Coba model Gemini 1.5, model multimodal terbaru di Vertex AI, dan lihat model yang dapat Anda bangun dengan jendela konteks hingga 2 juta token. Coba model Gemini 1.5, model multimodal terbaru di Vertex AI, dan lihat model yang dapat Anda bangun dengan jendela konteks hingga 2 juta token.

Container bawaan untuk pelatihan khusus

Vertex AI menyediakan image container Docker yang Anda jalankan sebagai container bawaan untuk pelatihan kustom. Container ini, yang diatur berdasarkan framework machine learning (ML) dan versi framework, menyertakan dependensi umum yang mungkin ingin Anda gunakan dalam kode pelatihan. Sering kali, menggunakan container bawaan lebih sederhana daripada membuat container kustom Anda sendiri untuk pelatihan.

Dokumen ini mencantumkan container bawaan untuk pelatihan, dan menjelaskan cara menggunakannya dengan aplikasi pelatihan Python.

Vertex AI mendukung setiap versi framework berdasarkan jadwal untuk meminimalkan kerentanan keamanan. Tinjau kebijakan dukungan framework Vertex AI untuk memahami implikasi tanggal akhir dukungan dan tanggal akhir ketersediaan.

Image container yang tersedia

Setiap image container berikut tersedia di beberapa repositori Artifact Registry, yang menyimpan data di berbagai lokasi. Anda bisa menggunakan salah satu URI untuk image saat melakukan pelatihan kustom; masing-masing menyediakan image container yang sama. Saat menggunakan konsol Google Cloud untuk melakukan pelatihan kustom, konsol Google Cloud akan memilih URI yang paling cocok dengan lokasi tempat Anda menggunakan Vertex AI. Tindakan ini mengurangi latensi.

TensorFlow

Versi framework ML Akselerator yang didukung (dan versi CUDA, jika berlaku) Akhir patch dan tanggal dukungan Akhir ketersediaan Image yang didukung

2.14 (Python 3.10)

Khusus CPU

26 September 2024

26 September 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.14.x (patch terbaru) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Tempel 3.7.1 webapp2 3.0.0b1 mock hycloud 8.1.0 mock mock 5.1.0 mock-json-logger 2.0.7	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.14 (Python 3.10)

GPU (CUDA 11.x)

26 September 2024

26 September 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.14.x (patch terbaru) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Tempel 3.7.1 webapp2 3.0.0b1 mock hycloud 8.1.0 mock mock 5.1.0 mock-json-logger 2.0.7	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.13 (Python 3.10)

Khusus CPU

5 Juli 2024

5 Juli 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.13.x (patch terbaru) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Tempel 3.7.1 webapp2 3.0.0b1 mock hycloud 8.1.0 mock mock 5.1.0 mock-json-logger 2.0.7	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.13 (Python 3.10)

GPU (CUDA 11.x)

5 Juli 2024

5 Juli 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.13.x (patch terbaru) sympy 1.12 xgboost 2.0.3 python-json-logger 2.0.7 WebOb 1.8.7 Tempel 3.7.1 webapp2 3.0.0b1 mock hycloud 8.1.0 mock mock 5.1.0 mock-json-logger 2.0.7	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.12 (Python 3.10)

Khusus CPU

30 Jun 2024

30 Jun 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.12.x (patch terbaru) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.12 (Python 3.10)

GPU (CUDA 11.x)

30 Jun 2024

30 Jun 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.12.x (patch terbaru) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.12 (Python 3.8)

Khusus TPU

30 Jun 2024

30 Jun 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.12.x (patch terbaru) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.11 (Python 3.10)

Khusus 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.11.x (patch terbaru) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.11.x (patch terbaru) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.11 (Python 3.7)

Khusus 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.11.x (patch terbaru) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.11.x (patch terbaru) sympy 1.10.1 xgboost 1.6.2 python-json-logger 2.0.4 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 5.0.0 google-cloud-resource-manager 1.6.1 cloudml-hypertune Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.9 (Python 3.10)

Khusus 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.9.x (patch terbaru) sympy 1.10.1 xgboost 1.6.1 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.9.x (patch terbaru) sympy 1.10.1 xgboost 1.6.1 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.9 (Python 3.7)

Khusus 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.9.x (patch terbaru) sympy 1.10.1 xgboost 1.6.1 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.9.x (patch terbaru) sympy 1.10.1 xgboost 1.6.1 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource-manager 1.5.0 cloudml-hypertune Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.8 (Python 3.10)

Khusus 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.8.x (patch terbaru) sympy 1.9 xgboost 1.5.2 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource- manager 1.3.3 cloudml-hypertune Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.8.x (patch terbaru) sympy 1.9 xgboost 1.5.2 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource- manager 1.3.3 cloudml-hypertune Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.8 (Python 3.7)

Khusus 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.8.x (patch terbaru) sympy 1.9 xgboost 1.5.2 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource- manager 1.3.3 cloudml-hypertune Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
tensorflow 2.8.x (patch terbaru) sympy 1.9 xgboost 1.5.2 python-json-logger 2.0.2 WebOb 1.8.7 Paste 3.5.0 webapp2 3.0.0b1 mock 4.0.3 google-cloud-resource- manager 1.3.3 cloudml-hypertune Dependensi Deep Learning Containers lainnya	ca-certificates-java libatlas-base-dev liblapack-dev gfortran gdb openjdk-8-jdk openjdk-8-jre-headless g++ libio-all-perl libyaml-0- 2 Dependensi Deep Learning Containers lainnya

2.7 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

tensorflow 2.7.x (patch terbaru)
sympy 1.9
xgboost 1.5.0
python-json-logger 2.0.2
WebOb 1.8.7
Paste 3.5.0
webapp2 3.0.0b1
mock 4.0.3
google-cloud-resource- manager 1.3.1
cloudml-hypertune
Dependensi Deep Learning Containers lainnya

curl
libcurl3-dev
wget
zip
unzip
git
vim
build-essential
ca-certificates
pkg-config
rsync
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
libpng-dev
libjpeg-dev
python3.7
python3-dev
python3.7-dev
python3-pip
python3-setuptools
python2.7
python-dev
python-setuptools
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
zlib1g-dev
libio-all-perl
module-init-tools
libsnappy-dev
libyaml-0-2
python-opencv

2.7 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

2.6 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

tensorflow 2.6.x (patch terbaru)
sympy 1.8
xgboost 1.4.2
python-json-logger 2.0.2
WebOb 1.8.7
Paste 3.5.0
webapp2 3.0.0b1
mock 4.0.3
google-cloud-resource- manager 1.0.2
cloudml-hypertune
Dependensi Deep Learning Containers lainnya

2.6 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

2.5 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

tensorflow 2.5.x (patch terbaru)
sympy 1.8
xgboost 1.4.0
PyYAML 3.13
python-json-logger 2.0.1
WebOb 1.8.7
Paste 3.5.0
webapp2 3.0.0b1
mock 4.0.3
google-cloud-resource-manager 0.30.3
cloudml-hypertune
Dependensi Deep Learning Containers lainnya

2.5 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

2.4 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

tensorflow 2.4.x (patch terbaru)
numpy 1.19.4
pandas 1.1.5
scipy 1.5.4
scikit-learn 0.24.0
sympy 1.7.1
statsmodels 0.12.1
xgboost 1.3.1
oauth2client 4.1.3
httplib2 0.15.0
python-dateutil 2.8.1
six 1.15.0
future 0.18.2
PyYAML 3.13
wrapt 1.12.1
crcmod 1.7
google-api-python-client 1.9.0
python-json-logger 2.0.1
wheel 0.36.2
WebOb 1.8.6
Paste 3.5.0
tornado 5.1.1
grpcio 1.32.0
requests 2.25.1
webapp2 3.0.0b1
mock 4.0.3
google-cloud-bigquery 2.6.1
google-cloud-bigtable 1.6.1
google-cloud-datastore 2.1.0
google-cloud-logging 1.15.0
google-cloud-pubsub 2.2.0
google-cloud-resource-manager 0.30.3
google-cloud-storage 1.35.0
joblib 1.0.0
cloudml-hypertune
psutil 5.8.0

2.4 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

2.3 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

tensorflow 2.3.x (patch terbaru)
numpy 1.18.5
pandas 1.1.3
scipy 1.4.1
scikit-learn 0.23.2
sympy 1.6.2
statsmodels 0.12.0
xgboost 1.2.1
oauth2client 4.1.3
httplib2 0.15.0
python-dateutil 2.8.1
six 1.15.0
future 0.18.2
PyYAML 3.13
wrapt 1.12.1
crcmod 1.7
google-api-python-client 1.9.0
python-json-logger 2.0.1
wheel 0.35.1
WebOb 1.8.6
Paste 3.5.0
tornado 5.1.1
grpcio 1.33.1
requests 2.24.0
webapp2 3.0.0b1
mock 4.0.2
google-cloud-bigquery 2.2.0
google-cloud-bigtable 1.5.1
google-cloud-datastore 1.15.3
google-cloud-logging 1.15.0
google-cloud-pubsub 2.1.0
google-cloud-resource-manager 0.30.2
google-cloud-storage 1.32.0
joblib 0.17.0
cloudml-hypertune
psutil 5.7.2

2.3 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

2.2 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

tensorflow 2.2.x (patch terbaru)
numpy 1.18.5
pandas 1.0.4
scipy 1.4.1
scikit-learn 0.23.1
sympy 1.6
statsmodels 0.11.1
xgboost 1.1.1
oauth2client 4.1.3
httplib2 0.18.1
python-dateutil 2.8.1
six 1.15.0
future 0.18.2
PyYAML 5.3.1
wrapt 1.12.1
crcmod 1.7
google-api-python-client 1.9.3
python-json-logger 0.1.11
wheel 0.34.2
WebOb 1.8.6
Paste 3.4.1
tornado 5.1.1
grpcio 1.29.0
requests 2.23.0
webapp2 3.0.0b1
mock 4.0.2
google-cloud-bigquery 1.25.0
google-cloud-bigtable 1.2.1
google-cloud-datastore 1.12.0
google-cloud-logging 1.15.0
google-cloud-pubsub 1.6.0
google-cloud-resource-manager 0.30.2
google-cloud-storage 1.29.0
joblib 0.15.1
cloudml-hypertune
psutil 5.7.0

2.2 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

2.1 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

tensorflow 2.1.0
numpy 1.18.0
pandas 0.25.3
scipy 1.4.1
scikit-learn 0.22.1
sympy 1.5
statsmodels 0.10.2
xgboost 0.90
oauth2client 4.1.3
httplib2 0.15.0
python-dateutil 2.8.1
six 1.13.0
future 0.18.2
PyYAML 5.2
wrapt 1.11.2
crcmod 1.7
google-api-python-client 1.7.11
python-json-logger 0.1.11
wheel 0.33.6
WebOb 1.8.5
Paste 3.2.3
tornado 5.1.1
grpcio 1.26.0
requests 2.22.0
webapp2 3.0.0b1
mock 3.0.5
google-cloud-bigquery 1.23.1
google-cloud-bigtable 1.2.0
google-cloud-datastore 1.10.0
google-cloud-logging 1.14.0
google-cloud-pubsub 1.1.0
google-cloud-resource-manager 0.30.0
google-cloud-storage 1.23.0
joblib 0.14.1
cloudml-hypertune
psutil 5.7.0

2.1 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

1.15 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

tensorflow 1.15.0
numpy 1.16.5
pandas 0.24.2
scipy 1.2.2
scikit-learn 0.20.4
sympy 1.4
statsmodels 0.10.1
xgboost 0.82
oauth2client 4.1.3
httplib2 0.12.0
python-dateutil 2.7.5
argparse 1.4.0
six 1.12.0
future 0.17.1
PyYAML 3.13
wrapt 1.11.1
crcmod 1.7
google-api-python-client 1.7.8
python-json-logger 0.1.10
wheel 0.32.3
WebOb 1.8.5
Paste 3.0.6
tornado 5.1.1
grpcio 1.18.0
requests 2.19.0
webapp2 3.0.0b1
mock 2.0.0
google-cloud-bigquery 1.20.0
google-cloud-bigtable 1.0.0
google-cloud-datastore 1.9.0
google-cloud-logging 1.12.1
google-cloud-pubsub 1.0.0
google-cloud-resource-manager 0.29.2
google-cloud-storage 1.19.1
joblib 0.13.0
cloudml-hypertune
psutil 5.7.0

1.15 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

PyTorch

Versi framework ML Akselerator yang didukung (dan versi CUDA, jika berlaku) Akhir patch dan tanggal dukungan Akhir ketersediaan Image yang didukung

2.0 (Python 3.8)

Khusus TPU

15 Mei 2024

15 Mei 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 2.0.x (patch terbaru) absl-py 0.13.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Dependensi Deep Learning Containers lainnya	curl libcurl3-dev wget zip unzip git vim build-Essential ca- Tingkat pkg-config rsync ca-certificates-java libatlas-base-dev liblapack-dev gfortran liblapack-dev

1.13 (Python 3.10)

CPU atau GPU (CUDA 11.x)

15 Mei 2024

15 Mei 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 1.13.x (patch terbaru) absl-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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 atau GPU (CUDA 11.x)

8 Des 2023

8 Des 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 1.13.x (patch terbaru) absl-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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 atau GPU (CUDA 11.x)

15 Mei 2024

15 Mei 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 1.12.x (patch terbaru) absl-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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 atau GPU (CUDA 11.x)

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 1.12.x (patch terbaru) absl-py 1.3.0 cloud-tpu-client 0.10 python-json-logger 2.0.4 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

Khusus CPU

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 1.11.x (patch terbaru) absl-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 1.11.x (patch terbaru) absl-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

Khusus CPU

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 1.10.x (patch terbaru) absl-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI	Paket Ubuntu
PyTorch 1.10.x (patch terbaru) absl-py 1.0.0 cloud-tpu-client 0.10 python-json-logger 2.0.2 cloudml-hypertune Dependensi Deep Learning Containers lainnya	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)

Khusus CPU

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

PyTorch 1.9.x (patch terbaru)
absl-py 0.13.0
cloud-tpu-client 0.10
python-json-logger 2.0.2
cloudml-hypertune
Dependensi Deep Learning Containers lainnya

1.9 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

PyTorch 1.9.x (patch terbaru)
absl-py 0.13.0
cloud-tpu-client 0.10
python-json-logger 2.0.2
cloudml-hypertune
Dependensi Deep Learning Containers lainnya

1.7 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Dependensi Deep Learning Containers

1.7 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Dependensi Deep Learning Containers

1.6 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Dependensi Deep Learning Containers

1.6 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Dependensi Deep Learning Containers

1.4 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Dependensi Deep Learning Containers

1.4 (Python 3.7)

GPU (CUDA 11.x)

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Dependensi Deep Learning Containers

scikit-learn

Versi framework ML Akselerator yang didukung (dan versi CUDA, jika berlaku) Akhir patch dan tanggal dukungan Akhir ketersediaan Image yang didukung

1.0 (Python 3.10)

Khusus CPU

30 Juni 2024

30 Juni 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

numpy 1.18.5
pandas 1.0.4
scipy 1.4.1
scikit-learn 1.0
sympy 1.6
statsmodels 0.11.1
xgboost 1.6.2
oauth2client 4.1.3
httplib2 0.18.1
python-dateutil 2.8.1
six 1.15.0
future 0.18.2
PyYAML 5.3.1
wrapt 1.12.1
crcmod 1.7
google-api-python-client 1.9.3
python-json-logger 0.1.11
wheel 0.34.2
WebOb 1.8.6
Paste 3.4.1
tornado 5.1.1
grpcio 1.29.0
requests 2.23.0
webapp2 3.0.0b1
mock 4.0.2
google-cloud-bigquery 1.25.0
google-cloud-bigtable 1.2.1
google-cloud-datastore 1.12.0
google-cloud-logging 1.15.0
google-cloud-pubsub 1.6.0
google-cloud-resource-manager 0.30.2
google-cloud-storage 1.29.0
joblib 0.15.1
cloudml-hypertune

curl
libcurl3-dev
wget
zip
unzip
git
vim
build-essential
ca-certificates
pkg-config
rsync
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
libpng-dev
libjpeg-dev
python3.10
python3-dev
python3.10-dev
python3-pip
python3-setuptools
python2.7
python-dev
python-setuptools
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
zlib1g-dev
libio-all-perl
module-init-tools
libsnappy-dev
libyaml-0-2
python-opencv

1.0 (Python 3.10)

GPU (CUDA 11.x)

30 Juni 2024

30 Juni 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

curl
libcurl3-dev
wget
zip
unzip
git
vim
build-essential
ca-certificates
pkg-config
rsync
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
libpng-dev
libjpeg-dev
python3.10
python3-dev
python3.10-dev
python3-pip
python3-setuptools
python2.7
python-dev
python-setuptools
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
zlib1g-dev
libio-all-perl
module-init-tools
libsnappy-dev
libyaml-0-2
python-opencv

0.23 (Python 3.7)

Khusus CPU

1 Sep 2023

1 Sep 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

numpy 1.18.5
pandas 1.0.4
scipy 1.4.1
scikit-learn 0.23.1
sympy 1.6
statsmodels 0.11.1
xgboost 1.1.1
oauth2client 4.1.3
httplib2 0.18.1
python-dateutil 2.8.1
six 1.15.0
future 0.18.2
PyYAML 5.3.1
wrapt 1.12.1
crcmod 1.7
google-api-python-client 1.9.3
python-json-logger 0.1.11
wheel 0.34.2
WebOb 1.8.6
Paste 3.4.1
tornado 5.1.1
grpcio 1.29.0
requests 2.23.0
webapp2 3.0.0b1
mock 4.0.2
google-cloud-bigquery 1.25.0
google-cloud-bigtable 1.2.1
google-cloud-datastore 1.12.0
google-cloud-logging 1.15.0
google-cloud-pubsub 1.6.0
google-cloud-resource-manager 0.30.2
google-cloud-storage 1.29.0
joblib 0.15.1
cloudml-hypertune

XGBoost

Versi framework ML Akselerator yang didukung (dan versi CUDA, jika berlaku) Akhir patch dan tanggal dukungan Akhir ketersediaan Image yang didukung

1.6 (Python 3.10)

Khusus CPU

30 Juni 2024

30 Juni 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

numpy 1.18.5
pandas 1.0.4
scipy 1.4.1
scikit-learn 0.23.1
sympy 1.6
statsmodels 0.11.1
xgboost 1.6.2
oauth2client 4.1.3
httplib2 0.18.1
python-dateutil 2.8.1
six 1.15.0
future 0.18.2
PyYAML 5.3.1
wrapt 1.12.1
crcmod 1.7
google-api-python-client 1.9.3
python-json-logger 0.1.11
wheel 0.34.2
WebOb 1.8.6
Paste 3.4.1
tornado 5.1.1
grpcio 1.29.0
requests 2.23.0
webapp2 3.0.0b1
mock 4.0.2
google-cloud-bigquery 1.25.0
google-cloud-bigtable 1.2.1
google-cloud-datastore 1.12.0
google-cloud-logging 1.15.0
google-cloud-pubsub 1.6.0
google-cloud-resource-manager 0.30.2
google-cloud-storage 1.29.0
joblib 0.15.1
cloudml-hypertune

curl
libcurl3-dev
wget
zip
unzip
git
vim
build-essential
ca-certificates
pkg-config
rsync
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
libpng-dev
libjpeg-dev
python3.10
python3-dev
python3.10-dev
python3-pip
python3-setuptools
python2.7
python-dev
python-setuptools
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
zlib1g-dev
libio-all-perl
module-init-tools
libsnappy-dev
libyaml-0-2
python-opencv

1.6 (Python 3.10)

GPU (CUDA 11.x)

30 Juni 2024

30 Juni 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

curl
libcurl3-dev
wget
zip
unzip
git
vim
build-essential
ca-certificates
pkg-config
rsync
ca-certificates-java
libatlas-base-dev
liblapack-dev
gfortran
libpng-dev
libjpeg-dev
python3.10
python3-dev
python3.10-dev
python3-pip
python3-setuptools
python2.7
python-dev
python-setuptools
gdb
openjdk-8-jdk
openjdk-8-jre-headless
g++
zlib1g-dev
libio-all-perl
module-init-tools
libsnappy-dev
libyaml-0-2
python-opencv

1.1 (Python 3.7)

Khusus 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

Dependensi yang disertakan

Paket PyPI

Paket Ubuntu

Melatih dengan container bawaan

Untuk menggunakan container bawaan, baca panduan untuk mengonfigurasi setelan container.

Jika Anda menggunakan image container yang mendukung GPU, pastikan untuk menentukan kolom machineSpec.acceleratorType dan machineSpec.acceleratorCount ketika Anda membuat resource CustomJob danHyperparameterTuningJob, atau TrainingPipeline.

Langkah selanjutnya

Pelajari cara membuat aplikasi pelatihan Python untuk digunakan dengan container bawaan.