Container predefiniti per l'addestramento personalizzato

Vertex AI fornisce immagini container Docker che esegui come predefinite container per l'addestramento personalizzato. Questi container, organizzati per il framework di machine learning (ML) e la versione del framework, includono che potresti voler usare nel codice di addestramento. Spesso, l'utilizzo di un parametro è più semplice rispetto alla creazione di un container personalizzato addestramento.

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

Vertex AI supporta ogni versione del framework in base a una pianificazione per al minimo le vulnerabilità di sicurezza. Rivedi il supporto per il framework Vertex AI per comprendere le implicazioni le date di fine assistenza e disponibilità.

Immagini container disponibili

Ognuna delle seguenti immagini container è disponibile in diverse Repository Artifact Registry, archiviare i dati di località. Puoi utilizzare uno qualsiasi dei seguenti gli URI di un'immagine quando esegui l'addestramento personalizzato; ognuna fornisce lo stesso nell'immagine container. Quando utilizzi la console Google Cloud per eseguire l'addestramento personalizzato, la console Google Cloud seleziona l'URI che meglio corrisponde alla località in cui che stai utilizzando Vertex AI. In questo modo si riduce una latenza di pochi millisecondi.

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 (ultima patch) Sympy 1,12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Incolla 3.7.1 webapp2 3.0.0b1 simulazione 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.14 (Python 3.10)	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 (ultima patch) Sympy 1,12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Incolla 3.7.1 webapp2 3.0.0b1 simulazione 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.14 (Python 3.10)	GPU (CUDA 11.x)	26 set 2024	26 set 2025	us-docker.pkg.dev/vertex-ai/training/tf-gpu.2-14.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-gpu.2-14.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-gpu.2-14.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu TensorFlow 2.14.x (ultima patch) Sympy 1,12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Incolla 3.7.1 webapp2 3.0.0b1 simulazione 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.13 (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 (ultima patch) Sympy 1,12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Incolla 3.7.1 webapp2 3.0.0b1 simulazione 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.13 (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 (ultima patch) Sympy 1,12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Incolla 3.7.1 webapp2 3.0.0b1 simulazione 5.1.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.12 (Python 3.10)	Solo CPU	30 giugno 2024	30 giugno 2025	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-12.py310:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-12.py310:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-12.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu TensorFlow 2.12.x (ultima patch) Sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 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 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.12 (Python 3.8)	Solo TPU	30 giugno 2024	30 giugno 2025	us-docker.pkg.dev/vertex-ai/training/tf-tpu.2-12:latest europe-docker.pkg.dev/vertex-ai/training/tf-tpu.2-12:latest asia-docker.pkg.dev/vertex-ai/training/tf-tpu.2-12:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu TensorFlow 2.12.x (ultima patch) Sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.11 (Python 3.10)	Solo CPU	15 nov 2023	15 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 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.11 (Python 3.10)	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 (ultima patch) Sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.11 (Python 3.7)	Solo CPU	15 nov 2023	15 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 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.11 (Python 3.7)	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 (ultima patch) Sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.9 (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 (ultima patch) Sympy 1.10.1 xgboost 1.6.1 Python-json-logger 2.0.2 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.9 (Python 3.10)	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 (ultima patch) Sympy 1.10.1 xgboost 1.6.1 Python-json-logger 2.0.2 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.9 (Python 3.7)	Solo CPU	15 nov 2023	15 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 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.9 (Python 3.7)	GPU (CUDA 11.x)	15 nov 2023	15 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 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.8 (Python 3.10)	Solo CPU	15 nov 2023	15 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 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.3.3 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.8 (Python 3.10)	GPU (CUDA 11.x)	15 nov 2023	15 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 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.3.3 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.8 (Python 3.7)	Solo CPU	15 nov 2023	15 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 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.3.3 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.8 (Python 3.7)	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 (ultima patch) sympy 1,9 xgboost 1.5.2 Python-json-logger 2.0.2 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.3.3 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2 Altro Dipendenze di Deep Learning Containers
2.7 (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 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.3.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.7 (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 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.3.1 cloudml-hypertune Altro Dipendenze di Deep Learning Containers curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.6 (Python 3.7)	Solo CPU	1° set 2023	1° set 2024	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-6:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-6:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-6:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu TensorFlow 2.6.x (ultima patch) sympy 1,8 xgboost 1.4.2 Python-json-logger 2.0.2 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.0.2 cloudml-hypertune Altro Dipendenze di Deep Learning Containers curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.6 (Python 3.7)	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 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 1.0.2 cloudml-hypertune Altro Dipendenze di Deep Learning Containers curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.5 (Python 3.7)	Solo CPU	1° set 2023	1° set 2024	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-5:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-5:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-5:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu TensorFlow 2.5.x (ultima patch) sympy 1,8 xgboost 1.4.0 PyYAML 3,13 Python-json-logger 2.0.1 WebOb 1.8.7 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 0.30.3 cloudml-hypertune Altro Dipendenze di Deep Learning Containers curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.5 (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 Incolla 3.5.0 webapp2 3.0.0b1 simulazione 4.0.3 google-cloud-resource-manager 0.30.3 cloudml-hypertune Altro Dipendenze di Deep Learning Containers curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.4 (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) numero 1,19,4 panda 1.1.5 scipy 1.5.4 scikit-learn 0.24.0 Sympy 1.7.1 statistichemodelli 0.12.1 xgboost 1.3.1 oauth2client 4.1.3 httplib2 0.15.0 Python-dateutil 2.8.1 sei 1,15.0 futuro 0.18.2 PyYAML 3,13 wrapt 1.12.1 crcmod 1,7 google-api-python-client 1.9.0 Python-json-logger 2.0.1 ruota 0,36,2 WebOb 1.8.6 Incolla 3.5.0 tornado 5.1.1 grpcio 1.32.0 richieste 2.25.1 webapp2 3.0.0b1 simulazione 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 codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.4 (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) numero 1,19,4 panda 1.1.5 scipy 1.5.4 scikit-learn 0.24.0 Sympy 1.7.1 statistichemodelli 0.12.1 xgboost 1.3.1 oauth2client 4.1.3 httplib2 0.15.0 Python-dateutil 2.8.1 sei 1,15.0 futuro 0.18.2 PyYAML 3,13 wrapt 1.12.1 crcmod 1,7 google-api-python-client 1.9.0 Python-json-logger 2.0.1 ruota 0,36,2 WebOb 1.8.6 Incolla 3.5.0 tornado 5.1.1 grpcio 1.32.0 richieste 2.25.1 webapp2 3.0.0b1 simulazione 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 codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.3 (Python 3.7)	Solo CPU	1° set 2023	1° set 2024	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-3:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-3:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-3:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu TensorFlow 2.3.x (ultima patch) numeroso 1,18,5 panda 1.1.3 scipy 1.4.1 scikit-learn 0.23.2 sympy 1.6.2 statistichemodelli 0.12.0 xgboost 1.2.1 oauth2client 4.1.3 httplib2 0.15.0 Python-dateutil 2.8.1 sei 1,15.0 futuro 0.18.2 PyYAML 3,13 wrapt 1.12.1 crcmod 1,7 google-api-python-client 1.9.0 Python-json-logger 2.0.1 ruota 0,35,1 WebOb 1.8.6 Incolla 3.5.0 tornado 5.1.1 grpcio 1.33.1 richieste 2.24.0 webapp2 3.0.0b1 simulazione 4.0.2 google-cloud-bigquery 2.2.0 google-cloud-bigtable 1.5.1 google-cloud-datastore 1.15.3 google-cloud-logging 1.15.0 google-cloud-pubsub 2.1.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.32.0 joblib 0.17.0 cloudml-hypertune psutil 5.7.2 curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.3 (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) numeroso 1,18,5 panda 1.1.3 scipy 1.4.1 scikit-learn 0.23.2 sympy 1.6.2 statistichemodelli 0.12.0 xgboost 1.2.1 oauth2client 4.1.3 httplib2 0.15.0 Python-dateutil 2.8.1 sei 1,15.0 futuro 0.18.2 PyYAML 3,13 wrapt 1.12.1 crcmod 1,7 google-api-python-client 1.9.0 Python-json-logger 2.0.1 ruota 0,35,1 WebOb 1.8.6 Incolla 3.5.0 tornado 5.1.1 grpcio 1.33.1 richieste 2.24.0 webapp2 3.0.0b1 simulazione 4.0.2 google-cloud-bigquery 2.2.0 google-cloud-bigtable 1.5.1 google-cloud-datastore 1.15.3 google-cloud-logging 1.15.0 google-cloud-pubsub 2.1.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.32.0 joblib 0.17.0 cloudml-hypertune psutil 5.7.2 curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.2 (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) numeroso 1,18,5 panda 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 Sympy 1,6 statistichemodelli 0.11.1 xgboost 1.1.1 oauth2client 4.1.3 httplib2 0.18.1 Python-dateutil 2.8.1 sei 1,15.0 futuro 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1,7 google-api-python-client 1.9.3 python-json-logger 0.1.11 ruota 0,34,2 WebOb 1.8.6 Incolla 3.4.1 tornado 5.1.1 grpcio 1.29.0 richieste 2.23.0 webapp2 3.0.0b1 simulazione 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune psutil 5.7.0 curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.2 (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) numeroso 1,18,5 panda 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 Sympy 1,6 statistichemodelli 0.11.1 xgboost 1.1.1 oauth2client 4.1.3 httplib2 0.18.1 Python-dateutil 2.8.1 sei 1,15.0 futuro 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1,7 google-api-python-client 1.9.3 python-json-logger 0.1.11 ruota 0,34,2 WebOb 1.8.6 Incolla 3.4.1 tornado 5.1.1 grpcio 1.29.0 richieste 2.23.0 webapp2 3.0.0b1 simulazione 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune psutil 5.7.0 curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.1 (Python 3.7)	Solo CPU	1° set 2023	1° set 2024	us-docker.pkg.dev/vertex-ai/training/tf-cpu.2-1:latest europe-docker.pkg.dev/vertex-ai/training/tf-cpu.2-1:latest asia-docker.pkg.dev/vertex-ai/training/tf-cpu.2-1:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu TensorFlow 2.1.0 numero 1,18.0 panda 0,25,3 scipy 1.4.1 scikit-learn 0.22.1 sympy 1,5 statistichemodelli 0.10.2 xgboost 0,90 oauth2client 4.1.3 httplib2 0.15.0 Python-dateutil 2.8.1 sei 1,13.0 futuro 0.18.2 PyYAML 5,2 wrapt 1.11.2 crcmod 1,7 google-api-python-client 1.7.11 python-json-logger 0.1.11 ruota 0,33,6 WebOb 1.8.5 Incolla 3.2.3 tornado 5.1.1 grpcio 1.26.0 richieste 2.22.0 webapp2 3.0.0b1 simulazione 3.0.5 google-cloud-bigquery 1.23.1 google-cloud-bigtable 1.2.0 google-cloud-datastore 1.10.0 google-cloud-logging 1.14.0 google-cloud-pubsub 1.1.0 google-cloud-resource-manager 0.30.0 google-cloud-storage 1.23.0 joblib 0.14.1 cloudml-hypertune psutil 5.7.0 curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.1 (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 numero 1,18.0 panda 0,25,3 scipy 1.4.1 scikit-learn 0.22.1 sympy 1,5 statistichemodelli 0.10.2 xgboost 0,90 oauth2client 4.1.3 httplib2 0.15.0 Python-dateutil 2.8.1 sei 1,13.0 futuro 0.18.2 PyYAML 5,2 wrapt 1.11.2 crcmod 1,7 google-api-python-client 1.7.11 python-json-logger 0.1.11 ruota 0,33,6 WebOb 1.8.5 Incolla 3.2.3 tornado 5.1.1 grpcio 1.26.0 richieste 2.22.0 webapp2 3.0.0b1 simulazione 3.0.5 google-cloud-bigquery 1.23.1 google-cloud-bigtable 1.2.0 google-cloud-datastore 1.10.0 google-cloud-logging 1.14.0 google-cloud-pubsub 1.1.0 google-cloud-resource-manager 0.30.0 google-cloud-storage 1.23.0 joblib 0.14.1 cloudml-hypertune psutil 5.7.0 curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
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 numero 1,16,5 panda 0,24.2 scipy 1.2.2 scikit-learn 0.20.4 sympy 1,4 statistichemodelli 0.10.1 xgboost 0,82 oauth2client 4.1.3 httplib2 0.12.0 python-dateutil 2.7.5 argparse 1.4.0 sei 1,12.0 futuro 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 ruota 0,32,3 WebOb 1.8.5 Incolla 3.0.6 tornado 5.1.1 grpcio 1.18.0 richieste 2.19.0 webapp2 3.0.0b1 simulazione 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 codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
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 numero 1,16,5 panda 0,24.2 scipy 1.2.2 scikit-learn 0.20.4 sympy 1,4 statistichemodelli 0.10.1 xgboost 0,82 oauth2client 4.1.3 httplib2 0.12.0 python-dateutil 2.7.5 argparse 1.4.0 sei 1,12.0 futuro 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 ruota 0,32,3 WebOb 1.8.5 Incolla 3.0.6 tornado 5.1.1 grpcio 1.18.0 richieste 2.19.0 webapp2 3.0.0b1 simulazione 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 codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv

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 (ultima patch) Abl-py 1.3.0 cloud-tpu-client 0,10 python-json-logger 2.0.4 cloudml-hypertune Altro Dipendenze di Deep Learning Containers curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.8 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
2.0 (Python 3.8)	Solo TPU	15 maggio 2024	15 maggio 2025	us-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-0:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-0:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-tpu.2-0:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu PyTorch 2.0.x (ultima patch) Abl-py 1.3.0 cloud-tpu-client 0,10 python-json-logger 2.0.4 cloudml-hypertune Altro Dipendenze di Deep Learning Containers curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.8 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
1.13 (Python 3.10)	CPU o GPU (CUDA 11.x)	15 maggio 2024	15 maggio 2025	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13.py310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13.py310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu PyTorch 1.13.x (ultima patch) Abl-py 1.3.0 cloud-tpu-client 0,10 python-json-logger 2.0.4 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2
1.13 (Python 3.7)	CPU o GPU (CUDA 11.x)	8 dicembre 2023	8 dicembre 2024	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-13:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu PyTorch 1.13.x (ultima patch) Abl-py 1.3.0 cloud-tpu-client 0,10 python-json-logger 2.0.4 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2
1.12 (Python 3.10)	CPU o GPU (CUDA 11.x)	15 maggio 2024	15 maggio 2025	us-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-12.py310:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-12.py310:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-gpu.1-12.py310:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu PyTorch 1.12.x (ultima patch) Abl-py 1.3.0 cloud-tpu-client 0,10 python-json-logger 2.0.4 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2
1.12 (Python 3.7)	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) Abl-py 1.3.0 cloud-tpu-client 0,10 python-json-logger 2.0.4 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2
1.11 (Python 3.7)	Solo CPU	1° set 2023	1° set 2024	us-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-11:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-11:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-11:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu PyTorch 1.11.x (ultima patch) Abl-py 1.0.0 cloud-tpu-client 0,10 Python-json-logger 2.0.2 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2
1.11 (Python 3.7)	GPU (CUDA 11.x)	1° 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) Abl-py 1.0.0 cloud-tpu-client 0,10 Python-json-logger 2.0.2 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2
1.10 (Python 3.7)	Solo CPU	1° set 2023	1° set 2024	us-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-10:latest europe-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-10:latest asia-docker.pkg.dev/vertex-ai/training/pytorch-xla.1-10:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu PyTorch 1.10.x (ultima patch) Abl-py 1.0.0 cloud-tpu-client 0,10 Python-json-logger 2.0.2 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2
1.10 (Python 3.7)	GPU (CUDA 11.x)	1° 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) Abl-py 1.0.0 cloud-tpu-client 0,10 Python-json-logger 2.0.2 cloudml-hypertune Altro Dipendenze di Deep Learning Containers ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0-2
1.9 (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) BSl-py 0.13.0 cloud-tpu-client 0,10 Python-json-logger 2.0.2 cloudml-hypertune Altro Dipendenze di Deep Learning Containers curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
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) BSl-py 0.13.0 cloud-tpu-client 0,10 Python-json-logger 2.0.2 cloudml-hypertune Altro Dipendenze di Deep Learning Containers curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
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 numeroso 1,18,5 panda 1.0.4 scipy 1.4.1 scikit-learn 1.0 Sympy 1,6 statistichemodelli 0.11.1 xgboost 1.6.2 oauth2client 4.1.3 httplib2 0.18.1 Python-dateutil 2.8.1 sei 1,15.0 futuro 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1,7 google-api-python-client 1.9.3 python-json-logger 0.1.11 ruota 0,34,2 WebOb 1.8.6 Incolla 3.4.1 tornado 5.1.1 grpcio 1.29.0 richieste 2.23.0 webapp2 3.0.0b1 simulazione 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.10 sviluppo-python3 python3.10-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
1.0 (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 numeroso 1,18,5 panda 1.0.4 scipy 1.4.1 scikit-learn 1.0 Sympy 1,6 statistichemodelli 0.11.1 xgboost 1.6.2 oauth2client 4.1.3 httplib2 0.18.1 Python-dateutil 2.8.1 sei 1,15.0 futuro 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1,7 google-api-python-client 1.9.3 python-json-logger 0.1.11 ruota 0,34,2 WebOb 1.8.6 Incolla 3.4.1 tornado 5.1.1 grpcio 1.29.0 richieste 2.23.0 webapp2 3.0.0b1 simulazione 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.10 sviluppo-python3 python3.10-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
0.23 (Python 3.7)	Solo CPU	1° set 2023	1° set 2024	us-docker.pkg.dev/vertex-ai/training/scikit-learn-cpu.0-23:latest europe-docker.pkg.dev/vertex-ai/training/scikit-learn-cpu.0-23:latest asia-docker.pkg.dev/vertex-ai/training/scikit-learn-cpu.0-23:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu numeroso 1,18,5 panda 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 Sympy 1,6 statistichemodelli 0.11.1 xgboost 1.1.1 oauth2client 4.1.3 httplib2 0.18.1 Python-dateutil 2.8.1 sei 1,15.0 futuro 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1,7 google-api-python-client 1.9.3 python-json-logger 0.1.11 ruota 0,34,2 WebOb 1.8.6 Incolla 3.4.1 tornado 5.1.1 grpcio 1.29.0 richieste 2.23.0 webapp2 3.0.0b1 simulazione 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv

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 numeroso 1,18,5 panda 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 Sympy 1,6 statistichemodelli 0.11.1 xgboost 1.6.2 oauth2client 4.1.3 httplib2 0.18.1 Python-dateutil 2.8.1 sei 1,15.0 futuro 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1,7 google-api-python-client 1.9.3 python-json-logger 0.1.11 ruota 0,34,2 WebOb 1.8.6 Incolla 3.4.1 tornado 5.1.1 grpcio 1.29.0 richieste 2.23.0 webapp2 3.0.0b1 simulazione 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.10 sviluppo-python3 python3.10-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
1.6 (Python 3.10)	GPU (CUDA 11.x)	30 giugno 2024	30 giugno 2025	us-docker.pkg.dev/vertex-ai/training/xgboost-gpu.1-6:latest europe-docker.pkg.dev/vertex-ai/training/xgboost-gpu.1-6:latest asia-docker.pkg.dev/vertex-ai/training/xgboost-gpu.1-6:latest Dipendenze incluse Pacchetti PyPI Pacchetti Ubuntu numeroso 1,18,5 panda 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 Sympy 1,6 statistichemodelli 0.11.1 xgboost 1.6.2 oauth2client 4.1.3 httplib2 0.18.1 Python-dateutil 2.8.1 sei 1,15.0 futuro 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1,7 google-api-python-client 1.9.3 python-json-logger 0.1.11 ruota 0,34,2 WebOb 1.8.6 Incolla 3.4.1 tornado 5.1.1 grpcio 1.29.0 richieste 2.23.0 webapp2 3.0.0b1 simulazione 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.10 sviluppo-python3 python3.10-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv
1.1 (Python 3.7)	Solo CPU	15 nov 2023	15 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 numeroso 1,18,5 panda 1.0.4 scipy 1.4.1 scikit-learn 0.23.1 Sympy 1,6 statistichemodelli 0.11.1 xgboost 1.1.1 oauth2client 4.1.3 httplib2 0.18.1 Python-dateutil 2.8.1 sei 1,15.0 futuro 0.18.2 PyYAML 5.3.1 wrapt 1.12.1 crcmod 1,7 google-api-python-client 1.9.3 python-json-logger 0.1.11 ruota 0,34,2 WebOb 1.8.6 Incolla 3.4.1 tornado 5.1.1 grpcio 1.29.0 richieste 2.23.0 webapp2 3.0.0b1 simulazione 4.0.2 google-cloud-bigquery 1.25.0 google-cloud-bigtable 1.2.1 google-cloud-datastore 1.12.0 google-cloud-logging 1.15.0 google-cloud-pubsub 1.6.0 google-cloud-resource-manager 0.30.2 google-cloud-storage 1.29.0 joblib 0.15.1 cloudml-hypertune curl libcurl3-dev wget codice postale decomprimi Git vim essenziale per la build certificati ca pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran libpng-dev libjpeg-dev python3.7 sviluppo-python3 python3.7-dev Python3-pip strumenti-di-configurazionepython3 python2.7 python-dev python-setuptools gdb openjdk-8-jdk openjdk-8-jre-headless g++ zlib1g-dev libio-all-perl module-init-tools libsnappy-dev libyaml-0-2 python-opencv

Addestramento con container predefiniti

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

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

Passaggi successivi

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