Install TensorFlow Neuron — AWS Neuron Documentation (original) (raw)

This document is relevant for: Inf1

Install TensorFlow Neuron#

Note

Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
For an example of how to install Neuron components in a container, see Tutorial Docker environment setup and ourneuron-containers documentation for more details.

Table of contents

Develop on AWS ML accelerator instance
Compile on compute instance
Deploy on AWS ML accelerator instance

Develop on AWS ML accelerator instance #

The simplest environment setup for model development installs all Neuron SDK components directly on an AWS ML accelerator instance: the Neuron framework extensions, compiler, runtime, and tools. This will allow you to compile, execute, and performance tune your model, all in the same instance. This is the recommended workflow when first starting to work with Neuron device or when optimizing a model.

Note: If you are using a regular U18, U20, or AL2 AMI, follow the same setup instructions as the Base DLAMIs respectively.

Important

For successful installation or update to next releases (Neuron 1.20.0 and newer):

Uninstall aws-neuron-dkms by running: sudo apt remove aws-neuron-dkms or sudo yum remove aws-neuron-dkms
Install or upgrade to latest Neuron driver (aws-neuron-dkms) by following the “Setup Guide” instructions.

TensorFlow 2.10.1

Ubuntu 20 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Install Python

sudo add-apt-repository ppa:deadsnakes/ppa sudo apt-get install python3.9

Install Python venv

sudo apt-get install -y python3.9-venv g++

Create Python venv

python3.9 -m venv aws_neuron_venv_tensorflow_inf1

Activate Python venv

source aws_neuron_venv_tensorflow_inf1/bin/activate python -m pip install -U pip

Install Jupyter notebook kernel

pip install ipykernel python3.9 -m ipykernel install --user --name aws_neuron_venv_tensorflow_inf1 --display-name "Python (tensorflow-neuron)" pip install jupyter notebook pip install environment_kernels

Set pip repository pointing to the Neuron repository

python -m pip config set global.extra-index-url https://pip.repos.neuron.amazonaws.com

Install TensorFlow Neuron

python -m pip install tensorflow-neuron[cc] "protobuf"

Install Neuron TensorBoard

python -m pip install tensorboard-plugin-neuron

Optional: Install Tensorflow Neuron model server

sudo apt-get install tensorflow-model-server-neuronx=2.10.1.2.12.2.0 -y

Amazon Linux 2 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Install Python

sudo yum install -y amazon-linux-extras sudo yum install python3.9

Install Python venv

sudo yum install -y python3.9-venv gcc-c++

Create Python venv

python3.9 -m venv aws_neuron_venv_tensorflow_inf1

Activate Python venv

source aws_neuron_venv_tensorflow_inf1/bin/activate python -m pip install -U pip

Install Jupyter notebook kernel

Set pip repository pointing to the Neuron repository

python -m pip config set global.extra-index-url https://pip.repos.neuron.amazonaws.com

Install TensorFlow Neuron

python -m pip install tensorflow-neuron[cc] "protobuf"

Install Neuron TensorBoard

python -m pip install tensorboard-plugin-neuron

Optional: Install Tensorflow Neuron model server

sudo yum install tensorflow-model-server-neuronx=2.10.1.2.12.2.0 -y

TensorFlow 2.9.3

Ubuntu 20 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Traceback (most recent call last): File "/home/docs/checkouts/readthedocs.org/user_builds/awsdocs-neuron/checkouts/latest/src/helperscripts/n2-helper.py", line 1140, in print(n2_manifest.generate_script(args)) File "/home/docs/checkouts/readthedocs.org/user_builds/awsdocs-neuron/checkouts/latest/src/helperscripts/n2-helper.py", line 138, in generate_script str_python = self.set_python_venv(args) File "/home/docs/checkouts/readthedocs.org/user_builds/awsdocs-neuron/checkouts/latest/src/helperscripts/n2-helper.py", line 575, in set_python_venv packages_supporting_python_versions = self.get_pip_packages_supporting_python_versions(args) File "/home/docs/checkouts/readthedocs.org/user_builds/awsdocs-neuron/checkouts/latest/src/helperscripts/n2-helper.py", line 82, in get_pip_packages_supporting_python_versions framework_python_versions = df_framework.loc[ IndexError: index 0 is out of bounds for axis 0 with size 0

Amazon Linux 2 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

TensorFlow 2.8.4

Ubuntu 20 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Amazon Linux 2 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

TensorFlow 2.7.4

Ubuntu 20 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Amazon Linux 2 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

TensorFlow 1.15.5

Ubuntu 20 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Amazon Linux 2 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Compile on compute instance #

If model compilation occurs outside the model deployment environment, you can install only the Neuron framework extensions and the compiler on any compute instance. This setup is helpful when compiling large complex models that require large amount of memory or during a CICD process where models are compiled in a separate step, prior to deployment.

TensorFlow 2.10.1

Ubuntu 20 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Install Python

sudo add-apt-repository ppa:deadsnakes/ppa sudo apt-get install python3.9

Install Python venv

sudo apt-get install -y python3.9-venv g++

Create Python venv

python3.9 -m venv aws_neuron_venv_tensorflow_inf1

Activate Python venv

source aws_neuron_venv_tensorflow_inf1/bin/activate python -m pip install -U pip

Install Jupyter notebook kernel

Set pip repository pointing to the Neuron repository

python -m pip config set global.extra-index-url https://pip.repos.neuron.amazonaws.com

Install TensorFlow Neuron

python -m pip install tensorflow-neuron[cc] "protobuf"

Install Neuron TensorBoard

python -m pip install tensorboard-plugin-neuron

Amazon Linux 2 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Install Python

sudo yum install -y amazon-linux-extras sudo yum install python3.9

Install Python venv

sudo yum install -y python3.9-venv gcc-c++

Create Python venv

python3.9 -m venv aws_neuron_venv_tensorflow_inf1

Activate Python venv

source aws_neuron_venv_tensorflow_inf1/bin/activate python -m pip install -U pip

Install Jupyter notebook kernel

Set pip repository pointing to the Neuron repository

python -m pip config set global.extra-index-url https://pip.repos.neuron.amazonaws.com

Install TensorFlow Neuron

python -m pip install tensorflow-neuron[cc] "protobuf"

Install Neuron TensorBoard

python -m pip install tensorboard-plugin-neuron

TensorFlow 2.9.3

Ubuntu 20 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Amazon Linux 2 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

TensorFlow 2.8.4

Ubuntu 20 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Amazon Linux 2 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

TensorFlow 2.7.4

Ubuntu 20 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Amazon Linux 2 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

TensorFlow 1.15.5

Ubuntu 20 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Amazon Linux 2 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Deploy on AWS ML accelerator instance #

During deployment it can be beneficial to reduce the number of components installed in the system. For use-cases where only inference is necessary (compilation is already complete), only the framework and runtime should be installed.

Note: If you are using a regular U18, U20, or AL2 AMI, follow the same setup instructions as the Base DLAMIs respectively.

Important

For successful installation or update to next releases (Neuron 1.20.0 and newer):

Uninstall aws-neuron-dkms by running: sudo apt remove aws-neuron-dkms or sudo yum remove aws-neuron-dkms
Install or upgrade to latest Neuron driver (aws-neuron-dkms) by following the “Setup Guide” instructions.

TensorFlow 2.10.1

Ubuntu 20 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Install Python

sudo add-apt-repository ppa:deadsnakes/ppa sudo apt-get install python3.9

Install Python venv

sudo apt-get install -y python3.9-venv g++

Create Python venv

python3.9 -m venv aws_neuron_venv_tensorflow_inf1

Activate Python venv

source aws_neuron_venv_tensorflow_inf1/bin/activate python -m pip install -U pip

Install Jupyter notebook kernel

Set pip repository pointing to the Neuron repository

python -m pip config set global.extra-index-url https://pip.repos.neuron.amazonaws.com

Install TensorFlow Neuron

python -m pip install tensorflow-neuron[cc] "protobuf"

Install Neuron TensorBoard

python -m pip install tensorboard-plugin-neuron

Optional: Install Tensorflow Neuron model server

sudo apt-get install tensorflow-model-server-neuronx=2.10.1.2.12.2.0 -y

Amazon Linux 2 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Install Python

sudo yum install -y amazon-linux-extras sudo yum install python3.9

Install Python venv

sudo yum install -y python3.9-venv gcc-c++

Create Python venv

python3.9 -m venv aws_neuron_venv_tensorflow_inf1

Activate Python venv

source aws_neuron_venv_tensorflow_inf1/bin/activate python -m pip install -U pip

Install Jupyter notebook kernel

Set pip repository pointing to the Neuron repository

python -m pip config set global.extra-index-url https://pip.repos.neuron.amazonaws.com

Install TensorFlow Neuron

python -m pip install tensorflow-neuron[cc] "protobuf"

Install Neuron TensorBoard

python -m pip install tensorboard-plugin-neuron

Optional: Install Tensorflow Neuron model server

sudo yum install tensorflow-model-server-neuronx=2.10.1.2.12.2.0 -y

TensorFlow 2.9.3

Ubuntu 20 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Amazon Linux 2 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

TensorFlow 2.8.4

Ubuntu 20 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Amazon Linux 2 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

TensorFlow 2.7.4

Ubuntu 20 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Amazon Linux 2 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

TensorFlow 1.15.5

Ubuntu 20 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

Amazon Linux 2 DLAMI Base

Note

For a successful installation or update, execute each line of the instructions below separately or copy the contents of the code block into a script file and source its contents.

This document is relevant for: Inf1

Install TensorFlow Neuron — AWS Neuron Documentation (original) (raw)