Container predefiniti per previsioni e spiegazioni

Vertex AI fornisce immagini container Docker che esegui come predefinite container per fornire previsioni e spiegazioni da un modello addestrato artefatti. Questi container, organizzati dal machine learning (ML) e la versione del framework, forniscono la previsione HTTP server che puoi utilizzare per fornire previsioni con una configurazione minima. In molti casi, l'utilizzo di un modello è più semplice rispetto alla creazione di un tuo container per la previsione.

Questo documento elenca i container predefiniti per previsioni e spiegazioni. e descrive come utilizzarli con gli artefatti del modello che hai creato utilizzando addestramento personalizzato di Vertex AI funzionalità o artefatti del modello al di fuori di Vertex AI.

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, che archiviano i dati in vari 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. Se utilizzi la console Google Cloud per creare Model, la console Google Cloud seleziona l'URI che meglio corrisponde alla località in cui stai utilizzando Vertex AI per ridurre 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
2,13 Solo CPU 28 nov 2024 28 nov 2025
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-13:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-13:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-13:latest
2,13 GPU (CUDA 12.x) 28 nov 2024 28 nov 2025
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-13:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-13:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-13:latest
2,12 Solo CPU 30 giugno 2024 30 giugno 2025
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-12:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-12:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-12:latest
2,12 GPU (CUDA 11.x) 30 giugno 2024 30 giugno 2025
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-12:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-12:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-12:latest
2,11 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-11:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-11:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-11:latest
2,11 GPU (CUDA 11.x) 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-11:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-11:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-11:latest
2,10 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-10:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-10:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-10:latest
2,10 GPU (CUDA 11.x) 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-10:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-10:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-10:latest
2,9 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-9:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-9:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-9:latest
2,9 GPU (CUDA 11.x) 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-9:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-9:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-9:latest
2,8 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-8:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-8:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-8:latest
2,8 GPU (CUDA 11.x) 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-8:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-8:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-8:latest
2.7 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-7:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-7:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-7:latest
2.7 GPU (CUDA 11.x) 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-7:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-7:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-7:latest
2,6 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-6:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-6:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-6:latest
2,6 GPU (CUDA 11.x) 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-6:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-6:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-6:latest
2,5 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-5:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-5:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-5:latest
2,5 GPU (CUDA 11.x) 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-5:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-5:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-5:latest
2,4 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-4:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-4:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-4:latest
2,4 GPU (CUDA 11.x) 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-4:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-4:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-4:latest
2.3 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-3:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-3:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-3:latest
2.3 GPU (CUDA 11.x) 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-3:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-3:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-3:latest
2.2 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-2:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-2:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-2:latest
2.2 GPU (CUDA 11.x) 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latest
2.1 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-1:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-1:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-cpu.2-1:latest
2.1 GPU (CUDA 11.x) 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf2-gpu.2-2:latest
1,15 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf-cpu.1-15:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf-cpu.1-15:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf-cpu.1-15:latest
1,15 GPU (CUDA 11.x) 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/tf-gpu.1-15:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/tf-gpu.1-15:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/tf-gpu.1-15:latest

Runtime TensorFlow ottimizzato

Le seguenti immagini container utilizzano il runtime di TensorFlow ottimizzato. Per Per saperne di più, consulta Utilizzare il runtime TensorFlow ottimizzato.

Versione framework ML Acceleratori supportati (e versione CUDA, se applicabile) Data di fine della patch e del supporto Fine disponibilità Immagini supportate
ogni notte Solo CPU Non applicabile Non applicabile
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.nightly:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.nightly:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.nightly:latest
ogni notte GPU (CUDA 12.x) Non applicabile Non applicabile
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.nightly:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.nightly:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.nightly:latest
ogni notte Cloud TPU Non applicabile Non applicabile
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.nightly:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.nightly:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.nightly:latest
2,16 Solo CPU 26 aprile 2024 26 aprile 2025
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-16:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-16:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-16:latest
2,16 GPU (CUDA 12.x) 26 aprile 2024 26 aprile 2025
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-16:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-16:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-16:latest
2,16 Cloud TPU 26 aprile 2024 26 aprile 2025
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-16:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-16:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-16:latest
2,15 Solo CPU 15 agosto 2024 15 agosto 2025
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-15:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-15:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-15:latest
2,15 GPU (CUDA 12.x) 15 agosto 2024 15 agosto 2025
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-15:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-15:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-15:latest
2,15 Cloud TPU 15 agosto 2024 15 agosto 2025
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-15:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-15:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-tpu.2-15:latest
2,14 Solo CPU 15 agosto 2024 15 agosto 2025
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-14:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-14:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-14:latest
2,14 GPU (CUDA 12.x) 15 agosto 2024 15 agosto 2025
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-14:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-14:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-14:latest
2,13 Solo CPU 15 agosto 2024 15 agosto 2025
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-13:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-13:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-13:latest
2,13 GPU (CUDA 11.x) 15 agosto 2024 15 agosto 2025
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-13:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-13:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-13:latest
2,12 Solo CPU 15 maggio 2024 15 maggio 2025
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-12:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-12:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-12:latest
2,12 GPU (CUDA 11.x) 15 maggio 2024 15 maggio 2025
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-12:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-12:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-12:latest
2,11 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-11:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-11:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-11:latest
2,11 GPU (CUDA 11.x) 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-11:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-11:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-11:latest
2,10 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-10:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-10:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-10:latest
2,10 GPU (CUDA 11.x) 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-10:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-10:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-10:latest
2,9 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-9:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-9:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-9:latest
2,9 GPU (CUDA 11.x) 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-9:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-9:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-9:latest
2,8 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-8:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-8:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-cpu.2-8:latest
2,8 GPU (CUDA 11.x) 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-8:latest
  • europe-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-8:latest
  • asia-docker.pkg.dev/vertex-ai-restricted/prediction/tf_opt-gpu.2-8:latest

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 3.9) Solo CPU 1° dicembre 2024 1° dicembre 2025
  • us-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-1:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-1:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-1:latest
2.1 (Python 3.9) GPU (CUDA 12.x) 1° dicembre 2024 1° dicembre 2025
  • us-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-1:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-1:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-1:latest
2.1 (Python 3.9) Cloud TPU 1° dicembre 2024 1° dicembre 2025
  • us-docker.pkg.dev/vertex-ai/prediction/pytorch-tpu.2-1:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/pytorch-tpu.2-1:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/pytorch-tpu.2-1:latest
2.0 (Python 3.9) Solo CPU 27 luglio 2024 27 luglio 2025
  • us-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-0:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-0:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.2-0:latest
2.0 (Python 3.9) GPU (CUDA 11.x) 27 luglio 2024 27 luglio 2025
  • us-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-0:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-0:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.2-0:latest
1.13 (Python 3.8) Solo CPU 15 maggio 2024 15 maggio 2025
  • us-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-13:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-13:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-13:latest
1.13 (Python 3.8) GPU (CUDA 11.x) 15 maggio 2024 15 maggio 2025
  • us-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-13:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-13:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-13:latest
1,12 Solo CPU 15 maggio 2024 15 maggio 2025
  • us-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-12:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-12:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-12:latest
1,12 GPU (CUDA 11.x) 15 maggio 2024 15 maggio 2025
  • us-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-12:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-12:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-12:latest
1,11 Solo CPU 15 maggio 2024 15 maggio 2025
  • us-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-11:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-11:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/pytorch-cpu.1-11:latest
1,11 GPU (CUDA 11.x) 15 maggio 2024 15 maggio 2025
  • us-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-11:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-11:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/pytorch-gpu.1-11:latest

scikit-learn

Versione framework ML Acceleratori supportati (e versione CUDA, se applicabile) Data di fine della patch e del supporto Fine disponibilità Immagini supportate
1.3 (Python 3.10) Solo CPU 28 nov 2024 28 nov 2025
  • us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-3:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-3:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-3:latest
1.2 (Python 3.10) Solo CPU 30 giugno 2024 30 giugno 2025
  • us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-2:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-2:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-2:latest
1,0 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-0:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-0:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.1-0:latest
0,24 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-24:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-24:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-24:latest
0,23 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-23:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-23:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-23:latest
0,22 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-22:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-22:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-22:latest
0,20 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-20:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-20:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/sklearn-cpu.0-20:latest

XGBoost

Versione framework ML Acceleratori supportati (e versione CUDA, se applicabile) Data di fine della patch e del supporto Fine disponibilità Immagini supportate
1.7 (Python 3.10) Solo CPU 30 giugno 2024 30 giugno 2025
  • us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-7:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-7:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-7:latest
1.6 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-6:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-6:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-6:latest
1,5 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-5:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-5:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-5:latest
1.4 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-4:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-4:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-4:latest
1.3 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-3:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-3:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-3:latest
1.2 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-2:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-2:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-2:latest
1.1 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-1:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-1:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.1-1:latest
0,90 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-90:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-90:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-90:latest
0,82 Solo CPU 15 nov 2023 15 nov 2024
  • us-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-82:latest
  • europe-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-82:latest
  • asia-docker.pkg.dev/vertex-ai/prediction/xgboost-cpu.0-82:latest

Usa un container predefinito

Puoi specificare un container predefinito per la previsione quando crea una risorsa TrainingPipeline personalizzata che carica un Model o quando importi gli artefatti del modello come Model.

Per utilizzare uno di questi container predefiniti, devi salvare il modello come uno o più artefatto del modello che soddisfano i requisiti della piattaforma containerizzato. Per ulteriori informazioni, vedi Esporta gli artefatti del modello per la previsione.

I seguenti blocchi note mostrano come utilizzare un container predefinito per la pubblicazione per le previsioni.

Che cosa vuoi fare? Blocco note
Addestra e pubblica un modello TensorFlow utilizzando un container predefinito Addestramento personalizzato e previsione online
Pubblica un modello PyTorch utilizzando un container predefinito Pubblicazione di modelli di immagine PyTorch con container predefiniti su Vertex AI
Pubblica un modello Stable Diffusion utilizzando un container predefinito Esegui il deployment e ospita un modello Stable Diffusion su Vertex AI

Passaggi successivi