Amazon Deep Learning ARM64 AMI GPU PyTorch 2.6 (Amazon Linux 2023) - Amazon Deep Learning AMIs
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Amazon Deep Learning ARM64 AMI GPU PyTorch 2.6 (Amazon Linux 2023)

For help getting started, see Getting started with DLAMI.

AMI name format

  • Deep Learning ARM64 AMI OSS Nvidia Driver GPU PyTorch 2.6.${PATCH-VERSION} (Amazon Linux 2023) ${YYYY-MM-DD}

Supported EC2 instances

  • G5g

The AMI includes the following:

  • Supported Amazon Service: EC2

  • Operating System: Amazon Linux 2023

  • Compute Architecture: ARM64

  • Python: /opt/pytorch/bin/python

  • Python version: 3.12

  • NVIDIA Driver:

    • OSS Nvidia driver:570.86.15

  • NVIDIA CUDA12.6 stack:

    • CUDA, NCCL and cuDDN installation path: /usr/local/cuda-12.6/

    • Default CUDA: 12.6

      • PATH /usr/local/cuda points to /usr/local/cuda-12.6/

      • Updated below env vars:

        • LD_LIBRARY_PATH to have /usr/local/cuda/lib:/usr/local/cuda/lib64:/usr/local/cuda:/usr/local/cuda/targets/sbsa-linux/lib:/usr/local/cuda/nvvm/lib64:/usr/local/cuda/extras/CUPTI/lib64

        • PATH to have /usr/local/cuda/bin/:/usr/local/cuda/include/

    • Compiled system NCCL Version present at /usr/local/cuda/: 2.24.3

    • PyTorch Compiled NCCL Version from PyTorch conda environment: 2.21.5

  • Amazon CLI v2 as aws2 and Amazon CLI v1 as aws

  • EBS volume type: gp3

  • Query AMI-ID with SSM Parameter (example Region is us-east-1):

    aws ssm get-parameter --region us-east-1 \ --name /aws/service/deeplearning/ami/arm64/oss-nvidia-driver-gpu-pytorch-2.6-amazon-linux-2023/latest/ami-id \ --query "Parameter.Value" \ --output text
  • Query AMI-ID with AWSCLI (example Region is us-east-1):

    aws ec2 describe-images --region us-east-1 \ --owners amazon \ --filters 'Name=name,Values=Deep Learning ARM64 AMI OSS Nvidia Driver GPU PyTorch 2.6.? (Amazon Linux 2023) ????????' 'Name=state,Values=available' \ --query 'reverse(sort_by(Images, &CreationDate))[:1].ImageId' \ --output text

Notices

PyTorch Deprecation of Anaconda Channel

Starting with PyTorch 2.6, PyTorch has deprecated support for Conda (see official announcement ). As a result, PyTorch 2.6 and above will move to using Python Virtual Environments. To activate the PyTorch venv, please use source /opt/pytorch/bin/activate

Release Date: 2025-02-21

AMI name: Deep Learning ARM64 AMI OSS Nvidia Driver GPU PyTorch 2.6.0 (Amazon Linux 2023) 20250221

Added

  • Initial release of Deep Learning ARM64 AMI OSS Nvidia Driver GPU PyTorch 2.6.0 (Amazon Linux 2023) series. Including a Python virtual environment pytorch (source /opt/pytorch/bin/activate/), complimented with NVIDIA Driver R570, CUDA=12.6, cuDNN=9.7, PyTorch NCCL=2.21.5.