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
2.12 (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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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