Container predefiniti per l'addestramento personalizzato

Vertex AI fornisce immagini container Docker che esegui come container predefiniti per l'addestramento personalizzato. Questi container, organizzati per framework di machine learning (ML) e versione del framework, includono dipendenze comuni che potrebbe essere utile utilizzare nel codice di addestramento. Spesso, utilizzare un container predefinito è più semplice rispetto alla creazione di un container personalizzato per l'addestramento.

Questo documento elenca i container predefiniti per l'addestramento e descrive come utilizzarli con un'applicazione di addestramento Python.

Vertex AI supporta ogni versione del framework in base a una programmazione per ridurre al minimo le vulnerabilità di sicurezza. Consulta le norme di assistenza per framework Vertex AI per comprendere le implicazioni delle date di fine assistenza e fine disponibilità.

Immagini container disponibili

Ognuna delle seguenti immagini container è disponibile in diversi repository Artifact Registry, che archiviano i dati in varie località. Puoi utilizzare qualsiasi URI per un'immagine quando esegui l'addestramento personalizzato; ciascuno fornisce la stessa immagine container. Quando utilizzi la console Google Cloud per eseguire l'addestramento personalizzato, la console seleziona l'URI che meglio corrisponde alla località in cui utilizzi Vertex AI. Questo riduce la latenza.

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 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)	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 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
2.12 (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 (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 3.10)	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 (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)	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.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 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 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.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
2.4 (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 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 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 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.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.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.%%%%%%%%%%%%%%%.%%%%%%% 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
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.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.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
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
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 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.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

Addestramento con container predefiniti

Per vedere un esempio di utilizzo di un container predefinito per l'addestramento come parte di un flusso di lavoro più completo, esegui il blocco note Jupyter "Addestramento personalizzato e previsione online" in uno dei seguenti ambienti:

Apri in Colab | Apri in Colab Enterprise | Apri nei blocchi note gestiti dall'utente di Vertex AI Workbench | Visualizza su GitHub

Per utilizzare un container predefinito, leggi la guida alla configurazione delle impostazioni dei container.

Se utilizzi un'immagine container che supporta le GPU, assicurati di specificare i campi machineSpec.acceleratorType e machineSpec.acceleratorCount quando crei la risorsa CustomJob, HyperparameterTuningJob o TrainingPipeline.

Passaggi successivi

• Scopri come creare un'applicazione di addestramento Python da utilizzare con un container predefinito.