favola%%fatfa% xgboost 1.1.1 gcurl3-dev gcurl3-setup 7 wget-setup-8.13.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev
2.2 (Python 3.7)	GPU (CUDA 11.x)	1° set 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.a.%.2.2.2.1/2/1/1/0.2%2.2.2.2.1.2.1._ac_host.cloud-2.2.2.2.1.1.2.2.1.2.2._<<__. gcurl3-dev gcurl3-setup 7 wget-setup-8.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev
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 2.cloud-logging0.cloud-logging0.cloud-resource.1.1.0.2.1.2.1.1.0.2.1.1.1.2.1.2.2.1.2.2.%.%.%2_%%.%.%2_%%.%.%.%2&%2faquafat. 12.0.%.%2%%.%.%_%%%.%. gcurl3-dev gcurl3-setup 7 wget-setup-8.13.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev
2.1 (Python 3.7)	GPU (CUDA 11.x)	1° set 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 2.cloud-logging0.cloud-logging0.cloud-resource.1.1.0.2.1.2.1.1.0.2.1.1.1.2.1.2.2.1.2.2.%.%.%2_%%.%.%2_%%.%.%.%2&%2faquafat. 12.0.%.%2%%.%.%_%%%.%. gcurl3-dev gcurl3-setup 7 wget-setup-8.13.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev
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 1.15.0.a.%.%2_%%_%%_%%%%%%%%fafa.%%%%%%%%%%fafa.%%%%%%%fa quando sifa quag._____._._.______ gcurl3-dev gcurl3-setup 7 wget-setup-8.13.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev
1.15 (Python 3.7)	GPU (CUDA 11.x)	1° set 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 1.15.0.a.%.%2_%%_%%%%.%%%%%%%%%%fafa.%%%%%%%%%%%%%%%.%%%%%%% altrofa ogni clic. gcurl3-dev gcurl3-setup 7 wget-setup-8.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev

PyTorch

Versione framework ML	Acceleratori supportati (e versione CUDA, se applicabile)	Data di fine della patch e del supporto	Fine disponibilità	Immagini supportate
2.1 (Python 3.8)	Solo TPU	23 ott 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 (patch più recente) absl-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Altre dipendenze di Deep Learning Containers gcurl3-dev gcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev
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 (patch più recente) absl-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Altre dipendenze di Deep Learning Containers gcurl3-dev gcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev
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 (patch più recente) bil-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 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
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 (patch più recente) bil-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 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
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) bil-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 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
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) bil-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 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
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 (patch più recente) bil-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 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
1.11 (Python 3.7)	GPU (CUDA 11.x)	1° set 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 (patch più recente) bil-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 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
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 (patch più recente) bil-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 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
1.10 (Python 3.7)	GPU (CUDA 11.x)	1° set 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) bil-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 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
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) ABl-py 0.13.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune Altre dipendenze di Deep Learning Containers gcurl3-dev gcurl3-setup 7 wget-setup-8.13.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev
1.9 (Python 3.7)	GPU (CUDA 11.x)	1° set 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 (patch più recente) ABl-py 0.13.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune Altre dipendenze di Deep Learning Containers gcurl3-dev gcurl3-setup 7 wget-setup-8.13.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev
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° set 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° set 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° set 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 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 num.2.cloud-logging.1.cloud-logging.1.2.cloud-storage.1.google.1.2.cloud-storage.1.2.cloud-logging.1.1.2.cloud- qualunque.2.1.2.2.1.2.1.2.2.1.1.2.2.1.2.1.1.2._. gcurl3-dev gcurl3-dev wget-tm.zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev
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 num.2.cloud-logging.1.cloud-logging.1.2.cloud-storage.1.google.1.2.cloud-storage.1.2.cloud-logging.1.1.2.cloud- qualunque.2.1.2.2.1.2.1.2.2.1.1.2.2.1.2.1.1.2._. gcurl3-dev gcurl3-dev wget-tm.zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev
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 num.18.5.12.cloud-storage.1.google.cloud-storage.1.2.cloud-storage.1.2.cloud-storage.1.2.cloud-storage.2.2.1.1.2.12_%2_%%_%%%.%%%%%%.%%%%%%%%%%%%%%%fafa nelle colonne. gcurl3-dev gcurl3-setup 7 wget-setup-8.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev

XGBoost

Versione framework ML	Acceleratori supportati (e versione CUDA, se applicabile)	Data di fine della patch e del supporto	Fine 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 num.18.5.1.cloud-storage 1.18.5.1 pondas 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 sympy 1.6 statmodels 0.11.1 xgboost 1.6.2 oauth2client 4.1.3 8.1 gcurl3-dev gcurl3-dev wget-tm.zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev
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 num.18.5.1.cloud-storage 1.18.5.1 pondas 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 sympy 1.6 statmodels 0.11.1 xgboost 1.6.2 oauth2client 4.1.3 8.1 gcurl3-dev gcurl3-dev wget-tm.zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev
1.1 (Python 3.7)	Solo 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 Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu num.18.5.12.cloud-storage.1.google.cloud-storage.1.2.cloud-storage.1.2.cloud-storage.1.2.cloud-storage.2.2.1.1.2.12_%2_%%_%%%.%%%%%%.%%%%%%%%%%%%%%%fafa nelle colonne. gcurl3-dev gcurl3-setup 7 wget-setup-8.13.wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libpng-dev

Framework supportati per previsioni e spiegazioni

Vertex AI usa le immagini container per configurare le risorse cloud per gestire le richieste di previsione. Per i container predefiniti per previsioni e spiegazioni sono supportate le seguenti versioni:

TensorFlow

Versione framework ML	Acceleratori supportati (e versione CUDA, se applicabile)	Data di fine della patch e del supporto	Fine 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 nov 2024	28 nov 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 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	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 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	Solo 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	Solo 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	Solo 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	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 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	Solo 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	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 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	Solo 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	Solo 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 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 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 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	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 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	Solo 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	Solo 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

Versione framework ML	Acceleratori supportati (e versione CUDA, se applicabile)	Data di fine della patch e del supporto	Fine disponibilità	Immagini supportate
2.1 (Python 3.9)	Solo CPU	1° dicembre 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° dicembre 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 disponibilità	Immagini supportate
1.3 (Python 3.10)	Solo CPU	28 nov 2024	28 nov 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 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	Solo 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	Solo 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	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 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

Versione framework ML	Acceleratori supportati (e versione CUDA, se applicabile)	Data di fine della patch e del supporto	Fine 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 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	Solo 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	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 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	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 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	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 di container predefiniti:

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

• SDK Kubeflow Pipelines (KFP)

• SDK TensorFlow Extended (TFX)

• Componenti della pipeline di Google Cloud (GCPC)

Poiché questi framework vengono aggiornati periodicamente per risolvere bug e vulnerabilità di patch, ti consigliamo di utilizzare sempre la versione più recente della patch e di rimanere entro la fine della data del supporto. L'assistenza clienti non viene fornita se una versione è successiva alla 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 alla versione secondaria più recente del framework ML almeno una volta ogni 12 mesi.

• Quando viene resa disponibile una nuova versione principale di un framework ML, esegui la migrazione dei modelli di pipeline nuovi ed esistenti alla nuova versione principale entro 24 mesi.

SDK Kubeflow Pipelines

KFP è il framework più usato per creare e orchestrare le pipeline in Vertex AI Pipelines. Vertex AI Pipelines può eseguire definizioni di pipeline compilate utilizzando KFP nella rappresentazione intermedia di pipeline_spec (formato YAML IR) v2.0 o versioni successive.

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

Framework	Data di rilascio	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 non supporterà più le versioni Python di fine del ciclo di vita 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 dell'SDK TensorFlow Extended (TFX) ogni trimestre. Puoi comunque eseguire pipeline compilate dalle versioni precedenti dell'SDK, ma solo l'ultima versione secondaria dell'SDK riceve le patch. Pertanto, ti consigliamo di tenerti al corrente dell'ultima versione secondaria.

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

Google Cloud Pipeline Components

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

Framework	Data di rilascio	Data di fine della patch e del supporto	Data di fine della 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 dei componenti della pipeline di Google Cloud non supporterà più le versioni Python alla fine del ciclo di vita alla fine del ciclo di vita il giorno in cui vengono dichiarate. L'unica eccezione è Python 3.7, per il quale il supporto verrà interrotto il 23 aprile 2024.

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

I blocchi note gestiti dall'utente di Vertex AI Workbench sono stati ritirati. Il 30 gennaio 2025, non sarà più possibile creare istanze di blocchi note gestiti dall'utente e non sarà più possibile creare istanze di blocchi note gestiti dall'utente. Le istanze esistenti continueranno a funzionare, ma non saranno disponibili patch, aggiornamenti e upgrade. Per continuare a utilizzare Vertex AI Workbench, ti consigliamo di eseguire la migrazione delle istanze di blocchi note gestiti dall'utente alle istanze di Vertex AI Workbench.

I blocchi note gestiti dall'utente di Vertex AI Workbench supportano le versioni del framework ML riportate nelle tabelle seguenti. Per trovare un 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-cu121 (Python 3.10)	CUDA 12.1	GPU (CUDA 12.1)	28 feb 2024	28 feb 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 gen 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 set 2024	common-cu113-VERSION_DATE-py37
Base-cu110 (Python 3.7)	CUDA 11.0	GPU (CUDA 11.0)	18 set 2023	18 set 2024	common-cu110-VERSION_DATE-py37
CPU di base (Python 3.7)	Non applicabile (N/A)	Solo CPU	18 set 2023	18 set 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
2.15 (Python 3.10)	2.15.0	Solo CPU	14 nov 2024	14 nov 2025	tf-2-15-cpu-VERSION_DATE-py310
2.15 (Python 3.10)	2.15.0	GPU (CUDA 12.1)	14 nov 2024	14 nov 2025	tf-2-15-cu121-VERSION_DATE-py310
2.14 (Python 3.10)	2.14.0	Solo CPU	26 set 2024	26 set 2025	tf-2-14-cpu-VERSION_DATE-py310
2.14 (Python 3.10)	2.14.0	GPU (CUDA 11.8)	26 set 2024	26 set 2025	tf-2-14-cu118-VERSION_DATE-py310
2.13 (Python 3.10)	2.13.0	Solo CPU	5 lug 2024	5 lug 2025	tf-2-13-cpu-VERSION_DATE-py310
2.13 (Python 3.10)	2.13.0	GPU (CUDA 11.8)	5 lug 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 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	Solo 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	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 nov 2024	tf-2-10-cu113-VERSION_DATE-py37
2,9	2.9.3	Solo 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	Solo 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	Solo CPU	10 agosto 2024	10 agosto 2025	tf-2-6-cpu-VERSION_DATE-py39
2,6 (py39)	2.6.5	GPU (CUDA 11.3)	10 agosto 2024	10 agosto 2025	tf-2-6-cu110-VERSION_DATE-py39
2.6 (py37)	2.6.5	Solo CPU	18 set 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° set 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

• Scopri di più sulla responsabilità condivisa di Vertex AI.