Container predefiniti per l'addestramento personalizzato

Vertex AI fornisce immagini di container Docker che puoi eseguire come container predefiniti per l'addestramento personalizzato. Questi container, organizzati per framework di machine learning (ML) e versione del framework, includono dipendenze comuni che si potrebbero utilizzare nel codice di addestramento. Spesso, utilizzare un container predefinito è più semplice che creare 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 pianificazione per ridurre al minimo le vulnerabilità di sicurezza. Esamina le norme di supporto del framework Vertex AI per comprendere le implicazioni delle date di fine del supporto e della disponibilità.

Immagini container disponibili

Ognuna delle seguenti immagini container è disponibile in diversi repository di Artifact Registry, che archiviano i dati in varie località. Puoi utilizzare qualsiasi URI per un'immagine quando esegui l'addestramento personalizzato, ognuno dei quali fornisce la stessa immagine container. Quando utilizzi la console Google Cloud per eseguire l'addestramento personalizzato, la console Google Cloud seleziona l'URI che corrisponde meglio 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
2.14 (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 (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 Container.ep-resource fittizio-cloud 5.1.0 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
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 (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 Container.ep-resource Container.ep-resource Deep Learning Containers di altre dipendenze ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
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 Container.ep-resource fittizio-di Deep Learning Containers 5.1.1.0 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
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 Container.ep-resource Deep Learning Containers 5.1.0 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
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.ep-manager Deep Learning Containers 5.0 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
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.ep-manager Deep Learning Containers 5.0 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
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.ep-manager Deep Learning Containers 5.0 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
2.11 (Python 3.10)	Solo CPU	15 novembre 2023	15 novembre 2024	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.11.x (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.ep-manager fin 5.0 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
2.11 (Python 3.10)	GPU (CUDA 11.x)	15 novembre 2023	15 novembre 2024	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.11.x (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.ep-manager fin 5.0 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
2.11 (Python 3.7)	Solo CPU	15 novembre 2023	15 novembre 2024	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-11:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.11.x (patch più recente) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1.ep-manager fin 5.0 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
2.11 (Python 3.7)	GPU (CUDA 11.x)	15 novembre 2023	15 novembre 2024	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-11:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.11.x (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.ep-manager fin 5.0 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
2.9 (Python 3.10)	Solo CPU	15 novembre 2023	15 novembre 2024	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.9.x (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 fittizio-ne-app2 3.0.0b1 fittizio-cloud 4.0. ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
2.9 (Python 3.10)	GPU (CUDA 11.x)	15 novembre 2023	15 novembre 2024	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.9.x (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 fittizio-ne-app2 3.0.0b1 fittizio-cloud 4.0. ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
2.9 (Python 3.7)	Solo CPU	15 novembre 2023	15 novembre 2024	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-9:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.9.x (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 fittizio-ne-app2 3.0.0b1 fittizio-cloud 4.0. ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
2.9 (Python 3.7)	GPU (CUDA 11.x)	15 novembre 2023	15 novembre 2024	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-9:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.9.x (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 fittizio-cloud 4.0 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
2.8 (Python 3.10)	Solo CPU	15 novembre 2023	15 novembre 2024	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.8.x (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 fittizio 4.0-cloud-resource 3 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
2.8 (Python 3.10)	GPU (CUDA 11.x)	15 novembre 2023	15 novembre 2024	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.8.x (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 fittizio 4.0-cloud-resource 3 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
2.8 (Python 3.7)	Solo CPU	15 novembre 2023	15 novembre 2024	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-8:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.8.x (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 fittizio 4.0-cloud-resource 3 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
2.8 (Python 3.7)	GPU (CUDA 11.x)	15 novembre 2023	15 novembre 2024	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-8:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu tensorflow 2.8.x (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 fittizio 4.0-cloud-resource 3 ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altre dipendenze Deep Learning
2.7 (Python 3.7)	Solo CPU	1° settembre 2023	1° settembre 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 fittizio 4.0-cloud-resource 3 curl libcurl3-dev wget devpy-setup d-j d-j dzip. zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-
2.7 (Python 3.7)	GPU (CUDA 11.x)	1° settembre 2023	1° settembre 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 fittizio 4.0-cloud-resource 3 curl libcurl3-dev wget devpy-setup d-j d-j dzip. zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-
2.6 (Python 3.7)	Solo CPU	1° settembre 2023	1° settembre 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 fittizio 4.0-cloud-resource curl libcurl3-dev wget devpy-setup d-j d-j dzip. zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-
2.6 (Python 3.7)	GPU (CUDA 11.x)	1° settembre 2023	1° settembre 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 fittizio 4.0-cloud-resource curl libcurl3-dev wget devpy-setup d-j b d-get zip dezip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-
2.5 (Python 3.7)	Solo CPU	1° settembre 2023	1° settembre 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 3.0.0b1 fittizio . curl libcurl3-dev wget devpy-setup d-j d-j dzip. zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-
2.5 (Python 3.7)	GPU (CUDA 11.x)	1° settembre 2023	1° settembre 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 3.0.0b1 fittizio . curl libcurl3-dev wget devpy-setup d-j d-j dzip. zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-
2.4 (Python 3.7)	Solo CPU	1° settembre 2023	1° settembre 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. 3.0 1.html 1.html 1.html. 1.google.cloud-default. google-cloud-manager encode-on. encode-to-client. google-cloud-manager encode-to-client encoder encoder encoder chrome-server google-client1. xgboost 1.1.5 scipy 1.5.4 scikit-learn 0.24.0 sympy 1.7.1 xgboost 1.3.1 curl libcurl3-dev wget devpy-setup d-j d-j dzip. zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-
2.4 (Python 3.7)	GPU (CUDA 11.x)	1° settembre 2023	1° settembre 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. 1.1.1.7 1.txt. 1.4.1.go888ogle.com.fqhub.com.google.cloud-manager <a href=>editor.html curl libcurl3-dev wget zip dezip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev lib-tran
2.3 (Python 3.7)	Solo CPU	1° settembre 2023	1° settembre 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 google-cloud-manager1. 5.0.google.cloud-storage. 5.0.google.cloud-manager encode-to-beta. encode-to-beta. encode-to-client. encoder encode-to-beta. < all'editor google-cloud-manager. <a> < all'editor <a href.html google-cloud-manager. < all'editor <a> curl libcurl3-dev wget devpy-setup d-j d-j dzip. zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-
2.3 (Python 3.7)	GPU (CUDA 11.x)	1° settembre 2023	1° settembre 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 <10.0 1.google.cloud-manager <a href. <p>beta-editor. <a href=>editor.html curl libcurl3-dev wget devpy-setup d-j d-j dzip. zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-
2.2 (Python 3.7)	Solo CPU	1° settembre 2023	1° settembre 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 tensorflow1. 1.google.cloud-1. 1.txt. chrome1.server1. chrome1.server1. chrome1. chrome1. chrome1. BigQuery 1.html chrome-1.go888ogle.com.fqhub.com.google.go888ogle.com.fqhub.com.load chrome-1.html chrome-input chrome-editor chrome-platform. xgboost 1.1.1 xgboost 1.1client. curl libcurl3-dev wget devpy-setup d-j d-jdg. zip dezip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-
2.2 (Python 3.7)	GPU (CUDA 11.x)	1° settembre 2023	1° settembre 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 tensorflow1. 1.google.cloud-1. 1.txt. chrome1.server1. chrome1.server1. chrome1. chrome1. chrome1. BigQuery 1.html chrome-1.go888ogle.com.fqhub.com.google.go888ogle.com.fqhub.com.load chrome-1.html chrome-input chrome-editor chrome-platform. xgboost 1.1.1 xgboost 1.1client. curl libcurl3-dev wget devpy-setup d-j d-j dzip. zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-
2.1 (Python 3.7)	Solo CPU	1° settembre 2023	1° settembre 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 1.0.1.1.1 1.html 1.html. 1.google.cloud-manager . 5.0.google.cloud-cluster 5.0.google.ID1. 1.html. 1.txt. 1.html. 1.google.cloud-manager wrapapp . 1.txt. 1.html. curl libcurl3-dev wget devpy-setup d-j b d-get zip dezip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-
2.1 (Python 3.7)	GPU (CUDA 11.x)	1° settembre 2023	1° settembre 2024	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-1:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-1:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-1:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu 1.0.1.1.1 1.html 1.html. 1.google.cloud-manager . 5.0.google.cloud-cluster 5.0.google.ID1. 1.html. 1.txt. 1.html. 1.google.cloud-manager wrapapp . 1.txt. 1.html. curl libcurl3-dev wget devpy-setup d-j d-jdg. zip dezip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-
1.15 (Python 3.7)	Solo CPU	1° settembre 2023	1° settembre 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 1.1.1.1.1.1 1.html 1.google.cloud-server 1.4.1.1.4 1.4.7_ID 1.40.4.7.4_ID 1.google.cloud-manager 5.0-1.40.50.4 1.html chrome-server chrome-server chrome- BigQuery blank. curl libcurl3-dev wget devpy-setup d-j d-j dzip. zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-
1.15 (Python 3.7)	GPU (CUDA 11.x)	1° settembre 2023	1° settembre 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 1.1.1.1.1.1 1.html 1.google.cloud-server 1.4.1.1.4 1.4.7_ID 1.40.4.7.4_ID 1.google.cloud-manager 5.0-1.40.50.4 1.html chrome-server chrome-server chrome- BigQuery blank. curl libcurl3-dev wget devpy-setup d-j d-j dzip. zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-

PyTorch

Versione framework ML	Acceleratori supportati (e versione CUDA, se applicabile)	Data di fine della patch e del supporto	Fine disponibilità	Immagini supportate
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) ABl-py 0.13.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Altre dipendenze di Deep Learning Containers curl libcurl3-dev wget zip dezip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev lib-tran
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) ABl-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) ABl-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) ABl-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° settembre 2023	1° settembre 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) ABl-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° settembre 2023	1° settembre 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) ABl-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° settembre 2023	1° settembre 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) ABl-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° settembre 2023	1° settembre 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) ABl-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° settembre 2023	1° settembre 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) ABl-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° settembre 2023	1° settembre 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 curl libcurl3-dev wget devpy-setup d-j d-jdg. zip dezip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-
1.9 (Python 3.7)	GPU (CUDA 11.x)	1° settembre 2023	1° settembre 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 curl libcurl3-dev wget devpy-setup d-j d-j dzip. zip unzip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-
1.7 (Python 3.7)	Solo CPU	1° settembre 2023	1° settembre 2024	us-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-7:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-7:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-7:latest Dipendenze incluse Dipendenze di Deep Learning Containers
1.7 (Python 3.7)	GPU (CUDA 11.x)	1° settembre 2023	1° settembre 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° settembre 2023	1° settembre 2024	us-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-6:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-6:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-6:latest Dipendenze incluse Dipendenze di Deep Learning Containers
1.6 (Python 3.7)	GPU (CUDA 11.x)	1° settembre 2023	1° settembre 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° settembre 2023	1° settembre 2024	us-docker.pkg.dev/vertex-ai/training/pytorch-cpu.1-4:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-cpu.1-4:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-cpu.1-4:latest Dipendenze incluse Dipendenze di Deep Learning Containers
1.4 (Python 3.7)	GPU (CUDA 11.x)	1° settembre 2023	1° settembre 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 3.0-1.google.cloud-manager 5.0-1.0.1.4 1.html. 1.google-cloud-manager 1.0-1.html 5.0-1.google.html chrome-server chrome-api-on google-cloud-manager chrome-server google-cloud-manager google-cloud-manager google-cloud-manager google-cloud-manager google-cloud-manager 0.0-1.0 google-cloud-manager 1.0-1.0 5.0-1.8_ID 1.0-1.1_editor 1.1.1.1.1.1.1 google-cloud. curl libcurl3-dev wget zip dezip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev lib-tran
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.google.cloud-manager 3.0-1.4.1 1.4.7 1.html. 1.google.cloud-manager 5.0-1.google.html 5.0-1.google.cloud-manager 5.0-1.google.html api-data . curl libcurl3-dev wget zip dezip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev lib-tran
0.23 (Python 3.7)	Solo CPU	1° settembre 2023	1° settembre 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 3.bigquery-manager 1.google.cloud-manager 5.0.0-1.0.4 1.html. 1.google.cloud-default. google-cloud-manager encoder. google-cloud-manager google-cloud-manager <1.0-1.0-1. google-cloud-manager <1.0-1.0-1. <1.0-1.0.1_asset < all'editor <a href='answer.> curl libcurl3-dev wget devpy-setup d-j d-jdg. zip dezip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-

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 3.bigquery-manager google-cloud-manager 5.0-1.50.50 encoder encoder encoder encoder. google-cloud-manager google-cloud-manager google-cloud-manager . curl libcurl3-dev wget zip dezip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev lib-tran
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 3.bigquery-manager google-cloud-manager 5.0-1.50.50 encoder encoder encoder encoder. google-cloud-manager google-cloud-manager google-cloud-manager . curl libcurl3-dev wget zip dezip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev lib-tran
1.1 (Python 3.7)	Solo CPU	15 novembre 2023	15 novembre 2024	us-docker.pkg.dev/vertex-ai/training/xgboost-cpu.1-1:latest europe-docker.pkg.dev/vertex-ai/training/xgboost-cpu.1-1:latest asia-docker.pkg.dev/vertex-ai/training/xgboost-cpu.1-1:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu num 3.bigquery-manager google-cloud-manager <a href. 1.google.cloud-manager <a href. 1.google.cloud-manager <a href=>editor.html ed Compute1.go888ogle.com.fqhub.com.google.cloud-manager <a href. .google.cloud-manager. <a href.html google-cloud-manager . curl libcurl3-dev wget devpy-setup d-j b d-get zip dezip git vim build-essential ca-certificates pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran lib-

Addestra con container predefiniti

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.