Elenco dei framework supportati

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

• Container predefiniti per l'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 dettagliata delle norme di supporto del framework, consulta le Norme di supporto del framework di Vertex AI.

Framework supportati per l'addestramento personalizzato

Vertex AI utilizza immagini container per configurare le risorse cloud che servono le richieste di addestramento. Per i container predefiniti per l'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 della disponibilità	Immagini supportate
2.17 (Python 3.10)	Solo CPU	11 luglio 2025	11 luglio 2026	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-17.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-17.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-17.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.17.x (ultima patch) sympy 1.12 pandas 2.2.3 xgboost 2.1.3 python-json-logger 3.2.1 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune 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
2.17 (Python 3.10)	GPU (CUDA 12.x)	11 luglio 2025	11 luglio 2026	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-17.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-17.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-17.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.17.x (ultima patch) sympy 1.12 pandas 2.2.3 xgboost 2.1.3 python-json-logger 3.2.1 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune 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
2.16 (Python 3.10)	Solo CPU	28 giugno 2025	28 giugno 2026	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-16.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-16.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-16.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.16.x (ultima patch) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze dei 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
2.16 (Python 3.10)	GPU (CUDA 12.x)	28 giugno 2025	28 giugno 2026	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-16.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-16.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-16.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.16.x (ultima patch) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze dei 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
2.15 (Python 3.10)	Solo CPU	14 novembre 2024	14 novembre 2025	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-15.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-15.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-15.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.15.x (ultima patch) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze dei 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
2.15 (Python 3.10)	GPU (CUDA 12.x)	14 novembre 2024	14 novembre 2025	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-15.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-15.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-15.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.15.x (ultima patch) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze dei 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
2.15 (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 (ultima patch) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze dei 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)	Solo CPU	26 settembre 2024	26 settembre 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 (ultima patch) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze dei 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 settembre 2024	26 settembre 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 (ultima patch) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze dei 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 luglio 2024	5 luglio 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 (ultima patch) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze dei 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)	GPU (CUDA 11.x)	5 luglio 2024	5 luglio 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 (ultima patch) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Paste 3.7.1 webapp2 3.0.0b1 mock 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze dei 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
2.12 (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 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze dei 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
2.12 (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 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze dei 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
2.12 (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 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze dei 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 novembre 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 (ultima patch) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze dei 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)	GPU (CUDA 11.x)	15 novembre 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 (ultima patch) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze dei 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 novembre 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 (ultima patch) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze dei 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 novembre 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 (ultima patch) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze dei 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 3.10)	Solo CPU	15 novembre 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 (ultima patch) sympy 1.10.1 xgboost 1.6.1 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune Altro Dipendenze dei 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 3.10)	GPU (CUDA 11.x)	15 novembre 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 (ultima patch) sympy 1.10.1 xgboost 1.6.1 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune Altro Dipendenze dei 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 novembre 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 (ultima patch) sympy 1.10.1 xgboost 1.6.1 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune Altro Dipendenze dei 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 novembre 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 (ultima patch) sympy 1.10.1 xgboost 1.6.1 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune Altro Dipendenze dei 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 novembre 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 (ultima patch) sympy 1.9 xgboost 1.5.2 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.3.3 cloudml-hypertune 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 novembre 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 (ultima patch) sympy 1.9 xgboost 1.5.2 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.3.3 cloudml-hypertune 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 novembre 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 (ultima patch) sympy 1.9 xgboost 1.5.2 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.3.3 cloudml-hypertune 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)	GPU (CUDA 11.x)	15 novembre 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 (ultima patch) sympy 1.9 xgboost 1.5.2 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.3.3 cloudml-hypertune 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
2.7 (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 (ultima patch) sympy 1.9 xgboost 1.5.0 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.3.1 cloudml-hypertune 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 python3.7 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° 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 (ultima patch) sympy 1.9 xgboost 1.5.0 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.3.1 cloudml-hypertune 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 python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.6 (Python 3.7)	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 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.0.2 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 python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.6 (Python 3.7)	GPU (CUDA 11.x)	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 (ultima patch) sympy 1.8 xgboost 1.4.2 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.0.2 cloudml-hypertune 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 python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.5 (Python 3.7)	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 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 0.30.3 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 python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.5 (Python 3.7)	GPU (CUDA 11.x)	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 (ultima patch) sympy 1.8 xgboost 1.4.0 PyYAML 3.13 python-json-logger 2.0.1 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 0.30.3 cloudml-hypertune 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 python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.4 (Python 3.7)	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 (ultima patch) numpy 1.19.4 pandas 1.1.5 scipy 1.5.4 scikit-learn 0.24.0 sympy 1.7.1 statsmodels 0.12.1 xgboost 1.3.1 oauth2client 4.1.3 httplib2 0.15.0 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 3.13 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.0 python-json-logger 2.0.1 wheel 0.36.2 WebOb 1.8.6 Paste 3.5.0 tornado 5.1.1 grpcio 1.32.0 requests 2.25.1 webapp2 3.0.0b1 mock 4.0.3 google-cloud-bigquery 2.6.1 google-cloud-bigtable 1.6.1 google-cloud-datastore 2.1.0 google-cloud-logging 1.15.0 google-cloud-pubsub 2.2.0 google-cloud-resource-manager 0.30.3 google-cloud-storage 1.35.0 joblib 1.0.0 cloudml-hypertune psutil 5.8.0 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.4 (Python 3.7)	GPU (CUDA 11.x)	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 tensorflow 2.4.x (ultima patch) numpy 1.19.4 pandas 1.1.5 scipy 1.5.4 scikit-learn 0.24.0 sympy 1.7.1 statsmodels 0.12.1 xgboost 1.3.1 oauth2client 4.1.3 httplib2 0.15.0 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 3.13 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.0 python-json-logger 2.0.1 wheel 0.36.2 WebOb 1.8.6 Paste 3.5.0 tornado 5.1.1 grpcio 1.32.0 requests 2.25.1 webapp2 3.0.0b1 mock 4.0.3 google-cloud-bigquery 2.6.1 google-cloud-bigtable 1.6.1 google-cloud-datastore 2.1.0 google-cloud-logging 1.15.0 google-cloud-pubsub 2.2.0 google-cloud-resource-manager 0.30.3 google-cloud-storage 1.35.0 joblib 1.0.0 cloudml-hypertune psutil 5.8.0 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.3 (Python 3.7)	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) numpy 1.18.5 pandas 1.1.3 scipy 1.4.1 scikit-learn 0.23.2 sympy 1.6.2 statsmodels 0.12.0 xgboost 1.2.1 oauth2client 4.1.3 httplib2 0.15.0 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 3.13 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.0 python-json-logger 2.0.1 wheel 0.35.1 WebOb 1.8.6 Paste 3.5.0 tornado 5.1.1 grpcio 1.33.1 requests 2.24.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 2.2.0 google-cloud-bigtable 1.5.1 google-cloud-datastore 1.15.3 google-cloud-logging 1.15.0 google-cloud-pubsub 2.1.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.32.0 joblib 0.17.0 cloudml-hypertune psutil 5.7.2 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.3 (Python 3.7)	GPU (CUDA 11.x)	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 tensorflow 2.3.x (ultima patch) numpy 1.18.5 pandas 1.1.3 scipy 1.4.1 scikit-learn 0.23.2 sympy 1.6.2 statsmodels 0.12.0 xgboost 1.2.1 oauth2client 4.1.3 httplib2 0.15.0 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 3.13 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.0 python-json-logger 2.0.1 wheel 0.35.1 WebOb 1.8.6 Paste 3.5.0 tornado 5.1.1 grpcio 1.33.1 requests 2.24.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 2.2.0 google-cloud-bigtable 1.5.1 google-cloud-datastore 1.15.3 google-cloud-logging 1.15.0 google-cloud-pubsub 2.1.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.32.0 joblib 0.17.0 cloudml-hypertune psutil 5.7.2 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.2 (Python 3.7)	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 (ultima patch) numpy 1.18.5 pandas 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 sympy 1.6 statsmodels 0.11.1 xgboost 1.1.1 oauth2client 4.1.3 httplib2 0.18.1 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.3 python-json-logger 0.1.11 wheel 0.34.2 WebOb 1.8.6 Paste 3.4.1 tornado 5.1.1 grpcio 1.29.0 requests 2.23.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune psutil 5.7.0 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.2 (Python 3.7)	GPU (CUDA 11.x)	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 tensorflow 2.2.x (ultima patch) numpy 1.18.5 pandas 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 sympy 1.6 statsmodels 0.11.1 xgboost 1.1.1 oauth2client 4.1.3 httplib2 0.18.1 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.3 python-json-logger 0.1.11 wheel 0.34.2 WebOb 1.8.6 Paste 3.4.1 tornado 5.1.1 grpcio 1.29.0 requests 2.23.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune psutil 5.7.0 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.1 (Python 3.7)	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 numpy 1.18.0 pandas 0.25.3 scipy 1.4.1 scikit-learn 0.22.1 sympy 1.5 statsmodels 0.10.2 xgboost 0.90 oauth2client 4.1.3 httplib2 0.15.0 python-dateutil 2.8.1 six 1.13.0 future 0.18.2 PyYAML 5.2 wrapt 1.11.2 crcmod 1.7 google-api-python-client 1.7.11 python-json-logger 0.1.11 wheel 0.33.6 WebOb 1.8.5 Paste 3.2.3 tornado 5.1.1 grpcio 1.26.0 requests 2.22.0 webapp2 3.0.0b1 mock 3.0.5 google-cloud-bigquery 1.23.1 google-cloud-bigtable 1.2.0 google-cloud-datastore 1.10.0 google-cloud-logging 1.14.0 google-cloud-pubsub 1.1.0 google-cloud-resource-manager 0.30.0 google-cloud-storage 1.23.0 joblib 0.14.1 cloudml-hypertune psutil 5.7.0 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.1 (Python 3.7)	GPU (CUDA 11.x)	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 tensorflow 2.1.0 numpy 1.18.0 pandas 0.25.3 scipy 1.4.1 scikit-learn 0.22.1 sympy 1.5 statsmodels 0.10.2 xgboost 0.90 oauth2client 4.1.3 httplib2 0.15.0 python-dateutil 2.8.1 six 1.13.0 future 0.18.2 PyYAML 5.2 wrapt 1.11.2 crcmod 1.7 google-api-python-client 1.7.11 python-json-logger 0.1.11 wheel 0.33.6 WebOb 1.8.5 Paste 3.2.3 tornado 5.1.1 grpcio 1.26.0 requests 2.22.0 webapp2 3.0.0b1 mock 3.0.5 google-cloud-bigquery 1.23.1 google-cloud-bigtable 1.2.0 google-cloud-datastore 1.10.0 google-cloud-logging 1.14.0 google-cloud-pubsub 1.1.0 google-cloud-resource-manager 0.30.0 google-cloud-storage 1.23.0 joblib 0.14.1 cloudml-hypertune psutil 5.7.0 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
1.15 (Python 3.7)	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 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
1.15 (Python 3.7)	GPU (CUDA 11.x)	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 tensorflow 1.15.0 numpy 1.16.5 pandas 0.24.2 scipy 1.2.2 scikit-learn 0.20.4 sympy 1.4 statsmodels 0.10.1 xgboost 0.82 oauth2client 4.1.3 httplib2 0.12.0 python-dateutil 2.7.5 argparse 1.4.0 six 1.12.0 future 0.17.1 PyYAML 3.13 wrapt 1.11.1 crcmod 1.7 google-api-python-client 1.7.8 python-json-logger 0.1.10 wheel 0.32.3 WebOb 1.8.5 Paste 3.0.6 tornado 5.1.1 grpcio 1.18.0 requests 2.19.0 webapp2 3.0.0b1 mock 2.0.0 google-cloud-bigquery 1.20.0 google-cloud-bigtable 1.0.0 google-cloud-datastore 1.9.0 google-cloud-logging 1.12.1 google-cloud-pubsub 1.0.0 google-cloud-resource-manager 0.29.2 google-cloud-storage 1.19.1 joblib 0.13.0 cloudml-hypertune psutil 5.7.0 curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv

PyTorch

Versione framework ML	Acceleratori supportati (e versione CUDA, se applicabile)	Data di fine della patch e del supporto	Fine della disponibilità	Immagini supportate
2.4 (Python 3.10)	Solo CPU	24 luglio 2025	24 luglio 2026	us-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-4.py310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-4.py310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-xla.2-4.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu PyTorch 2.4.x (ultima patch) pandas 2.2.3 absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 3.2.1 scikit-learn 1.6.1 cloudml-hypertune 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
2.4 (Python 3.10)	Solo GPU (CUDA 12.x)	24 luglio 2025	24 luglio 2026	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-4.py310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-4.py310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.2-4.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu PyTorch 2.4.x (ultima patch) pandas 2.2.3 absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 3.2.1 scikit-learn 1.6.1 cloudml-hypertune 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 CPU	Apr 24, 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 (ultima patch) 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)	Apr 24, 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 (ultima patch) 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 ott 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 (ultima patch) 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 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 (ultima patch) 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 TPU	6 nov 2024	6 nov 2025	us-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-2.cp310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-2.cp310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-2.cp310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu PyTorch 2.2.x (ultima patch) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 tpu-info 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 3.10)	Solo CPU	4 ott 2024	4 ott 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 (ultima patch) 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 ott 2024	4 ott 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) 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 3.8)	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 2.3.x (ultima patch) absl-py 2.1.0 cloud-tpu-client 0.10 python-json-logger 2.0.7 tpu-info 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
2.0 (Python 3.10)	Solo CPU	15 marzo 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) 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
2.0 (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 (ultima patch) 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
2.0 (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) 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
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) absl-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 dic 2023	8 dic 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) absl-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 (ultima patch) absl-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 (ultima patch) absl-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 (ultima patch) absl-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 (ultima patch) absl-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 (ultima patch) absl-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 (ultima patch) absl-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 (ultima patch) absl-py 0.13.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 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
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 (ultima patch) absl-py 0.13.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 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
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 della disponibilità	Immagini supportate
1.6 (Python 3.10)	Solo CPU	11 luglio 2025	11 luglio 2026	us-docker.pkg.dev/vertex-ai/training/sklearn-cpu.1-6:latest europe-docker.pkg.dev/vertex-ai/training/sklearn-cpu.1-6:latest asia-docker.pkg.dev/vertex-ai/training/sklearn-cpu.1-6:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu numpy 1.26.4 pandas 2.2.3 scipy 1.15.2 scikit-learn 1.6.1 sympy 1.12 xgboost 2.1.3 oauth2client 4.1.3 httplib2 0.22.0 python-dateutil 2.9.0.post0 six 1.17.0 wrapt 1.17.2 google-api-python-client 2.162.0 python-json-logger 3.2.1 wheel 0.45.1 WebOb 1.8.7 Paste 3.7.1 grpcio 1.71.0rc2 requests 2.32.3 webapp2 3.0.0b1 mock 5.1.0 google-cloud-bigquery 3.29.0 google-cloud-datastore 1.15.5 google-cloud-resource-manager 1.6.1 google-cloud-storage 2.19.0 joblib 1.4.2 cloudml-hypertune ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
1.6 (Python 3.10)	GPU (CUDA 12.x)	11 luglio 2025	11 luglio 2026	us-docker.pkg.dev/vertex-ai/training/sklearn-gpu.1-6:latest europe-docker.pkg.dev/vertex-ai/training/sklearn-gpu.1-6:latest asia-docker.pkg.dev/vertex-ai/training/sklearn-gpu.1-6:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu numpy 1.26.4 pandas 2.2.3 scipy 1.15.2 scikit-learn 1.6.1 sympy 1.12 xgboost 2.1.3 oauth2client 4.1.3 httplib2 0.22.0 python-dateutil 2.9.0.post0 six 1.17.0 wrapt 1.17.2 google-api-python-client 2.162.0 python-json-logger 3.2.1 wheel 0.45.1 WebOb 1.8.7 Paste 3.7.1 grpcio 1.71.0rc2 requests 2.32.3 webapp2 3.0.0b1 mock 5.1.0 google-cloud-bigquery 3.29.0 google-cloud-datastore 1.15.5 google-cloud-resource-manager 1.6.1 google-cloud-storage 2.19.0 joblib 1.4.2 cloudml-hypertune ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
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 numpy 1.18.5 pandas 1.0.4 scipy 1.4.1 scikit-learn 1.0 sympy 1.6 statsmodels 0.11.1 xgboost 1.6.2 oauth2client 4.1.3 httplib2 0.18.1 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.3 python-json-logger 0.1.11 wheel 0.34.2 WebOb 1.8.6 Paste 3.4.1 tornado 5.1.1 grpcio 1.29.0 requests 2.23.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.10 python3-dev python3.10-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
1.0 (Python 3.10)	GPU (CUDA 11.x)	30 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 numpy 1.18.5 pandas 1.0.4 scipy 1.4.1 scikit-learn 1.0 sympy 1.6 statsmodels 0.11.1 xgboost 1.6.2 oauth2client 4.1.3 httplib2 0.18.1 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.3 python-json-logger 0.1.11 wheel 0.34.2 WebOb 1.8.6 Paste 3.4.1 tornado 5.1.1 grpcio 1.29.0 requests 2.23.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.10 python3-dev python3.10-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
0.23 (Python 3.7)	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 numpy 1.18.5 pandas 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 sympy 1.6 statsmodels 0.11.1 xgboost 1.1.1 oauth2client 4.1.3 httplib2 0.18.1 python-dateutil 2.8.1 six 1.15.0 future 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1.7 google-api-python-client 1.9.3 python-json-logger 0.1.11 wheel 0.34.2 WebOb 1.8.6 Paste 3.4.1 tornado 5.1.1 grpcio 1.29.0 requests 2.23.0 webapp2 3.0.0b1 mock 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune curl libcurl3-dev wget zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 python3-dev python3.7-dev python3-pip python3-setuptools python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv

XGBoost

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

Framework supportati per previsioni e spiegazioni

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

TensorFlow

Runtime TensorFlow ottimizzato

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

PyTorch

scikit-learn

XGBoost

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 della disponibilità	Immagini supportate
2.47.1 (Python 3.11)	Solo CPU	28 luglio 2026	28 luglio 2027	us-docker.pkg.dev/vertex-ai/training/ray-cpu.2-47.py311:latest europe-docker.pkg.dev/vertex-ai/training/ray-cpu.2-47.py311:latest asia-docker.pkg.dev/vertex-ai/training/ray-cpu.2-47.py311:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu absl-py 2.3.0 cloud-tpu-client 0.10 cloudml-hypertune python-json-logger 3.3.0 google-cloud-resource-manager 1.14.2 setuptools 69.5.1 kubernetes 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
2.47.1 (Python 3.11)	GPU (CUDA 11.x)	28 luglio 2026	28 luglio 2027	us-docker.pkg.dev/vertex-ai/training/ray-gpu.2-47.py311:latest europe-docker.pkg.dev/vertex-ai/training/ray-gpu.2-47.py311:latest asia-docker.pkg.dev/vertex-ai/training/ray-gpu.2-47.py311:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu absl-py 2.3.0 cloud-tpu-client 0.10 cloudml-hypertune python-json-logger 3.3.0 google-cloud-resource-manager 1.14.2 setuptools 69.5.1 kubernetes 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
2.42.0 (Python 3.11)	Solo CPU	1° marzo 2026	1 marzo 2027	us-docker.pkg.dev/vertex-ai/training/ray-cpu.2-42.py311:latest europe-docker.pkg.dev/vertex-ai/training/ray-cpu.2-42.py311:latest asia-docker.pkg.dev/vertex-ai/training/ray-cpu.2-42.py311:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu absl-py 2.1.0 cloud-tpu-client 0.10 cloudml-hypertune python-json-logger 3.2.1 google-cloud-resource-manager 1.12.4 setuptools 69.5.1 kubernetes Altro Dipendenze Deep Learning Containers learning ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.42.0 (Python 3.11)	GPU (CUDA 11.x)	1° marzo 2026	1 marzo 2027	us-docker.pkg.dev/vertex-ai/training/ray-gpu.2-42.py311:latest europe-docker.pkg.dev/vertex-ai/training/ray-gpu.2-42.py311:latest asia-docker.pkg.dev/vertex-ai/training/ray-gpu.2-42.py311:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu absl-py 2.1.0 cloud-tpu-client 0.10 cloudml-hypertune python-json-logger 3.2.1 google-cloud-resource-manager 1.12.4 setuptools 69.5.1 kubernetes Altro Dipendenze Deep Learning Containers learning ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.42.0 (Python 3.10)	Solo CPU	1° marzo 2026	1 marzo 2027	us-docker.pkg.dev/vertex-ai/training/ray-cpu.2-42.py310:latest europe-docker.pkg.dev/vertex-ai/training/ray-cpu.2-42.py310:latest asia-docker.pkg.dev/vertex-ai/training/ray-cpu.2-42.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu absl-py 2.1.0 cloud-tpu-client 0.10 cloudml-hypertune python-json-logger 3.2.1 google-cloud-resource-manager 1.12.4 setuptools 69.5.1 kubernetes Altro Dipendenze Deep Learning Containers learning ca-certificates-java libatlas-base-dev liblapack-dev g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.42.0 (Python 3.10)	GPU (CUDA 11.x)	1° marzo 2026	1 marzo 2027	us-docker.pkg.dev/vertex-ai/training/ray-gpu.2-42.py310:latest europe-docker.pkg.dev/vertex-ai/training/ray-gpu.2-42.py310:latest asia-docker.pkg.dev/vertex-ai/training/ray-gpu.2-42.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu absl-py 2.1.0 cloud-tpu-client 0.10 cloudml-hypertune python-json-logger 3.2.1 google-cloud-resource-manager 1.12.4 setuptools 69.5.1 kubernetes Altro Dipendenze Deep Learning Containers learning 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)	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 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 Altro Dipendenze Deep Learning Containers learning 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 Altro Dipendenze Deep Learning Containers learning 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 Altro 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)

• Google Cloud Componenti della pipeline (GCPC)

Poiché questi framework vengono aggiornati periodicamente per correggere bug e vulnerabilità, ti consigliamo di utilizzare sempre l'ultima versione della patch e di rispettare la data di fine del supporto. L'assistenza clienti non viene fornita se una versione supera la data di fine del supporto. Per ulteriori informazioni, consulta la policy di supporto dei framework di Vertex AI.

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

• Tieniti aggiornato con l'ultima versione della patch del framework ML.

• Esegui l'upgrade dei modelli di pipeline nuovi ed esistenti all'ultima versione secondaria 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 comunemente utilizzato per creare e orchestrare pipeline in Vertex AI Pipelines. Vertex AI Pipelines può eseguire definizioni di pipeline compilate utilizzando KFP nel formato YAML IR (Intermediate Representation) pipeline_spec v2.0 o versioni successive.

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

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

L'ultima versione dell'SDK KFP non supporterà più le versioni di Python end-of-life il giorno in cui viene dichiarata la fine del ciclo di vita. L'unica eccezione è Python 3.7, per cui il supporto verrà interrotto il 23 aprile 2024.

SDK TensorFlow Extended (TFX)

TensorFlow rilascia una nuova versione secondaria dell'SDK TensorFlow Extended (TFX) circa ogni trimestre. Puoi comunque eseguire pipeline compilate da versioni precedenti dell'SDK, ma solo l'ultima versione secondaria dell'SDK riceve patch. Pertanto, ti consigliamo di eseguire l'aggiornamento all'ultima versione secondaria.

Framework	Data di uscita	Data di fine del supporto
SDK TensorFlow Extended 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 dic 2023
SDK TensorFlow Extended 1.11	23 novembre 2022	23 novembre 2023
SDK TensorFlow Extended 1.10	4 ottobre 2022	4 ottobre 2023
SDK TensorFlow Extended 1.9	15 luglio 2022	15 luglio 2023
SDK TensorFlow Extended 1.8	25 maggio 2022	25 maggio 2023

Google Cloud Componenti pipeline

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

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

L'ultima versione dell'SDK Google Cloud Pipeline Components non supporterà più le versioni di Python end-of-life il giorno in cui viene dichiarato il fine del ciclo di vita. L'unica eccezione è Python 3.7, per cui il supporto verrà interrotto il 23 aprile 2024.

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

I notebook gestiti dall'utente di Vertex AI Workbench supportano le versioni del framework ML nelle tabelle seguenti. Per trovare un VERSION_DATE specifico per un'immagine, consulta Elenco delle versioni disponibili.

Versioni di base

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

Versioni di TensorFlow

Versione framework ML	Versione attuale della patch	Acceleratori supportati	Data di fine della patch e del supporto	Data di fine 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 luglio 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 novembre 2024	14 novembre 2025	tf-2-15-cpu-VERSION_DATE-py310
2.15 (Python 3.10)	2.15.0	GPU (CUDA 12.1)	14 novembre 2024	14 novembre 2025	tf-2-15-cu121-VERSION_DATE-py310
2.14 (Python 3.10)	2.14.0	Solo CPU	26 settembre 2024	26 settembre 2025	tf-2-14-cpu-VERSION_DATE-py310
2.14 (Python 3.10)	2.14.0	GPU (CUDA 11.8)	26 settembre 2024	26 settembre 2025	tf-2-14-cu118-VERSION_DATE-py310
2.13 (Python 3.10)	2.13.0	Solo CPU	5 luglio 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 luglio 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 gen 2024	18 gen 2025	tf-2-12-cu113-VERSION_DATE-py310
2.11 (Python 3.10)	2.11.0	Solo CPU	15 novembre 2023	15 nov 2024	tf-2-11-cpu-VERSION_DATE-py310
2.11 (Python 3.10)	2.11.0	GPU (CUDA 11.3)	15 novembre 2023	15 nov 2024	tf-2-11-cu113-VERSION_DATE-py310
2.11	2.11.0	Solo CPU	15 novembre 2023	15 nov 2024	tf-2-11-cpu-VERSION_DATE-py37
2.11	2.11.0	GPU (CUDA 11.3)	15 novembre 2023	15 nov 2024	tf-2-11-cu113-VERSION_DATE-py37
2.10	2.10.1	Solo CPU	15 novembre 2023	15 nov 2024	tf-2-10-cpu-VERSION_DATE-py37
2.10	2.10.1	GPU (CUDA 11.3)	15 novembre 2023	15 nov 2024	tf-2-10-cu113-VERSION_DATE-py37
2,9	2.9.3	Solo CPU	15 novembre 2023	15 nov 2024	tf-2-9-cpu-VERSION_DATE-py37
2,9	2.9.3	GPU (CUDA 11.3)	15 novembre 2023	15 nov 2024	tf-2-9-cu113-VERSION_DATE-py37
2,8	2.8.4	Solo CPU	15 novembre 2023	15 nov 2024	tf-2-8-cpu-VERSION_DATE-py37
2,8	2.8.4	GPU (CUDA 11.3)	15 novembre 2023	15 nov 2024	tf-2-8-cu113-VERSION_DATE-py37
2.6 (py39)	2.6.5	Solo CPU	1° set 2023	1° set 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 settembre 2024	tf-2-6-cpu-VERSION_DATE-py37
2.6 (py37)	2.6.5	GPU (CUDA 11.3)	18 settembre 2023	18 settembre 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 di PyTorch

Versione framework ML	Versione attuale della patch	Acceleratori supportati	Data di fine della patch e del supporto	Data di fine 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 ott 2024	4 ott 2025	pytorch-2-1-VERSION_DATE-py310
2.0 (Python 3.10)	2.0.0	CUDA 11.8	15 marzo 2024	15 marzo 2025	pytorch-2-0-VERSION_DATE-py310
1.13 (Python 3.10)	1.13.1	CUDA 11.3	8 dic 2023	8 dic 2024	pytorch-1-13-VERSION_DATE-py310
1,13	1.13.1	CUDA 11.3	8 dic 2023	8 dic 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.