title stringlengths 0 125 | url stringlengths 67 206 | markdown stringlengths 55 86.1k | html stringlengths 198 350k | crawlDate stringlengths 24 24 |
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https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/tools/neuronperf/neuronperf_compile_guide.rst.txt | ```
.. _neuronperf_compile_guide:
========================
NeuronPerf Compile Guide
========================
If you wish to compile multiple configurations at once, NeuronPerf provides a simplified and uniform API across frameworks. The output is a :ref:`neuronperf_model_index` that tracks the artifacts produces, and can be passed directly to the :ref:`benchmark <neuronperf_api_benchmark>` routine for a streamlined end-to-end process. This may be useful if you wish to test multiple configurations of your model on Neuron hardware.
You can manually specify the model index filename by passing ``filename``, or let NeuronPerf generate one and return it for you. Compiled artifacts will be placed in a local ``models`` directory.
How does ``compile`` know which instance type to compile for?
-------------------------------------------------------------
NeuronPerf will assume that the instance type your are currently on is also the compile target. However, you may compile on a non-Neuron instance or choose to target a different instance type. In the case, you can pass ``compiler_target`` to the ``compile`` call.
For example:
.. code:: python
import neuronperf as npf
import neuronperf.torch
npf.torch.compile(model, inputs) # compile for current instance type
npf.torch.compile(model, inputs, compiler_target="inf2") # compile for inf2
Compiling multiple variants
---------------------------
If you provide multiple pipeline sizes, batch sizes, and/or cast modes, NeuronPerf will compile all of them.
.. code:: python
# Select a few batch sizes and pipeline configurations to test
batch_sizes = [1, 5, 10]
pipeline_sizes = [1, 2, 4]
# Construct example inputs
example_inputs = [torch.zeros([batch_size, 3, 224, 224], dtype=torch.float16) for batch_size in batch_sizes]
# Compile all configurations
index = npf.torch.compile(
model,
example_inputs,
batch_sizes=batch_sizes,
pipeline_sizes=pipeline_sizes,
)
If you wished to benchmark specific subsets of configurations, you could compile the specific configurations independently and later combine the results into a single index, as shown below.
.. code:: python
# Compile with pipeline size 1 and vary batch dimension
batch_index = npf.torch.compile(
model,
example_inputs,
batch_sizes=batch_sizes,
pipeline_sizes=1,
)
# Compile with batch size 1 and vary pipeline dimension
pipeline_index = npf.torch.compile(
model,
example_inputs[0],
batch_sizes=1,
pipeline_sizes=pipeline_sizes,
)
index = npf.model_index.append(batch_index, pipeline_index)
npf.model_index.save(index, 'model_index.json')
The ``compile`` function supports ``batch_sizes``, ``pipeline_sizes``, ``cast_modes``, and custom ``compiler_args``. If there is an error during compilation for a requested configuration, it will be logged and compilation will continue onward without terminating. (This is to support long-running compile jobs with many configurations.)
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuronperf_compile_guide:
========================
NeuronPerf Compile Guide
========================
If you wish to compile multiple configurations at once, NeuronPerf provides a simplified and uniform API across frameworks. The output is a :ref:`neuronperf_model_index` that tracks the artifacts produces, and can be passed directly to the :ref:`benchmark <neuronperf_api_benchmark>` routine for a streamlined end-to-end process. This may be useful if you wish to test multiple configurations of your model on Neuron hardware.
You can manually specify the model index filename by passing ``filename``, or let NeuronPerf generate one and return it for you. Compiled artifacts will be placed in a local ``models`` directory.
How does ``compile`` know which instance type to compile for?
-------------------------------------------------------------
NeuronPerf will assume that the instance type your are currently on is also the compile target. However, you may compile on a non-Neuron instance or choose to target a different instance type. In the case, you can pass ``compiler_target`` to the ``compile`` call.
For example:
.. code:: python
import neuronperf as npf
import neuronperf.torch
npf.torch.compile(model, inputs) # compile for current instance type
npf.torch.compile(model, inputs, compiler_target="inf2") # compile for inf2
Compiling multiple variants
---------------------------
If you provide multiple pipeline sizes, batch sizes, and/or cast modes, NeuronPerf will compile all of them.
.. code:: python
# Select a few batch sizes and pipeline configurations to test
batch_sizes = [1, 5, 10]
pipeline_sizes = [1, 2, 4]
# Construct example inputs
example_inputs = [torch.zeros([batch_size, 3, 224, 224], dtype=torch.float16) for batch_size in batch_sizes]
# Compile all configurations
index = npf.torch.compile(
model,
example_inputs,
batch_sizes=batch_sizes,
pipeline_sizes=pipeline_sizes,
)
If you wished to benchmark specific subsets of configurations, you could compile the specific configurations independently and later combine the results into a single index, as shown below.
.. code:: python
# Compile with pipeline size 1 and vary batch dimension
batch_index = npf.torch.compile(
model,
example_inputs,
batch_sizes=batch_sizes,
pipeline_sizes=1,
)
# Compile with batch size 1 and vary pipeline dimension
pipeline_index = npf.torch.compile(
model,
example_inputs[0],
batch_sizes=1,
pipeline_sizes=pipeline_sizes,
)
index = npf.model_index.append(batch_index, pipeline_index)
npf.model_index.save(index, 'model_index.json')
The ``compile`` function supports ``batch_sizes``, ``pipeline_sizes``, ``cast_modes``, and custom ``compiler_args``. If there is an error during compilation for a requested configuration, it will be logged and compilation will continue onward without terminating. (This is to support long-running compile jobs with many configurations.)
</pre></body></html> | 2023-09-29T20:55:04.267Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/release-notes/tools/neuronperf.rst.txt | ```
.. _neuronperf_rn:
NeuronPerf 1.x Release Notes
============================
:ref:`NeuronPerf <neuronperf>` is a lightweight Python library with a simple API that enables fast measurements of performance when running models using Neuron.
.. contents:: Table of Contents
:local:
:depth: 1
NeuronPerf release [1.8.7.0]
----------------------------
Date: 8/28/2023
* Minor updates
NeuronPerf release [1.7.0.0]
----------------------------
Date: 3/28/2023
* Adds trn1/inf2 support for PyTorch and TensorFlow 2.x
* Uses new IMDSv2 for obtaining instance types
NeuronPerf release [1.6.0.0]
----------------------------
Date: 11/23/2022
* New Evaluation + metrics API (see NeuronPerf Evaluation Guide)
* Support map and iterable-type torch datasets
* Support custom torch DataLoader args via dataloader_kwargs
* New get_report_by_tag utility to identify specific configurations
* Python 3.7+ now default from 3.6
* Pricing and sizing info updated for inf1 + trn1
Bug fixes
* GPU inputs are now moved correctly
NeuronPerf release [1.3.0.0]
----------------------------
Date: 04/29/2022
* Minor updates
NeuronPerf release [1.2.0.0]
----------------------------
Date: 03/25/2022
* Initial release of NeuronPerf
* Supports PyTorch, TensorFlow, and Apache MXNet (Incubating).
* Supports customizable JSON and CSV reports
* See :ref:`neuronperf` for more information.
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuronperf_rn:
NeuronPerf 1.x Release Notes
============================
:ref:`NeuronPerf <neuronperf>` is a lightweight Python library with a simple API that enables fast measurements of performance when running models using Neuron.
.. contents:: Table of Contents
:local:
:depth: 1
NeuronPerf release [1.8.7.0]
----------------------------
Date: 8/28/2023
* Minor updates
NeuronPerf release [1.7.0.0]
----------------------------
Date: 3/28/2023
* Adds trn1/inf2 support for PyTorch and TensorFlow 2.x
* Uses new IMDSv2 for obtaining instance types
NeuronPerf release [1.6.0.0]
----------------------------
Date: 11/23/2022
* New Evaluation + metrics API (see NeuronPerf Evaluation Guide)
* Support map and iterable-type torch datasets
* Support custom torch DataLoader args via dataloader_kwargs
* New get_report_by_tag utility to identify specific configurations
* Python 3.7+ now default from 3.6
* Pricing and sizing info updated for inf1 + trn1
Bug fixes
* GPU inputs are now moved correctly
NeuronPerf release [1.3.0.0]
----------------------------
Date: 04/29/2022
* Minor updates
NeuronPerf release [1.2.0.0]
----------------------------
Date: 03/25/2022
* Initial release of NeuronPerf
* Supports PyTorch, TensorFlow, and Apache MXNet (Incubating).
* Supports customizable JSON and CSV reports
* See :ref:`neuronperf` for more information.
</pre></body></html> | 2023-09-29T20:55:04.581Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/setup/torch-neuron.rst.txt | ```
.. _setup-torch-neuron:
PyTorch Neuron (``torch-neuron``) Setup
=======================================
.. note::
This Setup guide is relevant for ``Inf1`` instances.
.. contents:: Table of contents
:local:
:depth: 2
``torch-neuron`` setup on Ubuntu 20
------------------------------------
.. card:: Ubuntu 20 (Ubuntu20 AMI)
:link: setup-torch-neuron-u20
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Ubuntu 20 (DLAMI Base AMI)
:link: setup-torch-neuron-u20-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Ubuntu 20 (DLAMI Pytorch AMI)
:link: setup-torch-neuron-u20-pytorch-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
``torch-neuron`` setup on Ubuntu 22
-----------------------------------
.. card:: Ubuntu 22 (Ubuntu22 AMI)
:link: setup-torch-neuron-u22
:link-type: ref
:class-body: sphinx-design-class-title-small
``torch-neuron`` setup on Amazon Linux 2 (AL2)
----------------------------------------------
.. card:: Amazon Linux 2 (Amazon Linux 2 AMI)
:link: setup-torch-neuron-al2
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Amazon Linux 2 (DLAMI Base AMI)
:link: setup-torch-neuron-al2-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Amazon Linux 2 (DLAMI Pytorch AMI)
:link: setup-torch-neuron-al2-pytorch-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _setup-torch-neuron:
PyTorch Neuron (``torch-neuron``) Setup
=======================================
.. note::
This Setup guide is relevant for ``Inf1`` instances.
.. contents:: Table of contents
:local:
:depth: 2
``torch-neuron`` setup on Ubuntu 20
------------------------------------
.. card:: Ubuntu 20 (Ubuntu20 AMI)
:link: setup-torch-neuron-u20
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Ubuntu 20 (DLAMI Base AMI)
:link: setup-torch-neuron-u20-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Ubuntu 20 (DLAMI Pytorch AMI)
:link: setup-torch-neuron-u20-pytorch-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
``torch-neuron`` setup on Ubuntu 22
-----------------------------------
.. card:: Ubuntu 22 (Ubuntu22 AMI)
:link: setup-torch-neuron-u22
:link-type: ref
:class-body: sphinx-design-class-title-small
``torch-neuron`` setup on Amazon Linux 2 (AL2)
----------------------------------------------
.. card:: Amazon Linux 2 (Amazon Linux 2 AMI)
:link: setup-torch-neuron-al2
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Amazon Linux 2 (DLAMI Base AMI)
:link: setup-torch-neuron-al2-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Amazon Linux 2 (DLAMI Pytorch AMI)
:link: setup-torch-neuron-al2-pytorch-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small</pre></body></html> | 2023-09-29T20:55:04.642Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/calculator/neuron-calculator.rst.txt | ```
.. _neuron_calculator:
Neuron Calculator
=================
.. raw:: html
<link href="https://cdnjs.cloudflare.com/ajax/libs/choices.js/1.1.6/styles/css/choices.min.css" rel="stylesheet">
<script src="https://cdnjs.cloudflare.com/ajax/libs/choices.js/1.1.6/choices.min.js"></script>
<script>
require.config({
paths: {
mathjs: 'https://cdnjs.cloudflare.com/ajax/libs/mathjs/11.8.0/math.min'
}
});
</script>
<div class="container">
<div id="neuron-calculator-select" class="form-group row">
<label for="formSelect" class="col-sm-3 col-form-label fw-bold text-end"> Select the Calculator</label>
<div class="col-sm-8">
<select class="form-control" id="formSelect" name="formSelect">
<option value="compute-core-form"> NeuronCores needed for LLM Inference</option>
</select>
</div>
</div>
<form id="compute-core-form" method="get" onkeydown="return event.key != 'Enter';" onsubmit="submitComputeCoreForm(); return false;">
<h2> Number of NeuronCores needed for LLM Inference</h2>
<span style="margin-bottom:5px;">Please enter model configurations (You can enter multiple values of each hyperparameter. Press enter after adding each value in the text field) </span>
<div class="form-group row">
<label for="model-select" class="col-sm-3 col-form-label fw-bold text-end"> Model: </label>
<div class="col-sm-8">
<select class="form-control" id="model-select" style="width:100%;">
<option value="custom-llm-model"> Custom LLM Model </option>
<optgroup label="Sample Model Configuration" class="font-weight-bold" >
<option value="opt-66b"> opt-66b </option>
<option value="meta-llama/llama-2-7b"> meta-llama/Llama-2-7b </option>
<option value="meta-llama/llama-2-13b"> meta-llama/Llama-2-13b </option>
</optgroup>
</select>
</div>
</div>
<div class="form-group row">
<label for="instance-type" class="col-sm-3 col-form-label fw-bold text-end"> Instance Type: </label>
<div class="col-sm-8">
<select class="form-control" id="instance-type" >
<option value="Inf2"> Inf2 </option>
<option value="Trn1"> Trn1 </option>
</select>
</div>
</div>
<div class="form-group row">
<label for="data-type" class="col-sm-3 col-form-label fw-bold text-end"> Data Type: </label>
<div class="col-sm-8">
<select class="form-control" id="data-type" >
<option value="BF16 / FP16" selected> BF16 / FP16 </option>
</select>
</div>
</div>
<div class="form-group row">
<label for="batch-size" title="Enter the Batch Size" class="col-sm-3 col-form-label fw-bold text-end"> Batch Size:
<!-- <i class="fa fa-info-circle" aria-hidden="true"> </i> -->
</label>
<div class="col-sm-8">
<input type="text" class="form-control" id="batch-size" placeholder="" >
</div>
</div>
<div class="form-group row">
<label for="max-sequence-length" class="col-sm-3 col-form-label fw-bold text-end"> Max Sequence Length:</label>
<div class="col-sm-8">
<input type="text" class="form-control" id="max-sequence-length" placeholder="" >
</div>
</div>
<div class="form-group row">
<label for="num-embeddings" class="col-sm-3 col-form-label fw-bold text-end"> Embedding Dimension:</label>
<div class="col-sm-8">
<input type="text" class="form-control" id="num-embeddings" placeholder="" >
</div>
</div>
<div class="form-group row">
<label for="num-attention-heads" class="col-sm-3 col-form-label fw-bold text-end"> Number of Attention Heads:</label>
<div class="col-sm-8">
<input type="text" class="form-control" id="num-attention-heads" placeholder="" >
</div>
</div>
<div class="form-group row">
<label for="num-layers" class="col-sm-3 col-form-label fw-bold text-end"> Number of Layers:</label>
<div class="col-sm-8">
<input type="text" name="num-layers" class="form-control" id="num-layers" >
</div>
</div>
<div class="form-group row">
<div class="form-check">
<input type="checkbox" style="width:20px;height:20px;margin-left:5px;" name="num-attention-heads-divisible" class="form-check-input" id="num-attention-heads-divisible" >
<label for="num-attention-heads-divisible" class="form-check-label" style="margin-left:35px;"> Tensor Parallel Degree Constraint (Flexible tensor parallelism (TP) is not supported for certain models like GPT-J and GPT-NeoX in transformers-neuronx. Checking this box will flag a TP degree as invalid if the number of attention heads is not divisible by it.) </label>
</div>
</div>
<div id="warningMessage" class="alert alert-warning text-danger" style="display:none;"> Invalid model configurations entered. Each text field accepts multiple values. Please press Enter after adding a new value to the text field.</div>
<div id="submit-button-row" class="form-group row">
<div class="col-sm-9 offset-sm-3 text-center">
<div class="mt-3">
<button id="submit-button" type="submit" class="btn btn-primary ml-25"> Submit</button>
</div>
</div>
</div>
</div>
</form>
<div id="calculator-result" style="margin-bottom:50px;"> </div>
<table id="results-table" class="table" style="display:none;">
<thead>
<tr>
<th> Batch Size </th>
<th> Max Seq Length </th>
<th> Embedding Dimension </th>
<th> Num Attention Heads </th>
<th> Num Layers </th>
<th> Memory Footprint (GB)</th>
<th> TP Degree(NeuronCores) </th>
<th> Instances Recommended </th>
</tr>
</thead>
<tbody id="results-body">
</tbody>
</table>
<div id="reset-button-row" class="form-group row" style="display:none;margin-bottom:50px;">
<div class="col-sm-9 offset-sm-2 text-center">
<div class="mt-3">
<button id="edit-button" class="btn btn-primary ml-15 mr-3"> Edit Model Configuration</button>
<button id="reset-button" class="btn btn-primary ml-25"> Reset Calculator</button>
<!--<button id="reset-button" class="btn btn-primary ml-25"> Reset Calculator</button> -->
</div>
</div>
</div>
<style>
.choices__list--multiple .choices__item {
background-color: #6c757d;
color: #ffffff;
}
.table {
border-top: 1px solid black;
margin-top: 20px;
margin-bottom: 20px;
}
.green-row {
background-color: #c8e6c9 ;
}
.table-row {
border-bottom: 1px solid black;
}
</style>
.. raw:: html
<script>
var numLayersField ;
var batchSizeField;
var maxSequenceLengthField;
var numEmbeddingDimensionField;
var numAttentionHeadsField;
var modelSelectSavedHTML = "";
var modelSelectSavedValue = "";
var instanceTypeSavedHTML = "";
var instanceTypeSavedValue = "";
var dataTypeSavedHTML = "";
var dataTypeSavedValue = "";
document.addEventListener('DOMContentLoaded', function() {
numLayersField = new Choices('#num-layers' , {
maxItemCount: 8,
valueField: 'id',
labelField: 'title',
searchField: 'title',
shouldSort: false ,
searchEnabled: false ,
create: true ,
removeItemButton:true,
duplicateItems: false,
});
batchSizeField = new Choices('#batch-size' , {
maxItemCount: 8,
valueField: 'id',
labelField: 'title',
searchField: 'title',
shouldSort: false ,
searchEnabled: false ,
create: true ,
removeItemButton:true,
duplicateItems: false,
});
maxSequenceLengthField = new Choices('#max-sequence-length' , {
maxItemCount: 8,
valueField: 'id',
labelField: 'title',
searchField: 'title',
shouldSort: false ,
searchEnabled: false ,
create: true ,
removeItemButton:true,
duplicateItems: false,
});
numEmbeddingDimensionField = new Choices('#num-embeddings' , {
maxItemCount: 8,
valueField: 'id',
labelField: 'title',
searchField: 'title',
shouldSort: false ,
searchEnabled: false ,
create: true ,
removeItemButton:true,
duplicateItems: false,
});
numAttentionHeadsField = new Choices('#num-attention-heads' , {
maxItemCount: 8,
valueField: 'id',
labelField: 'title',
searchField: 'title',
shouldSort: false ,
searchEnabled: false ,
create: true ,
removeItemButton:true,
duplicateItems: false,
});
});
function modelSelectOnChangeHandler() {
var modelSelected=$(this).val();
if(modelSelected=='opt-66b'){
batchSizeField.clearStore();
batchSizeField.setValue([{value: '16', label: '16'},]);
maxSequenceLengthField.clearStore();
maxSequenceLengthField.setValue([{value: '2048', label: '2048'},]);
numEmbeddingDimensionField.clearStore();
numEmbeddingDimensionField.setValue([{value: '9216', label: '9216'},]);
numLayersField.clearStore();
numLayersField.setValue([{value: '64', label: '64'},]);
numAttentionHeadsField.clearStore();
numAttentionHeadsField.setValue([{value: '72', label: '72'},]);
}
else if(modelSelected == 'meta-llama/llama-2-7b'){
batchSizeField.clearStore();
batchSizeField.setValue([{value: '16', label: '16'},]);
maxSequenceLengthField.clearStore();
maxSequenceLengthField.setValue([{value: '4096', label: '4096'},]);
numEmbeddingDimensionField.clearStore();
numEmbeddingDimensionField.setValue([{value: '4096', label: '4096'},]);
numLayersField.clearStore();
numLayersField.setValue([{value: '32', label: '32'},]);
numAttentionHeadsField.clearStore();
numAttentionHeadsField.setValue([{value: '32', label: '32'},]);
}
else if(modelSelected == 'meta-llama/llama-2-13b'){
batchSizeField.clearStore();
batchSizeField.setValue([{value: '16', label: '16'},]);
maxSequenceLengthField.clearStore();
maxSequenceLengthField.setValue([{value: '4096', label: '4096'},]);
numEmbeddingDimensionField.clearStore();
numEmbeddingDimensionField.setValue([{value: '5120', label: '5120'},]);
numLayersField.clearStore();
numLayersField.setValue([{value: '40', label: '40'},]);
numAttentionHeadsField.clearStore();
numAttentionHeadsField.setValue([{value: '40', label: '40'},]);
}
else if(modelSelected=='custom-llm-model')
{
batchSizeField.clearStore();
maxSequenceLengthField.clearStore();
numEmbeddingDimensionField.clearStore();
numLayersField.clearStore();
numAttentionHeadsField.clearStore();
}
else if(modelSelected=='import-hf-model')
{
var hfDivLabel= document.getElementById('hf-model-url-label');
hfDivLabel.style.display = 'block';
var hfDiv= document.getElementById('hf-model-url-input-field');
hfDiv.style.display = 'block';
var hfDivButton= document.getElementById('hf-model-url-import-button');
hfDivButton.style.display = 'block';
document.getElementById("hf-model-url-import-button").addEventListener("click",function() { processHFImport(); } );
}
}
$(document).ready(function() {
$('#formSelect').on('change',function() {
var form=$(this).val();
if(form=='compute-core-form'){
$('#compute-core-form').show();
// $('#batch-size-form').hide();
}
//else if(form=='batch-size-form'){
// $('#batch-size-form').show();
// $('#compute-core-form').hide();
//}
});
$('#model-select').on('change',modelSelectOnChangeHandler);
$('#compute-core-form').show();
$('#batch-size-form').hide();
});
function processHFImport() {
var hfModelURL= $("#hf-model-url").val();
var hfModelJSONURL = hfModelURL + "/raw/main/config.json";
var xhr = new XMLHttpRequest();
xhr.open('GET',hfModelJSONURL,true);
xhr.onload = function() {
if(xhr.status==200)
{
var data = JSON.parse(xhr.responseText);
var numLayersVal = -1;
var numEmbeddingsVal = -1;
if ('n_layer' in data)
{
numLayersVal = data.n_layer;
}
if ('hidden_size' in data)
{
numEmbeddingsVal = data.hidden_size;
}
if(numLayersVal > -1)
{
numLayersField.clearStore();
numLayersField.setValue([{value: numLayersVal, label: numLayersVal},]);
}
if(numEmbeddingsVal > -1)
{
numEmbeddingDimensionField.clearStore();
numEmbeddingDimensionField.setValue([{value: numEmbeddingsVal, label: numEmbeddingsVal},]);
}
}
};
xhr.send();
}
function submitComputeCoreForm() {
require(['mathjs'], function(math) {
batchSizeVals = batchSizeField.getValue(true);
maxSequenceLengthVals = maxSequenceLengthField.getValue(true);
numEmbeddingDimensionVals = numEmbeddingDimensionField.getValue(true);
numAttentionHeadsVals = numAttentionHeadsField.getValue(true);
var numAttentionHeadsDivisibleField = document.getElementById("num-attention-heads-divisible");
attentionHeadsConstraint = false;
if(numAttentionHeadsDivisibleField.checked)
{
attentionHeadsConstraint = true;
}
numLayersVals = numLayersField.getValue(true);
const dataTypeSelected= $("#data-type").val();
const dTypeSize = math.bignumber(2);
const instanceTypeSelected = $("#instance-type").val();
const modelSelected= $("#model-select").val();
//var hfModelURL= $("#hf-model-url").val();
var calculatorResultStr = '';
var resultsTable = document.getElementById('results-table');
var resultsBody = document.getElementById('results-body');
var warningMessage = document.getElementById('warningMessage')
var inf2Cores = {'Inf2.xlarge':2 , 'Inf2.8xlarge':2 , 'Inf2.24xlarge':12 , 'Inf2.48xlarge':24 };
var inf2Keys = Object.keys(inf2Cores);
var trn1Cores = { 'Trn1.2xlarge':2 , 'Trn1.32xlarge':32};
var trn1Keys = Object.keys(trn1Cores);
if(batchSizeVals=== null || numEmbeddingDimensionVals=== null || maxSequenceLengthVals=== null || numLayersVals=== null || (batchSizeVals.length === 0) || (maxSequenceLengthVals.length === 0) || (numEmbeddingDimensionVals.length === 0) || (numAttentionHeadsVals.length === 0) || (numLayersVals.length === 0) )
{
event.preventDefault();
warningMessage.style.display = 'block';
return false;
}
rowBackgroundColor = "#f5f5f5" ;
for(let i=0; i<batchSizeVals.length; i++) {
for(let j=0; j<maxSequenceLengthVals.length; j++) {
for(let k=0; k<numEmbeddingDimensionVals.length; k++) {
for(let m=0; m<numAttentionHeadsVals.length; m++) {
for(let l=0; l<numLayersVals.length; l++) {
rowBackgroundColor = (rowBackgroundColor === "#f5f5f5") ? "#e0e0e0" : "#f5f5f5"
batchSize = math.bignumber(parseInt(batchSizeVals[i]));
maxSequenceLength = math.bignumber(parseInt(maxSequenceLengthVals[j]));
numEmbeddings = math.bignumber(parseInt(numEmbeddingDimensionVals[k]));
numLayers = math.bignumber(parseInt(numLayersVals[l]));
numAttentionHeads = math.bignumber(parseInt(numAttentionHeadsVals[m]));
weightMemFootPrintBytes = math.multiply(12,numLayers,math.pow(numEmbeddings,2),dTypeSize);
weightMemFootPrintGB = math.divide(weightMemFootPrintBytes,math.pow(1024,3))
kvCacheMemFootPrintBytes = math.multiply(batchSize,numLayers,maxSequenceLength,numEmbeddings,2,dTypeSize);
kvCacheMemFootPrintGB = math.divide(kvCacheMemFootPrintBytes,math.pow(1024,3))
memFootPrintGB = math.add(weightMemFootPrintGB,kvCacheMemFootPrintGB);
memFootPrintGBRounded = math.ceil(memFootPrintGB)
numCoresCeiled = math.ceil(math.divide(memFootPrintGB,16));
if(isNaN(batchSize) || isNaN(numEmbeddings) || isNaN(maxSequenceLength) || isNaN(numLayers) || batchSize<=0 || numEmbeddings<=0 || numAttentionHeads<=0 || maxSequenceLength<=0 || numLayers<=0 )
{
event.preventDefault();
warningMessage.style.display = 'block';
return false;
}
else
{
warningMessage.style.display = 'none';
}
var neuronCoresNeeded = -1
var tensorParallelDegreesSupported = [];
if (instanceTypeSelected == 'Trn1') {
tensorParallelDegreesSupported = [2,8,32];
}
else if (instanceTypeSelected == 'Inf2') {
tensorParallelDegreesSupported = [2,4,8,12,24];
}
//alert("tensor parallel degrees supported on instance:" + tensorParallelDegreesSupported);
//alert("num cores ceiled:" + numCoresCeiled)
var tpDegreesPossible = [];
for (let p=0; p < tensorParallelDegreesSupported.length; p++) {
if(numCoresCeiled <= tensorParallelDegreesSupported[p]) {
neuronCoresNeeded = tensorParallelDegreesSupported[p];
for(let q=p ; q < tensorParallelDegreesSupported.length; q++) {
var curPossibleTPDegree = tensorParallelDegreesSupported[q]
tpDegreesPossible.push(curPossibleTPDegree);
}
break;
}
}
//alert("tp degrees possible:" + tpDegreesPossible)
if(tpDegreesPossible.length == 0)
{
var row = document.createElement('tr');
row.style.backgroundColor = rowBackgroundColor
var batchSizeCell = document.createElement('td');
var maxSequenceLengthCell = document.createElement('td');
var numEmbeddingsCell = document.createElement('td');
var numAttentionHeadsCell = document.createElement('td');
var numLayersCell = document.createElement('td');
var memoryFootprintCell = document.createElement('td');
var numCoresCell = document.createElement('td');
var instancesSupportedCell = document.createElement('td');
batchSizeCell.textContent = batchSize;
maxSequenceLengthCell.textContent = maxSequenceLength;
numEmbeddingsCell.textContent = numEmbeddings;
numAttentionHeadsCell.textContent = numAttentionHeads;
numLayersCell.textContent = numLayers;
memoryFootprintCell.textContent = memFootPrintGBRounded
numCoresCell.textContent = "N/A";
instancesSupportedCell.style.color = 'red' ;
instancesSupportedCellStr = "Does not fit in Single Instance. Multiple Instances needed"
var rawHtmlElement = document.createElement('div');
rawHtmlElement.innerHTML = instancesSupportedCellStr
var sphinxHTMLString = '\n\n ' + rawHtmlElement.outerHTML;
instancesSupportedCell.innerHTML = sphinxHTMLString
row.classList.add('table-row');
row.appendChild(batchSizeCell);
row.appendChild(maxSequenceLengthCell);
row.appendChild(numEmbeddingsCell);
row.appendChild(numAttentionHeadsCell);
row.appendChild(numLayersCell);
row.appendChild(memoryFootprintCell);
row.appendChild(numCoresCell);
row.appendChild(instancesSupportedCell);
//alert(row.innerHTML)
resultsBody.appendChild(row);
}
for (let q=0;q<tpDegreesPossible.length; q++)
{
var row = document.createElement('tr');
row.style.backgroundColor = rowBackgroundColor
var batchSizeCell = document.createElement('td');
var maxSequenceLengthCell = document.createElement('td');
var numEmbeddingsCell = document.createElement('td');
var numAttentionHeadsCell = document.createElement('td');
var numLayersCell = document.createElement('td');
var memoryFootprintCell = document.createElement('td');
var numCoresCell = document.createElement('td');
var instancesSupportedCell = document.createElement('td');
batchSizeCell.textContent = batchSize;
maxSequenceLengthCell.textContent = maxSequenceLength;
numEmbeddingsCell.textContent = numEmbeddings;
numAttentionHeadsCell.textContent = numAttentionHeads;
numLayersCell.textContent = numLayers;
memoryFootprintCell.textContent = memFootPrintGBRounded
var instancesSupportedCellStr = "";
var tpDegree = tpDegreesPossible[q]
if(neuronCoresNeeded>0 && (!attentionHeadsConstraint || (numAttentionHeads % tpDegree === 0)))
{
numCoresCell.textContent = tpDegree
if(instanceTypeSelected === "Inf2")
{
for(var p=0; p<inf2Keys.length ; p++) {
var inf2InstanceSize = inf2Keys[p];
var instanceCores = inf2Cores[inf2InstanceSize]
if(instanceCores>=tpDegree)
{
if(instancesSupportedCellStr.length >0) instancesSupportedCellStr += "<br>";
instancesSupportedCellStr += inf2InstanceSize
}
}
}
else if(instanceTypeSelected === "Trn1")
{
for(var p=0; p<trn1Keys.length ; p++) {
var trn1InstanceSize = trn1Keys[p];
var instanceCores = trn1Cores[trn1InstanceSize]
if(instanceCores>=tpDegree)
{
if(instancesSupportedCellStr.length >0) instancesSupportedCellStr += "<br>";
instancesSupportedCellStr += trn1InstanceSize
}
}
}
if(instancesSupportedCellStr.length>0)
{
if(tpDegreesPossible.length>1)
{
if(q === 0)
{
numCoresCell.textContent = numCoresCell.textContent + "(Min NeuronCores Reqd)";
}
else if(q === (tpDegreesPossible.length-1))
{
numCoresCell.textContent = numCoresCell.textContent + "(Best Latency)";
}
else
{
numCoresCell.textContent = numCoresCell.textContent
}
}
else
{
numCoresCell.textContent = numCoresCell.textContent + "(Min NeuronCores Reqd)";
}
}
else
{
numCoresCell.textContent = numCoresCell.textContent;
}
instancesSupportedCell.textContent = "Inf2 or Trn1 instances"
// row.classList.add('green-row')
}
else if((neuronCoresNeeded>0 && attentionHeadsConstraint && (numAttentionHeads % tpDegree != 0)))
{
numCoresCell.textContent = tpDegree
instancesSupportedCell.style.color = 'red' ;
instancesSupportedCellStr = "TP degree not supported. Number of attention heads must be divisible by TP degree."
// row.classList.add('red-row')
}
else{
numCoresCell.textContent = "N/A";
instancesSupportedCell.style.color = 'red' ;
instancesSupportedCellStr = "Does not fit in Single Instance. Multiple Instances needed"
// row.classList.add('red-row')
}
var rawHtmlElement = document.createElement('div');
rawHtmlElement.innerHTML = instancesSupportedCellStr
var sphinxHTMLString = '\n\n ' + rawHtmlElement.outerHTML;
instancesSupportedCell.innerHTML = sphinxHTMLString
row.classList.add('table-row');
row.appendChild(batchSizeCell);
row.appendChild(maxSequenceLengthCell);
row.appendChild(numEmbeddingsCell);
row.appendChild(numAttentionHeadsCell);
row.appendChild(numLayersCell);
row.appendChild(memoryFootprintCell);
row.appendChild(numCoresCell);
row.appendChild(instancesSupportedCell);
//alert(row.innerHTML)
resultsBody.appendChild(row);
}
}
}
}
}
}
$('#submit-button-row').hide();
$('#neuron-calculator-select').hide();
var calculatorResult = document.getElementById('calculator-result');
calculatorResult.innerHTML = "For more details on how the number of NeuronCores is computed, please refer to the <a href='https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html#how-many-neuroncores-do-i-need'>LLM Inference App Note</a>";
//$('#calculator-result').replaceWith("For more details on how the number of min NeuronCores are computed, please refer to the <a href='https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html#how-many-neuroncores-do-i-need'>LLM Inference App Note</a>");
resultsTable.style.display = 'block';
$('#reset-button-row').show();
batchSizeField.disable();
maxSequenceLengthField.disable();
numEmbeddingDimensionField.disable();
numLayersField.disable();
numAttentionHeadsField.disable();
var numAttentionHeadsDivisibleField = document.getElementById("num-attention-heads-divisible");
numAttentionHeadsDivisibleField.disabled = true;
const choiceCloseButtons = document.querySelectorAll('.choices__button');
choiceCloseButtons.forEach(button => { button.disabled=true;} );
modelSelectSavedHTML = document.getElementById("model-select").outerHTML;
modelSelectSavedValue = modelSelected
instanceTypeSavedHTML = document.getElementById("instance-type").outerHTML;
instanceTypeSavedValue = instanceTypeSelected
dataTypeSavedHTML = document.getElementById("data-type").outerHTML;
dataTypeSavedValue = dataTypeSelected
// $('#hf-model-url').replaceWith('<span id="hf-model-url" class="readonly-text" style="margin-top:5px;display:flex;">' + hfModelURL + '</span>');
$('#model-select').replaceWith('<span id="model-select" class="readonly-text" style="margin-top:5px;display:flex;">' + modelSelected + '</span>');
$('#instance-type').replaceWith('<span id="instance-type" class="readonly-text" style="margin-top:5px;display:flex;" >' + instanceTypeSelected + '</span>');
$('#data-type').replaceWith('<span id="data-type" class="readonly-text" style="margin-top:5px;display:flex;" >' + dataTypeSelected + '</span>');
});
return false;
}
function editNeuronCalculatorConfiguration() {
batchSizeField.enable();
maxSequenceLengthField.enable();
numEmbeddingDimensionField.enable();
numLayersField.enable();
numAttentionHeadsField.enable();
var numAttentionHeadsDivisibleField = document.getElementById("num-attention-heads-divisible");
numAttentionHeadsDivisibleField.disabled = false;
const choiceCloseButtons = document.querySelectorAll('.choices__button');
choiceCloseButtons.forEach(button => { button.disabled=false;} );
$('#reset-button-row').hide();
$('#submit-button-row').show();
$('#neuron-calculator-select').show();
document.getElementById('model-select').outerHTML = modelSelectSavedHTML;
document.getElementById('model-select').value = modelSelectSavedValue;
document.getElementById('model-select').addEventListener("change",modelSelectOnChangeHandler)
document.getElementById('instance-type').outerHTML = instanceTypeSavedHTML;
document.getElementById('instance-type').value = instanceTypeSavedValue;
document.getElementById('data-type').outerHTML = dataTypeSavedHTML;
document.getElementById('data-type').value = dataTypeSavedValue;
var calculatorResult = document.getElementById('calculator-result');
calculatorResult.innerHTML = "";
var resultsTable = document.getElementById('results-table');
for (var i=resultsTable.rows.length-1; i>0; i--)
{
resultsTable.deleteRow(i);
}
resultsTable.style.display = 'none';
}
function resetNeuronCalculator() {
location.reload();
}
document.getElementById("edit-button").addEventListener("click",function() { editNeuronCalculatorConfiguration(); } );
document.getElementById("reset-button").addEventListener("click",function() { resetNeuronCalculator(); } );
$(function() {
$('[data-toggle="tooltip"]').tooltip();
}
);
</script>
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron_calculator:
Neuron Calculator
=================
.. raw:: html
<link href="https://cdnjs.cloudflare.com/ajax/libs/choices.js/1.1.6/styles/css/choices.min.css" rel="stylesheet">
<script src="https://cdnjs.cloudflare.com/ajax/libs/choices.js/1.1.6/choices.min.js"></script>
<script>
require.config({
paths: {
mathjs: 'https://cdnjs.cloudflare.com/ajax/libs/mathjs/11.8.0/math.min'
}
});
</script>
<div class="container">
<div id="neuron-calculator-select" class="form-group row">
<label for="formSelect" class="col-sm-3 col-form-label fw-bold text-end"> Select the Calculator</label>
<div class="col-sm-8">
<select class="form-control" id="formSelect" name="formSelect">
<option value="compute-core-form"> NeuronCores needed for LLM Inference</option>
</select>
</div>
</div>
<form id="compute-core-form" method="get" onkeydown="return event.key != 'Enter';" onsubmit="submitComputeCoreForm(); return false;">
<h2> Number of NeuronCores needed for LLM Inference</h2>
<span style="margin-bottom:5px;">Please enter model configurations (You can enter multiple values of each hyperparameter. Press enter after adding each value in the text field) </span>
<div class="form-group row">
<label for="model-select" class="col-sm-3 col-form-label fw-bold text-end"> Model: </label>
<div class="col-sm-8">
<select class="form-control" id="model-select" style="width:100%;">
<option value="custom-llm-model"> Custom LLM Model </option>
<optgroup label="Sample Model Configuration" class="font-weight-bold" >
<option value="opt-66b"> opt-66b </option>
<option value="meta-llama/llama-2-7b"> meta-llama/Llama-2-7b </option>
<option value="meta-llama/llama-2-13b"> meta-llama/Llama-2-13b </option>
</optgroup>
</select>
</div>
</div>
<div class="form-group row">
<label for="instance-type" class="col-sm-3 col-form-label fw-bold text-end"> Instance Type: </label>
<div class="col-sm-8">
<select class="form-control" id="instance-type" >
<option value="Inf2"> Inf2 </option>
<option value="Trn1"> Trn1 </option>
</select>
</div>
</div>
<div class="form-group row">
<label for="data-type" class="col-sm-3 col-form-label fw-bold text-end"> Data Type: </label>
<div class="col-sm-8">
<select class="form-control" id="data-type" >
<option value="BF16 / FP16" selected> BF16 / FP16 </option>
</select>
</div>
</div>
<div class="form-group row">
<label for="batch-size" title="Enter the Batch Size" class="col-sm-3 col-form-label fw-bold text-end"> Batch Size:
<!-- <i class="fa fa-info-circle" aria-hidden="true"> </i> -->
</label>
<div class="col-sm-8">
<input type="text" class="form-control" id="batch-size" placeholder="" >
</div>
</div>
<div class="form-group row">
<label for="max-sequence-length" class="col-sm-3 col-form-label fw-bold text-end"> Max Sequence Length:</label>
<div class="col-sm-8">
<input type="text" class="form-control" id="max-sequence-length" placeholder="" >
</div>
</div>
<div class="form-group row">
<label for="num-embeddings" class="col-sm-3 col-form-label fw-bold text-end"> Embedding Dimension:</label>
<div class="col-sm-8">
<input type="text" class="form-control" id="num-embeddings" placeholder="" >
</div>
</div>
<div class="form-group row">
<label for="num-attention-heads" class="col-sm-3 col-form-label fw-bold text-end"> Number of Attention Heads:</label>
<div class="col-sm-8">
<input type="text" class="form-control" id="num-attention-heads" placeholder="" >
</div>
</div>
<div class="form-group row">
<label for="num-layers" class="col-sm-3 col-form-label fw-bold text-end"> Number of Layers:</label>
<div class="col-sm-8">
<input type="text" name="num-layers" class="form-control" id="num-layers" >
</div>
</div>
<div class="form-group row">
<div class="form-check">
<input type="checkbox" style="width:20px;height:20px;margin-left:5px;" name="num-attention-heads-divisible" class="form-check-input" id="num-attention-heads-divisible" >
<label for="num-attention-heads-divisible" class="form-check-label" style="margin-left:35px;"> Tensor Parallel Degree Constraint (Flexible tensor parallelism (TP) is not supported for certain models like GPT-J and GPT-NeoX in transformers-neuronx. Checking this box will flag a TP degree as invalid if the number of attention heads is not divisible by it.) </label>
</div>
</div>
<div id="warningMessage" class="alert alert-warning text-danger" style="display:none;"> Invalid model configurations entered. Each text field accepts multiple values. Please press Enter after adding a new value to the text field.</div>
<div id="submit-button-row" class="form-group row">
<div class="col-sm-9 offset-sm-3 text-center">
<div class="mt-3">
<button id="submit-button" type="submit" class="btn btn-primary ml-25"> Submit</button>
</div>
</div>
</div>
</div>
</form>
<div id="calculator-result" style="margin-bottom:50px;"> </div>
<table id="results-table" class="table" style="display:none;">
<thead>
<tr>
<th> Batch Size </th>
<th> Max Seq Length </th>
<th> Embedding Dimension </th>
<th> Num Attention Heads </th>
<th> Num Layers </th>
<th> Memory Footprint (GB)</th>
<th> TP Degree(NeuronCores) </th>
<th> Instances Recommended </th>
</tr>
</thead>
<tbody id="results-body">
</tbody>
</table>
<div id="reset-button-row" class="form-group row" style="display:none;margin-bottom:50px;">
<div class="col-sm-9 offset-sm-2 text-center">
<div class="mt-3">
<button id="edit-button" class="btn btn-primary ml-15 mr-3"> Edit Model Configuration</button>
<button id="reset-button" class="btn btn-primary ml-25"> Reset Calculator</button>
<!--<button id="reset-button" class="btn btn-primary ml-25"> Reset Calculator</button> -->
</div>
</div>
</div>
<style>
.choices__list--multiple .choices__item {
background-color: #6c757d;
color: #ffffff;
}
.table {
border-top: 1px solid black;
margin-top: 20px;
margin-bottom: 20px;
}
.green-row {
background-color: #c8e6c9 ;
}
.table-row {
border-bottom: 1px solid black;
}
</style>
.. raw:: html
<script>
var numLayersField ;
var batchSizeField;
var maxSequenceLengthField;
var numEmbeddingDimensionField;
var numAttentionHeadsField;
var modelSelectSavedHTML = "";
var modelSelectSavedValue = "";
var instanceTypeSavedHTML = "";
var instanceTypeSavedValue = "";
var dataTypeSavedHTML = "";
var dataTypeSavedValue = "";
document.addEventListener('DOMContentLoaded', function() {
numLayersField = new Choices('#num-layers' , {
maxItemCount: 8,
valueField: 'id',
labelField: 'title',
searchField: 'title',
shouldSort: false ,
searchEnabled: false ,
create: true ,
removeItemButton:true,
duplicateItems: false,
});
batchSizeField = new Choices('#batch-size' , {
maxItemCount: 8,
valueField: 'id',
labelField: 'title',
searchField: 'title',
shouldSort: false ,
searchEnabled: false ,
create: true ,
removeItemButton:true,
duplicateItems: false,
});
maxSequenceLengthField = new Choices('#max-sequence-length' , {
maxItemCount: 8,
valueField: 'id',
labelField: 'title',
searchField: 'title',
shouldSort: false ,
searchEnabled: false ,
create: true ,
removeItemButton:true,
duplicateItems: false,
});
numEmbeddingDimensionField = new Choices('#num-embeddings' , {
maxItemCount: 8,
valueField: 'id',
labelField: 'title',
searchField: 'title',
shouldSort: false ,
searchEnabled: false ,
create: true ,
removeItemButton:true,
duplicateItems: false,
});
numAttentionHeadsField = new Choices('#num-attention-heads' , {
maxItemCount: 8,
valueField: 'id',
labelField: 'title',
searchField: 'title',
shouldSort: false ,
searchEnabled: false ,
create: true ,
removeItemButton:true,
duplicateItems: false,
});
});
function modelSelectOnChangeHandler() {
var modelSelected=$(this).val();
if(modelSelected=='opt-66b'){
batchSizeField.clearStore();
batchSizeField.setValue([{value: '16', label: '16'},]);
maxSequenceLengthField.clearStore();
maxSequenceLengthField.setValue([{value: '2048', label: '2048'},]);
numEmbeddingDimensionField.clearStore();
numEmbeddingDimensionField.setValue([{value: '9216', label: '9216'},]);
numLayersField.clearStore();
numLayersField.setValue([{value: '64', label: '64'},]);
numAttentionHeadsField.clearStore();
numAttentionHeadsField.setValue([{value: '72', label: '72'},]);
}
else if(modelSelected == 'meta-llama/llama-2-7b'){
batchSizeField.clearStore();
batchSizeField.setValue([{value: '16', label: '16'},]);
maxSequenceLengthField.clearStore();
maxSequenceLengthField.setValue([{value: '4096', label: '4096'},]);
numEmbeddingDimensionField.clearStore();
numEmbeddingDimensionField.setValue([{value: '4096', label: '4096'},]);
numLayersField.clearStore();
numLayersField.setValue([{value: '32', label: '32'},]);
numAttentionHeadsField.clearStore();
numAttentionHeadsField.setValue([{value: '32', label: '32'},]);
}
else if(modelSelected == 'meta-llama/llama-2-13b'){
batchSizeField.clearStore();
batchSizeField.setValue([{value: '16', label: '16'},]);
maxSequenceLengthField.clearStore();
maxSequenceLengthField.setValue([{value: '4096', label: '4096'},]);
numEmbeddingDimensionField.clearStore();
numEmbeddingDimensionField.setValue([{value: '5120', label: '5120'},]);
numLayersField.clearStore();
numLayersField.setValue([{value: '40', label: '40'},]);
numAttentionHeadsField.clearStore();
numAttentionHeadsField.setValue([{value: '40', label: '40'},]);
}
else if(modelSelected=='custom-llm-model')
{
batchSizeField.clearStore();
maxSequenceLengthField.clearStore();
numEmbeddingDimensionField.clearStore();
numLayersField.clearStore();
numAttentionHeadsField.clearStore();
}
else if(modelSelected=='import-hf-model')
{
var hfDivLabel= document.getElementById('hf-model-url-label');
hfDivLabel.style.display = 'block';
var hfDiv= document.getElementById('hf-model-url-input-field');
hfDiv.style.display = 'block';
var hfDivButton= document.getElementById('hf-model-url-import-button');
hfDivButton.style.display = 'block';
document.getElementById("hf-model-url-import-button").addEventListener("click",function() { processHFImport(); } );
}
}
$(document).ready(function() {
$('#formSelect').on('change',function() {
var form=$(this).val();
if(form=='compute-core-form'){
$('#compute-core-form').show();
// $('#batch-size-form').hide();
}
//else if(form=='batch-size-form'){
// $('#batch-size-form').show();
// $('#compute-core-form').hide();
//}
});
$('#model-select').on('change',modelSelectOnChangeHandler);
$('#compute-core-form').show();
$('#batch-size-form').hide();
});
function processHFImport() {
var hfModelURL= $("#hf-model-url").val();
var hfModelJSONURL = hfModelURL + "/raw/main/config.json";
var xhr = new XMLHttpRequest();
xhr.open('GET',hfModelJSONURL,true);
xhr.onload = function() {
if(xhr.status==200)
{
var data = JSON.parse(xhr.responseText);
var numLayersVal = -1;
var numEmbeddingsVal = -1;
if ('n_layer' in data)
{
numLayersVal = data.n_layer;
}
if ('hidden_size' in data)
{
numEmbeddingsVal = data.hidden_size;
}
if(numLayersVal > -1)
{
numLayersField.clearStore();
numLayersField.setValue([{value: numLayersVal, label: numLayersVal},]);
}
if(numEmbeddingsVal > -1)
{
numEmbeddingDimensionField.clearStore();
numEmbeddingDimensionField.setValue([{value: numEmbeddingsVal, label: numEmbeddingsVal},]);
}
}
};
xhr.send();
}
function submitComputeCoreForm() {
require(['mathjs'], function(math) {
batchSizeVals = batchSizeField.getValue(true);
maxSequenceLengthVals = maxSequenceLengthField.getValue(true);
numEmbeddingDimensionVals = numEmbeddingDimensionField.getValue(true);
numAttentionHeadsVals = numAttentionHeadsField.getValue(true);
var numAttentionHeadsDivisibleField = document.getElementById("num-attention-heads-divisible");
attentionHeadsConstraint = false;
if(numAttentionHeadsDivisibleField.checked)
{
attentionHeadsConstraint = true;
}
numLayersVals = numLayersField.getValue(true);
const dataTypeSelected= $("#data-type").val();
const dTypeSize = math.bignumber(2);
const instanceTypeSelected = $("#instance-type").val();
const modelSelected= $("#model-select").val();
//var hfModelURL= $("#hf-model-url").val();
var calculatorResultStr = '';
var resultsTable = document.getElementById('results-table');
var resultsBody = document.getElementById('results-body');
var warningMessage = document.getElementById('warningMessage')
var inf2Cores = {'Inf2.xlarge':2 , 'Inf2.8xlarge':2 , 'Inf2.24xlarge':12 , 'Inf2.48xlarge':24 };
var inf2Keys = Object.keys(inf2Cores);
var trn1Cores = { 'Trn1.2xlarge':2 , 'Trn1.32xlarge':32};
var trn1Keys = Object.keys(trn1Cores);
if(batchSizeVals=== null || numEmbeddingDimensionVals=== null || maxSequenceLengthVals=== null || numLayersVals=== null || (batchSizeVals.length === 0) || (maxSequenceLengthVals.length === 0) || (numEmbeddingDimensionVals.length === 0) || (numAttentionHeadsVals.length === 0) || (numLayersVals.length === 0) )
{
event.preventDefault();
warningMessage.style.display = 'block';
return false;
}
rowBackgroundColor = "#f5f5f5" ;
for(let i=0; i<batchSizeVals.length; i++) {
for(let j=0; j<maxSequenceLengthVals.length; j++) {
for(let k=0; k<numEmbeddingDimensionVals.length; k++) {
for(let m=0; m<numAttentionHeadsVals.length; m++) {
for(let l=0; l<numLayersVals.length; l++) {
rowBackgroundColor = (rowBackgroundColor === "#f5f5f5") ? "#e0e0e0" : "#f5f5f5"
batchSize = math.bignumber(parseInt(batchSizeVals[i]));
maxSequenceLength = math.bignumber(parseInt(maxSequenceLengthVals[j]));
numEmbeddings = math.bignumber(parseInt(numEmbeddingDimensionVals[k]));
numLayers = math.bignumber(parseInt(numLayersVals[l]));
numAttentionHeads = math.bignumber(parseInt(numAttentionHeadsVals[m]));
weightMemFootPrintBytes = math.multiply(12,numLayers,math.pow(numEmbeddings,2),dTypeSize);
weightMemFootPrintGB = math.divide(weightMemFootPrintBytes,math.pow(1024,3))
kvCacheMemFootPrintBytes = math.multiply(batchSize,numLayers,maxSequenceLength,numEmbeddings,2,dTypeSize);
kvCacheMemFootPrintGB = math.divide(kvCacheMemFootPrintBytes,math.pow(1024,3))
memFootPrintGB = math.add(weightMemFootPrintGB,kvCacheMemFootPrintGB);
memFootPrintGBRounded = math.ceil(memFootPrintGB)
numCoresCeiled = math.ceil(math.divide(memFootPrintGB,16));
if(isNaN(batchSize) || isNaN(numEmbeddings) || isNaN(maxSequenceLength) || isNaN(numLayers) || batchSize<=0 || numEmbeddings<=0 || numAttentionHeads<=0 || maxSequenceLength<=0 || numLayers<=0 )
{
event.preventDefault();
warningMessage.style.display = 'block';
return false;
}
else
{
warningMessage.style.display = 'none';
}
var neuronCoresNeeded = -1
var tensorParallelDegreesSupported = [];
if (instanceTypeSelected == 'Trn1') {
tensorParallelDegreesSupported = [2,8,32];
}
else if (instanceTypeSelected == 'Inf2') {
tensorParallelDegreesSupported = [2,4,8,12,24];
}
//alert("tensor parallel degrees supported on instance:" + tensorParallelDegreesSupported);
//alert("num cores ceiled:" + numCoresCeiled)
var tpDegreesPossible = [];
for (let p=0; p < tensorParallelDegreesSupported.length; p++) {
if(numCoresCeiled <= tensorParallelDegreesSupported[p]) {
neuronCoresNeeded = tensorParallelDegreesSupported[p];
for(let q=p ; q < tensorParallelDegreesSupported.length; q++) {
var curPossibleTPDegree = tensorParallelDegreesSupported[q]
tpDegreesPossible.push(curPossibleTPDegree);
}
break;
}
}
//alert("tp degrees possible:" + tpDegreesPossible)
if(tpDegreesPossible.length == 0)
{
var row = document.createElement('tr');
row.style.backgroundColor = rowBackgroundColor
var batchSizeCell = document.createElement('td');
var maxSequenceLengthCell = document.createElement('td');
var numEmbeddingsCell = document.createElement('td');
var numAttentionHeadsCell = document.createElement('td');
var numLayersCell = document.createElement('td');
var memoryFootprintCell = document.createElement('td');
var numCoresCell = document.createElement('td');
var instancesSupportedCell = document.createElement('td');
batchSizeCell.textContent = batchSize;
maxSequenceLengthCell.textContent = maxSequenceLength;
numEmbeddingsCell.textContent = numEmbeddings;
numAttentionHeadsCell.textContent = numAttentionHeads;
numLayersCell.textContent = numLayers;
memoryFootprintCell.textContent = memFootPrintGBRounded
numCoresCell.textContent = "N/A";
instancesSupportedCell.style.color = 'red' ;
instancesSupportedCellStr = "Does not fit in Single Instance. Multiple Instances needed"
var rawHtmlElement = document.createElement('div');
rawHtmlElement.innerHTML = instancesSupportedCellStr
var sphinxHTMLString = '\n\n ' + rawHtmlElement.outerHTML;
instancesSupportedCell.innerHTML = sphinxHTMLString
row.classList.add('table-row');
row.appendChild(batchSizeCell);
row.appendChild(maxSequenceLengthCell);
row.appendChild(numEmbeddingsCell);
row.appendChild(numAttentionHeadsCell);
row.appendChild(numLayersCell);
row.appendChild(memoryFootprintCell);
row.appendChild(numCoresCell);
row.appendChild(instancesSupportedCell);
//alert(row.innerHTML)
resultsBody.appendChild(row);
}
for (let q=0;q<tpDegreesPossible.length; q++)
{
var row = document.createElement('tr');
row.style.backgroundColor = rowBackgroundColor
var batchSizeCell = document.createElement('td');
var maxSequenceLengthCell = document.createElement('td');
var numEmbeddingsCell = document.createElement('td');
var numAttentionHeadsCell = document.createElement('td');
var numLayersCell = document.createElement('td');
var memoryFootprintCell = document.createElement('td');
var numCoresCell = document.createElement('td');
var instancesSupportedCell = document.createElement('td');
batchSizeCell.textContent = batchSize;
maxSequenceLengthCell.textContent = maxSequenceLength;
numEmbeddingsCell.textContent = numEmbeddings;
numAttentionHeadsCell.textContent = numAttentionHeads;
numLayersCell.textContent = numLayers;
memoryFootprintCell.textContent = memFootPrintGBRounded
var instancesSupportedCellStr = "";
var tpDegree = tpDegreesPossible[q]
if(neuronCoresNeeded>0 && (!attentionHeadsConstraint || (numAttentionHeads % tpDegree === 0)))
{
numCoresCell.textContent = tpDegree
if(instanceTypeSelected === "Inf2")
{
for(var p=0; p<inf2Keys.length ; p++) {
var inf2InstanceSize = inf2Keys[p];
var instanceCores = inf2Cores[inf2InstanceSize]
if(instanceCores>=tpDegree)
{
if(instancesSupportedCellStr.length >0) instancesSupportedCellStr += "<br>";
instancesSupportedCellStr += inf2InstanceSize
}
}
}
else if(instanceTypeSelected === "Trn1")
{
for(var p=0; p<trn1Keys.length ; p++) {
var trn1InstanceSize = trn1Keys[p];
var instanceCores = trn1Cores[trn1InstanceSize]
if(instanceCores>=tpDegree)
{
if(instancesSupportedCellStr.length >0) instancesSupportedCellStr += "<br>";
instancesSupportedCellStr += trn1InstanceSize
}
}
}
if(instancesSupportedCellStr.length>0)
{
if(tpDegreesPossible.length>1)
{
if(q === 0)
{
numCoresCell.textContent = numCoresCell.textContent + "(Min NeuronCores Reqd)";
}
else if(q === (tpDegreesPossible.length-1))
{
numCoresCell.textContent = numCoresCell.textContent + "(Best Latency)";
}
else
{
numCoresCell.textContent = numCoresCell.textContent
}
}
else
{
numCoresCell.textContent = numCoresCell.textContent + "(Min NeuronCores Reqd)";
}
}
else
{
numCoresCell.textContent = numCoresCell.textContent;
}
instancesSupportedCell.textContent = "Inf2 or Trn1 instances"
// row.classList.add('green-row')
}
else if((neuronCoresNeeded>0 && attentionHeadsConstraint && (numAttentionHeads % tpDegree != 0)))
{
numCoresCell.textContent = tpDegree
instancesSupportedCell.style.color = 'red' ;
instancesSupportedCellStr = "TP degree not supported. Number of attention heads must be divisible by TP degree."
// row.classList.add('red-row')
}
else{
numCoresCell.textContent = "N/A";
instancesSupportedCell.style.color = 'red' ;
instancesSupportedCellStr = "Does not fit in Single Instance. Multiple Instances needed"
// row.classList.add('red-row')
}
var rawHtmlElement = document.createElement('div');
rawHtmlElement.innerHTML = instancesSupportedCellStr
var sphinxHTMLString = '\n\n ' + rawHtmlElement.outerHTML;
instancesSupportedCell.innerHTML = sphinxHTMLString
row.classList.add('table-row');
row.appendChild(batchSizeCell);
row.appendChild(maxSequenceLengthCell);
row.appendChild(numEmbeddingsCell);
row.appendChild(numAttentionHeadsCell);
row.appendChild(numLayersCell);
row.appendChild(memoryFootprintCell);
row.appendChild(numCoresCell);
row.appendChild(instancesSupportedCell);
//alert(row.innerHTML)
resultsBody.appendChild(row);
}
}
}
}
}
}
$('#submit-button-row').hide();
$('#neuron-calculator-select').hide();
var calculatorResult = document.getElementById('calculator-result');
calculatorResult.innerHTML = "For more details on how the number of NeuronCores is computed, please refer to the <a href='https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html#how-many-neuroncores-do-i-need'>LLM Inference App Note</a>";
//$('#calculator-result').replaceWith("For more details on how the number of min NeuronCores are computed, please refer to the <a href='https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/appnotes/transformers-neuronx/generative-llm-inference-with-neuron.html#how-many-neuroncores-do-i-need'>LLM Inference App Note</a>");
resultsTable.style.display = 'block';
$('#reset-button-row').show();
batchSizeField.disable();
maxSequenceLengthField.disable();
numEmbeddingDimensionField.disable();
numLayersField.disable();
numAttentionHeadsField.disable();
var numAttentionHeadsDivisibleField = document.getElementById("num-attention-heads-divisible");
numAttentionHeadsDivisibleField.disabled = true;
const choiceCloseButtons = document.querySelectorAll('.choices__button');
choiceCloseButtons.forEach(button => { button.disabled=true;} );
modelSelectSavedHTML = document.getElementById("model-select").outerHTML;
modelSelectSavedValue = modelSelected
instanceTypeSavedHTML = document.getElementById("instance-type").outerHTML;
instanceTypeSavedValue = instanceTypeSelected
dataTypeSavedHTML = document.getElementById("data-type").outerHTML;
dataTypeSavedValue = dataTypeSelected
// $('#hf-model-url').replaceWith('<span id="hf-model-url" class="readonly-text" style="margin-top:5px;display:flex;">' + hfModelURL + '</span>');
$('#model-select').replaceWith('<span id="model-select" class="readonly-text" style="margin-top:5px;display:flex;">' + modelSelected + '</span>');
$('#instance-type').replaceWith('<span id="instance-type" class="readonly-text" style="margin-top:5px;display:flex;" >' + instanceTypeSelected + '</span>');
$('#data-type').replaceWith('<span id="data-type" class="readonly-text" style="margin-top:5px;display:flex;" >' + dataTypeSelected + '</span>');
});
return false;
}
function editNeuronCalculatorConfiguration() {
batchSizeField.enable();
maxSequenceLengthField.enable();
numEmbeddingDimensionField.enable();
numLayersField.enable();
numAttentionHeadsField.enable();
var numAttentionHeadsDivisibleField = document.getElementById("num-attention-heads-divisible");
numAttentionHeadsDivisibleField.disabled = false;
const choiceCloseButtons = document.querySelectorAll('.choices__button');
choiceCloseButtons.forEach(button => { button.disabled=false;} );
$('#reset-button-row').hide();
$('#submit-button-row').show();
$('#neuron-calculator-select').show();
document.getElementById('model-select').outerHTML = modelSelectSavedHTML;
document.getElementById('model-select').value = modelSelectSavedValue;
document.getElementById('model-select').addEventListener("change",modelSelectOnChangeHandler)
document.getElementById('instance-type').outerHTML = instanceTypeSavedHTML;
document.getElementById('instance-type').value = instanceTypeSavedValue;
document.getElementById('data-type').outerHTML = dataTypeSavedHTML;
document.getElementById('data-type').value = dataTypeSavedValue;
var calculatorResult = document.getElementById('calculator-result');
calculatorResult.innerHTML = "";
var resultsTable = document.getElementById('results-table');
for (var i=resultsTable.rows.length-1; i>0; i--)
{
resultsTable.deleteRow(i);
}
resultsTable.style.display = 'none';
}
function resetNeuronCalculator() {
location.reload();
}
document.getElementById("edit-button").addEventListener("click",function() { editNeuronCalculatorConfiguration(); } );
document.getElementById("reset-button").addEventListener("click",function() { resetNeuronCalculator(); } );
$(function() {
$('[data-toggle="tooltip"]').tooltip();
}
);
</script>
</pre></body></html> | 2023-09-29T20:55:04.665Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/setup/torch-neuronx.rst.txt | ```
.. _setup-torch-neuronx:
PyTorch Neuron (``torch-neuronx``) Setup
========================================
.. note::
This Setup guide is relevant for ``Inf2`` & ``Trn1`` / ``Trn1n`` instances.
.. contents:: Table of contents
:local:
:depth: 2
``torch-neuronx`` setup on Ubuntu 20
------------------------------------
.. card:: Ubuntu 20 (Ubuntu20 AMI)
:link: setup-torch-neuronx-ubuntu20
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Ubuntu 20 (DLAMI Base AMI)
:link: setup-torch-neuronx-ubuntu20-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Ubuntu 20 (DLAMI PyTorch Neuron)
:link: setup-torch-neuronx-ubuntu20-dlami-pytorch
:link-type: ref
:class-body: sphinx-design-class-title-small
``torch-neuronx`` setup on Ubuntu 22
------------------------------------
.. card:: Ubuntu 22 (Ubuntu22 AMI)
:link: setup-torch-neuronx-ubuntu22
:link-type: ref
:class-body: sphinx-design-class-title-small
``torch-neuronx`` setup on Amazon Linux 2 (AL2)
-----------------------------------------------
.. card:: Amazon Linux 2 (Amazon Linux 2 AMI)
:link: setup-torch-neuronx-al2
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Amazon Linux 2 (DLAMI Base AMI)
:link: setup-torch-neuronx-al2-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Amazon Linux 2 (DLAMI PyTorch Neuron)
:link: setup-torch-neuronx-al2-dlami-pytorch
:link-type: ref
:class-body: sphinx-design-class-title-small
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _setup-torch-neuronx:
PyTorch Neuron (``torch-neuronx``) Setup
========================================
.. note::
This Setup guide is relevant for ``Inf2`` & ``Trn1`` / ``Trn1n`` instances.
.. contents:: Table of contents
:local:
:depth: 2
``torch-neuronx`` setup on Ubuntu 20
------------------------------------
.. card:: Ubuntu 20 (Ubuntu20 AMI)
:link: setup-torch-neuronx-ubuntu20
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Ubuntu 20 (DLAMI Base AMI)
:link: setup-torch-neuronx-ubuntu20-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Ubuntu 20 (DLAMI PyTorch Neuron)
:link: setup-torch-neuronx-ubuntu20-dlami-pytorch
:link-type: ref
:class-body: sphinx-design-class-title-small
``torch-neuronx`` setup on Ubuntu 22
------------------------------------
.. card:: Ubuntu 22 (Ubuntu22 AMI)
:link: setup-torch-neuronx-ubuntu22
:link-type: ref
:class-body: sphinx-design-class-title-small
``torch-neuronx`` setup on Amazon Linux 2 (AL2)
-----------------------------------------------
.. card:: Amazon Linux 2 (Amazon Linux 2 AMI)
:link: setup-torch-neuronx-al2
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Amazon Linux 2 (DLAMI Base AMI)
:link: setup-torch-neuronx-al2-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Amazon Linux 2 (DLAMI PyTorch Neuron)
:link: setup-torch-neuronx-al2-dlami-pytorch
:link-type: ref
:class-body: sphinx-design-class-title-small</pre></body></html> | 2023-09-29T20:55:04.713Z | |
PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 20 with Pytorch DLAMI — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/pytorch/neuron/ubuntu/torch-neuron-ubuntu20-pytorch-dlami.html#setup-torch-neuron-u20-pytorch-dlami | # PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 20 with Pytorch DLAMI — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Select a Different Framework or Platform for Setup
## PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 20 with Pytorch DLAMI[#](#pytorch-neuron-torch-neuron-setup-on-ubuntu-20-with-pytorch-dlami "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of PyTorch Neuron (`torch-neuron`)](#get-started-with-latest-release-of-pytorch-neuron-torch-neuron)
- [Update to latest PyTorch Neuron (`torch-neuron`)](#update-to-latest-pytorch-neuron-torch-neuron)
- [Install Previous PyTorch Neuron Releases for Ubuntu (`torch-neuron`)](#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron)
## [Get Started with Latest Release of PyTorch Neuron (`torch-neuron`)](#id1)[#](#get-started-with-latest-release-of-pytorch-neuron-torch-neuron "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [PyTorch Neuron (torch-neuron) Setup](../../../../torch-neuron.html#setup-torch-neuron).
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/)
- Check for the latest version of the [DLAMI Neuron Pytorch 1.13 AMI](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-13-ubuntu-20-04/) and copy the AMI name that starts with “Deep Learning AMI Neuron PyTorch 1.13 (Ubuntu 20.04) <latest\_date>” from “AMI Name:” section
- Search for the copied AMI name in the AMI Search , you should see an exact matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Update OS packages
sudo apt-get update -y
# Update OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# update Neuron Driver
sudo apt-get update aws-neuronx-dkms=2.* -y
# Update Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Activate Python venv
source /opt/aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
```
PyTorch Neuron(`torch-neuron`) for Inference
Visit PyTorch Neuron section for more
## [Update to latest PyTorch Neuron (`torch-neuron`)](#id2)[#](#update-to-latest-pytorch-neuron-torch-neuron "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
PyTorch 1.13.1
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.
```
# Activate Python venv
source /opt/aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
```
## [Install Previous PyTorch Neuron Releases for Ubuntu (`torch-neuron`)](#id3)[#](#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.8.9.0 neuron-cc[tensorflow] "protobuf" torchvision
```
Neuron 2.11.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.10.0 neuron-cc[tensorflow] "protobuf" torchvision
```
Neuron 2.10.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.1.0 neuron-cc[tensorflow] "protobuf" torchvision
```
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Get Started with Latest Release of PyTorch Neuron (
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torch-neuron
</span>
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Update to latest PyTorch Neuron (
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torch-neuron
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<a class="reference internal nav-link" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron">
Install Previous PyTorch Neuron Releases for Ubuntu (
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torch-neuron
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<h1>PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 20 with Pytorch DLAMI</h1>
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Get Started with Latest Release of PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
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</a>
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<a class="reference internal nav-link" href="#update-to-latest-pytorch-neuron-torch-neuron">
Update to latest PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
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</a>
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<a class="reference internal nav-link" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron">
Install Previous PyTorch Neuron Releases for Ubuntu (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
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<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-torch-neuron-u20-pytorch-dlami">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="pytorch-neuron-torch-neuron-setup-on-ubuntu-20-with-pytorch-dlami">
<h1>PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 20 with Pytorch DLAMI<a class="headerlink" href="#pytorch-neuron-torch-neuron-setup-on-ubuntu-20-with-pytorch-dlami" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuron" id="id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-pytorch-neuron-torch-neuron" id="id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron" id="id3">Install Previous PyTorch Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-pytorch-neuron-torch-neuron">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuron" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../torch-neuron.html#setup-torch-neuron"><span class="std std-ref">PyTorch Neuron (torch-neuron) Setup</span></a>.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a></p></li>
<li><p class="sd-card-text">Check for the latest version of the <a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-13-ubuntu-20-04/">DLAMI Neuron Pytorch 1.13 AMI</a> and copy the AMI name that starts with “Deep Learning AMI Neuron PyTorch 1.13 (Ubuntu 20.04) <latest_date>” from “AMI Name:” section</p></li>
<li><p class="sd-card-text">Search for the copied AMI name in the AMI Search , you should see an exact matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Update Neuron Drivers<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Update OS packages
sudo apt-get update -y
# Update OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# update Neuron Driver
sudo apt-get update aws-neuronx-dkms=2.* -y
# Update Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Get Started With Pytorch DLAMI<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source /opt/aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>) for Inference</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-body-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron section for more</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/index.html#neuron-pytorch"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-pytorch-neuron-torch-neuron">
<span id="pytorch-neuron-u20-update"></span><h2><a class="toc-backref" href="#id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#update-to-latest-pytorch-neuron-torch-neuron" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
PyTorch 1.13.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source /opt/aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron">
<span id="pytorch-neuron-install-prev-u20"></span><h2><a class="toc-backref" href="#id3">Install Previous PyTorch Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.8.9.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.10.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.1.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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</body></html> | 2023-09-29T20:55:05.102Z |
PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 20 with DLAMI Pytorch — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/pytorch/neuronx/ubuntu/torch-neuronx-ubuntu20-pytorch-dlami.html#setup-torch-neuronx-ubuntu20-dlami-pytorch | # PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 20 with DLAMI Pytorch — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
Select a Different Framework or Platform for Setup
## PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 20 with DLAMI Pytorch[#](#pytorch-neuron-torch-neuronx-setup-on-ubuntu-20-with-dlami-pytorch "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of PyTorch Neuron (`torch-neuronx`)](#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx)
- [Update to latest PyTorch Neuron (`torch-neuronx`)](#update-to-latest-pytorch-neuron-torch-neuronx)
- [Install Previous PyTorch Neuron Releases for Ubuntu (`torch-neuronx`)](#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx)
## [Get Started with Latest Release of PyTorch Neuron (`torch-neuronx`)](#id1)[#](#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [PyTorch Neuron](../../../../../../frameworks/torch/index.html#pytorch-neuronx-main) for both Inference and Training.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Trn1 web page](https://aws.amazon.com/ec2/instance-types/trn1/), [Inf2 web page](https://aws.amazon.com/ec2/instance-types/inf2/)
- Check for the latest version of the [DLAMI Neuron Pytorch 1.13 AMI](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-13-ubuntu-20-04/) and copy the AMI name that starts with “Deep Learning AMI Neuron PyTorch 1.13 (Ubuntu 20.04) <latest\_date>” from “AMI Name:” section
- Search for the copied AMI name in the AMI Search , you should see an exact matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Update OS packages
sudo apt-get update -y
# Update OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# update Neuron Driver
sudo apt-get update aws-neuronx-dkms=2.* -y
# Update Neuron Runtime
sudo apt-get install aws-neuronx-collectives=2.* -y
sudo apt-get install aws-neuronx-runtime-lib=2.* -y
# Update Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Activate Python venv
source /opt/aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
```
Visit PyTorch Neuron(`torch-neuronx`) for Inference section
Visit PyTorch Neuron(`torch-neuronx`) for Training section
## [Update to latest PyTorch Neuron (`torch-neuronx`)](#id2)[#](#update-to-latest-pytorch-neuron-torch-neuronx "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
PyTorch 1.13.1
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source /opt/aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
```
## [Install Previous PyTorch Neuron Releases for Ubuntu (`torch-neuronx`)](#id3)[#](#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 torch-neuronx==1.13.1.1.9.0 torchvision
```
Neuron 2.11.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 torch-neuronx==1.13.1.1.8.0 torchvision
```
Neuron 2.10.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 torch-neuronx==1.13.1.1.7.0 torchvision
```
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Neuron-Top User Guide
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Neuron-LS User Guide
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Neuron Profile User Guide
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Neuron-Sysfs User Guide
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Terminology
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Examples
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Evaluate Guide
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Compile Guide
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PyTorch Neuron (torch-neuronx)
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PyTorch Neuron (torch-neuron)
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Tensorflow Neuron (tensorflow-neuronx)
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Tensorflow Neuron (tensorflow-neuron)
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MxNet Neuron (mxnet-neuron)
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Run inference in pytorch neuron container
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Deploy a TensorFlow Resnet50 model as a Kubernetes service
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Run training in Pytorch Neuron container
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Deploy Neuron Container on EC2
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Deploy Neuron Container on Elastic Container Service (ECS)
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Deploy Neuron Container on Elastic Kubernetes Service (EKS)
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Troubleshooting Neuron Containers
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Neuron Containers Release Notes
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Neuron K8 Release Notes
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Locate Neuron DLC Image
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Getting Started
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Kubernetes Getting Started
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Inference
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Training
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Deploy Neuron Container on EC2
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Deploy Neuron Container on Elastic Container Service (ECS)
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Deploy Neuron Container on Elastic Kubernetes Service (EKS)
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Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
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Troubleshooting Neuron Containers
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Neuron Containers Release Notes
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<h1>PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 20 with DLAMI Pytorch</h1>
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<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="pytorch-neuron-torch-neuronx-setup-on-ubuntu-20-with-dlami-pytorch">
<h1>PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 20 with DLAMI Pytorch<a class="headerlink" href="#pytorch-neuron-torch-neuronx-setup-on-ubuntu-20-with-dlami-pytorch" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx" id="id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-pytorch-neuron-torch-neuronx" id="id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx" id="id3">Install Previous PyTorch Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-pytorch-neuron-torch-neuronx">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/torch/index.html#pytorch-neuronx-main"><span class="std std-ref">PyTorch Neuron</span></a> for both Inference and Training.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/trn1/">Trn1 web page</a>, <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">Inf2 web page</a></p></li>
<li><p class="sd-card-text">Check for the latest version of the <a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-13-ubuntu-20-04/">DLAMI Neuron Pytorch 1.13 AMI</a> and copy the AMI name that starts with “Deep Learning AMI Neuron PyTorch 1.13 (Ubuntu 20.04) <latest_date>” from “AMI Name:” section</p></li>
<li><p class="sd-card-text">Search for the copied AMI name in the AMI Search , you should see an exact matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.</p></li>
<li><p class="sd-card-text">When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Update Neuron Drivers<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Update OS packages
sudo apt-get update -y
# Update OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# update Neuron Driver
sudo apt-get update aws-neuronx-dkms=2.* -y
# Update Neuron Runtime
sudo apt-get install aws-neuronx-collectives=2.* -y
sudo apt-get install aws-neuronx-runtime-lib=2.* -y
# Update Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Get Started With Pytorch DLAMI<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source /opt/aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
</pre></div>
</div>
</div>
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<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) for Training section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/training-torch-neuronx.html#training-torch-neuronx"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-pytorch-neuron-torch-neuronx">
<span id="pytorch-neuronx-ubuntu20-dlami-update"></span><h2><a class="toc-backref" href="#id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#update-to-latest-pytorch-neuron-torch-neuronx" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
PyTorch 1.13.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source /opt/aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx">
<span id="pytorch-neuronx-install-prev-u20"></span><h2><a class="toc-backref" href="#id3">Install Previous PyTorch Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 torch-neuronx==1.13.1.1.9.0 torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 torch-neuronx==1.13.1.1.8.0 torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 torch-neuronx==1.13.1.1.7.0 torchvision
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:05.181Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/setup/tensorflow-neuronx.rst.txt | ```
.. _setup-tensorflow-neuronx:
Tensorflow Neuron (``tensorflow-neuronx``) Setup
================================================
.. note::
This Setup guide is relevant for ``Inf2`` & ``Trn1`` / ``Trn1n`` instances.
.. contents:: Table of contents
:local:
:depth: 2
``tensorflow-neuronx`` setup on Ubuntu 20
------------------------------------------
.. card:: Ubuntu 20 (Ubuntu20 AMI)
:link: setup-tensorflow-neuronx-u20
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Ubuntu 20 (DLAMI Base AMI)
:link: setup-tensorflow-neuronx-u20-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Ubuntu 20 (DLAMI Tensorflow AMI)
:link: setup-tensorflow-neuronx-u20-dlami-tensorflow
:link-type: ref
:class-body: sphinx-design-class-title-small
``tensorflow-neuronx`` setup on Ubuntu 22
------------------------------------------
.. card:: Ubuntu 22 (Ubuntu22 AMI)
:link: setup-tensorflow-neuronx-u22
:link-type: ref
:class-body: sphinx-design-class-title-small
``tensorflow-neuronx`` setup on Amazon Linux 2 (AL2)
-----------------------------------------------------
.. card:: Amazon Linux 2 (Amazon Linux 2 AMI)
:link: setup-tensorflow-neuronx-al2
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Amazon Linux 2 (DLAMI Base AMI)
:link: setup-tensorflow-neuronx-al2-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Amazon Linux 2 (DLAMI Tensorflow AMI)
:link: setup-tensorflow-neuronx-al2-dlami-tensorflow
:link-type: ref
:class-body: sphinx-design-class-title-small
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _setup-tensorflow-neuronx:
Tensorflow Neuron (``tensorflow-neuronx``) Setup
================================================
.. note::
This Setup guide is relevant for ``Inf2`` & ``Trn1`` / ``Trn1n`` instances.
.. contents:: Table of contents
:local:
:depth: 2
``tensorflow-neuronx`` setup on Ubuntu 20
------------------------------------------
.. card:: Ubuntu 20 (Ubuntu20 AMI)
:link: setup-tensorflow-neuronx-u20
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Ubuntu 20 (DLAMI Base AMI)
:link: setup-tensorflow-neuronx-u20-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Ubuntu 20 (DLAMI Tensorflow AMI)
:link: setup-tensorflow-neuronx-u20-dlami-tensorflow
:link-type: ref
:class-body: sphinx-design-class-title-small
``tensorflow-neuronx`` setup on Ubuntu 22
------------------------------------------
.. card:: Ubuntu 22 (Ubuntu22 AMI)
:link: setup-tensorflow-neuronx-u22
:link-type: ref
:class-body: sphinx-design-class-title-small
``tensorflow-neuronx`` setup on Amazon Linux 2 (AL2)
-----------------------------------------------------
.. card:: Amazon Linux 2 (Amazon Linux 2 AMI)
:link: setup-tensorflow-neuronx-al2
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Amazon Linux 2 (DLAMI Base AMI)
:link: setup-tensorflow-neuronx-al2-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Amazon Linux 2 (DLAMI Tensorflow AMI)
:link: setup-tensorflow-neuronx-al2-dlami-tensorflow
:link-type: ref
:class-body: sphinx-design-class-title-small
</pre></body></html> | 2023-09-29T20:55:05.206Z | |
PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 20 with DLAMI Base — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/pytorch/neuron/ubuntu/torch-neuron-ubuntu20-base-dlami.html#setup-torch-neuron-u20-base-dlami | # PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 20 with DLAMI Base — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Select a Different Framework or Platform for Setup
## PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 20 with DLAMI Base[#](#pytorch-neuron-torch-neuron-setup-on-ubuntu-20-with-dlami-base "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of PyTorch Neuron (`torch-neuron`)](#get-started-with-latest-release-of-pytorch-neuron-torch-neuron)
- [Update to latest PyTorch Neuron (`torch-neuron`)](#update-to-latest-pytorch-neuron-torch-neuron)
- [Install Previous PyTorch Neuron Releases for Ubuntu (`torch-neuron`)](#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron)
## [Get Started with Latest Release of PyTorch Neuron (`torch-neuron`)](#id1)[#](#get-started-with-latest-release-of-pytorch-neuron-torch-neuron "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [PyTorch Neuron (torch-neuron) Setup](../../../../torch-neuron.html#setup-torch-neuron) for Inference.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instance sizes and pricing see: [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/)
- Check for the latest version of the [DLAMI Base AMI](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-ubuntu-20-04/) and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Ubuntu 20.04) <latest\_date>” from “AMI Name:” section
- Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
```
Visit PyTorch Neuron(`torch-neuron`) for Inference section
Visit PyTorch Neuron section for more
## [Update to latest PyTorch Neuron (`torch-neuron`)](#id2)[#](#update-to-latest-pytorch-neuron-torch-neuron "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
PyTorch 1.13.1
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.
```
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
```
## [Install Previous PyTorch Neuron Releases for Ubuntu (`torch-neuron`)](#id3)[#](#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.8.9.0 neuron-cc[tensorflow] "protobuf" torchvision
```
Neuron 2.11.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.10.0 neuron-cc[tensorflow] "protobuf" torchvision
```
Neuron 2.10.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.1.0 neuron-cc[tensorflow] "protobuf" torchvision
```
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Overview
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Get Started with Neuron
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Inference (Inf2 & Trn1)
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Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
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Compiling and Deploying ResNet50 on Trn1 or Inf2
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PyTorch Neuron (
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</span>
</code>
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</a>
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PyTorch Neuron (
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</span>
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) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
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PyTorch Neuron (
<code class="docutils literal notranslate">
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torch-neuronx
</span>
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) Analyze API for Inference
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PyTorch Neuron (
<code class="docutils literal notranslate">
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</span>
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) DataParallel API
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</span>
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<span class="xref std std-ref">
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</span>
Inference (
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PyTorch Neuron (
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torch-neuron
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<h1>PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 20 with DLAMI Base</h1>
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Get Started with Latest Release of PyTorch Neuron (
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torch-neuron
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torch-neuron
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Install Previous PyTorch Neuron Releases for Ubuntu (
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-torch-neuron-u20-base-dlami">
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Select a Different Framework or Platform for Setup</div>
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<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="pytorch-neuron-torch-neuron-setup-on-ubuntu-20-with-dlami-base">
<h1>PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 20 with DLAMI Base<a class="headerlink" href="#pytorch-neuron-torch-neuron-setup-on-ubuntu-20-with-dlami-base" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuron" id="id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-pytorch-neuron-torch-neuron" id="id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron" id="id3">Install Previous PyTorch Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-pytorch-neuron-torch-neuron">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuron" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../torch-neuron.html#setup-torch-neuron"><span class="std std-ref">PyTorch Neuron (torch-neuron) Setup</span></a> for Inference.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instance sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a></p></li>
<li><p class="sd-card-text">Check for the latest version of the <a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-ubuntu-20-04/">DLAMI Base AMI</a> and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Ubuntu 20.04) <latest_date>” from “AMI Name:” section</p></li>
<li><p class="sd-card-text">Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
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Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
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<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
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<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-body-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron section for more</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/index.html#neuron-pytorch"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-pytorch-neuron-torch-neuron">
<span id="pytorch-neuron-u20-update"></span><h2><a class="toc-backref" href="#id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#update-to-latest-pytorch-neuron-torch-neuron" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
PyTorch 1.13.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron">
<span id="pytorch-neuron-install-prev-u20"></span><h2><a class="toc-backref" href="#id3">Install Previous PyTorch Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.8.9.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.10.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.1.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/setup/index.rst.txt | ```
.. _setup-guide-index:
Setup Guide
===========
.. toctree::
:maxdepth: 1
:hidden:
PyTorch Neuron (torch-neuronx) </general/setup/torch-neuronx>
PyTorch Neuron (torch-neuron) </general/setup/torch-neuron>
Tensorflow Neuron (tensorflow-neuronx) </general/setup/tensorflow-neuronx>
Tensorflow Neuron (tensorflow-neuron) </general/setup/tensorflow-neuron>
MxNet Neuron (mxnet-neuron) </general/setup/mxnet-neuron>
This section walks you through the various options to install and upgrade Neuron. You have to install Neuron on Trainium and Inferentia powered instances to enable deep-learning acceleration.
.. card:: PyTorch Neuron (``torch-neuronx``) Setup for ``Inf2`` & ``Trn1`` / ``Trn1n`` Instances
:link: setup-torch-neuronx
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: PyTorch Neuron (``torch-neuron``) Setup for ``Inf1`` Instances
:link: setup-torch-neuron
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Tensorflow Neuron (``tensorflow-neuronx``) Setup for ``Inf2`` & ``Trn1`` / ``Trn1n`` Instances
:link: setup-tensorflow-neuronx
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Tensorflow Neuron (``tensorflow-neuron``) Setup for ``Inf1`` Instances
:link: setup-tensorflow-neuron
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: MxNet Neuron (``mxnet-neuron``) Setup for ``Inf1`` Instances
:link: setup-mxnet-neuron
:link-type: ref
:class-body: sphinx-design-class-title-small
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _setup-guide-index:
Setup Guide
===========
.. toctree::
:maxdepth: 1
:hidden:
PyTorch Neuron (torch-neuronx) </general/setup/torch-neuronx>
PyTorch Neuron (torch-neuron) </general/setup/torch-neuron>
Tensorflow Neuron (tensorflow-neuronx) </general/setup/tensorflow-neuronx>
Tensorflow Neuron (tensorflow-neuron) </general/setup/tensorflow-neuron>
MxNet Neuron (mxnet-neuron) </general/setup/mxnet-neuron>
This section walks you through the various options to install and upgrade Neuron. You have to install Neuron on Trainium and Inferentia powered instances to enable deep-learning acceleration.
.. card:: PyTorch Neuron (``torch-neuronx``) Setup for ``Inf2`` & ``Trn1`` / ``Trn1n`` Instances
:link: setup-torch-neuronx
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: PyTorch Neuron (``torch-neuron``) Setup for ``Inf1`` Instances
:link: setup-torch-neuron
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Tensorflow Neuron (``tensorflow-neuronx``) Setup for ``Inf2`` & ``Trn1`` / ``Trn1n`` Instances
:link: setup-tensorflow-neuronx
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Tensorflow Neuron (``tensorflow-neuron``) Setup for ``Inf1`` Instances
:link: setup-tensorflow-neuron
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: MxNet Neuron (``mxnet-neuron``) Setup for ``Inf1`` Instances
:link: setup-mxnet-neuron
:link-type: ref
:class-body: sphinx-design-class-title-small
</pre></body></html> | 2023-09-29T20:55:05.553Z | |
PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 20 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/pytorch/neuron/ubuntu/torch-neuron-ubuntu20.html#setup-torch-neuron-u20 | # PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 20 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Select a Different Framework or Platform for Setup
## PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 20[#](#pytorch-neuron-torch-neuron-setup-on-ubuntu-20 "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of PyTorch Neuron (`torch-neuron`)](#get-started-with-latest-release-of-pytorch-neuron-torch-neuron)
- [Update to latest PyTorch Neuron (`torch-neuron`)](#update-to-latest-pytorch-neuron-torch-neuron)
- [Install Previous PyTorch Neuron Releases for Ubuntu (`torch-neuron`)](#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron)
## [Get Started with Latest Release of PyTorch Neuron (`torch-neuron`)](#id1)[#](#get-started-with-latest-release-of-pytorch-neuron-torch-neuron "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [PyTorch Neuron (torch-neuron) Setup](../../../../torch-neuron.html#setup-torch-neuron) for Inference.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/)
- Select Ubuntu Server 20 AMI
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
```
Visit PyTorch Neuron(`torch-neuron`) for Inference section
Visit PyTorch Neuron section for more
## [Update to latest PyTorch Neuron (`torch-neuron`)](#id2)[#](#update-to-latest-pytorch-neuron-torch-neuron "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
PyTorch 1.13.1
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.
```
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
```
## [Install Previous PyTorch Neuron Releases for Ubuntu (`torch-neuron`)](#id3)[#](#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.8.9.0 neuron-cc[tensorflow] "protobuf" torchvision
```
Neuron 2.11.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.10.0 neuron-cc[tensorflow] "protobuf" torchvision
```
Neuron 2.10.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.1.0 neuron-cc[tensorflow] "protobuf" torchvision
```
_This document is relevant for_: `Inf1` | <!DOCTYPE html><html lang="en"><head>
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Hugging Face BERT Pretraining Tutorial
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Fine-tune T5 model on Trn1
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Neuron Custom C++ Operators in MLP Training
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Neuron Custom C++ Operators Performance Optimization
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PyTorch Neuron neuron_parallel_compile CLI (
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PyTorch Neuron Environment Variables (
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PyTorch Neuron (
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torch-neuronx
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<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuron">
Get Started with Latest Release of PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#update-to-latest-pytorch-neuron-torch-neuron">
Update to latest PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
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)
</a>
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<a class="reference internal nav-link" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron">
Install Previous PyTorch Neuron Releases for Ubuntu (
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torch-neuron
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<h1>PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 20</h1>
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<h2> Contents </h2>
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Get Started with Latest Release of PyTorch Neuron (
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<span class="pre">
torch-neuron
</span>
</code>
)
</a>
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<a class="reference internal nav-link" href="#update-to-latest-pytorch-neuron-torch-neuron">
Update to latest PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
</li>
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<a class="reference internal nav-link" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron">
Install Previous PyTorch Neuron Releases for Ubuntu (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuron
</span>
</code>
)
</a>
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<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-torch-neuron-u20">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="pytorch-neuron-torch-neuron-setup-on-ubuntu-20">
<h1>PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 20<a class="headerlink" href="#pytorch-neuron-torch-neuron-setup-on-ubuntu-20" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuron" id="id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-pytorch-neuron-torch-neuron" id="id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron" id="id3">Install Previous PyTorch Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-pytorch-neuron-torch-neuron">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuron" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../torch-neuron.html#setup-torch-neuron"><span class="std std-ref">PyTorch Neuron (torch-neuron) Setup</span></a> for Inference.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
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Launch the Instance<div class="sd-summary-down docutils">
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<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a></p></li>
<li><p class="sd-card-text">Select Ubuntu Server 20 AMI</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
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Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
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<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
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<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuron-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-body-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron section for more</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/index.html#neuron-pytorch"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-pytorch-neuron-torch-neuron">
<span id="pytorch-neuron-u20-update"></span><h2><a class="toc-backref" href="#id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#update-to-latest-pytorch-neuron-torch-neuron" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
PyTorch 1.13.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron">
<span id="pytorch-neuron-install-prev-u20"></span><h2><a class="toc-backref" href="#id3">Install Previous PyTorch Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuron" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.8.9.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.10.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.1.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 22 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/pytorch/neuron/ubuntu/torch-neuron-ubuntu22.html#setup-torch-neuron-u22 | # PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 22 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Select a Different Framework or Platform for Setup
## PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 22[#](#pytorch-neuron-torch-neuron-setup-on-ubuntu-22 "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of PyTorch Neuron (`torch-neuron`)](#get-started-with-latest-release-of-pytorch-neuron-torch-neuron)
- [Update to latest PyTorch Neuron (`torch-neuron`)](#update-to-latest-pytorch-neuron-torch-neuron)
## [Get Started with Latest Release of PyTorch Neuron (`torch-neuron`)](#id1)[#](#get-started-with-latest-release-of-pytorch-neuron-torch-neuron "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [PyTorch Neuron (torch-neuron) Setup](../../../../torch-neuron.html#setup-torch-neuron) for Inference.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/)
- Select Ubuntu Server 22 AMI
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install Python venv
sudo apt-get install -y python3.10-venv g++
# Create Python venv
python3.10 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
```
Visit PyTorch Neuron(`torch-neuron`) for Inference section
Visit PyTorch Neuron section for more
## [Update to latest PyTorch Neuron (`torch-neuron`)](#id2)[#](#update-to-latest-pytorch-neuron-torch-neuron "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
PyTorch 1.13.1
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.
```
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
```
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Get Started with Latest Release of PyTorch Neuron (
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torch-neuron
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<h1>PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 22</h1>
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<h2> Contents </h2>
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Get Started with Latest Release of PyTorch Neuron (
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torch-neuron
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Update to latest PyTorch Neuron (
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torch-neuron
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<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-torch-neuron-u22">
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Select a Different Framework or Platform for Setup</div>
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<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="pytorch-neuron-torch-neuron-setup-on-ubuntu-22">
<h1>PyTorch Neuron (“torch-neuron”) Setup on Ubuntu 22<a class="headerlink" href="#pytorch-neuron-torch-neuron-setup-on-ubuntu-22" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuron" id="id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-pytorch-neuron-torch-neuron" id="id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-pytorch-neuron-torch-neuron">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuron" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../torch-neuron.html#setup-torch-neuron"><span class="std std-ref">PyTorch Neuron (torch-neuron) Setup</span></a> for Inference.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
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Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
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<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
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<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a></p></li>
<li><p class="sd-card-text">Select Ubuntu Server 22 AMI</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
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<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
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Install PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)<div class="sd-summary-down docutils">
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<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.10-venv g++
# Create Python venv
python3.10 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
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<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref"></span></a></div>
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Visit PyTorch Neuron section for more</div>
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<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/index.html#neuron-pytorch"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-pytorch-neuron-torch-neuron">
<span id="pytorch-neuron-u20-update"></span><h2><a class="toc-backref" href="#id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#update-to-latest-pytorch-neuron-torch-neuron" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
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<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
PyTorch 1.13.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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PyTorch Neuron (“torch-neuron”) Setup on Amazon Linux 2 with DLAMI Base — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/pytorch/neuron/amazon-linux/torch-neuron-al2-base-dlami.html#setup-torch-neuron-al2-base-dlami | # PyTorch Neuron (“torch-neuron”) Setup on Amazon Linux 2 with DLAMI Base — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Select a Different Framework or Platform for Setup
## PyTorch Neuron (“torch-neuron”) Setup on Amazon Linux 2 with DLAMI Base[#](#pytorch-neuron-torch-neuron-setup-on-amazon-linux-2-with-dlami-base "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of PyTorch Neuron (`torch-neuron`)](#get-started-with-latest-release-of-pytorch-neuron-torch-neuron)
- [Update to latest PyTorch Neuron (`torch-neuron`)](#update-to-latest-pytorch-neuron-torch-neuron)
- [Install Previous PyTorch Neuron Releases for Amazon Linux (`torch-neuron`)](#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuron)
## [Get Started with Latest Release of PyTorch Neuron (`torch-neuron`)](#id1)[#](#get-started-with-latest-release-of-pytorch-neuron-torch-neuron "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [PyTorch Neuron (torch-neuron) Setup](../../../../torch-neuron.html#setup-torch-neuron) for Inference.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instance sizes and pricing see: [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/)
- Check for the latest version of the [DLAMI Base AMI](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-amazon-linux-2/) and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Amazon Linux 2) <latest\_date>” from “AMI Name:” section
- Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
```
Visit PyTorch Neuron(`torch-neuron`) for Inference section
Visit PyTorch Neuron section for more
## [Update to latest PyTorch Neuron (`torch-neuron`)](#id2)[#](#update-to-latest-pytorch-neuron-torch-neuron "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
PyTorch 1.13.1
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.
```
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
```
## [Install Previous PyTorch Neuron Releases for Amazon Linux (`torch-neuron`)](#id3)[#](#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuron "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.8.9.0 neuron-cc[tensorflow] "protobuf" torchvision
```
Neuron 2.11.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.10.0 neuron-cc[tensorflow] "protobuf" torchvision
```
Neuron 2.10.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.1.0 neuron-cc[tensorflow] "protobuf" torchvision
```
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torch-neuronx
</span>
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torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
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PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
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neuron-cc
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Neuron-Top User Guide
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PyTorch Neuron (torch-neuronx)
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PyTorch Neuron (torch-neuron)
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Tensorflow Neuron (tensorflow-neuron)
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Run inference in pytorch neuron container
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Run training in Pytorch Neuron container
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Neuron Containers Release Notes
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Getting Started
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Training
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Deploy Neuron Container on EC2
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Deploy Neuron Container on Elastic Container Service (ECS)
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Neuron Containers Release Notes
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Get Started with Latest Release of PyTorch Neuron (
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<h1>PyTorch Neuron (“torch-neuron”) Setup on Amazon Linux 2 with DLAMI Base</h1>
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Get Started with Latest Release of PyTorch Neuron (
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Install Previous PyTorch Neuron Releases for Amazon Linux (
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-torch-neuron-al2-base-dlami">
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Select a Different Framework or Platform for Setup</div>
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<div class="section" id="pytorch-neuron-torch-neuron-setup-on-amazon-linux-2-with-dlami-base">
<h1>PyTorch Neuron (“torch-neuron”) Setup on Amazon Linux 2 with DLAMI Base<a class="headerlink" href="#pytorch-neuron-torch-neuron-setup-on-amazon-linux-2-with-dlami-base" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuron" id="id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-pytorch-neuron-torch-neuron" id="id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuron" id="id3">Install Previous PyTorch Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-pytorch-neuron-torch-neuron">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuron" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../torch-neuron.html#setup-torch-neuron"><span class="std std-ref">PyTorch Neuron (torch-neuron) Setup</span></a> for Inference.</p>
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<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instance sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a></p></li>
<li><p class="sd-card-text">Check for the latest version of the <a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-amazon-linux-2/">DLAMI Base AMI</a> and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Amazon Linux 2) <latest_date>” from “AMI Name:” section</p></li>
<li><p class="sd-card-text">Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuron-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-body-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron section for more</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/index.html#neuron-pytorch"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-pytorch-neuron-torch-neuron">
<span id="pytorch-neuron-al2-update"></span><h2><a class="toc-backref" href="#id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#update-to-latest-pytorch-neuron-torch-neuron" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
PyTorch 1.13.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuron">
<span id="pytorch-neuron-install-prev-al2"></span><h2><a class="toc-backref" href="#id3">Install Previous PyTorch Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuron" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.8.9.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.10.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.1.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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</body></html> | 2023-09-29T20:55:05.830Z |
PyTorch Neuron (“torch-neuron”) Setup on Amazon Linux 2 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/pytorch/neuron/amazon-linux/torch-neuron-al2.html#setup-torch-neuron-al2 | # PyTorch Neuron (“torch-neuron”) Setup on Amazon Linux 2 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Select a Different Framework or Platform for Setup
## PyTorch Neuron (“torch-neuron”) Setup on Amazon Linux 2[#](#pytorch-neuron-torch-neuron-setup-on-amazon-linux-2 "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of PyTorch Neuron (`torch-neuron`)](#get-started-with-latest-release-of-pytorch-neuron-torch-neuron)
- [Update to latest PyTorch Neuron (`torch-neuron`)](#update-to-latest-pytorch-neuron-torch-neuron)
- [Install Previous PyTorch Neuron Releases for Amazon Linux (`torch-neuron`)](#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuron)
## [Get Started with Latest Release of PyTorch Neuron (`torch-neuron`)](#id1)[#](#get-started-with-latest-release-of-pytorch-neuron-torch-neuron "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [PyTorch Neuron (torch-neuron) Setup](../../../../torch-neuron.html#setup-torch-neuron) for Inference.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console, please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/)
- Select Amazon Linux 2 AMI(HVM) - Kernel 5.10
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
```
Visit PyTorch Neuron(`torch-neuron`) for Inference section
Visit PyTorch Neuron section for more
## [Update to latest PyTorch Neuron (`torch-neuron`)](#id2)[#](#update-to-latest-pytorch-neuron-torch-neuron "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
PyTorch 1.13.1
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.
```
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
```
## [Install Previous PyTorch Neuron Releases for Amazon Linux (`torch-neuron`)](#id3)[#](#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuron "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.8.9.0 neuron-cc[tensorflow] "protobuf" torchvision
```
Neuron 2.11.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.10.0 neuron-cc[tensorflow] "protobuf" torchvision
```
Neuron 2.10.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.1.0 neuron-cc[tensorflow] "protobuf" torchvision
```
_This document is relevant for_: `Inf1` | <!DOCTYPE html><html lang="en"><head>
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Get Started with Latest Release of PyTorch Neuron (
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torch-neuron
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Update to latest PyTorch Neuron (
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Install Previous PyTorch Neuron Releases for Amazon Linux (
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<h1>PyTorch Neuron (“torch-neuron”) Setup on Amazon Linux 2</h1>
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<h2> Contents </h2>
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Get Started with Latest Release of PyTorch Neuron (
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torch-neuron
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Update to latest PyTorch Neuron (
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torch-neuron
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Install Previous PyTorch Neuron Releases for Amazon Linux (
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torch-neuron
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-torch-neuron-al2">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="pytorch-neuron-torch-neuron-setup-on-amazon-linux-2">
<h1>PyTorch Neuron (“torch-neuron”) Setup on Amazon Linux 2<a class="headerlink" href="#pytorch-neuron-torch-neuron-setup-on-amazon-linux-2" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuron" id="id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-pytorch-neuron-torch-neuron" id="id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuron" id="id3">Install Previous PyTorch Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-pytorch-neuron-torch-neuron">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuron" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../torch-neuron.html#setup-torch-neuron"><span class="std std-ref">PyTorch Neuron (torch-neuron) Setup</span></a> for Inference.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
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Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console, please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a></p></li>
<li><p class="sd-card-text">Select Amazon Linux 2 AMI(HVM) - Kernel 5.10</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
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Install Drivers and Tools<div class="sd-summary-down docutils">
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<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuron-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-body-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron section for more</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/index.html#neuron-pytorch"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-pytorch-neuron-torch-neuron">
<span id="pytorch-neuron-al2-update"></span><h2><a class="toc-backref" href="#id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#update-to-latest-pytorch-neuron-torch-neuron" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
PyTorch 1.13.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuron">
<span id="pytorch-neuron-install-prev-al2"></span><h2><a class="toc-backref" href="#id3">Install Previous PyTorch Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuron" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.8.9.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.10.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.1.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
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PyTorch Neuron (“torch-neuron”) Setup on Amazon Linux 2 with Pytorch DLAMI — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/pytorch/neuron/amazon-linux/torch-neuron-al2-pytorch-dlami.html#setup-torch-neuron-al2-pytorch-dlami | # PyTorch Neuron (“torch-neuron”) Setup on Amazon Linux 2 with Pytorch DLAMI — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Select a Different Framework or Platform for Setup
## PyTorch Neuron (“torch-neuron”) Setup on Amazon Linux 2 with Pytorch DLAMI[#](#pytorch-neuron-torch-neuron-setup-on-amazon-linux-2-with-pytorch-dlami "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of PyTorch Neuron (`torch-neuron`)](#get-started-with-latest-release-of-pytorch-neuron-torch-neuron)
- [Update to latest PyTorch Neuron (`torch-neuron`)](#update-to-latest-pytorch-neuron-torch-neuron)
- [Install Previous PyTorch Neuron Releases for Amazon Linux (`torch-neuron`)](#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuron)
## [Get Started with Latest Release of PyTorch Neuron (`torch-neuron`)](#id1)[#](#get-started-with-latest-release-of-pytorch-neuron-torch-neuron "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [PyTorch Neuron (torch-neuron) Setup](../../../../torch-neuron.html#setup-torch-neuron).
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/)
- Check for the latest version of the [DLAMI Neuron Pytorch 1.13 AMI](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-13-amazon-linux-2/) and copy the AMI name that starts with “Deep Learning AMI Neuron PyTorch 1.13 (Amazon Linux 2) <latest\_date>” from “AMI Name:” section
- Search for the copied AMI name in the AMI Search , you should see an exact matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Update OS packages
sudo yum update -y
# Update OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# update Neuron Driver
sudo yum update aws-neuronx-dkms-2* -y
# Update Neuron Tools
sudo yum update aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Activate Python venv
source /opt/aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
```
Visit PyTorch Neuron(`torch-neuron`) for Inference section
Visit PyTorch Neuron section for more
## [Update to latest PyTorch Neuron (`torch-neuron`)](#id2)[#](#update-to-latest-pytorch-neuron-torch-neuron "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
PyTorch 1.13.1
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.
```
# Activate Python venv
source /opt/aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
```
## [Install Previous PyTorch Neuron Releases for Amazon Linux (`torch-neuron`)](#id3)[#](#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuron "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.8.9.0 neuron-cc[tensorflow] "protobuf" torchvision
```
Neuron 2.11.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.10.0 neuron-cc[tensorflow] "protobuf" torchvision
```
Neuron 2.10.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.1.0 neuron-cc[tensorflow] "protobuf" torchvision
```
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PyTorch Neuron (
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Neuron Containers Release Notes
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Getting Started
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Deploy Neuron Container on Elastic Container Service (ECS)
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Neuron Containers Release Notes
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<h1>PyTorch Neuron (“torch-neuron”) Setup on Amazon Linux 2 with Pytorch DLAMI</h1>
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Get Started with Latest Release of PyTorch Neuron (
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Install Previous PyTorch Neuron Releases for Amazon Linux (
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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Select a Different Framework or Platform for Setup</div>
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<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="pytorch-neuron-torch-neuron-setup-on-amazon-linux-2-with-pytorch-dlami">
<h1>PyTorch Neuron (“torch-neuron”) Setup on Amazon Linux 2 with Pytorch DLAMI<a class="headerlink" href="#pytorch-neuron-torch-neuron-setup-on-amazon-linux-2-with-pytorch-dlami" title="Permalink to this headline">#</a></h1>
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<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuron" id="id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-pytorch-neuron-torch-neuron" id="id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuron" id="id3">Install Previous PyTorch Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-pytorch-neuron-torch-neuron">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuron" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../torch-neuron.html#setup-torch-neuron"><span class="std std-ref">PyTorch Neuron (torch-neuron) Setup</span></a>.</p>
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</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a></p></li>
<li><p class="sd-card-text">Check for the latest version of the <a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-13-amazon-linux-2/">DLAMI Neuron Pytorch 1.13 AMI</a> and copy the AMI name that starts with “Deep Learning AMI Neuron PyTorch 1.13 (Amazon Linux 2) <latest_date>” from “AMI Name:” section</p></li>
<li><p class="sd-card-text">Search for the copied AMI name in the AMI Search , you should see an exact matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Update Neuron Drivers<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Update OS packages
sudo yum update -y
# Update OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# update Neuron Driver
sudo yum update aws-neuronx-dkms-2* -y
# Update Neuron Tools
sudo yum update aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Get Started With Pytorch DLAMI<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source /opt/aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/inference-torch-neuron.html#inference-torch-neuron"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-body-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron section for more</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/index.html#neuron-pytorch"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-pytorch-neuron-torch-neuron">
<span id="pytorch-neuron-al2-update"></span><h2><a class="toc-backref" href="#id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#update-to-latest-pytorch-neuron-torch-neuron" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
PyTorch 1.13.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source /opt/aws_neuron_venv_pytorch_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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
# Update PyTorch Neuron
python -m pip install --upgrade torch-neuron neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuron">
<span id="pytorch-neuron-install-prev-al2"></span><h2><a class="toc-backref" href="#id3">Install Previous PyTorch Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">torch-neuron</span></code>)</a><a class="headerlink" href="#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuron" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.8.9.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.10.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch_inf1
# Activate Python venv
source aws_neuron_venv_pytorch_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch_inf1 --display-name "Python (torch-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 PyTorch Neuron
python -m pip install torch-neuron==1.13.1.2.7.1.0 neuron-cc[tensorflow] "protobuf" torchvision
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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</body></html> | 2023-09-29T20:55:06.273Z |
PyTorch Neuron (“torch-neuronx”) Setup on Amazon Linux 2 with DLAMI Base — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/pytorch/neuronx/amazon-linux/torch-neuronx-al2-base-dlami.html#setup-torch-neuronx-al2-base-dlami | # PyTorch Neuron (“torch-neuronx”) Setup on Amazon Linux 2 with DLAMI Base — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
Select a Different Framework or Platform for Setup
## PyTorch Neuron (“torch-neuronx”) Setup on Amazon Linux 2 with DLAMI Base[#](#pytorch-neuron-torch-neuronx-setup-on-amazon-linux-2-with-dlami-base "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of PyTorch Neuron (`torch-neuronx`)](#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx)
- [Update to latest PyTorch Neuron (`torch-neuronx`)](#update-to-latest-pytorch-neuron-torch-neuronx)
- [Install Previous PyTorch Neuron Releases for Amazon Linux (`torch-neuronx`)](#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx)
## [Get Started with Latest Release of PyTorch Neuron (`torch-neuronx`)](#id1)[#](#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [PyTorch Neuron](../../../../../../frameworks/torch/index.html#pytorch-neuronx-main) for both Inference and Training.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instance sizes and pricing see: [Trn1 web page](https://aws.amazon.com/ec2/instance-types/trn1/), [Inf2 web page](https://aws.amazon.com/ec2/instance-types/inf2/)
- Check for the latest version of the [DLAMI Base AMI](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-amazon-linux-2/) and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Amazon Linux 2) <latest\_date>” from “AMI Name:” section
- Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Runtime
sudo yum install aws-neuronx-collectives-2.* -y
sudo yum install aws-neuronx-runtime-lib-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
``` ```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* torch-neuronx torchvision
```
Visit PyTorch Neuron(`torch-neuronx`) for Inference section
Visit PyTorch Neuron(`torch-neuronx`) for Training section
## [Update to latest PyTorch Neuron (`torch-neuronx`)](#id2)[#](#update-to-latest-pytorch-neuron-torch-neuronx "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
PyTorch 1.13.1
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
```
## [Install Previous PyTorch Neuron Releases for Amazon Linux (`torch-neuronx`)](#id3)[#](#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 torch-neuronx==1.13.1.1.9.0 torchvision
```
Neuron 2.11.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 torch-neuronx==1.13.1.1.8.0 torchvision
```
Neuron 2.10.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 torch-neuronx==1.13.1.1.7.0 torchvision
```
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Neuron Custom C++ Operators in MLP Training
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Get Started with Latest Release of PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
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Update to latest PyTorch Neuron (
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torch-neuronx
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<a class="reference internal nav-link" href="#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx">
Install Previous PyTorch Neuron Releases for Amazon Linux (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
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<h1>PyTorch Neuron (“torch-neuronx”) Setup on Amazon Linux 2 with DLAMI Base</h1>
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Get Started with Latest Release of PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
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<a class="reference internal nav-link" href="#update-to-latest-pytorch-neuron-torch-neuronx">
Update to latest PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
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</a>
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<a class="reference internal nav-link" href="#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx">
Install Previous PyTorch Neuron Releases for Amazon Linux (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-torch-neuronx-al2-base-dlami">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="pytorch-neuron-torch-neuronx-setup-on-amazon-linux-2-with-dlami-base">
<h1>PyTorch Neuron (“torch-neuronx”) Setup on Amazon Linux 2 with DLAMI Base<a class="headerlink" href="#pytorch-neuron-torch-neuronx-setup-on-amazon-linux-2-with-dlami-base" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx" id="id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-pytorch-neuron-torch-neuronx" id="id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx" id="id3">Install Previous PyTorch Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-pytorch-neuron-torch-neuronx">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/torch/index.html#pytorch-neuronx-main"><span class="std std-ref">PyTorch Neuron</span></a> for both Inference and Training.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instance sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/trn1/">Trn1 web page</a>, <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">Inf2 web page</a></p></li>
<li><p class="sd-card-text">Check for the latest version of the <a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-amazon-linux-2/">DLAMI Base AMI</a> and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Amazon Linux 2) <latest_date>” from “AMI Name:” section</p></li>
<li><p class="sd-card-text">Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.</p></li>
<li><p class="sd-card-text">When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Runtime
sudo yum install aws-neuronx-collectives-2.* -y
sudo yum install aws-neuronx-runtime-lib-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuronx-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install EFA (Applicable only for <code class="docutils literal notranslate"><span class="pre">Trn1\Trn1n</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* torch-neuronx torchvision
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) for Training section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/training-torch-neuronx.html#training-torch-neuronx"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-pytorch-neuron-torch-neuronx">
<span id="pytorch-neuronx-al2-update"></span><h2><a class="toc-backref" href="#id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#update-to-latest-pytorch-neuron-torch-neuronx" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
PyTorch 1.13.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx">
<span id="pytorch-neuronx-install-prev-al2"></span><h2><a class="toc-backref" href="#id3">Install Previous PyTorch Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 torch-neuronx==1.13.1.1.9.0 torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 torch-neuronx==1.13.1.1.8.0 torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 torch-neuronx==1.13.1.1.7.0 torchvision
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:06.446Z |
PyTorch Neuron (“torch-neuronx”) Setup on Amazon Linux 2 with DLAMI Pytorch — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/pytorch/neuronx/amazon-linux/torch-neuronx-al2-pytorch-dlami.html#setup-torch-neuronx-al2-dlami-pytorch | # PyTorch Neuron (“torch-neuronx”) Setup on Amazon Linux 2 with DLAMI Pytorch — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
Select a Different Framework or Platform for Setup
## PyTorch Neuron (“torch-neuronx”) Setup on Amazon Linux 2 with DLAMI Pytorch[#](#pytorch-neuron-torch-neuronx-setup-on-amazon-linux-2-with-dlami-pytorch "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of PyTorch Neuron (`torch-neuronx`)](#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx)
- [Update to latest PyTorch Neuron (`torch-neuronx`)](#update-to-latest-pytorch-neuron-torch-neuronx)
- [Install Previous PyTorch Neuron Releases for Amazon Linux (`torch-neuronx`)](#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx)
## [Get Started with Latest Release of PyTorch Neuron (`torch-neuronx`)](#id1)[#](#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [PyTorch Neuron](../../../../../../frameworks/torch/index.html#pytorch-neuronx-main) for both Inference and Training.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Trn1 web page](https://aws.amazon.com/ec2/instance-types/trn1/), [Inf2 web page](https://aws.amazon.com/ec2/instance-types/inf2/)
- Check for the latest version of the [DLAMI Neuron Pytorch 1.13 AMI](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-13-amazon-linux-2/) and copy the AMI name that starts with “Deep Learning AMI Neuron PyTorch 1.13 (Amazon Linux 2) <latest\_date>” from “AMI Name:” section
- Search for the copied AMI name in the AMI Search , you should see an exact matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Update OS packages
sudo yum update -y
# Update OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# update Neuron Driver
sudo yum update aws-neuronx-dkms-2* -y
# Update Neuron Runtime
sudo yum update aws-neuronx-collectives-2.* -y
sudo yum update aws-neuronx-runtime-lib-2.* -y
# Update Neuron Tools
sudo yum update aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Activate Python venv
source /opt/aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
```
Visit PyTorch Neuron(`torch-neuronx`) for Inference section
Visit PyTorch Neuron(`torch-neuronx`) for Training section
## [Update to latest PyTorch Neuron (`torch-neuronx`)](#id2)[#](#update-to-latest-pytorch-neuron-torch-neuronx "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
PyTorch 1.13.1
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source /opt/aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
```
## [Install Previous PyTorch Neuron Releases for Amazon Linux (`torch-neuronx`)](#id3)[#](#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 torch-neuronx==1.13.1.1.9.0 torchvision
```
Neuron 2.11.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 torch-neuronx==1.13.1.1.8.0 torchvision
```
Neuron 2.10.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 torch-neuronx==1.13.1.1.7.0 torchvision
```
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Mixed Precision and Performance-accuracy Tuning (
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Mixed precision and performance-accuracy tuning (
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Neuron Supported operators
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Custom Operators API Reference Guide [Experimental]
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Neuron Custom C++ Operators in MLP Training
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Neuron Custom C++ Operators Performance Optimization
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Neuron Custom C++ Library Release Notes
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Neuron-Monitor User Guide
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Neuron-Top User Guide
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Neuron-LS User Guide
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Neuron Profile User Guide
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Neuron-Sysfs User Guide
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NCCOM-TEST User Guide
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TensorBoard
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Track Training Progress in TensorBoard using PyTorch Neuron
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TensorBoard Plugin for Neuron (Trn1)
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TensorBoard Plugin for Neuron (Inf1)
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Check Model
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Overview
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Terminology
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Examples
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Benchmark Guide
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Evaluate Guide
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Compile Guide
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Model Index Guide
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API
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Framework Notes
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FAQ
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Troubleshooting
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NeuronPerf 1.x Release Notes
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Neuron Calculator
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Setup Guide
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PyTorch Neuron (torch-neuronx)
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PyTorch Neuron (torch-neuron)
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Tensorflow Neuron (tensorflow-neuronx)
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Tensorflow Neuron (tensorflow-neuron)
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MxNet Neuron (mxnet-neuron)
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Locate Neuron DLC Image
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Getting Started
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Kubernetes Getting Started
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Run inference in pytorch neuron container
</a>
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<a class="reference internal" href="../../../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
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Run training in Pytorch Neuron container
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<a class="reference internal" href="../../../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
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Deploy Neuron Container on EC2
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<a class="reference internal" href="../../../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
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<a class="reference internal" href="../../../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
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<a class="reference internal" href="../../../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
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Troubleshooting Neuron Containers
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Neuron Containers Release Notes
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Neuron K8 Release Notes
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Locate Neuron DLC Image
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Getting Started
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Kubernetes Getting Started
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Inference
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Training
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Deploy Neuron Container on EC2
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<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx">
Install Previous PyTorch Neuron Releases for Amazon Linux (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-torch-neuronx-al2-dlami-pytorch">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="pytorch-neuron-torch-neuronx-setup-on-amazon-linux-2-with-dlami-pytorch">
<h1>PyTorch Neuron (“torch-neuronx”) Setup on Amazon Linux 2 with DLAMI Pytorch<a class="headerlink" href="#pytorch-neuron-torch-neuronx-setup-on-amazon-linux-2-with-dlami-pytorch" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx" id="id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-pytorch-neuron-torch-neuronx" id="id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx" id="id3">Install Previous PyTorch Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-pytorch-neuron-torch-neuronx">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/torch/index.html#pytorch-neuronx-main"><span class="std std-ref">PyTorch Neuron</span></a> for both Inference and Training.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/trn1/">Trn1 web page</a>, <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">Inf2 web page</a></p></li>
<li><p class="sd-card-text">Check for the latest version of the <a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-pytorch-1-13-amazon-linux-2/">DLAMI Neuron Pytorch 1.13 AMI</a> and copy the AMI name that starts with “Deep Learning AMI Neuron PyTorch 1.13 (Amazon Linux 2) <latest_date>” from “AMI Name:” section</p></li>
<li><p class="sd-card-text">Search for the copied AMI name in the AMI Search , you should see an exact matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.</p></li>
<li><p class="sd-card-text">When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Update Neuron Drivers<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Update OS packages
sudo yum update -y
# Update OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# update Neuron Driver
sudo yum update aws-neuronx-dkms-2* -y
# Update Neuron Runtime
sudo yum update aws-neuronx-collectives-2.* -y
sudo yum update aws-neuronx-runtime-lib-2.* -y
# Update Neuron Tools
sudo yum update aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Get Started With Pytorch DLAMI<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source /opt/aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) for Training section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/training-torch-neuronx.html#training-torch-neuronx"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-pytorch-neuron-torch-neuronx">
<span id="pytorch-neuronx-al2-dlami-update"></span><h2><a class="toc-backref" href="#id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#update-to-latest-pytorch-neuron-torch-neuronx" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
PyTorch 1.13.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source /opt/aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx">
<span id="pytorch-neuronx-install-prev-al2"></span><h2><a class="toc-backref" href="#id3">Install Previous PyTorch Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 torch-neuronx==1.13.1.1.9.0 torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 torch-neuronx==1.13.1.1.8.0 torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 torch-neuronx==1.13.1.1.7.0 torchvision
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:06.652Z |
PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 20 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/pytorch/neuronx/ubuntu/torch-neuronx-ubuntu20.html#setup-torch-neuronx-ubuntu20 | # PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 20 — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
Select a Different Framework or Platform for Setup
## PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 20[#](#pytorch-neuron-torch-neuronx-setup-on-ubuntu-20 "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of PyTorch Neuron (`torch-neuronx`)](#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx)
- [Update to latest PyTorch Neuron (`torch-neuronx`)](#update-to-latest-pytorch-neuron-torch-neuronx)
- [Install Previous PyTorch Neuron Releases for Ubuntu (`torch-neuronx`)](#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx)
## [Get Started with Latest Release of PyTorch Neuron (`torch-neuronx`)](#id1)[#](#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [PyTorch Neuron](../../../../../../frameworks/torch/index.html#pytorch-neuronx-main) for both Inference and Training.
Note
If you are facing a connectivity issue during the model loading process on a Trn1 instance with Ubuntu, that could probably be because of Ubuntu limitations with multiple interfaces. To solve this problem, please follow the steps mentioned [here](../../../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html#trn1-ubuntu-troubleshooting).
Users are highly encouraged to use DLAMI to launch the instances, since DLAMIs come with the required fix.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Trn1 web page](https://aws.amazon.com/ec2/instance-types/trn1/), [Inf2 web page](https://aws.amazon.com/ec2/instance-types/inf2/)
- Select Ubuntu Server 20 AMI
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Runtime
sudo apt-get install aws-neuronx-collectives=2.* -y
sudo apt-get install aws-neuronx-runtime-lib=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
``` ```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* torch-neuronx torchvision
```
Visit PyTorch Neuron(`torch-neuronx`) for Inference section
Visit PyTorch Neuron(`torch-neuronx`) for Training section
## [Update to latest PyTorch Neuron (`torch-neuronx`)](#id2)[#](#update-to-latest-pytorch-neuron-torch-neuronx "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
PyTorch 1.13.1
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
```
## [Install Previous PyTorch Neuron Releases for Ubuntu (`torch-neuronx`)](#id3)[#](#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 torch-neuronx==1.13.1.1.9.0 torchvision
```
Neuron 2.11.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 torch-neuronx==1.13.1.1.8.0 torchvision
```
Neuron 2.10.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 torch-neuronx==1.13.1.1.7.0 torchvision
```
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<strong>
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Running Inference on Variable Input Shapes with Bucketing
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<a class="reference internal" href="../../../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
Data Parallel Inference on PyTorch Neuron
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Developer Guide - PyTorch Neuron (
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Get Started with Latest Release of PyTorch Neuron (
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torch-neuronx
</span>
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Update to latest PyTorch Neuron (
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torch-neuronx
</span>
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<a class="reference internal nav-link" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx">
Install Previous PyTorch Neuron Releases for Ubuntu (
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torch-neuronx
</span>
</code>
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<h1>PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 20</h1>
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<h2> Contents </h2>
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Get Started with Latest Release of PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
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<a class="reference internal nav-link" href="#update-to-latest-pytorch-neuron-torch-neuronx">
Update to latest PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
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<a class="reference internal nav-link" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx">
Install Previous PyTorch Neuron Releases for Ubuntu (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="sd-card sd-sphinx-override sd-w-100 sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-torch-neuronx-ubuntu20">
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<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="pytorch-neuron-torch-neuronx-setup-on-ubuntu-20">
<h1>PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 20<a class="headerlink" href="#pytorch-neuron-torch-neuronx-setup-on-ubuntu-20" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx" id="id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-pytorch-neuron-torch-neuronx" id="id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx" id="id3">Install Previous PyTorch Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-pytorch-neuron-torch-neuronx">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/torch/index.html#pytorch-neuronx-main"><span class="std std-ref">PyTorch Neuron</span></a> for both Inference and Training.</p>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>If you are facing a connectivity issue during the model loading process on a Trn1 instance with Ubuntu, that could probably be because of Ubuntu limitations with multiple interfaces. To solve this problem, please follow the steps mentioned <a class="reference internal" href="../../../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html#trn1-ubuntu-troubleshooting"><span class="std std-ref">here</span></a>.</p>
<p>Users are highly encouraged to use DLAMI to launch the instances, since DLAMIs come with the required fix.</p>
</div>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/trn1/">Trn1 web page</a>, <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">Inf2 web page</a></p></li>
<li><p class="sd-card-text">Select Ubuntu Server 20 AMI</p></li>
<li><p class="sd-card-text">When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
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<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Runtime
sudo apt-get install aws-neuronx-collectives=2.* -y
sudo apt-get install aws-neuronx-runtime-lib=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuronx-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install EFA (Applicable only for <code class="docutils literal notranslate"><span class="pre">Trn1\Trn1n</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
</pre></div>
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</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* torch-neuronx torchvision
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) for Training section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/training-torch-neuronx.html#training-torch-neuronx"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-pytorch-neuron-torch-neuronx">
<span id="pytorch-neuronx-ubuntu20-update"></span><h2><a class="toc-backref" href="#id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#update-to-latest-pytorch-neuron-torch-neuronx" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
PyTorch 1.13.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx">
<span id="pytorch-neuronx-install-prev-u20"></span><h2><a class="toc-backref" href="#id3">Install Previous PyTorch Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 torch-neuronx==1.13.1.1.9.0 torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 torch-neuronx==1.13.1.1.8.0 torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 torch-neuronx==1.13.1.1.7.0 torchvision
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:06.734Z |
PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 20 with DLAMI Base — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/pytorch/neuronx/ubuntu/torch-neuronx-ubuntu20-base-dlami.html#setup-torch-neuronx-ubuntu20-base-dlami | # PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 20 with DLAMI Base — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
Select a Different Framework or Platform for Setup
## PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 20 with DLAMI Base[#](#pytorch-neuron-torch-neuronx-setup-on-ubuntu-20-with-dlami-base "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of PyTorch Neuron (`torch-neuronx`)](#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx)
- [Update to latest PyTorch Neuron (`torch-neuronx`)](#update-to-latest-pytorch-neuron-torch-neuronx)
- [Install Previous PyTorch Neuron Releases for Ubuntu (`torch-neuronx`)](#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx)
## [Get Started with Latest Release of PyTorch Neuron (`torch-neuronx`)](#id1)[#](#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [PyTorch Neuron](../../../../../../frameworks/torch/index.html#pytorch-neuronx-main) for both Inference and Training.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instance sizes and pricing see: [Trn1 web page](https://aws.amazon.com/ec2/instance-types/trn1/), [Inf2 web page](https://aws.amazon.com/ec2/instance-types/inf2/)
- Check for the latest version of the [DLAMI Base AMI](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-ubuntu-20-04/) and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Ubuntu 20.04) <latest\_date>” from “AMI Name:” section
- Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Runtime
sudo apt-get install aws-neuronx-collectives=2.* -y
sudo apt-get install aws-neuronx-runtime-lib=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
``` ```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* torch-neuronx torchvision
```
Visit PyTorch Neuron(`torch-neuronx`) for Inference section
Visit PyTorch Neuron(`torch-neuronx`) for Training section
## [Update to latest PyTorch Neuron (`torch-neuronx`)](#id2)[#](#update-to-latest-pytorch-neuron-torch-neuronx "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
PyTorch 1.13.1
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
```
## [Install Previous PyTorch Neuron Releases for Ubuntu (`torch-neuronx`)](#id3)[#](#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 torch-neuronx==1.13.1.1.9.0 torchvision
```
Neuron 2.11.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 torch-neuronx==1.13.1.1.8.0 torchvision
```
Neuron 2.10.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 torch-neuronx==1.13.1.1.7.0 torchvision
```
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Neuron Custom C++ Operators in MLP Training
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PyTorch Neuron Environment Variables (
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PyTorch Neuron (
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<a class="reference internal nav-link" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx">
Get Started with Latest Release of PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
</a>
</li>
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<a class="reference internal nav-link" href="#update-to-latest-pytorch-neuron-torch-neuronx">
Update to latest PyTorch Neuron (
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torch-neuronx
</span>
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<a class="reference internal nav-link" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx">
Install Previous PyTorch Neuron Releases for Ubuntu (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
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<h1>PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 20 with DLAMI Base</h1>
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Get Started with Latest Release of PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
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</a>
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<a class="reference internal nav-link" href="#update-to-latest-pytorch-neuron-torch-neuronx">
Update to latest PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
)
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<a class="reference internal nav-link" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx">
Install Previous PyTorch Neuron Releases for Ubuntu (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
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<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-torch-neuronx-ubuntu20-base-dlami">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="pytorch-neuron-torch-neuronx-setup-on-ubuntu-20-with-dlami-base">
<h1>PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 20 with DLAMI Base<a class="headerlink" href="#pytorch-neuron-torch-neuronx-setup-on-ubuntu-20-with-dlami-base" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx" id="id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-pytorch-neuron-torch-neuronx" id="id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx" id="id3">Install Previous PyTorch Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-pytorch-neuron-torch-neuronx">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/torch/index.html#pytorch-neuronx-main"><span class="std std-ref">PyTorch Neuron</span></a> for both Inference and Training.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instance sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/trn1/">Trn1 web page</a>, <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">Inf2 web page</a></p></li>
<li><p class="sd-card-text">Check for the latest version of the <a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-ubuntu-20-04/">DLAMI Base AMI</a> and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Ubuntu 20.04) <latest_date>” from “AMI Name:” section</p></li>
<li><p class="sd-card-text">Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.</p></li>
<li><p class="sd-card-text">When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Runtime
sudo apt-get install aws-neuronx-collectives=2.* -y
sudo apt-get install aws-neuronx-runtime-lib=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuronx-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install EFA (Applicable only for <code class="docutils literal notranslate"><span class="pre">Trn1\Trn1n</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* torch-neuronx torchvision
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) for Training section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/training-torch-neuronx.html#training-torch-neuronx"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-pytorch-neuron-torch-neuronx">
<span id="pytorch-neuronx-ubuntu20-update"></span><h2><a class="toc-backref" href="#id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#update-to-latest-pytorch-neuron-torch-neuronx" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
PyTorch 1.13.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx">
<span id="pytorch-neuronx-install-prev-u20"></span><h2><a class="toc-backref" href="#id3">Install Previous PyTorch Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#install-previous-pytorch-neuron-releases-for-ubuntu-torch-neuronx" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 torch-neuronx==1.13.1.1.9.0 torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 torch-neuronx==1.13.1.1.8.0 torchvision
</pre></div>
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</div>
<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 torch-neuronx==1.13.1.1.7.0 torchvision
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:06.850Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/setup/mxnet-neuron.rst.txt | ```
.. _setup-mxnet-neuron:
MxNet Neuron (``mxnet-neuron``) Setup
=====================================
.. note::
This Setup guide is relevant for ``Inf1`` instances.
.. contents:: Table of contents
:local:
:depth: 2
``mxnet-neuron`` setup on Ubuntu 20
-----------------------------------
.. card:: Ubuntu 20 (Ubuntu20 AMI)
:link: setup-mxnet-neuron-u20
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Ubuntu 20 (DLAMI Base AMI)
:link: setup-mxnet-neuron-u20-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
``mxnet-neuron`` setup on Amazon Linux 2 (AL2)
-----------------------------------------------
.. card:: Amazon Linux 2 (Amazon Linux 2 AMI)
:link: setup-mxnet-neuron-al2
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Amazon Linux 2 (DLAMI Base AMI)
:link: setup-mxnet-neuron-al2-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _setup-mxnet-neuron:
MxNet Neuron (``mxnet-neuron``) Setup
=====================================
.. note::
This Setup guide is relevant for ``Inf1`` instances.
.. contents:: Table of contents
:local:
:depth: 2
``mxnet-neuron`` setup on Ubuntu 20
-----------------------------------
.. card:: Ubuntu 20 (Ubuntu20 AMI)
:link: setup-mxnet-neuron-u20
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Ubuntu 20 (DLAMI Base AMI)
:link: setup-mxnet-neuron-u20-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
``mxnet-neuron`` setup on Amazon Linux 2 (AL2)
-----------------------------------------------
.. card:: Amazon Linux 2 (Amazon Linux 2 AMI)
:link: setup-mxnet-neuron-al2
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Amazon Linux 2 (DLAMI Base AMI)
:link: setup-mxnet-neuron-al2-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small</pre></body></html> | 2023-09-29T20:55:06.997Z | |
PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 22 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/pytorch/neuronx/ubuntu/torch-neuronx-ubuntu22.html#setup-torch-neuronx-ubuntu22 | # PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 22 — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
Select a Different Framework or Platform for Setup
## PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 22[#](#pytorch-neuron-torch-neuronx-setup-on-ubuntu-22 "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of PyTorch Neuron (`torch-neuronx`)](#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx)
- [Update to latest PyTorch Neuron (`torch-neuronx`)](#update-to-latest-pytorch-neuron-torch-neuronx)
## [Get Started with Latest Release of PyTorch Neuron (`torch-neuronx`)](#id1)[#](#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [PyTorch Neuron](../../../../../../frameworks/torch/index.html#pytorch-neuronx-main) for both Inference and Training.
Note
If you are facing a connectivity issue during the model loading process on a Trn1 instance with Ubuntu, that could probably be because of Ubuntu limitations with multiple interfaces. To solve this problem, please follow the steps mentioned [here](../../../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html#trn1-ubuntu-troubleshooting).
Users are highly encouraged to use DLAMI to launch the instances, since DLAMIs come with the required fix.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console, please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Trn1 web page](https://aws.amazon.com/ec2/instance-types/trn1/), [Inf2 web page](https://aws.amazon.com/ec2/instance-types/inf2/)
- Select Ubuntu Server 22 AMI
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Runtime
sudo apt-get install aws-neuronx-collectives=2.* -y
sudo apt-get install aws-neuronx-runtime-lib=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
``` ```
# Install Python venv
sudo apt-get install -y python3.10-venv g++
# Create Python venv
python3.10 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* torch-neuronx torchvision
```
Visit PyTorch Neuron(`torch-neuronx`) for Inference section
Visit PyTorch Neuron(`torch-neuronx`) for Training section
## [Update to latest PyTorch Neuron (`torch-neuronx`)](#id2)[#](#update-to-latest-pytorch-neuron-torch-neuronx "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
PyTorch 1.13.1
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
```
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` | <!DOCTYPE html><html lang="en"><head>
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Neuron-Top User Guide
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Neuron-LS User Guide
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Neuron Profile User Guide
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Neuron-Sysfs User Guide
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Terminology
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Examples
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Evaluate Guide
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Compile Guide
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Model Index Guide
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PyTorch Neuron (torch-neuronx)
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PyTorch Neuron (torch-neuron)
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Tensorflow Neuron (tensorflow-neuronx)
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Tensorflow Neuron (tensorflow-neuron)
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Getting Started
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Run inference in pytorch neuron container
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Deploy a TensorFlow Resnet50 model as a Kubernetes service
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Run training in Pytorch Neuron container
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Deploy Neuron Container on EC2
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Deploy Neuron Container on Elastic Container Service (ECS)
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Deploy Neuron Container on Elastic Kubernetes Service (EKS)
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Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
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Troubleshooting Neuron Containers
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Neuron Containers Release Notes
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Neuron K8 Release Notes
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Locate Neuron DLC Image
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Getting Started
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Kubernetes Getting Started
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Inference
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Training
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Deploy Neuron Container on EC2
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Deploy Neuron Container on Elastic Container Service (ECS)
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Deploy Neuron Container on Elastic Kubernetes Service (EKS)
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Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
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Troubleshooting Neuron Containers
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Neuron Containers Release Notes
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Neuron K8 Release Notes
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<h1>PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 22</h1>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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<h1>PyTorch Neuron (“torch-neuronx”) Setup on Ubuntu 22<a class="headerlink" href="#pytorch-neuron-torch-neuronx-setup-on-ubuntu-22" title="Permalink to this headline">#</a></h1>
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</div>
<div class="section" id="get-started-with-latest-release-of-pytorch-neuron-torch-neuronx">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/torch/index.html#pytorch-neuronx-main"><span class="std std-ref">PyTorch Neuron</span></a> for both Inference and Training.</p>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>If you are facing a connectivity issue during the model loading process on a Trn1 instance with Ubuntu, that could probably be because of Ubuntu limitations with multiple interfaces. To solve this problem, please follow the steps mentioned <a class="reference internal" href="../../../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html#trn1-ubuntu-troubleshooting"><span class="std std-ref">here</span></a>.</p>
<p>Users are highly encouraged to use DLAMI to launch the instances, since DLAMIs come with the required fix.</p>
</div>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console, please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/trn1/">Trn1 web page</a>, <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">Inf2 web page</a></p></li>
<li><p class="sd-card-text">Select Ubuntu Server 22 AMI</p></li>
<li><p class="sd-card-text">When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Runtime
sudo apt-get install aws-neuronx-collectives=2.* -y
sudo apt-get install aws-neuronx-runtime-lib=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuronx-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install EFA (Applicable only for <code class="docutils literal notranslate"><span class="pre">Trn1\Trn1n</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.10-venv g++
# Create Python venv
python3.10 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* torch-neuronx torchvision
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) for Training section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/training-torch-neuronx.html#training-torch-neuronx"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-pytorch-neuron-torch-neuronx">
<span id="pytorch-neuronx-ubuntu22-update"></span><h2><a class="toc-backref" href="#id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#update-to-latest-pytorch-neuron-torch-neuronx" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
PyTorch 1.13.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:07.068Z |
PyTorch Neuron (“torch-neuronx”) Setup on Amazon Linux 2 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/pytorch/neuronx/amazon-linux/torch-neuronx-al2.html#setup-torch-neuronx-al2 | # PyTorch Neuron (“torch-neuronx”) Setup on Amazon Linux 2 — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
Select a Different Framework or Platform for Setup
## PyTorch Neuron (“torch-neuronx”) Setup on Amazon Linux 2[#](#pytorch-neuron-torch-neuronx-setup-on-amazon-linux-2 "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of PyTorch Neuron (`torch-neuronx`)](#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx)
- [Update to latest PyTorch Neuron (`torch-neuronx`)](#update-to-latest-pytorch-neuron-torch-neuronx)
- [Install Previous PyTorch Neuron Releases for Amazon Linux (`torch-neuronx`)](#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx)
## [Get Started with Latest Release of PyTorch Neuron (`torch-neuronx`)](#id1)[#](#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [PyTorch Neuron](../../../../../../frameworks/torch/index.html#pytorch-neuronx-main) for both Inference and Training.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console, please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Trn1 web page](https://aws.amazon.com/ec2/instance-types/trn1/), [Inf2 web page](https://aws.amazon.com/ec2/instance-types/inf2/)
- Select Amazon Linux 2 AMI(HVM) - Kernel 5.10
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Runtime
sudo yum install aws-neuronx-collectives-2.* -y
sudo yum install aws-neuronx-runtime-lib-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
``` ```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* torch-neuronx torchvision
```
Visit PyTorch Neuron(`torch-neuronx`) for Inference section
Visit PyTorch Neuron(`torch-neuronx`) for Training section
## [Update to latest PyTorch Neuron (`torch-neuronx`)](#id2)[#](#update-to-latest-pytorch-neuron-torch-neuronx "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
PyTorch 1.13.1
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
```
## [Install Previous PyTorch Neuron Releases for Amazon Linux (`torch-neuronx`)](#id3)[#](#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 torch-neuronx==1.13.1.1.9.0 torchvision
```
Neuron 2.11.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 torch-neuronx==1.13.1.1.8.0 torchvision
```
Neuron 2.10.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 torch-neuronx==1.13.1.1.7.0 torchvision
```
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Get Started with Latest Release of PyTorch Neuron (
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torch-neuronx
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Update to latest PyTorch Neuron (
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torch-neuronx
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Install Previous PyTorch Neuron Releases for Amazon Linux (
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torch-neuronx
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<h1>PyTorch Neuron (“torch-neuronx”) Setup on Amazon Linux 2</h1>
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<h2> Contents </h2>
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Get Started with Latest Release of PyTorch Neuron (
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torch-neuronx
</span>
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<a class="reference internal nav-link" href="#update-to-latest-pytorch-neuron-torch-neuronx">
Update to latest PyTorch Neuron (
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torch-neuronx
</span>
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Install Previous PyTorch Neuron Releases for Amazon Linux (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
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)
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<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-torch-neuronx-al2">
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Select a Different Framework or Platform for Setup</div>
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<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="pytorch-neuron-torch-neuronx-setup-on-amazon-linux-2">
<h1>PyTorch Neuron (“torch-neuronx”) Setup on Amazon Linux 2<a class="headerlink" href="#pytorch-neuron-torch-neuronx-setup-on-amazon-linux-2" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx" id="id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-pytorch-neuron-torch-neuronx" id="id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx" id="id3">Install Previous PyTorch Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-pytorch-neuron-torch-neuronx">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-pytorch-neuron-torch-neuronx" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/torch/index.html#pytorch-neuronx-main"><span class="std std-ref">PyTorch Neuron</span></a> for both Inference and Training.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
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<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console, please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/trn1/">Trn1 web page</a>, <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">Inf2 web page</a></p></li>
<li><p class="sd-card-text">Select Amazon Linux 2 AMI(HVM) - Kernel 5.10</p></li>
<li><p class="sd-card-text">When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
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<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Runtime
sudo yum install aws-neuronx-collectives-2.* -y
sudo yum install aws-neuronx-runtime-lib-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuronx-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install EFA (Applicable only for <code class="docutils literal notranslate"><span class="pre">Trn1\Trn1n</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* torch-neuronx torchvision
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/inference-torch-neuronx.html#inference-torch-neuronx"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit PyTorch Neuron(<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>) for Training section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/torch/training-torch-neuronx.html#training-torch-neuronx"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-pytorch-neuron-torch-neuronx">
<span id="pytorch-neuronx-al2-update"></span><h2><a class="toc-backref" href="#id2">Update to latest PyTorch Neuron (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#update-to-latest-pytorch-neuron-torch-neuronx" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
PyTorch 1.13.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* torch-neuronx torchvision
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx">
<span id="pytorch-neuronx-install-prev-al2"></span><h2><a class="toc-backref" href="#id3">Install Previous PyTorch Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">torch-neuronx</span></code>)</a><a class="headerlink" href="#install-previous-pytorch-neuron-releases-for-amazon-linux-torch-neuronx" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-1" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 torch-neuronx==1.13.1.1.9.0 torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 torch-neuronx==1.13.1.1.8.0 torchvision
</pre></div>
</div>
</div>
<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_pytorch
# Activate Python venv
source aws_neuron_venv_pytorch/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_pytorch --display-name "Python (torch-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 torch-neuronx==1.13.1.1.7.0 torchvision
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:07.150Z |
TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 20 with DLAMI Base — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/tensorflow/neuronx/ubuntu/tensorflow-neuronx-ubuntu20-base-dlami.html#setup-tensorflow-neuronx-u20-base-dlami | # TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 20 with DLAMI Base — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
Select a Different Framework or Platform for Setup
## TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 20 with DLAMI Base[#](#tensorflow-neuron-tensorflow-neuronx-setup-on-ubuntu-20-with-dlami-base "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuronx`)](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx)
- [Update to latest TensorFlow Neuron (`tensorflow-neuronx`)](#update-to-latest-tensorflow-neuron-tensorflow-neuronx)
- [Install Previous TensorFlow Neuron Releases for Ubuntu (`tensorflow-neuronx`)](#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx)
## [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuronx`)](#id1)[#](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [TensorFlow Setup Guide for Inf2 & Trn1](../../../../../../frameworks/tensorflow/tensorflow-neuronx/setup/index.html#tensorflow-neuronx-main).
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instance sizes and pricing see: [Trn1 web page](https://aws.amazon.com/ec2/instance-types/trn1/), [Inf2 web page](https://aws.amazon.com/ec2/instance-types/inf2/)
- Check for the latest version of the [DLAMI Base AMI](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-ubuntu-20-04/) and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Ubuntu 20.04) <latest\_date>” from “AMI Name:” section
- Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Runtime
sudo apt-get install aws-neuronx-collectives=2.* -y
sudo apt-get install aws-neuronx-runtime-lib=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
``` ```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* tensorflow-neuronx
```
Visit TensorFlow Neuron(`tensorflow-neuronx`) for Inference section
## [Update to latest TensorFlow Neuron (`tensorflow-neuronx`)](#id2)[#](#update-to-latest-tensorflow-neuron-tensorflow-neuronx "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
Tensorflow 2.10.1
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
```
Tensorflow 2.9.3
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.9.3.2.1.0
```
Tensorflow 2.8.4
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.8.4.2.1.0
```
## [Install Previous TensorFlow Neuron Releases for Ubuntu (`tensorflow-neuronx`)](#id3)[#](#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 tensorflow-neuronx==2.10.1.2.1.0
```
Neuron 2.11.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 tensorflow-neuronx==2.10.1.2.1.0
```
Neuron 2.10.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 tensorflow-neuronx==2.10.1.2.1.0
```
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Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
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PyTorch Neuron (
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PyTorch Neuron (
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torch-neuronx
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PyTorch Neuron (
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torch-neuronx
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PyTorch Neuron (
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torch-neuronx
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NeuronCore Allocation and Model Placement for Inference (
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torch-neuronx
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Comparison of Traced Inference versus XLA
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Data Parallel Inference on PyTorch Neuron
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Developer Guide - PyTorch Neuron (
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PyTorch Neuron (
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PyTorch Neuron (
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Troubleshooting Guide for PyTorch Neuron (
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PyTorch Neuron (
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Hugging Face BERT Pretraining Tutorial
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Multi-Layer Perceptron Training Tutorial
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PyTorch Neuron for Trainium Hugging Face BERT MRPC task finetuning using Hugging Face Trainer API
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Fine-tune T5 model on Trn1
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ZeRO-1 Tutorial
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Analyze for Training Tutorial
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Neuron Custom C++ Operators in MLP Training
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Neuron Custom C++ Operators Performance Optimization
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AWS Neuron Reference for Nemo Megatron GitHub Repository
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<a class="reference external" href="https://github.com/aws-neuron/aws-neuron-eks-samples">
AWS Neuron Samples for EKS
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AWS Neuron Samples for AWS ParallelCluster
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AWS Neuron Samples GitHub Repository
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API Reference Guide
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PyTorch Neuron neuron_parallel_compile CLI (
<code class="docutils literal notranslate">
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torch-neuronx
</span>
</code>
)
</a>
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PyTorch Neuron Environment Variables (
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torch-neuronx
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Neuron Persistent Cache
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PyTorch Neuron (
<code class="docutils literal notranslate">
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torch-neuronx
</span>
</code>
) Profiling API
</a>
</li>
</ul>
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Developer Guide
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Developer Guide for Training with PyTorch Neuron (
<code class="docutils literal notranslate">
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torch-neuronx
</span>
</code>
)
</a>
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<a class="reference internal" href="../../../../../../frameworks/torch/torch-neuronx/programming-guide/training/pytorch-neuron-debug.html">
How to debug models in PyTorch Neuron (
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torch-neuronx
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Developer Guide for Profiling with PyTorch Neuron (
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torch-neuronx
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PyTorch Neuron (
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torch-neuronx
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) - Supported Operators
</a>
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How to prepare trn1.32xlarge for multi-node execution
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Neuron-Top User Guide
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Neuron-LS User Guide
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Neuron Profile User Guide
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Neuron-Sysfs User Guide
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Tensorflow Neuron (tensorflow-neuron)
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Getting Started
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Run inference in pytorch neuron container
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Deploy a TensorFlow Resnet50 model as a Kubernetes service
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Run training in Pytorch Neuron container
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Deploy a simple mlp training script as a Kubernetes job
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Deploy Neuron Container on EC2
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Deploy Neuron Container on Elastic Container Service (ECS)
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Deploy Neuron Container on Elastic Kubernetes Service (EKS)
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<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx">
Get Started with Latest Release of TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx">
Update to latest TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx">
Install Previous TensorFlow Neuron Releases for Ubuntu (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
)
</a>
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<h1>TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 20 with DLAMI Base</h1>
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<h2> Contents </h2>
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Get Started with Latest Release of TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx">
Update to latest TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx">
Install Previous TensorFlow Neuron Releases for Ubuntu (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
)
</a>
</li>
</ul>
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<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-tensorflow-neuronx-u20-base-dlami">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="tensorflow-neuron-tensorflow-neuronx-setup-on-ubuntu-20-with-dlami-base">
<h1>TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 20 with DLAMI Base<a class="headerlink" href="#tensorflow-neuron-tensorflow-neuronx-setup-on-ubuntu-20-with-dlami-base" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx" id="id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx" id="id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx" id="id3">Install Previous TensorFlow Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuronx/setup/index.html#tensorflow-neuronx-main"><span class="std std-ref">TensorFlow Setup Guide for Inf2 & Trn1</span></a>.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instance sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/trn1/">Trn1 web page</a>, <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">Inf2 web page</a></p></li>
<li><p class="sd-card-text">Check for the latest version of the <a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-ubuntu-20-04/">DLAMI Base AMI</a> and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Ubuntu 20.04) <latest_date>” from “AMI Name:” section</p></li>
<li><p class="sd-card-text">Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.</p></li>
<li><p class="sd-card-text">When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Runtime
sudo apt-get install aws-neuronx-collectives=2.* -y
sudo apt-get install aws-neuronx-runtime-lib=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuronx-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install EFA (Applicable only for <code class="docutils literal notranslate"><span class="pre">Trn1\Trn1n</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* tensorflow-neuronx
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron(<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html#inference-tensorflow-neuronx"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-tensorflow-neuron-tensorflow-neuronx">
<h2><a class="toc-backref" href="#id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
Tensorflow 2.10.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
</pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Tensorflow 2.9.3</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.9.3.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Tensorflow 2.8.4</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.8.4.2.1.0
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx">
<span id="tensorflow-neuronx-install-prev-u20"></span><h2><a class="toc-backref" href="#id3">Install Previous TensorFlow Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-4" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-4">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
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Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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TensorFlow Neuron (“tensorflow-neuronx”) Setup on Amazon Linux 2 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/tensorflow/neuronx/amazon-linux/tensorflow-neuronx-al2.html#setup-tensorflow-neuronx-al2 | # TensorFlow Neuron (“tensorflow-neuronx”) Setup on Amazon Linux 2 — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
Select a Different Framework or Platform for Setup
## TensorFlow Neuron (“tensorflow-neuronx”) Setup on Amazon Linux 2[#](#tensorflow-neuron-tensorflow-neuronx-setup-on-amazon-linux-2 "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuronx`)](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx)
- [Update to latest TensorFlow Neuron (`tensorflow-neuronx`)](#update-to-latest-tensorflow-neuron-tensorflow-neuronx)
- [Install Previous TensorFlow Neuron Releases for Amazon Linux (`tensorflow-neuronx`)](#install-previous-tensorflow-neuron-releases-for-amazon-linux-tensorflow-neuronx)
## [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuronx`)](#id1)[#](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [TensorFlow Setup Guide for Inf2 & Trn1](../../../../../../frameworks/tensorflow/tensorflow-neuronx/setup/index.html#tensorflow-neuronx-main).
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console, please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Trn1 web page](https://aws.amazon.com/ec2/instance-types/trn1/), [Inf2 web page](https://aws.amazon.com/ec2/instance-types/inf2/)
- Select Amazon Linux 2 AMI(HVM) - Kernel 5.10
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Runtime
sudo yum install aws-neuronx-collectives-2.* -y
sudo yum install aws-neuronx-runtime-lib-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
``` ```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* tensorflow-neuronx
```
Visit TensorFlow Neuron(`tensorflow-neuronx`) for Inference section
## [Update to latest TensorFlow Neuron (`tensorflow-neuronx`)](#id2)[#](#update-to-latest-tensorflow-neuron-tensorflow-neuronx "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
Tensorflow 2.10.1
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
```
Tensorflow 2.9.3
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.9.3.2.1.0
```
Tensorflow 2.8.4
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.8.4.2.1.0
```
## [Install Previous TensorFlow Neuron Releases for Amazon Linux (`tensorflow-neuronx`)](#id3)[#](#install-previous-tensorflow-neuron-releases-for-amazon-linux-tensorflow-neuronx "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 tensorflow-neuronx==2.10.1.2.1.0
```
Neuron 2.11.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 tensorflow-neuronx==2.10.1.2.1.0
```
Neuron 2.10.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 tensorflow-neuronx==2.10.1.2.1.0
```
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Mixed Precision and Performance-accuracy Tuning (
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Neuron-Top User Guide
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Neuron-LS User Guide
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Neuron Profile User Guide
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Neuron-Sysfs User Guide
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Overview
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Terminology
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Examples
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Benchmark Guide
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Evaluate Guide
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Compile Guide
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PyTorch Neuron (torch-neuronx)
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PyTorch Neuron (torch-neuron)
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Tensorflow Neuron (tensorflow-neuronx)
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Tensorflow Neuron (tensorflow-neuron)
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MxNet Neuron (mxnet-neuron)
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Getting Started
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Run inference in pytorch neuron container
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Deploy a TensorFlow Resnet50 model as a Kubernetes service
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Run training in Pytorch Neuron container
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Deploy a simple mlp training script as a Kubernetes job
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Deploy Neuron Container on EC2
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Deploy Neuron Container on Elastic Container Service (ECS)
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Deploy Neuron Container on Elastic Kubernetes Service (EKS)
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Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
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Troubleshooting Neuron Containers
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Neuron Containers Release Notes
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Neuron K8 Release Notes
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Locate Neuron DLC Image
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Getting Started
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Kubernetes Getting Started
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Inference
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Training
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Deploy Neuron Container on EC2
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Deploy Neuron Container on Elastic Container Service (ECS)
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Deploy Neuron Container on Elastic Kubernetes Service (EKS)
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Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-tensorflow-neuronx-al2">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="tensorflow-neuron-tensorflow-neuronx-setup-on-amazon-linux-2">
<h1>TensorFlow Neuron (“tensorflow-neuronx”) Setup on Amazon Linux 2<a class="headerlink" href="#tensorflow-neuron-tensorflow-neuronx-setup-on-amazon-linux-2" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx" id="id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx" id="id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-tensorflow-neuron-releases-for-amazon-linux-tensorflow-neuronx" id="id3">Install Previous TensorFlow Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuronx/setup/index.html#tensorflow-neuronx-main"><span class="std std-ref">TensorFlow Setup Guide for Inf2 & Trn1</span></a>.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console, please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/trn1/">Trn1 web page</a>, <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">Inf2 web page</a></p></li>
<li><p class="sd-card-text">Select Amazon Linux 2 AMI(HVM) - Kernel 5.10</p></li>
<li><p class="sd-card-text">When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Runtime
sudo yum install aws-neuronx-collectives-2.* -y
sudo yum install aws-neuronx-runtime-lib-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuronx-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install EFA (Applicable only for <code class="docutils literal notranslate"><span class="pre">Trn1\Trn1n</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* tensorflow-neuronx
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron(<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html#inference-tensorflow-neuronx"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-tensorflow-neuron-tensorflow-neuronx">
<h2><a class="toc-backref" href="#id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
Tensorflow 2.10.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
</pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Tensorflow 2.9.3</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.9.3.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Tensorflow 2.8.4</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.8.4.2.1.0
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-tensorflow-neuron-releases-for-amazon-linux-tensorflow-neuronx">
<span id="tensorflow-neuronx-install-prev-al2"></span><h2><a class="toc-backref" href="#id3">Install Previous TensorFlow Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#install-previous-tensorflow-neuron-releases-for-amazon-linux-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-4" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-4">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-5" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-5">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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Tensorflow Neuron (“tensorflow-neuronx”) Setup on Amazon Linux 2 with DLAMI Base — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/tensorflow/neuronx/amazon-linux/tensorflow-neuronx-al2-base-dlami.html#setup-tensorflow-neuronx-al2-base-dlami | # Tensorflow Neuron (“tensorflow-neuronx”) Setup on Amazon Linux 2 with DLAMI Base — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
Select a Different Framework or Platform for Setup
## Tensorflow Neuron (“tensorflow-neuronx”) Setup on Amazon Linux 2 with DLAMI Base[#](#tensorflow-neuron-tensorflow-neuronx-setup-on-amazon-linux-2-with-dlami-base "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of Tensorflow Neuron (`tensorflow-neuronx`)](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx)
- [Update to latest TensorFlow Neuron (`tensorflow-neuronx`)](#update-to-latest-tensorflow-neuron-tensorflow-neuronx)
- [Install Previous TensorFlow Neuron Releases for Amazon Linux (`tensorflow-neuronx`)](#install-previous-tensorflow-neuron-releases-for-amazon-linux-tensorflow-neuronx)
## [Get Started with Latest Release of Tensorflow Neuron (`tensorflow-neuronx`)](#id1)[#](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [TensorFlow Setup Guide for Inf2 & Trn1](../../../../../../frameworks/tensorflow/tensorflow-neuronx/setup/index.html#tensorflow-neuronx-main).
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instance sizes and pricing see: [Trn1 web page](https://aws.amazon.com/ec2/instance-types/trn1/), [Inf2 web page](https://aws.amazon.com/ec2/instance-types/inf2/)
- Check for the latest version of the [DLAMI Base AMI](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-amazon-linux-2/) and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Amazon Linux 2) <latest\_date>” from “AMI Name:” section
- Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Runtime
sudo yum install aws-neuronx-collectives-2.* -y
sudo yum install aws-neuronx-runtime-lib-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
``` ```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* tensorflow-neuronx
```
Visit TensorFlow Neuron(`tensorflow-neuronx`) for Inference section
## [Update to latest TensorFlow Neuron (`tensorflow-neuronx`)](#id2)[#](#update-to-latest-tensorflow-neuron-tensorflow-neuronx "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
Tensorflow 2.10.1
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
```
Tensorflow 2.9.3
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.9.3.2.1.0
```
Tensorflow 2.8.4
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.8.4.2.1.0
```
## [Install Previous TensorFlow Neuron Releases for Amazon Linux (`tensorflow-neuronx`)](#id3)[#](#install-previous-tensorflow-neuron-releases-for-amazon-linux-tensorflow-neuronx "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 tensorflow-neuronx==2.10.1.2.1.0
```
Neuron 2.11.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 tensorflow-neuronx==2.10.1.2.1.0
```
Neuron 2.10.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 tensorflow-neuronx==2.10.1.2.1.0
```
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Overview
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Quick Links
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Get Started with Neuron
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GitHub Samples
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Performance
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ML Frameworks
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Pytorch Neuron Setup
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Inference (Inf2 & Trn1)
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Compiling and Deploying HuggingFace Pretrained BERT on Trn1 or Inf2
</a>
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Compiling and Deploying ResNet50 on Trn1 or Inf2
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T5 model inference on Trn1 or Inf2
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Transformers Neuron GitHub samples
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PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Tracing API for Inference
</a>
</li>
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<a class="reference internal" href="../../../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-core-placement.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-analyze.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) Analyze API for Inference
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../../frameworks/torch/torch-neuronx/api-reference-guide/inference/api-torch-neuronx-data-parallel.html">
PyTorch Neuron (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
</code>
) DataParallel API
</a>
</li>
</ul>
</li>
<li class="toctree-l3 has-children">
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Developer Guide
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NeuronCore Allocation and Model Placement for Inference (
<span class="xref std std-ref">
torch-neuronx
</span>
)
</a>
</li>
<li class="toctree-l4">
<a class="reference internal" href="../../../../../../frameworks/torch/torch-neuronx/programming-guide/inference/trace-vs-xla-lazytensor.html">
Comparison of Traced Inference versus XLA
<span class="xref std std-ref">
Lazy Tensor
</span>
Inference (
<code class="docutils literal notranslate">
<span class="pre">
torch-neuronx
</span>
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Neuron Containers Release Notes
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Getting Started
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Deploy Neuron Container on Elastic Container Service (ECS)
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Neuron Containers Release Notes
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Get Started with Latest Release of Tensorflow Neuron (
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tensorflow-neuronx
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<h1>Tensorflow Neuron (“tensorflow-neuronx”) Setup on Amazon Linux 2 with DLAMI Base</h1>
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Get Started with Latest Release of Tensorflow Neuron (
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Install Previous TensorFlow Neuron Releases for Amazon Linux (
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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Select a Different Framework or Platform for Setup</div>
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<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="tensorflow-neuron-tensorflow-neuronx-setup-on-amazon-linux-2-with-dlami-base">
<h1>Tensorflow Neuron (“tensorflow-neuronx”) Setup on Amazon Linux 2 with DLAMI Base<a class="headerlink" href="#tensorflow-neuron-tensorflow-neuronx-setup-on-amazon-linux-2-with-dlami-base" title="Permalink to this headline">#</a></h1>
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<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx" id="id1">Get Started with Latest Release of Tensorflow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx" id="id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-tensorflow-neuron-releases-for-amazon-linux-tensorflow-neuronx" id="id3">Install Previous TensorFlow Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of Tensorflow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuronx/setup/index.html#tensorflow-neuronx-main"><span class="std std-ref">TensorFlow Setup Guide for Inf2 & Trn1</span></a>.</p>
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</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instance sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/trn1/">Trn1 web page</a>, <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">Inf2 web page</a></p></li>
<li><p class="sd-card-text">Check for the latest version of the <a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-amazon-linux-2/">DLAMI Base AMI</a> and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Amazon Linux 2) <latest_date>” from “AMI Name:” section</p></li>
<li><p class="sd-card-text">Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.</p></li>
<li><p class="sd-card-text">When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Runtime
sudo yum install aws-neuronx-collectives-2.* -y
sudo yum install aws-neuronx-runtime-lib-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuronx-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install EFA (Applicable only for <code class="docutils literal notranslate"><span class="pre">Trn1\Trn1n</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* tensorflow-neuronx
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron(<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html#inference-tensorflow-neuronx"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-tensorflow-neuron-tensorflow-neuronx">
<h2><a class="toc-backref" href="#id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
Tensorflow 2.10.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
</pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Tensorflow 2.9.3</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.9.3.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Tensorflow 2.8.4</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.8.4.2.1.0
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-tensorflow-neuron-releases-for-amazon-linux-tensorflow-neuronx">
<span id="tensorflow-neuronx-install-prev-al2"></span><h2><a class="toc-backref" href="#id3">Install Previous TensorFlow Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#install-previous-tensorflow-neuron-releases-for-amazon-linux-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-4" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-4">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-5" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-5">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:07.670Z |
TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 20 with DLAMI TensorFlow — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/tensorflow/neuronx/ubuntu/tensorflow-neuronx-ubuntu20-tensorflow-dlami.html#setup-tensorflow-neuronx-u20-dlami-tensorflow | # TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 20 with DLAMI TensorFlow — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
Select a Different Framework or Platform for Setup
## TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 20 with DLAMI TensorFlow[#](#tensorflow-neuron-tensorflow-neuronx-setup-on-ubuntu-20-with-dlami-tensorflow "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuronx`)](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx)
- [Update to latest TensorFlow Neuron (`tensorflow-neuronx`)](#update-to-latest-tensorflow-neuron-tensorflow-neuronx)
- [Install Previous TensorFlow Neuron Releases for Ubuntu (`tensorflow-neuronx`)](#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx)
## [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuronx`)](#id1)[#](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [TensorFlow Setup Guide for Inf2 & Trn1](../../../../../../frameworks/tensorflow/tensorflow-neuronx/setup/index.html#tensorflow-neuronx-main) for both Inference and Training.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Trn1 web page](https://aws.amazon.com/ec2/instance-types/trn1/), [Inf2 web page](https://aws.amazon.com/ec2/instance-types/inf2/)
- Check for the latest version of the [Deep Learning AMI Neuron TensorFlow 2.10](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-tensorflow-2-10-ubuntu-20-04/) and copy the AMI name that starts with “Deep Learning AMI Neuron TensorFlow 2.10 (Ubuntu 20.04) <latest\_date>” from “AMI Name:” section
- Search for the copied AMI name in the AMI Search , you should see an exact matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Update OS packages
sudo apt-get update -y
# Update OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# update Neuron Driver
sudo apt-get update aws-neuronx-dkms=2.* -y
# Update Neuron Runtime
sudo apt-get install aws-neuronx-collectives=2.* -y
sudo apt-get install aws-neuronx-runtime-lib=2.* -y
# Update Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Activate Python venv
source /opt/aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
```
Visit TensorFlow Neuron(`tensorflow-neuronx`) for Inference section
Visit TensorFlow Neuron section for more
## [Update to latest TensorFlow Neuron (`tensorflow-neuronx`)](#id2)[#](#update-to-latest-tensorflow-neuron-tensorflow-neuronx "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
Tensorflow 2.10.1
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source /opt/aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
```
Tensorflow 2.9.3
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source /opt/aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.9.3.2.1.0
```
Tensorflow 2.8.4
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source /opt/aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.8.4.2.1.0
```
## [Install Previous TensorFlow Neuron Releases for Ubuntu (`tensorflow-neuronx`)](#id3)[#](#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 tensorflow-neuronx==2.10.1.2.1.0
```
Neuron 2.11.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 tensorflow-neuronx==2.10.1.2.1.0
```
Neuron 2.10.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 tensorflow-neuronx==2.10.1.2.1.0
```
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<strong>
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PyTorch Neuron (
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Running Inference on Variable Input Shapes with Bucketing
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<a class="reference internal" href="../../../../../appnotes/torch-neuron/torch-neuron-dataparallel-app-note.html">
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Get Started with Latest Release of TensorFlow Neuron (
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tensorflow-neuronx
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Update to latest TensorFlow Neuron (
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tensorflow-neuronx
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Install Previous TensorFlow Neuron Releases for Ubuntu (
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tensorflow-neuronx
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<h1>TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 20 with DLAMI TensorFlow</h1>
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Get Started with Latest Release of TensorFlow Neuron (
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tensorflow-neuronx
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<a class="reference internal nav-link" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx">
Update to latest TensorFlow Neuron (
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tensorflow-neuronx
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Install Previous TensorFlow Neuron Releases for Ubuntu (
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tensorflow-neuronx
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-tensorflow-neuronx-u20-dlami-tensorflow">
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Select a Different Framework or Platform for Setup</div>
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<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="tensorflow-neuron-tensorflow-neuronx-setup-on-ubuntu-20-with-dlami-tensorflow">
<h1>TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 20 with DLAMI TensorFlow<a class="headerlink" href="#tensorflow-neuron-tensorflow-neuronx-setup-on-ubuntu-20-with-dlami-tensorflow" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx" id="id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx" id="id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx" id="id3">Install Previous TensorFlow Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuronx/setup/index.html#tensorflow-neuronx-main"><span class="std std-ref">TensorFlow Setup Guide for Inf2 & Trn1</span></a> for both Inference and Training.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/trn1/">Trn1 web page</a>, <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">Inf2 web page</a></p></li>
<li><p class="sd-card-text">Check for the latest version of the <a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-tensorflow-2-10-ubuntu-20-04/">Deep Learning AMI Neuron TensorFlow 2.10</a> and copy the AMI name that starts with “Deep Learning AMI Neuron TensorFlow 2.10 (Ubuntu 20.04) <latest_date>” from “AMI Name:” section</p></li>
<li><p class="sd-card-text">Search for the copied AMI name in the AMI Search , you should see an exact matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.</p></li>
<li><p class="sd-card-text">When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
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</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Update Neuron Drivers<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
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<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
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<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Update OS packages
sudo apt-get update -y
# Update OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# update Neuron Driver
sudo apt-get update aws-neuronx-dkms=2.* -y
# Update Neuron Runtime
sudo apt-get install aws-neuronx-collectives=2.* -y
sudo apt-get install aws-neuronx-runtime-lib=2.* -y
# Update Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
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<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Get Started With TensorFlow DLAMI<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source /opt/aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
</pre></div>
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</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron(<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html#inference-tensorflow-neuronx"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-body-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron section for more</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/index.html#tensorflow-neuron-main"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-tensorflow-neuron-tensorflow-neuronx">
<h2><a class="toc-backref" href="#id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
Tensorflow 2.10.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source /opt/aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
</pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Tensorflow 2.9.3</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source /opt/aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.9.3.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Tensorflow 2.8.4</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source /opt/aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.8.4.2.1.0
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx">
<span id="tensorflow-neuronx-install-prev-u20"></span><h2><a class="toc-backref" href="#id3">Install Previous TensorFlow Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-4" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-4">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-5" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-5">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:07.936Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/setup/tensorflow-neuron.rst.txt | ```
.. _setup-tensorflow-neuron:
Tensorflow Neuron (``tensorflow-neuron``) Setup
===============================================
.. note::
This Setup guide is relevant for ``Inf1`` instances.
.. contents:: Table of contents
:local:
:depth: 2
``tensorflow-neuron`` setup on Ubuntu 20
-----------------------------------------
.. card:: Ubuntu 20 (Ubuntu20 AMI)
:link: setup-tensorflow-neuron-u20
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Ubuntu 20 (DLAMI Base AMI)
:link: setup-tensorflow-neuron-u20-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
``tensorflow-neuron`` setup on Ubuntu 22
-----------------------------------------
.. card:: Ubuntu 22 (Ubuntu22 AMI)
:link: setup-tensorflow-neuron-u22
:link-type: ref
:class-body: sphinx-design-class-title-small
``tensorflow-neuron`` setup on Amazon Linux 2 (AL2)
---------------------------------------------------
.. card:: Amazon Linux 2 (Amazon Linux 2 AMI)
:link: setup-tensorflow-neuron-al2
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Amazon Linux 2 (DLAMI Base AMI)
:link: setup-tensorflow-neuron-al2-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _setup-tensorflow-neuron:
Tensorflow Neuron (``tensorflow-neuron``) Setup
===============================================
.. note::
This Setup guide is relevant for ``Inf1`` instances.
.. contents:: Table of contents
:local:
:depth: 2
``tensorflow-neuron`` setup on Ubuntu 20
-----------------------------------------
.. card:: Ubuntu 20 (Ubuntu20 AMI)
:link: setup-tensorflow-neuron-u20
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Ubuntu 20 (DLAMI Base AMI)
:link: setup-tensorflow-neuron-u20-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
``tensorflow-neuron`` setup on Ubuntu 22
-----------------------------------------
.. card:: Ubuntu 22 (Ubuntu22 AMI)
:link: setup-tensorflow-neuron-u22
:link-type: ref
:class-body: sphinx-design-class-title-small
``tensorflow-neuron`` setup on Amazon Linux 2 (AL2)
---------------------------------------------------
.. card:: Amazon Linux 2 (Amazon Linux 2 AMI)
:link: setup-tensorflow-neuron-al2
:link-type: ref
:class-body: sphinx-design-class-title-small
.. card:: Amazon Linux 2 (DLAMI Base AMI)
:link: setup-tensorflow-neuron-al2-base-dlami
:link-type: ref
:class-body: sphinx-design-class-title-small
</pre></body></html> | 2023-09-29T20:55:07.964Z | |
TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 20 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/tensorflow/neuronx/ubuntu/tensorflow-neuronx-ubuntu20.html#setup-tensorflow-neuronx-u20 | # TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 20 — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
Select a Different Framework or Platform for Setup
## TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 20[#](#tensorflow-neuron-tensorflow-neuronx-setup-on-ubuntu-20 "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuronx`)](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx)
- [Update to latest TensorFlow Neuron (`tensorflow-neuronx`)](#update-to-latest-tensorflow-neuron-tensorflow-neuronx)
- [Install Previous TensorFlow Neuron Releases for Ubuntu (`tensorflow-neuronx`)](#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx)
## [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuronx`)](#id1)[#](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [TensorFlow Setup Guide for Inf2 & Trn1](../../../../../../frameworks/tensorflow/tensorflow-neuronx/setup/index.html#tensorflow-neuronx-main).
Note
If you are facing a connectivity issue during the model loading process on a Trn1 instance with Ubuntu, that could probably be because of Ubuntu limitations with multiple interfaces. To solve this problem, please follow the steps mentioned [here](../../../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html#trn1-ubuntu-troubleshooting).
Users are highly encouraged to use DLAMI to launch the instances, since DLAMIs come with the required fix.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Trn1 web page](https://aws.amazon.com/ec2/instance-types/trn1/), [Inf2 web page](https://aws.amazon.com/ec2/instance-types/inf2/)
- Select Ubuntu Server 20 AMI
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Runtime
sudo apt-get install aws-neuronx-collectives=2.* -y
sudo apt-get install aws-neuronx-runtime-lib=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
``` ```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* tensorflow-neuronx
```
Visit TensorFlow Neuron(`tensorflow-neuronx`) for Inference section
## [Update to latest TensorFlow Neuron (`tensorflow-neuronx`)](#id2)[#](#update-to-latest-tensorflow-neuron-tensorflow-neuronx "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
Tensorflow 2.10.1
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
```
Tensorflow 2.9.3
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.9.3.2.1.0
```
Tensorflow 2.8.4
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.8.4.2.1.0
```
## [Install Previous TensorFlow Neuron Releases for Ubuntu (`tensorflow-neuronx`)](#id3)[#](#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 tensorflow-neuronx==2.10.1.2.1.0
```
Neuron 2.11.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 tensorflow-neuronx==2.10.1.2.1.0
```
Neuron 2.10.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 tensorflow-neuronx==2.10.1.2.1.0
```
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n` | <!DOCTYPE html><html lang="en"><head>
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<a class="reference internal nav-link" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx">
Get Started with Latest Release of TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
)
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<a class="reference internal nav-link" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx">
Update to latest TensorFlow Neuron (
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tensorflow-neuronx
</span>
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)
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<a class="reference internal nav-link" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx">
Install Previous TensorFlow Neuron Releases for Ubuntu (
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tensorflow-neuronx
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<h1>TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 20</h1>
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<h2> Contents </h2>
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Get Started with Latest Release of TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx">
Update to latest TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx">
Install Previous TensorFlow Neuron Releases for Ubuntu (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
)
</a>
</li>
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<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-tensorflow-neuronx-u20">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="tensorflow-neuron-tensorflow-neuronx-setup-on-ubuntu-20">
<h1>TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 20<a class="headerlink" href="#tensorflow-neuron-tensorflow-neuronx-setup-on-ubuntu-20" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx" id="id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx" id="id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx" id="id3">Install Previous TensorFlow Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuronx/setup/index.html#tensorflow-neuronx-main"><span class="std std-ref">TensorFlow Setup Guide for Inf2 & Trn1</span></a>.</p>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>If you are facing a connectivity issue during the model loading process on a Trn1 instance with Ubuntu, that could probably be because of Ubuntu limitations with multiple interfaces. To solve this problem, please follow the steps mentioned <a class="reference internal" href="../../../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html#trn1-ubuntu-troubleshooting"><span class="std std-ref">here</span></a>.</p>
<p>Users are highly encouraged to use DLAMI to launch the instances, since DLAMIs come with the required fix.</p>
</div>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/trn1/">Trn1 web page</a>, <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">Inf2 web page</a></p></li>
<li><p class="sd-card-text">Select Ubuntu Server 20 AMI</p></li>
<li><p class="sd-card-text">When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Runtime
sudo apt-get install aws-neuronx-collectives=2.* -y
sudo apt-get install aws-neuronx-runtime-lib=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuronx-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install EFA (Applicable only for <code class="docutils literal notranslate"><span class="pre">Trn1\Trn1n</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* tensorflow-neuronx
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron(<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html#inference-tensorflow-neuronx"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-tensorflow-neuron-tensorflow-neuronx">
<h2><a class="toc-backref" href="#id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
Tensorflow 2.10.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
</pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Tensorflow 2.9.3</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.9.3.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Tensorflow 2.8.4</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.8.4.2.1.0
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx">
<span id="tensorflow-neuronx-install-prev-u20"></span><h2><a class="toc-backref" href="#id3">Install Previous TensorFlow Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-4" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-4">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-5" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-5">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:08.118Z |
TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 22 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/tensorflow/neuronx/ubuntu/tensorflow-neuronx-ubuntu22.html#setup-tensorflow-neuronx-u22 | # TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 22 — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
Select a Different Framework or Platform for Setup
## TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 22[#](#tensorflow-neuron-tensorflow-neuronx-setup-on-ubuntu-22 "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuronx`)](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx)
- [Update to latest TensorFlow Neuron (`tensorflow-neuronx`)](#update-to-latest-tensorflow-neuron-tensorflow-neuronx)
## [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuronx`)](#id1)[#](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [TensorFlow Setup Guide for Inf2 & Trn1](../../../../../../frameworks/tensorflow/tensorflow-neuronx/setup/index.html#tensorflow-neuronx-main).
Note
If you are facing a connectivity issue during the model loading process on a Trn1 instance with Ubuntu, that could probably be because of Ubuntu limitations with multiple interfaces. To solve this problem, please follow the steps mentioned [here](../../../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html#trn1-ubuntu-troubleshooting).
Users are highly encouraged to use DLAMI to launch the instances, since DLAMIs come with the required fix.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console, please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Trn1 web page](https://aws.amazon.com/ec2/instance-types/trn1/), [Inf2 web page](https://aws.amazon.com/ec2/instance-types/inf2/)
- Select Ubuntu Server 22 AMI
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Runtime
sudo apt-get install aws-neuronx-collectives=2.* -y
sudo apt-get install aws-neuronx-runtime-lib=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
``` ```
# Install Python venv
sudo apt-get install -y python3.10-venv g++
# Create Python venv
python3.10 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* tensorflow-neuronx
```
Visit TensorFlow Neuron(`tensorflow-neuronx`) for Inference section
## [Update to latest TensorFlow Neuron (`tensorflow-neuronx`)](#id2)[#](#update-to-latest-tensorflow-neuron-tensorflow-neuronx "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
Tensorflow 2.10.1
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
```
Tensorflow 2.9.3
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.9.3.2.1.0
```
Tensorflow 2.8.4
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.8.4.2.1.0
```
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Neuron-Top User Guide
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Neuron Profile User Guide
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Tensorflow Neuron (tensorflow-neuron)
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Run inference in pytorch neuron container
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Run training in Pytorch Neuron container
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Deploy Neuron Container on EC2
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Deploy Neuron Container on Elastic Container Service (ECS)
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Deploy Neuron Container on Elastic Kubernetes Service (EKS)
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<a class="reference internal nav-link" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx">
Get Started with Latest Release of TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
)
</a>
</li>
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<a class="reference internal nav-link" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx">
Update to latest TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
</code>
)
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<h1>TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 22</h1>
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<h2> Contents </h2>
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Get Started with Latest Release of TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
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)
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</li>
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<a class="reference internal nav-link" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx">
Update to latest TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuronx
</span>
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)
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<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-tensorflow-neuronx-u22">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="tensorflow-neuron-tensorflow-neuronx-setup-on-ubuntu-22">
<h1>TensorFlow Neuron (“tensorflow-neuronx”) Setup on Ubuntu 22<a class="headerlink" href="#tensorflow-neuron-tensorflow-neuronx-setup-on-ubuntu-22" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx" id="id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx" id="id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuronx/setup/index.html#tensorflow-neuronx-main"><span class="std std-ref">TensorFlow Setup Guide for Inf2 & Trn1</span></a>.</p>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>If you are facing a connectivity issue during the model loading process on a Trn1 instance with Ubuntu, that could probably be because of Ubuntu limitations with multiple interfaces. To solve this problem, please follow the steps mentioned <a class="reference internal" href="../../../../../../frameworks/torch/torch-neuronx/training-troubleshooting.html#trn1-ubuntu-troubleshooting"><span class="std std-ref">here</span></a>.</p>
<p>Users are highly encouraged to use DLAMI to launch the instances, since DLAMIs come with the required fix.</p>
</div>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console, please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/trn1/">Trn1 web page</a>, <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">Inf2 web page</a></p></li>
<li><p class="sd-card-text">Select Ubuntu Server 22 AMI</p></li>
<li><p class="sd-card-text">When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Runtime
sudo apt-get install aws-neuronx-collectives=2.* -y
sudo apt-get install aws-neuronx-runtime-lib=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuronx-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install EFA (Applicable only for <code class="docutils literal notranslate"><span class="pre">Trn1\Trn1n</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install EFA Driver (only required for multi-instance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.10-venv g++
# Create Python venv
python3.10 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.* tensorflow-neuronx
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron(<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html#inference-tensorflow-neuronx"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-tensorflow-neuron-tensorflow-neuronx">
<h2><a class="toc-backref" href="#id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
Tensorflow 2.10.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
</pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Tensorflow 2.9.3</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.9.3.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Tensorflow 2.8.4</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.8.4.2.1.0
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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Tensorflow Neuron (“tensorflow-neuronx”) Setup on Amazon Linux 2 with DLAMI Tensorflow — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/tensorflow/neuronx/amazon-linux/tensorflow-neuronx-al2-tensorflow-dlami.html#setup-tensorflow-neuronx-al2-dlami-tensorflow | # Tensorflow Neuron (“tensorflow-neuronx”) Setup on Amazon Linux 2 with DLAMI Tensorflow — AWS Neuron Documentation
_This document is relevant for_: `Inf2`, `Trn1`, `Trn1n`
Select a Different Framework or Platform for Setup
## Tensorflow Neuron (“tensorflow-neuronx”) Setup on Amazon Linux 2 with DLAMI Tensorflow[#](#tensorflow-neuron-tensorflow-neuronx-setup-on-amazon-linux-2-with-dlami-tensorflow "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of Neuron Tensorflow (`tensorflow-neuronx`)](#get-started-with-latest-release-of-neuron-tensorflow-tensorflow-neuronx)
- [Update to latest TensorFlow Neuron (`tensorflow-neuronx`)](#update-to-latest-tensorflow-neuron-tensorflow-neuronx)
- [Install Previous TensorFlow Neuron Releases for Amazon Linux (`tensorflow-neuronx`)](#install-previous-tensorflow-neuron-releases-for-amazon-linux-tensorflow-neuronx)
## [Get Started with Latest Release of Neuron Tensorflow (`tensorflow-neuronx`)](#id1)[#](#get-started-with-latest-release-of-neuron-tensorflow-tensorflow-neuronx "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [TensorFlow Setup Guide for Inf2 & Trn1](../../../../../../frameworks/tensorflow/tensorflow-neuronx/setup/index.html#tensorflow-neuronx-main).
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Trn1 web page](https://aws.amazon.com/ec2/instance-types/trn1/), [Inf2 web page](https://aws.amazon.com/ec2/instance-types/inf2/)
- Check for the latest version of the [Deep Learning AMI Neuron TensorFlow 2.10](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-tensorflow-2-10-amazon-linux-2/) and copy the AMI name that starts with “Deep Learning AMI Neuron TensorFlow 2.10 (Amazon Linux 2) <latest\_date>” from “AMI Name:” section
- Search for the copied AMI name in the AMI Search , you should see an exact matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Update OS packages
sudo yum update -y
# Update OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# update Neuron Driver
sudo yum update aws-neuronx-dkms-2* -y
# Update Neuron Runtime
sudo yum update aws-neuronx-collectives-2.* -y
sudo yum update aws-neuronx-runtime-lib-2.* -y
# Update Neuron Tools
sudo yum update aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Activate Python venv
source /opt/aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
```
Visit TensorFlow Neuron(`tensorflow-neuronx`) for Inference section
Visit TensorFlow Neuron section for more
## [Update to latest TensorFlow Neuron (`tensorflow-neuronx`)](#id2)[#](#update-to-latest-tensorflow-neuron-tensorflow-neuronx "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
Tensorflow 2.10.1
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source /opt/aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
```
Tensorflow 2.9.3
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source /opt/aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.9.3.2.1.0
```
Tensorflow 2.8.4
Note
- Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.
- When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.
```
# Activate Python venv
source /opt/aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.8.4.2.1.0
```
## [Install Previous TensorFlow Neuron Releases for Amazon Linux (`tensorflow-neuronx`)](#id3)[#](#install-previous-tensorflow-neuron-releases-for-amazon-linux-tensorflow-neuronx "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 tensorflow-neuronx==2.10.1.2.1.0
```
Neuron 2.11.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 tensorflow-neuronx==2.10.1.2.1.0
```
Neuron 2.10.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 tensorflow-neuronx==2.10.1.2.1.0
```
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Overview
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PyTorch Neuron (
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PyTorch Neuron (
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</span>
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) NeuronCore Placement APIs
<strong>
[Experimental]
</strong>
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PyTorch Neuron (
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<span class="pre">
torch-neuronx
</span>
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) Analyze API for Inference
</a>
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PyTorch Neuron (
<code class="docutils literal notranslate">
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</span>
</code>
) DataParallel API
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</span>
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<span class="xref std std-ref">
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</span>
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Get Started with Latest Release of Neuron Tensorflow (
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tensorflow-neuronx
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tensorflow-neuronx
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Install Previous TensorFlow Neuron Releases for Amazon Linux (
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tensorflow-neuronx
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<h1>Tensorflow Neuron (“tensorflow-neuronx”) Setup on Amazon Linux 2 with DLAMI Tensorflow</h1>
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Get Started with Latest Release of Neuron Tensorflow (
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tensorflow-neuronx
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Update to latest TensorFlow Neuron (
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tensorflow-neuronx
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Install Previous TensorFlow Neuron Releases for Amazon Linux (
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tensorflow-neuronx
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-tensorflow-neuronx-al2-dlami-tensorflow">
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<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="tensorflow-neuron-tensorflow-neuronx-setup-on-amazon-linux-2-with-dlami-tensorflow">
<h1>Tensorflow Neuron (“tensorflow-neuronx”) Setup on Amazon Linux 2 with DLAMI Tensorflow<a class="headerlink" href="#tensorflow-neuron-tensorflow-neuronx-setup-on-amazon-linux-2-with-dlami-tensorflow" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-neuron-tensorflow-tensorflow-neuronx" id="id1">Get Started with Latest Release of Neuron Tensorflow (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx" id="id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-tensorflow-neuron-releases-for-amazon-linux-tensorflow-neuronx" id="id3">Install Previous TensorFlow Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-neuron-tensorflow-tensorflow-neuronx">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of Neuron Tensorflow (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-neuron-tensorflow-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuronx/setup/index.html#tensorflow-neuronx-main"><span class="std std-ref">TensorFlow Setup Guide for Inf2 & Trn1</span></a>.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
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<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/trn1/">Trn1 web page</a>, <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf2/">Inf2 web page</a></p></li>
<li><p class="sd-card-text">Check for the latest version of the <a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-neuron-tensorflow-2-10-amazon-linux-2/">Deep Learning AMI Neuron TensorFlow 2.10</a> and copy the AMI name that starts with “Deep Learning AMI Neuron TensorFlow 2.10 (Amazon Linux 2) <latest_date>” from “AMI Name:” section</p></li>
<li><p class="sd-card-text">Search for the copied AMI name in the AMI Search , you should see an exact matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.</p></li>
<li><p class="sd-card-text">When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Update Neuron Drivers<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
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<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
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<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Update OS packages
sudo yum update -y
# Update OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# update Neuron Driver
sudo yum update aws-neuronx-dkms-2* -y
# Update Neuron Runtime
sudo yum update aws-neuronx-collectives-2.* -y
sudo yum update aws-neuronx-runtime-lib-2.* -y
# Update Neuron Tools
sudo yum update aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Get Started With Tensorflow DLAMI<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source /opt/aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron(<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuronx-inference.html#inference-tensorflow-neuronx"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-body-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron section for more</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/index.html#tensorflow-neuron-main"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-tensorflow-neuron-tensorflow-neuronx">
<h2><a class="toc-backref" href="#id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#update-to-latest-tensorflow-neuron-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
Tensorflow 2.10.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source /opt/aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx
</pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Tensorflow 2.9.3</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source /opt/aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.9.3.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Tensorflow 2.8.4</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<ul class="simple">
<li><p>Instructions in this page only apply to setting up Neuron components on Linux host running Ubuntu or Amazon Linux AMI.</p></li>
<li><p>When launching a Trn1, please adjust your primary EBS volume size to a minimum of 512GB.</p></li>
</ul>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source /opt/aws_neuron_venv_tensorflow/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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
# Update Neuron Compiler and Framework
python -m pip install --upgrade neuronx-cc==2.* tensorflow-neuronx==2.8.4.2.1.0
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-tensorflow-neuron-releases-for-amazon-linux-tensorflow-neuronx">
<span id="tensorflow-neuronx-install-prev-al2"></span><h2><a class="toc-backref" href="#id3">Install Previous TensorFlow Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuronx</span></code>)</a><a class="headerlink" href="#install-previous-tensorflow-neuron-releases-for-amazon-linux-tensorflow-neuronx" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.8.0.25 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-4" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-4">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.7.0.40 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-5" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-5">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_tensorflow
# Activate Python venv
source aws_neuron_venv_tensorflow/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_tensorflow --display-name "Python (tensorflow-neuronx)"
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 wget, awscli
python -m pip install wget
python -m pip install awscli
# Install Neuron Compiler and Framework
python -m pip install neuronx-cc==2.6.0.19 tensorflow-neuronx==2.10.1.2.1.0
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:08.520Z |
MXNet Neuron (“mxnet-neuron”) Setup on Amazon Linux 2 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/mxnet/neuron/amazon-linux/mxnet-neuron-al2.html#setup-mxnet-neuron-al2 | # MXNet Neuron (“mxnet-neuron”) Setup on Amazon Linux 2 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Select a Different Framework or Platform for Setup
## MXNet Neuron (“mxnet-neuron”) Setup on Amazon Linux 2[#](#mxnet-neuron-mxnet-neuron-setup-on-amazon-linux-2 "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of MXNet Neuron (`mxnet-neuron`)](#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron)
- [Update to latest MXNet Neuron (`mxnet-neuron`)](#update-to-latest-mxnet-neuron-mxnet-neuron)
- [Install Previous MXNet Neuron Releases for Amazon Linux (`mxnet-neuron`)](#install-previous-mxnet-neuron-releases-for-amazon-linux-mxnet-neuron)
## [Get Started with Latest Release of MXNet Neuron (`mxnet-neuron`)](#id1)[#](#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [Install MXNet Neuron](../../../../../../frameworks/mxnet-neuron/setup/mxnet-install.html#install-neuron-mxnet).
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console, please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/)
- Select Amazon Linux 2 AMI(HVM) - Kernel 5.10
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mx_neuron neuron-cc
```
Visit MXNet Neuron(`mxnet-neuron`) for Inference section
## [Update to latest MXNet Neuron (`mxnet-neuron`)](#id2)[#](#update-to-latest-mxnet-neuron-mxnet-neuron "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
MXNet 1.8.0
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.
```
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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
# Update MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install --upgrade mx_neuron neuron-cc
```
MXNet 1.5.1
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.
```
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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
# Update MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install --upgrade mxnet_neuron==1.5.1.* neuron-cc==1.15.0
```
## [Install Previous MXNet Neuron Releases for Amazon Linux (`mxnet-neuron`)](#id3)[#](#install-previous-mxnet-neuron-releases-for-amazon-linux-mxnet-neuron "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
```
Neuron 2.11.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
```
Neuron 2.10.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
```
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Neuron Custom C++ Operators in MLP Training
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mxnet-neuron
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Install Previous MXNet Neuron Releases for Amazon Linux (
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<h1>MXNet Neuron (“mxnet-neuron”) Setup on Amazon Linux 2</h1>
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Update to latest MXNet Neuron (
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mxnet-neuron
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Install Previous MXNet Neuron Releases for Amazon Linux (
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-mxnet-neuron-al2">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="mxnet-neuron-mxnet-neuron-setup-on-amazon-linux-2">
<h1>MXNet Neuron (“mxnet-neuron”) Setup on Amazon Linux 2<a class="headerlink" href="#mxnet-neuron-mxnet-neuron-setup-on-amazon-linux-2" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron" id="id1">Get Started with Latest Release of MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-mxnet-neuron-mxnet-neuron" id="id2">Update to latest MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-mxnet-neuron-releases-for-amazon-linux-mxnet-neuron" id="id3">Install Previous MXNet Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/mxnet-neuron/setup/mxnet-install.html#install-neuron-mxnet"><span class="std std-ref">Install MXNet Neuron</span></a>.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
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Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
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<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console, please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a></p></li>
<li><p class="sd-card-text">Select Amazon Linux 2 AMI(HVM) - Kernel 5.10</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
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Install Drivers and Tools<div class="sd-summary-down docutils">
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<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
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<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mx_neuron neuron-cc
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit MXNet Neuron(<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html#inference-mxnet-neuron"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-mxnet-neuron-mxnet-neuron">
<h2><a class="toc-backref" href="#id2">Update to latest MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a><a class="headerlink" href="#update-to-latest-mxnet-neuron-mxnet-neuron" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
MXNet 1.8.0</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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
# Update MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install --upgrade mx_neuron neuron-cc
</pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
MXNet 1.5.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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
# Update MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install --upgrade mxnet_neuron==1.5.1.* neuron-cc==1.15.0
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-mxnet-neuron-releases-for-amazon-linux-mxnet-neuron">
<span id="mxnet-neuron-install-prev-al2"></span><h2><a class="toc-backref" href="#id3">Install Previous MXNet Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a><a class="headerlink" href="#install-previous-mxnet-neuron-releases-for-amazon-linux-mxnet-neuron" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
</pre></div>
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<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-4" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-4">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
</pre></div>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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</body></html> | 2023-09-29T20:55:08.641Z |
TensorFlow Neuron (“tensorflow-neuron”) Setup on Ubuntu 20 with DLAMI Base — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/tensorflow/neuron/ubuntu/tensorflow-neuron-ubuntu20-base-dlami.html#setup-tensorflow-neuron-u20-base-dlami | # TensorFlow Neuron (“tensorflow-neuron”) Setup on Ubuntu 20 with DLAMI Base — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Select a Different Framework or Platform for Setup
## TensorFlow Neuron (“tensorflow-neuron”) Setup on Ubuntu 20 with DLAMI Base[#](#tensorflow-neuron-tensorflow-neuron-setup-on-ubuntu-20-with-dlami-base "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of Tensorflow Neuron (`tensorflow-neuron`)](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron)
- [Update to latest TensorFlow Neuron (`tensorflow-neuron`)](#update-to-latest-tensorflow-neuron-tensorflow-neuron)
- [Install Previous Tensorflow Neuron Releases for Ubuntu (`tensorflow-neuron`)](#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron)
## [Get Started with Latest Release of Tensorflow Neuron (`tensorflow-neuron`)](#id1)[#](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [Tensorflow Neuron (tensorflow-neuron) Setup](../../../../tensorflow-neuron.html#setup-tensorflow-neuron) for Inference.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instance sizes and pricing see: [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/)
- Check for the latest version of the [DLAMI Base AMI](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-ubuntu-20-04/) and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Ubuntu 20.04) <latest\_date>” from “AMI Name:” section
- Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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=2.10.1.2.10.1.0 -y
```
Visit TensorFlow Neuron(`tensorflow-neuron`) for Inference section
Visit TensorFlow Neuron section for more
## [Update to latest TensorFlow Neuron (`tensorflow-neuron`)](#id2)[#](#update-to-latest-tensorflow-neuron-tensorflow-neuron "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
TensorFlow 2.10.1
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.
```
# Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc] "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.10.1.2.10.1.0 -y
```
TensorFlow 2.9.3
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.
```
# Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.9.3.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.9.3.2.10.1.0 -y
```
TensorFlow 2.8.4
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.
```
# Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.8.4.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.8.4.2.10.1.0 -y
```
## [Install Previous Tensorflow Neuron Releases for Ubuntu (`tensorflow-neuron`)](#id3)[#](#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.9.3.0 "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=2.10.1.2.9.3.0 -y
```
Neuron 2.11.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.8.9.0 "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=2.10.1.2.8.9.0 -y
```
Neuron 2.10.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.8.1.0 "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=2.10.1.2.8.1.0 -y
```
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Mixed Precision and Performance-accuracy Tuning (
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Mixed precision and performance-accuracy tuning (
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Neuron Supported operators
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Custom Operators API Reference Guide [Experimental]
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Neuron Custom C++ Operators in MLP Training
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Neuron Custom C++ Operators Performance Optimization
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Neuron Custom C++ Library Release Notes
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Neuron-Monitor User Guide
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Neuron-Top User Guide
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Neuron-LS User Guide
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Neuron Profile User Guide
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Neuron-Sysfs User Guide
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NCCOM-TEST User Guide
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TensorBoard
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Track Training Progress in TensorBoard using PyTorch Neuron
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TensorBoard Plugin for Neuron (Trn1)
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TensorBoard Plugin for Neuron (Inf1)
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Check Model
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Overview
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Terminology
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Examples
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Benchmark Guide
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Evaluate Guide
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Compile Guide
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Model Index Guide
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API
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Framework Notes
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FAQ
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Troubleshooting
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NeuronPerf 1.x Release Notes
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Neuron Calculator
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Setup Guide
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PyTorch Neuron (torch-neuronx)
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PyTorch Neuron (torch-neuron)
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Tensorflow Neuron (tensorflow-neuronx)
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Tensorflow Neuron (tensorflow-neuron)
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MxNet Neuron (mxnet-neuron)
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Locate Neuron DLC Image
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Getting Started
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Kubernetes Getting Started
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Run inference in pytorch neuron container
</a>
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<a class="reference internal" href="../../../../../../containers/tutorials/inference/k8s_rn50_demo.html">
Deploy a TensorFlow Resnet50 model as a Kubernetes service
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Run training in Pytorch Neuron container
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<a class="reference internal" href="../../../../../../containers/tutorials/training/k8s_mlp_train_demo.html">
Deploy a simple mlp training script as a Kubernetes job
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Deploy Neuron Container on EC2
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<a class="reference internal" href="../../../../../../containers/dlc-then-ecs-devflow.html">
Deploy Neuron Container on Elastic Container Service (ECS)
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<a class="reference internal" href="../../../../../../containers/dlc-then-eks-devflow.html">
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
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<a class="reference internal" href="../../../../../../containers/container-sm-hosting-devflow.html">
Bring Your Own Neuron Container to Sagemaker Hosting (inf1)
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Troubleshooting Neuron Containers
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Neuron Containers Release Notes
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Neuron K8 Release Notes
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Locate Neuron DLC Image
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Getting Started
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Kubernetes Getting Started
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Inference
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Training
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Deploy Neuron Container on EC2
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<a class="reference internal nav-link" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron">
Install Previous Tensorflow Neuron Releases for Ubuntu (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
)
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-tensorflow-neuron-u20-base-dlami">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="tensorflow-neuron-tensorflow-neuron-setup-on-ubuntu-20-with-dlami-base">
<h1>TensorFlow Neuron (“tensorflow-neuron”) Setup on Ubuntu 20 with DLAMI Base<a class="headerlink" href="#tensorflow-neuron-tensorflow-neuron-setup-on-ubuntu-20-with-dlami-base" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron" id="id1">Get Started with Latest Release of Tensorflow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-tensorflow-neuron-tensorflow-neuron" id="id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron" id="id3">Install Previous Tensorflow Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of Tensorflow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../tensorflow-neuron.html#setup-tensorflow-neuron"><span class="std std-ref">Tensorflow Neuron (tensorflow-neuron) Setup</span></a> for Inference.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instance sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a></p></li>
<li><p class="sd-card-text">Check for the latest version of the <a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-ubuntu-20-04/">DLAMI Base AMI</a> and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Ubuntu 20.04) <latest_date>” from “AMI Name:” section</p></li>
<li><p class="sd-card-text">Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuron-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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=2.10.1.2.10.1.0 -y
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron(<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuron-inference.html#inference-tensorflow-neuron"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-body-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron section for more</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/index.html#tensorflow-neuron-main"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-tensorflow-neuron-tensorflow-neuron">
<span id="tensorflow-neuron-u20-update"></span><h2><a class="toc-backref" href="#id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a><a class="headerlink" href="#update-to-latest-tensorflow-neuron-tensorflow-neuron" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
TensorFlow 2.10.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc] "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.10.1.2.10.1.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
TensorFlow 2.9.3</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.9.3.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.9.3.2.10.1.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
TensorFlow 2.8.4</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.8.4.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.8.4.2.10.1.0 -y
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron">
<span id="tensorflow-neuron-install-prev-u20"></span><h2><a class="toc-backref" href="#id3">Install Previous Tensorflow Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a><a class="headerlink" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.9.3.0 "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=2.10.1.2.9.3.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-4" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-4">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.8.9.0 "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=2.10.1.2.8.9.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-5" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-5">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.8.1.0 "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=2.10.1.2.8.1.0 -y
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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<script src="../../../../../../_static/scripts/pydata-sphinx-theme.js?digest=1999514e3f237ded88cf"></script>
</body></html> | 2023-09-29T20:55:08.731Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/locate-neuron-dlc-image.rst.txt | ```
Containers - Locate Neuron DLC Image
====================================
.. include:: /containers/locate-neuron-dlc-image.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Containers - Locate Neuron DLC Image
====================================
.. include:: /containers/locate-neuron-dlc-image.txt</pre></body></html> | 2023-09-29T20:55:08.805Z | |
MXNet Neuron (“mxnet-neuron”) Setup on Ubuntu 20 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20.html#setup-mxnet-neuron-u20 | # MXNet Neuron (“mxnet-neuron”) Setup on Ubuntu 20 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Select a Different Framework or Platform for Setup
## MXNet Neuron (“mxnet-neuron”) Setup on Ubuntu 20[#](#mxnet-neuron-mxnet-neuron-setup-on-ubuntu-20 "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of MXNet Neuron (`mxnet-neuron`)](#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron)
- [Update to latest MXNet Neuron (`mxnet-neuron`)](#update-to-latest-mxnet-neuron-mxnet-neuron)
- [Install Previous MXNet Neuron Releases for Ubuntu (`mxnet-neuron`)](#install-previous-mxnet-neuron-releases-for-ubuntu-mxnet-neuron)
## [Get Started with Latest Release of MXNet Neuron (`mxnet-neuron`)](#id1)[#](#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [Install MXNet Neuron](../../../../../../frameworks/mxnet-neuron/setup/mxnet-install.html#install-neuron-mxnet).
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/)
- Select Ubuntu Server 20 AMI
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mx_neuron neuron-cc
```
Visit MXNet Neuron(`mxnet-neuron`) for Inference section
## [Update to latest MXNet Neuron (`mxnet-neuron`)](#id2)[#](#update-to-latest-mxnet-neuron-mxnet-neuron "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
MXNet 1.8.0
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.
```
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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
# Update MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install --upgrade mx_neuron neuron-cc
```
MXNet 1.5.1
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.
```
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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
# Update MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install --upgrade mxnet_neuron==1.5.1.* neuron-cc==1.15.0
```
## [Install Previous MXNet Neuron Releases for Ubuntu (`mxnet-neuron`)](#id3)[#](#install-previous-mxnet-neuron-releases-for-ubuntu-mxnet-neuron "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
```
Neuron 2.10.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
```
Neuron 2.9.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
```
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mxnet-neuron
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Install Previous MXNet Neuron Releases for Ubuntu (
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<h1>MXNet Neuron (“mxnet-neuron”) Setup on Ubuntu 20</h1>
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Get Started with Latest Release of MXNet Neuron (
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mxnet-neuron
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Update to latest MXNet Neuron (
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mxnet-neuron
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-mxnet-neuron-u20">
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Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="mxnet-neuron-mxnet-neuron-setup-on-ubuntu-20">
<h1>MXNet Neuron (“mxnet-neuron”) Setup on Ubuntu 20<a class="headerlink" href="#mxnet-neuron-mxnet-neuron-setup-on-ubuntu-20" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron" id="id1">Get Started with Latest Release of MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-mxnet-neuron-mxnet-neuron" id="id2">Update to latest MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-mxnet-neuron-releases-for-ubuntu-mxnet-neuron" id="id3">Install Previous MXNet Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/mxnet-neuron/setup/mxnet-install.html#install-neuron-mxnet"><span class="std std-ref">Install MXNet Neuron</span></a>.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
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<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
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<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a></p></li>
<li><p class="sd-card-text">Select Ubuntu Server 20 AMI</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
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Install Drivers and Tools<div class="sd-summary-down docutils">
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<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuron-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mx_neuron neuron-cc
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit MXNet Neuron(<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html#inference-mxnet-neuron"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-mxnet-neuron-mxnet-neuron">
<h2><a class="toc-backref" href="#id2">Update to latest MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a><a class="headerlink" href="#update-to-latest-mxnet-neuron-mxnet-neuron" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
MXNet 1.8.0</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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
# Update MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install --upgrade mx_neuron neuron-cc
</pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
MXNet 1.5.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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
# Update MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install --upgrade mxnet_neuron==1.5.1.* neuron-cc==1.15.0
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-mxnet-neuron-releases-for-ubuntu-mxnet-neuron">
<span id="mxnet-neuron-install-prev-u20"></span><h2><a class="toc-backref" href="#id3">Install Previous MXNet Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a><a class="headerlink" href="#install-previous-mxnet-neuron-releases-for-ubuntu-mxnet-neuron" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-4" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-4">
Neuron 2.9.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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</body></html> | 2023-09-29T20:55:08.884Z |
MXNet Neuron (“mxnet-neuron”) Setup on Amazon Linux 2 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/mxnet/neuron/amazon-linux/mxnet-neuron-al2-base-dlami.html#setup-mxnet-neuron-al2-base-dlami | # MXNet Neuron (“mxnet-neuron”) Setup on Amazon Linux 2 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Select a Different Framework or Platform for Setup
## MXNet Neuron (“mxnet-neuron”) Setup on Amazon Linux 2[#](#mxnet-neuron-mxnet-neuron-setup-on-amazon-linux-2 "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of MXNet Neuron (`mxnet-neuron`)](#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron)
- [Update to latest MXNet Neuron (`mxnet-neuron`)](#update-to-latest-mxnet-neuron-mxnet-neuron)
- [Install Previous MXNet Neuron Releases for Amazon Linux (`mxnet-neuron`)](#install-previous-mxnet-neuron-releases-for-amazon-linux-mxnet-neuron)
## [Get Started with Latest Release of MXNet Neuron (`mxnet-neuron`)](#id1)[#](#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [Install MXNet Neuron](../../../../../../frameworks/mxnet-neuron/setup/mxnet-install.html#install-neuron-mxnet).
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instance sizes and pricing see: [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/)
- Check for the latest version of the [DLAMI Base AMI](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-amazon-linux-2/) and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Amazon Linux 2) <latest\_date>” from “AMI Name:” section
- Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mx_neuron neuron-cc
```
Visit MXNet Neuron(`mxnet-neuron`) for Inference section
## [Update to latest MXNet Neuron (`mxnet-neuron`)](#id2)[#](#update-to-latest-mxnet-neuron-mxnet-neuron "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
MXNet 1.8.0
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.
```
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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
# Update MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install --upgrade mx_neuron neuron-cc
```
MXNet 1.5.1
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.
```
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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
# Update MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install --upgrade mxnet_neuron==1.5.1.* neuron-cc==1.15.0
```
## [Install Previous MXNet Neuron Releases for Amazon Linux (`mxnet-neuron`)](#id3)[#](#install-previous-mxnet-neuron-releases-for-amazon-linux-mxnet-neuron "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
```
Neuron 2.11.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
```
Neuron 2.10.0
```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
```
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Neuron Custom C++ Operators in MLP Training
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Get Started with Latest Release of MXNet Neuron (
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mxnet-neuron
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Update to latest MXNet Neuron (
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mxnet-neuron
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Install Previous MXNet Neuron Releases for Amazon Linux (
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<h1>MXNet Neuron (“mxnet-neuron”) Setup on Amazon Linux 2</h1>
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<h2> Contents </h2>
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Get Started with Latest Release of MXNet Neuron (
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Update to latest MXNet Neuron (
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mxnet-neuron
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Install Previous MXNet Neuron Releases for Amazon Linux (
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mxnet-neuron
</span>
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<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-mxnet-neuron-al2-base-dlami">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="mxnet-neuron-mxnet-neuron-setup-on-amazon-linux-2">
<h1>MXNet Neuron (“mxnet-neuron”) Setup on Amazon Linux 2<a class="headerlink" href="#mxnet-neuron-mxnet-neuron-setup-on-amazon-linux-2" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron" id="id1">Get Started with Latest Release of MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-mxnet-neuron-mxnet-neuron" id="id2">Update to latest MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-mxnet-neuron-releases-for-amazon-linux-mxnet-neuron" id="id3">Install Previous MXNet Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/mxnet-neuron/setup/mxnet-install.html#install-neuron-mxnet"><span class="std std-ref">Install MXNet Neuron</span></a>.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instance sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a></p></li>
<li><p class="sd-card-text">Check for the latest version of the <a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-amazon-linux-2/">DLAMI Base AMI</a> and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Amazon Linux 2) <latest_date>” from “AMI Name:” section</p></li>
<li><p class="sd-card-text">Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuron-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mx_neuron neuron-cc
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit MXNet Neuron(<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html#inference-mxnet-neuron"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-mxnet-neuron-mxnet-neuron">
<h2><a class="toc-backref" href="#id2">Update to latest MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a><a class="headerlink" href="#update-to-latest-mxnet-neuron-mxnet-neuron" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
MXNet 1.8.0</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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
# Update MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install --upgrade mx_neuron neuron-cc
</pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
MXNet 1.5.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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
# Update MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install --upgrade mxnet_neuron==1.5.1.* neuron-cc==1.15.0
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-mxnet-neuron-releases-for-amazon-linux-mxnet-neuron">
<span id="mxnet-neuron-install-prev-al2"></span><h2><a class="toc-backref" href="#id3">Install Previous MXNet Neuron Releases for Amazon Linux (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a><a class="headerlink" href="#install-previous-mxnet-neuron-releases-for-amazon-linux-mxnet-neuron" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-4" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-4">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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</body></html> | 2023-09-29T20:55:09.146Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/getting-started.rst.txt | ```
Containers - Getting Started
============================
.. include:: /containers/getting-started.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Containers - Getting Started
============================
.. include:: /containers/getting-started.txt</pre></body></html> | 2023-09-29T20:55:09.159Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/kubernetes-getting-started.rst.txt | ```
Containers - Kubernetes - Getting Started
=========================================
.. include:: /containers/kubernetes-getting-started.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Containers - Kubernetes - Getting Started
=========================================
.. include:: /containers/kubernetes-getting-started.txt</pre></body></html> | 2023-09-29T20:55:09.251Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/index.rst.txt | ```
.. _neuron_containers:
Deploy Containers with Neuron
=============================
.. toctree::
:maxdepth: 1
:hidden:
Locate Neuron DLC Image </containers/locate-neuron-dlc-image>
Getting Started </containers/getting-started>
Kubernetes Getting Started </containers/kubernetes-getting-started>
Tutorials </containers/tutorials>
Developer Flows </containers/developerflows>
FAQ, Troubleshooting and Release Note </containers/faq-troubleshooting-releasenote>
In this section you will find resources to help you use containers for your accelerated deep learning model acceleration on top of Inferentia and Trainium enabled instances.
The section is organized based on the target deployment environment
and use case. In most cases, it is recommended to use a preconfigured
`Deep Learning Container (DLC) <https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/what-is-dlc.html>`_ from AWS.
Each DLC is pre-configured to have all of the Neuron components installed and is specific to the chosen ML Framework.
.. dropdown:: Locate Neuron DLC image
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /containers/locate-neuron-dlc-image.txt
.. dropdown:: Getting Started
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /containers/getting-started.txt
.. dropdown:: Kubernetes Getting Started
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /containers/kubernetes-getting-started.txt
.. dropdown:: Tutorials
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /containers/tutorials.txt
.. dropdown:: Developer Flows
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /containers/developerflows.txt
.. dropdown:: FAQ, Troubleshooting and Release Note
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
:open:
.. include:: /containers/faq-troubleshooting-releasenote.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron_containers:
Deploy Containers with Neuron
=============================
.. toctree::
:maxdepth: 1
:hidden:
Locate Neuron DLC Image </containers/locate-neuron-dlc-image>
Getting Started </containers/getting-started>
Kubernetes Getting Started </containers/kubernetes-getting-started>
Tutorials </containers/tutorials>
Developer Flows </containers/developerflows>
FAQ, Troubleshooting and Release Note </containers/faq-troubleshooting-releasenote>
In this section you will find resources to help you use containers for your accelerated deep learning model acceleration on top of Inferentia and Trainium enabled instances.
The section is organized based on the target deployment environment
and use case. In most cases, it is recommended to use a preconfigured
`Deep Learning Container (DLC) <https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/what-is-dlc.html>`_ from AWS.
Each DLC is pre-configured to have all of the Neuron components installed and is specific to the chosen ML Framework.
.. dropdown:: Locate Neuron DLC image
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /containers/locate-neuron-dlc-image.txt
.. dropdown:: Getting Started
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /containers/getting-started.txt
.. dropdown:: Kubernetes Getting Started
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /containers/kubernetes-getting-started.txt
.. dropdown:: Tutorials
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /containers/tutorials.txt
.. dropdown:: Developer Flows
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /containers/developerflows.txt
.. dropdown:: FAQ, Troubleshooting and Release Note
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
:open:
.. include:: /containers/faq-troubleshooting-releasenote.txt</pre></body></html> | 2023-09-29T20:55:09.261Z | |
MXNet Neuron (“mxnet-neuron”) Setup on Ubuntu 20 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html#setup-mxnet-neuron-u20-base-dlami | # MXNet Neuron (“mxnet-neuron”) Setup on Ubuntu 20 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Select a Different Framework or Platform for Setup
## MXNet Neuron (“mxnet-neuron”) Setup on Ubuntu 20[#](#mxnet-neuron-mxnet-neuron-setup-on-ubuntu-20 "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of MXNet Neuron (`mxnet-neuron`)](#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron)
- [Update to latest MXNet Neuron (`mxnet-neuron`)](#update-to-latest-mxnet-neuron-mxnet-neuron)
- [Install Previous MXNet Neuron Releases for Ubuntu (`mxnet-neuron`)](#install-previous-mxnet-neuron-releases-for-ubuntu-mxnet-neuron)
## [Get Started with Latest Release of MXNet Neuron (`mxnet-neuron`)](#id1)[#](#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [Install MXNet Neuron](../../../../../../frameworks/mxnet-neuron/setup/mxnet-install.html#install-neuron-mxnet).
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instance sizes and pricing see: [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/)
- Check for the latest version of the [DLAMI Base AMI](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-ubuntu-20-04/) and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Ubuntu 20.04) <latest\_date>” from “AMI Name:” section
- Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mx_neuron neuron-cc
```
Visit MXNet Neuron(`mxnet-neuron`) for Inference section
## [Update to latest MXNet Neuron (`mxnet-neuron`)](#id2)[#](#update-to-latest-mxnet-neuron-mxnet-neuron "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
MXNet 1.8.0
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.
```
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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
# Update MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install --upgrade mx_neuron neuron-cc
```
MXNet 1.5.1
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.
```
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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
# Update MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install --upgrade mxnet_neuron==1.5.1.* neuron-cc==1.15.0
```
## [Install Previous MXNet Neuron Releases for Ubuntu (`mxnet-neuron`)](#id3)[#](#install-previous-mxnet-neuron-releases-for-ubuntu-mxnet-neuron "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
```
Neuron 2.10.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
```
Neuron 2.9.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
```
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Hugging Face BERT Pretraining Tutorial
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Fine-tune T5 model on Trn1
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Neuron Custom C++ Operators in MLP Training
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Neuron Custom C++ Operators Performance Optimization
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PyTorch Neuron neuron_parallel_compile CLI (
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PyTorch Neuron Environment Variables (
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PyTorch Neuron (
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torch-neuronx
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">latest</a>
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.0/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.14.0</a>
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.2/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.13.2</a>
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.1/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.13.1</a>
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.13.0/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.13.0</a>
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.2/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.12.2</a>
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.1/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.12.1</a>
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.12.0/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.12.0</a>
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.11.0/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.11.0</a>
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.10.0/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.10.0</a>
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.1/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.9.1</a>
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.9.0/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.9.0</a>
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.8.0/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.8.0</a>
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.7.0/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.7.0</a>
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<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.6.0/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.6.0</a>
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.5.0/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.5.0</a>
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.4.0/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.4.0</a>
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<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v2.3.0/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v2.3.0</a>
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<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.2/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v1.19.2</a>
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<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.1/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v1.19.1</a>
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<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.19.0/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v1.19.0</a>
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<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.18.0/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v1.18.0</a>
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<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.2/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v1.17.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.1/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v1.17.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.17.0/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v1.17.0</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.3/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v1.16.3</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.2/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v1.16.2</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.1/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v1.16.1</a>
</dd>
<dd>
<a href="https://awsdocs-neuron.readthedocs-hosted.com/en/v1.16.0/general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.html">v1.16.0</a>
</dd>
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</dl>
<dl>
<dt>On GitHub</dt>
<dd>
<a href="https://github.com/aws/aws-neuron-sdk/blob/v2.14.1//general/setup/neuron-setup/mxnet/neuron/ubuntu/mxnet-neuron-ubuntu20-base-dlami.rst">View</a>
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<a class="reference internal nav-link" href="#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron">
Get Started with Latest Release of MXNet Neuron (
<code class="docutils literal notranslate">
<span class="pre">
mxnet-neuron
</span>
</code>
)
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<a class="reference internal nav-link" href="#update-to-latest-mxnet-neuron-mxnet-neuron">
Update to latest MXNet Neuron (
<code class="docutils literal notranslate">
<span class="pre">
mxnet-neuron
</span>
</code>
)
</a>
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<a class="reference internal nav-link" href="#install-previous-mxnet-neuron-releases-for-ubuntu-mxnet-neuron">
Install Previous MXNet Neuron Releases for Ubuntu (
<code class="docutils literal notranslate">
<span class="pre">
mxnet-neuron
</span>
</code>
)
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<h1>MXNet Neuron (“mxnet-neuron”) Setup on Ubuntu 20</h1>
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<h2> Contents </h2>
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Get Started with Latest Release of MXNet Neuron (
<code class="docutils literal notranslate">
<span class="pre">
mxnet-neuron
</span>
</code>
)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#update-to-latest-mxnet-neuron-mxnet-neuron">
Update to latest MXNet Neuron (
<code class="docutils literal notranslate">
<span class="pre">
mxnet-neuron
</span>
</code>
)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#install-previous-mxnet-neuron-releases-for-ubuntu-mxnet-neuron">
Install Previous MXNet Neuron Releases for Ubuntu (
<code class="docutils literal notranslate">
<span class="pre">
mxnet-neuron
</span>
</code>
)
</a>
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<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-mxnet-neuron-u20-base-dlami">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="mxnet-neuron-mxnet-neuron-setup-on-ubuntu-20">
<h1>MXNet Neuron (“mxnet-neuron”) Setup on Ubuntu 20<a class="headerlink" href="#mxnet-neuron-mxnet-neuron-setup-on-ubuntu-20" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron" id="id1">Get Started with Latest Release of MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-mxnet-neuron-mxnet-neuron" id="id2">Update to latest MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-mxnet-neuron-releases-for-ubuntu-mxnet-neuron" id="id3">Install Previous MXNet Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-mxnet-neuron-mxnet-neuron" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../../../frameworks/mxnet-neuron/setup/mxnet-install.html#install-neuron-mxnet"><span class="std std-ref">Install MXNet Neuron</span></a>.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instance sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a></p></li>
<li><p class="sd-card-text">Check for the latest version of the <a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-ubuntu-20-04/">DLAMI Base AMI</a> and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Ubuntu 20.04) <latest_date>” from “AMI Name:” section</p></li>
<li><p class="sd-card-text">Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuron-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mx_neuron neuron-cc
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit MXNet Neuron(<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/mxnet-neuron/inference-mxnet-neuron.html#inference-mxnet-neuron"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-mxnet-neuron-mxnet-neuron">
<h2><a class="toc-backref" href="#id2">Update to latest MXNet Neuron (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a><a class="headerlink" href="#update-to-latest-mxnet-neuron-mxnet-neuron" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
MXNet 1.8.0</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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
# Update MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install --upgrade mx_neuron neuron-cc
</pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
MXNet 1.5.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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
# Update MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install --upgrade mxnet_neuron==1.5.1.* neuron-cc==1.15.0
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-mxnet-neuron-releases-for-ubuntu-mxnet-neuron">
<span id="mxnet-neuron-install-prev-u20"></span><h2><a class="toc-backref" href="#id3">Install Previous MXNet Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">mxnet-neuron</span></code>)</a><a class="headerlink" href="#install-previous-mxnet-neuron-releases-for-ubuntu-mxnet-neuron" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-2" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
</pre></div>
</div>
</div>
<input id="sd-tab-item-4" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-4">
Neuron 2.9.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -m venv aws_neuron_venv_mxnet_inf1
# Activate Python venv
source aws_neuron_venv_mxnet_inf1/bin/activate
python -m pip install -U pip
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -m ipykernel install --user --name aws_neuron_venv_mxnet_inf1 --display-name "Python (mxnet_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 MXNet Neuron
wget https://aws-mx-pypi.s3.us-west-2.amazonaws.com/1.8.0/aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
pip install aws_mx-1.8.0.2-py2.py3-none-manylinux2014_x86_64.whl
python -m pip install mxnet_neuron==1.5.1.1.10.39.0 neuron-cc==1.15.0
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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</body></html> | 2023-09-29T20:55:09.350Z |
TensorFlow Neuron (“tensorflow-neuron”) Setup on Ubuntu 20 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/tensorflow/neuron/ubuntu/tensorflow-neuron-ubuntu20.html#setup-tensorflow-neuron-u20 | # TensorFlow Neuron (“tensorflow-neuron”) Setup on Ubuntu 20 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Select a Different Framework or Platform for Setup
## TensorFlow Neuron (“tensorflow-neuron”) Setup on Ubuntu 20[#](#tensorflow-neuron-tensorflow-neuron-setup-on-ubuntu-20 "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuron`)](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron)
- [Update to latest TensorFlow Neuron (`tensorflow-neuron`)](#update-to-latest-tensorflow-neuron-tensorflow-neuron)
- [Install Previous Tensorflow Neuron Releases for Ubuntu (`tensorflow-neuron`)](#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron)
## [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuron`)](#id1)[#](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [Tensorflow Neuron (tensorflow-neuron) Setup](../../../../tensorflow-neuron.html#setup-tensorflow-neuron) for Inference.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/)
- Select Ubuntu Server 20 AMI
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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=2.10.1.2.10.1.0 -y
```
Visit TensorFlow Neuron(`tensorflow-neuron`) for Inference section
Visit TensorFlow Neuron section for more
## [Update to latest TensorFlow Neuron (`tensorflow-neuron`)](#id2)[#](#update-to-latest-tensorflow-neuron-tensorflow-neuron "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
TensorFlow 2.10.1
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.
```
# Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc] "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.10.1.2.10.1.0 -y
```
TensorFlow 2.9.3
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.
```
# Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.9.3.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.9.3.2.10.1.0 -y
```
TensorFlow 2.8.4
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.
```
# Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.8.4.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.8.4.2.10.1.0 -y
```
## [Install Previous Tensorflow Neuron Releases for Ubuntu (`tensorflow-neuron`)](#id3)[#](#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.9.3.0 "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=2.10.1.2.9.3.0 -y
```
Neuron 2.11.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.8.9.0 "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=2.10.1.2.8.9.0 -y
```
Neuron 2.10.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.8.1.0 "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=2.10.1.2.8.1.0 -y
```
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Neuron Custom C++ Operators in MLP Training
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<a class="reference internal nav-link" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron">
Get Started with Latest Release of TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#update-to-latest-tensorflow-neuron-tensorflow-neuron">
Update to latest TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
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)
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<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron">
Install Previous Tensorflow Neuron Releases for Ubuntu (
<code class="docutils literal notranslate">
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tensorflow-neuron
</span>
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<h1>TensorFlow Neuron (“tensorflow-neuron”) Setup on Ubuntu 20</h1>
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<h2> Contents </h2>
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Get Started with Latest Release of TensorFlow Neuron (
<code class="docutils literal notranslate">
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tensorflow-neuron
</span>
</code>
)
</a>
</li>
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<a class="reference internal nav-link" href="#update-to-latest-tensorflow-neuron-tensorflow-neuron">
Update to latest TensorFlow Neuron (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
)
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron">
Install Previous Tensorflow Neuron Releases for Ubuntu (
<code class="docutils literal notranslate">
<span class="pre">
tensorflow-neuron
</span>
</code>
)
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<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-tensorflow-neuron-u20">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="tensorflow-neuron-tensorflow-neuron-setup-on-ubuntu-20">
<h1>TensorFlow Neuron (“tensorflow-neuron”) Setup on Ubuntu 20<a class="headerlink" href="#tensorflow-neuron-tensorflow-neuron-setup-on-ubuntu-20" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron" id="id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-tensorflow-neuron-tensorflow-neuron" id="id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron" id="id3">Install Previous Tensorflow Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../tensorflow-neuron.html#setup-tensorflow-neuron"><span class="std std-ref">Tensorflow Neuron (tensorflow-neuron) Setup</span></a> for Inference.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a></p></li>
<li><p class="sd-card-text">Select Ubuntu Server 20 AMI</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuron-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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=2.10.1.2.10.1.0 -y
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron(<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuron-inference.html#inference-tensorflow-neuron"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-body-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron section for more</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/index.html#tensorflow-neuron-main"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-tensorflow-neuron-tensorflow-neuron">
<span id="tensorflow-neuron-u20-update"></span><h2><a class="toc-backref" href="#id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a><a class="headerlink" href="#update-to-latest-tensorflow-neuron-tensorflow-neuron" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
TensorFlow 2.10.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc] "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.10.1.2.10.1.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
TensorFlow 2.9.3</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.9.3.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.9.3.2.10.1.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
TensorFlow 2.8.4</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.8.4.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.8.4.2.10.1.0 -y
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron">
<span id="tensorflow-neuron-install-prev-u20"></span><h2><a class="toc-backref" href="#id3">Install Previous Tensorflow Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a><a class="headerlink" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.9.3.0 "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=2.10.1.2.9.3.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-4" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-4">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.8.9.0 "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=2.10.1.2.8.9.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-5" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-5">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.8.1.0 "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=2.10.1.2.8.1.0 -y
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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</body></html> | 2023-09-29T20:55:09.435Z |
TensorFlow Neuron (“tensorflow-neuron”) Setup on Ubuntu 22 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/tensorflow/neuron/ubuntu/tensorflow-neuron-ubuntu22.html#setup-tensorflow-neuron-u22 | # TensorFlow Neuron (“tensorflow-neuron”) Setup on Ubuntu 22 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Select a Different Framework or Platform for Setup
## TensorFlow Neuron (“tensorflow-neuron”) Setup on Ubuntu 22[#](#tensorflow-neuron-tensorflow-neuron-setup-on-ubuntu-22 "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuron`)](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron)
- [Update to latest TensorFlow Neuron (`tensorflow-neuron`)](#update-to-latest-tensorflow-neuron-tensorflow-neuron)
## [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuron`)](#id1)[#](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [Tensorflow Neuron (tensorflow-neuron) Setup](../../../../tensorflow-neuron.html#setup-tensorflow-neuron) for Inference.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/)
- Select Ubuntu Server 22 AMI
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install Python venv
sudo apt-get install -y python3.10-venv g++
# Create Python venv
python3.10 -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
python3.10 -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=2.10.1.2.10.1.0 -y
```
Visit TensorFlow Neuron(`tensorflow-neuron`) for Inference section
Visit TensorFlow Neuron section for more
## [Update to latest TensorFlow Neuron (`tensorflow-neuron`)](#id2)[#](#update-to-latest-tensorflow-neuron-tensorflow-neuron "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
TensorFlow 2.10.1
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.
```
# Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc] "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.10.1.2.10.1.0 -y
```
TensorFlow 2.9.3
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.
```
# Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.9.3.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.9.3.2.10.1.0 -y
```
TensorFlow 2.8.4
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.
```
# Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.8.4.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.8.4.2.10.1.0 -y
```
_This document is relevant for_: `Inf1` | <!DOCTYPE html><html lang="en"><head>
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<strong>
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torch-neuronx
</span>
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</code>
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<a class="reference internal nav-link" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron">
Get Started with Latest Release of TensorFlow Neuron (
<code class="docutils literal notranslate">
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tensorflow-neuron
</span>
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)
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<a class="reference internal nav-link" href="#update-to-latest-tensorflow-neuron-tensorflow-neuron">
Update to latest TensorFlow Neuron (
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tensorflow-neuron
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<h1>TensorFlow Neuron (“tensorflow-neuron”) Setup on Ubuntu 22</h1>
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Get Started with Latest Release of TensorFlow Neuron (
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tensorflow-neuron
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)
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<a class="reference internal nav-link" href="#update-to-latest-tensorflow-neuron-tensorflow-neuron">
Update to latest TensorFlow Neuron (
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tensorflow-neuron
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-tensorflow-neuron-u22">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="tensorflow-neuron-tensorflow-neuron-setup-on-ubuntu-22">
<h1>TensorFlow Neuron (“tensorflow-neuron”) Setup on Ubuntu 22<a class="headerlink" href="#tensorflow-neuron-tensorflow-neuron-setup-on-ubuntu-22" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron" id="id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-tensorflow-neuron-tensorflow-neuron" id="id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../tensorflow-neuron.html#setup-tensorflow-neuron"><span class="std std-ref">Tensorflow Neuron (tensorflow-neuron) Setup</span></a> for Inference.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a></p></li>
<li><p class="sd-card-text">Select Ubuntu Server 22 AMI</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
</ul>
</div>
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<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers and Tools<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
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<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
. /etc/os-release
sudo tee /etc/apt/sources.list.d/neuron.list > /dev/null <<EOF
deb https://apt.repos.neuron.amazonaws.com ${VERSION_CODENAME} main
EOF
wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | sudo apt-key add -
# Update OS packages
sudo apt-get update -y
# Install OS headers
sudo apt-get install linux-headers-$(uname -r) -y
# Install git
sudo apt-get install git -y
# install Neuron Driver
sudo apt-get install aws-neuronx-dkms=2.* -y
# Install Neuron Tools
sudo apt-get install aws-neuronx-tools=2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuron-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.10-venv g++
# Create Python venv
python3.10 -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
python3.10 -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=2.10.1.2.10.1.0 -y
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron(<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuron-inference.html#inference-tensorflow-neuron"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-body-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron section for more</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/index.html#tensorflow-neuron-main"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-tensorflow-neuron-tensorflow-neuron">
<span id="tensorflow-neuron-u20-update"></span><h2><a class="toc-backref" href="#id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a><a class="headerlink" href="#update-to-latest-tensorflow-neuron-tensorflow-neuron" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
TensorFlow 2.10.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.10 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc] "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.10.1.2.10.1.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
TensorFlow 2.9.3</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.9.3.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.9.3.2.10.1.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
TensorFlow 2.8.4</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.8 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.8.4.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo apt-get install tensorflow-model-server-neuronx=2.8.4.2.10.1.0 -y
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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</body></html> | 2023-09-29T20:55:09.581Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/tutorials/inference/index.rst.txt | ```
Containers -- Inference Tutorials
=================================
.. toctree::
:maxdepth: 1
:hidden:
/containers/tutorials/inference/tutorial-infer
/containers/tutorials/inference/k8s_rn50_demo
.. include:: /containers/tutorials/inference/index.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Containers -- Inference Tutorials
=================================
.. toctree::
:maxdepth: 1
:hidden:
/containers/tutorials/inference/tutorial-infer
/containers/tutorials/inference/k8s_rn50_demo
.. include:: /containers/tutorials/inference/index.txt</pre></body></html> | 2023-09-29T20:55:09.587Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/tutorials.rst.txt | ```
Containers - Tutorials
=======================
.. toctree::
:maxdepth: 1
:hidden:
Inference </containers/tutorials/inference/index>
Training </containers/tutorials/training/index>
.. include:: /containers/tutorials.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Containers - Tutorials
=======================
.. toctree::
:maxdepth: 1
:hidden:
Inference </containers/tutorials/inference/index>
Training </containers/tutorials/training/index>
.. include:: /containers/tutorials.txt</pre></body></html> | 2023-09-29T20:55:09.598Z | |
TensorFlow Neuron (“tensorflow-neuron”) Setup on Amazon Linux 2 — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/tensorflow/neuron/amazon-linux/tensorflow-neuron-al2.html#setup-tensorflow-neuron-al2 | # TensorFlow Neuron (“tensorflow-neuron”) Setup on Amazon Linux 2 — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Select a Different Framework or Platform for Setup
## TensorFlow Neuron (“tensorflow-neuron”) Setup on Amazon Linux 2[#](#tensorflow-neuron-tensorflow-neuron-setup-on-amazon-linux-2 "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuron`)](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron)
- [Update to latest TensorFlow Neuron (`tensorflow-neuron`)](#update-to-latest-tensorflow-neuron-tensorflow-neuron)
- [Install Previous Tensorflow Neuron Releases for Ubuntu (`tensorflow-neuron`)](#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron)
## [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuron`)](#id1)[#](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [Tensorflow Neuron (tensorflow-neuron) Setup](../../../../tensorflow-neuron.html#setup-tensorflow-neuron) for Inference.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console, please make sure to select the correct instance type.
- To get more information about instances sizes and pricing see: [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/)
- Select Amazon Linux 2 AMI(HVM) - Kernel 5.10
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -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
python3.7 -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 yum install tensorflow-model-server-neuronx=2.10.1.2.10.1.0 -y
```
Visit TensorFlow Neuron(`tensorflow-neuron`) for Inference section
Visit TensorFlow Neuron section for more
## [Update to latest TensorFlow Neuron (`tensorflow-neuron`)](#id2)[#](#update-to-latest-tensorflow-neuron-tensorflow-neuron "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
TensorFlow 2.10.1
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.
```
# Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc] "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo yum install tensorflow-model-server-neuronx=2.10.1.2.10.1.0 -y
```
TensorFlow 2.9.3
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.
```
# Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.9.3.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo yum install tensorflow-model-server-neuronx=2.9.3.2.10.1.0 -y
```
TensorFlow 2.8.4
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.
```
# Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.8.4.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo yum install tensorflow-model-server-neuronx=2.8.4.2.10.1.0 -y
```
## [Install Previous Tensorflow Neuron Releases for Ubuntu (`tensorflow-neuron`)](#id3)[#](#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.9.3.0 "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=2.10.1.2.9.3.0 -y
```
Neuron 2.11.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.8.9.0 "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=2.10.1.2.8.9.0 -y
```
Neuron 2.10.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.8.1.0 "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=2.10.1.2.8.1.0 -y
```
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<strong>
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<span class="xref std std-ref">
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<h1>TensorFlow Neuron (“tensorflow-neuron”) Setup on Amazon Linux 2</h1>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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Select a Different Framework or Platform for Setup</div>
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<div class="section" id="tensorflow-neuron-tensorflow-neuron-setup-on-amazon-linux-2">
<h1>TensorFlow Neuron (“tensorflow-neuron”) Setup on Amazon Linux 2<a class="headerlink" href="#tensorflow-neuron-tensorflow-neuron-setup-on-amazon-linux-2" title="Permalink to this headline">#</a></h1>
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<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron" id="id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-tensorflow-neuron-tensorflow-neuron" id="id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron" id="id3">Install Previous Tensorflow Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../tensorflow-neuron.html#setup-tensorflow-neuron"><span class="std std-ref">Tensorflow Neuron (tensorflow-neuron) Setup</span></a> for Inference.</p>
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Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
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<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
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<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console, please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instances sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a></p></li>
<li><p class="sd-card-text">Select Amazon Linux 2 AMI(HVM) - Kernel 5.10</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
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<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
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<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" id="neuron-installation">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -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
python3.7 -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 yum install tensorflow-model-server-neuronx=2.10.1.2.10.1.0 -y
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron(<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuron-inference.html#inference-tensorflow-neuron"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-body-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron section for more</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/index.html#tensorflow-neuron-main"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-tensorflow-neuron-tensorflow-neuron">
<span id="tensorflow-neuron-al2-update"></span><h2><a class="toc-backref" href="#id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a><a class="headerlink" href="#update-to-latest-tensorflow-neuron-tensorflow-neuron" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
TensorFlow 2.10.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc] "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo yum install tensorflow-model-server-neuronx=2.10.1.2.10.1.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
TensorFlow 2.9.3</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.9.3.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo yum install tensorflow-model-server-neuronx=2.9.3.2.10.1.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
TensorFlow 2.8.4</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.8.4.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo yum install tensorflow-model-server-neuronx=2.8.4.2.10.1.0 -y
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron">
<span id="tensorflow-neuron-install-prev-u20"></span><h2><a class="toc-backref" href="#id3">Install Previous Tensorflow Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a><a class="headerlink" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.9.3.0 "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=2.10.1.2.9.3.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-4" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-4">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.8.9.0 "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=2.10.1.2.8.9.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-5" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-5">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.8.1.0 "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=2.10.1.2.8.1.0 -y
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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</body></html> | 2023-09-29T20:55:09.935Z |
TensorFlow Neuron (“tensorflow-neuron”) Setup on Amazon Linux 2 with DLAMI Base — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/neuron-setup/tensorflow/neuron/amazon-linux/tensorflow-neuron-al2-base-dlami.html#setup-tensorflow-neuron-al2-base-dlami | # TensorFlow Neuron (“tensorflow-neuron”) Setup on Amazon Linux 2 with DLAMI Base — AWS Neuron Documentation
_This document is relevant for_: `Inf1`
Select a Different Framework or Platform for Setup
## TensorFlow Neuron (“tensorflow-neuron”) Setup on Amazon Linux 2 with DLAMI Base[#](#tensorflow-neuron-tensorflow-neuron-setup-on-amazon-linux-2-with-dlami-base "Permalink to this headline")
Table of contents
- [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuron`)](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron)
- [Update to latest TensorFlow Neuron (`tensorflow-neuron`)](#update-to-latest-tensorflow-neuron-tensorflow-neuron)
- [Install Previous Tensorflow Neuron Releases for Ubuntu (`tensorflow-neuron`)](#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron)
## [Get Started with Latest Release of TensorFlow Neuron (`tensorflow-neuron`)](#id1)[#](#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron "Permalink to this headline")
This section provide links that will assist you to quickly start with a fresh installation of [Tensorflow Neuron (tensorflow-neuron) Setup](../../../../tensorflow-neuron.html#setup-tensorflow-neuron) for Inference.
- Please follow the instructions at [launch an Amazon EC2 Instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance) to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.
- To get more information about instance sizes and pricing see: [Inf1 web page](https://aws.amazon.com/ec2/instance-types/inf1/)
- Check for the latest version of the [DLAMI Base AMI](https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-amazon-linux-2/) and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Amazon Linux 2) <latest\_date>” from “AMI Name:” section
- Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.
- After launching the instance, follow the instructions in [Connect to your instance](https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html) to connect to the instance
```
# Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
``` ```
# Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -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
python3.7 -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 yum install tensorflow-model-server-neuronx=2.10.1.2.10.1.0 -y
```
Visit TensorFlow Neuron(`tensorflow-neuron`) for Inference section
Visit TensorFlow Neuron section for more
## [Update to latest TensorFlow Neuron (`tensorflow-neuron`)](#id2)[#](#update-to-latest-tensorflow-neuron-tensorflow-neuron "Permalink to this headline")
If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.
TensorFlow 2.10.1
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.
```
# Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc] "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo yum install tensorflow-model-server-neuronx=2.10.1.2.10.1.0 -y
```
TensorFlow 2.9.3
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.
```
# Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.9.3.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo yum install tensorflow-model-server-neuronx=2.9.3.2.10.1.0 -y
```
TensorFlow 2.8.4
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.
```
# Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.8.4.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo yum install tensorflow-model-server-neuronx=2.8.4.2.10.1.0 -y
```
## [Install Previous Tensorflow Neuron Releases for Ubuntu (`tensorflow-neuron`)](#id3)[#](#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron "Permalink to this headline")
This section will assist you to install previous Neuron releases.
Neuron 2.12.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.9.3.0 "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=2.10.1.2.9.3.0 -y
```
Neuron 2.11.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.8.9.0 "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=2.10.1.2.8.9.0 -y
```
Neuron 2.10.0
```
# Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.8.1.0 "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=2.10.1.2.8.1.0 -y
```
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Get Started with Latest Release of TensorFlow Neuron (
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tensorflow-neuron
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<h1>TensorFlow Neuron (“tensorflow-neuron”) Setup on Amazon Linux 2 with DLAMI Base</h1>
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Get Started with Latest Release of TensorFlow Neuron (
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Update to latest TensorFlow Neuron (
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Install Previous Tensorflow Neuron Releases for Ubuntu (
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils" id="setup-tensorflow-neuron-al2-base-dlami">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Select a Different Framework or Platform for Setup</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../index.html#setup-guide-index"><span class="std std-ref"></span></a></div>
<div class="section" id="tensorflow-neuron-tensorflow-neuron-setup-on-amazon-linux-2-with-dlami-base">
<h1>TensorFlow Neuron (“tensorflow-neuron”) Setup on Amazon Linux 2 with DLAMI Base<a class="headerlink" href="#tensorflow-neuron-tensorflow-neuron-setup-on-amazon-linux-2-with-dlami-base" title="Permalink to this headline">#</a></h1>
<div class="contents local topic" id="table-of-contents">
<p class="topic-title">Table of contents</p>
<ul class="simple">
<li><p><a class="reference internal" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron" id="id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#update-to-latest-tensorflow-neuron-tensorflow-neuron" id="id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a></p></li>
<li><p><a class="reference internal" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron" id="id3">Install Previous Tensorflow Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a></p></li>
</ul>
</div>
<div class="section" id="get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron">
<h2><a class="toc-backref" href="#id1">Get Started with Latest Release of TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a><a class="headerlink" href="#get-started-with-latest-release-of-tensorflow-neuron-tensorflow-neuron" title="Permalink to this headline">#</a></h2>
<p>This section provide links that will assist you to quickly start with a fresh installation of <a class="reference internal" href="../../../../tensorflow-neuron.html#setup-tensorflow-neuron"><span class="std std-ref">Tensorflow Neuron (tensorflow-neuron) Setup</span></a> for Inference.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
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Launch the Instance<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
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<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
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<ul class="simple">
<li><p class="sd-card-text">Please follow the instructions at <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/EC2_GetStarted.html#ec2-launch-instance">launch an Amazon EC2 Instance</a> to launch an instance. When choosing the instance type at the EC2 console. please make sure to select the correct instance type.</p></li>
<li><p class="sd-card-text">To get more information about instance sizes and pricing see: <a class="reference external" href="https://aws.amazon.com/ec2/instance-types/inf1/">Inf1 web page</a></p></li>
<li><p class="sd-card-text">Check for the latest version of the <a class="reference external" href="https://aws.amazon.com/releasenotes/aws-deep-learning-ami-base-neuron-amazon-linux-2/">DLAMI Base AMI</a> and copy the AMI name that starts with “Deep Learning Base Neuron AMI (Amazon Linux 2) <latest_date>” from “AMI Name:” section</p></li>
<li><p class="sd-card-text">Search for the copied AMI name in the AMI Search , you should see a matching AMI with the AMI name in Community AMIs. Select the AMI and use it to launch the instance.</p></li>
<li><p class="sd-card-text">After launching the instance, follow the instructions in <a class="reference external" href="https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/AccessingInstancesLinux.html">Connect to your instance</a> to connect to the instance</p></li>
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Install Drivers and Tools<div class="sd-summary-down docutils">
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<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install git
sudo yum install git -y
# install Neuron Driver
sudo yum install aws-neuronx-dkms-2.* -y
# Install Neuron Tools
sudo yum install aws-neuronx-tools-2.* -y
# Add PATH
export PATH=/opt/aws/neuron/bin:$PATH
</pre></div>
</div>
</div>
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<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo yum install -y python3.7-venv gcc-c++
# Create Python venv
python3.7 -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
python3.7 -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 yum install tensorflow-model-server-neuronx=2.10.1.2.10.1.0 -y
</pre></div>
</div>
</div>
</details><div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-title-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron(<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>) for Inference section</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/tensorflow-neuron-inference.html#inference-tensorflow-neuron"><span class="std std-ref"></span></a></div>
<div class="sd-card sd-sphinx-override sd-mb-3 sd-shadow-sm sd-card-hover docutils">
<div class="sd-card-body sphinx-design-class-body-small docutils">
<div class="sd-card-title sd-font-weight-bold docutils">
Visit TensorFlow Neuron section for more</div>
</div>
<a class="sd-stretched-link reference internal" href="../../../../../../frameworks/tensorflow/index.html#tensorflow-neuron-main"><span class="std std-ref"></span></a></div>
</div>
<div class="section" id="update-to-latest-tensorflow-neuron-tensorflow-neuron">
<span id="tensorflow-neuron-al2-update"></span><h2><a class="toc-backref" href="#id2">Update to latest TensorFlow Neuron (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a><a class="headerlink" href="#update-to-latest-tensorflow-neuron-tensorflow-neuron" title="Permalink to this headline">#</a></h2>
<p>If you already have a previous Neuron release installed, this section provide links that will assist you to update to latest Neuron release.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
TensorFlow 2.10.1</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc] "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo yum install tensorflow-model-server-neuronx=2.10.1.2.10.1.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
TensorFlow 2.9.3</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.9.3.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo yum install tensorflow-model-server-neuronx=2.9.3.2.10.1.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-2" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-2">
TensorFlow 2.8.4</label><div class="sd-tab-content docutils">
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>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.</p>
</div>
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Activate Python venv
source aws_neuron_venv_tensorflow_inf1/bin/activate
# Install Jupyter notebook kernel
pip install ipykernel
python3.7 -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
# Update TensorFlow Neuron
python -m pip install --upgrade tensorflow-neuron[cc]==2.8.4.* "protobuf"
# Update Neuron TensorBoard
python -m pip install --upgrade tensorboard-plugin-neuron
# Optional: Update Tensorflow Neuron model server
sudo yum install tensorflow-model-server-neuronx=2.8.4.2.10.1.0 -y
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron">
<span id="tensorflow-neuron-install-prev-u20"></span><h2><a class="toc-backref" href="#id3">Install Previous Tensorflow Neuron Releases for Ubuntu (<code class="docutils literal notranslate"><span class="pre">tensorflow-neuron</span></code>)</a><a class="headerlink" href="#install-previous-tensorflow-neuron-releases-for-ubuntu-tensorflow-neuron" title="Permalink to this headline">#</a></h2>
<div class="toctree-wrapper compound">
</div>
<p>This section will assist you to install previous Neuron releases.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-3" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-3">
Neuron 2.12.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.9.3.0 "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=2.10.1.2.9.3.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-4" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-4">
Neuron 2.11.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.8.9.0 "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=2.10.1.2.8.9.0 -y
</pre></div>
</div>
</div>
<input id="sd-tab-item-5" name="sd-tab-set-1" type="radio">
<label class="sd-tab-label" for="sd-tab-item-5">
Neuron 2.10.0</label><div class="sd-tab-content docutils">
<div class="highlight-text notranslate"><div class="highlight"><pre><span></span># Install Python venv
sudo apt-get install -y python3.8-venv g++
# Create Python venv
python3.8 -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
python3.8 -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]==2.10.1.2.8.1.0 "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=2.10.1.2.8.1.0 -y
</pre></div>
</div>
</div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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</body></html> | 2023-09-29T20:55:10.043Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/tutorials/inference/tutorial-infer.rst.txt | ```
.. _tutorial-infer:
Run inference in pytorch neuron container
==========================================
.. contents:: Table of Contents
:local:
:depth: 2
Overview
--------
This tutorial demonstrates how to run a pytorch DLC on an inferentia instance.
By the end of this tutorial you will be able to run the inference using the container
You will use an inf1.2xlarge to test your Docker configuration for Inferentia.
To find out the available neuron devices on your instance, use the command ``ls /dev/neuron*``.
Setup Environment
-----------------
1. Launch an Inf1 Instance
.. include:: /general/setup/install-templates/launch-inf1.txt
2. Set up docker environment according to :ref:`tutorial-docker-env-setup`
3. A sample Dockerfile for for torch-neuron can be found here :ref:`inference-dlc-dockerfile`.
This dockerfile needs the torchserve entrypoint found here :ref:`torchserve-neuron` and torchserve
config.properties found here :ref:`torchserve-config-properties`.
With the files in a dir, build the image with the following command:
.. code:: bash
docker build . -f Dockerfile.pt -t neuron-container:pytorch
Run the following command to start the container
.. code:: bash
docker run -itd --name pt-cont -p 80:8080 -p 8081:8081 --device=/dev/neuron0 neuron-container:pytorch /usr/local/bin/entrypoint.sh -m 'pytorch-resnet-neuron=https://aws-dlc-sample-models.s3.amazonaws.com/pytorch/Resnet50-neuron.mar' -t /home/model-server/config.properties
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _tutorial-infer:
Run inference in pytorch neuron container
==========================================
.. contents:: Table of Contents
:local:
:depth: 2
Overview
--------
This tutorial demonstrates how to run a pytorch DLC on an inferentia instance.
By the end of this tutorial you will be able to run the inference using the container
You will use an inf1.2xlarge to test your Docker configuration for Inferentia.
To find out the available neuron devices on your instance, use the command ``ls /dev/neuron*``.
Setup Environment
-----------------
1. Launch an Inf1 Instance
.. include:: /general/setup/install-templates/launch-inf1.txt
2. Set up docker environment according to :ref:`tutorial-docker-env-setup`
3. A sample Dockerfile for for torch-neuron can be found here :ref:`inference-dlc-dockerfile`.
This dockerfile needs the torchserve entrypoint found here :ref:`torchserve-neuron` and torchserve
config.properties found here :ref:`torchserve-config-properties`.
With the files in a dir, build the image with the following command:
.. code:: bash
docker build . -f Dockerfile.pt -t neuron-container:pytorch
Run the following command to start the container
.. code:: bash
docker run -itd --name pt-cont -p 80:8080 -p 8081:8081 --device=/dev/neuron0 neuron-container:pytorch /usr/local/bin/entrypoint.sh -m 'pytorch-resnet-neuron=https://aws-dlc-sample-models.s3.amazonaws.com/pytorch/Resnet50-neuron.mar' -t /home/model-server/config.properties
</pre></body></html> | 2023-09-29T20:55:10.198Z | |
Tutorial How to Build and Run a Neuron Container — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/tutorials/build-run-neuron-container.html#how-to-build-neuron-container | # Tutorial How to Build and Run a Neuron Container — AWS Neuron Documentation
Toggle in-page Table of Contents
Contents
- [Introduction](#introduction)
- [Pre-requisites](#pre-requisites)
- [Build and Run the Application Container](#build-and-run-the-application-container)
- [Important to know](#important-to-know)
- [Devices](#devices)
- [Cores](#cores)
## Contents
- [Introduction](#introduction)
- [Pre-requisites](#pre-requisites)
- [Build and Run the Application Container](#build-and-run-the-application-container)
- [Important to know](#important-to-know)
- [Devices](#devices)
- [Cores](#cores)
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Tutorial How to Build and Run a Neuron Container[#](#tutorial-how-to-build-and-run-a-neuron-container "Permalink to this headline")
## Introduction[#](#introduction "Permalink to this headline")
This document explains how to build a Neuron Container using an existing Dockerfile.
## Pre-requisites[#](#pre-requisites "Permalink to this headline")
1. Docker version 18 or newer is configured according to [Tutorial Docker environment setup](tutorial-docker-env-setup.html#tutorial-docker-env-setup)
2. Inf1/Trn1 instance with available [Neuron Devices](#container-devices)
3. If running a serving application such as tensorflow-model-server, torchserve or multi-model-server, make sure the appropriate ports that the server listens to are exposed using EXPOSE in the Dockerfile or the arguments `-p 80:8080` on the `docker run` command.
## Build and Run the Application Container[#](#build-and-run-the-application-container "Permalink to this headline")
Follow the steps below for creating neuron application containers.
- Build a docker image using provided dockerfile [Dockerfile for Application Container](../docker-example/inference/Dockerfile-libmode.html#libmode-dockerfile) for Inf1 and [Dockerfile for Application Container](../docker-example/training/Dockerfile-trainium-dlc.html#trainium-dlc-dockerfile) for Trn1 (also for Trn1 the dockerfile needs mlp train script found here at [Simple MLP train script](../docker-example/training/mlp.html#mlp-train)
```
docker build . -f Dockerfile.pt -t neuron-container:pytorch
```
- Run the container locally:
```
docker run -it --name pt17 --device=/dev/neuron0 neuron-container:pytorch neuron-ls
```
Expected result for Inf1:
```
+--------------+---------+--------+-----------+-----------+------+------+
| PCI BDF | LOGICAL | NEURON | MEMORY | MEMORY | EAST | WEST |
| | ID | CORES | CHANNEL 0 | CHANNEL 1 | | |
+--------------+---------+--------+-----------+-----------+------+------+
| 0000:00:1f.0 | 0 | 4 | 4096 MB | 4096 MB | 0 | 0 |
+--------------+---------+--------+-----------+-----------+------+------+
```
Expected result for Trn1:
```
+--------+--------+--------+-----------+---------+
| NEURON | NEURON | NEURON | CONNECTED | PCI |
| DEVICE | CORES | MEMORY | DEVICES | BDF |
+--------+--------+--------+-----------+---------+
| 0 | 4 | 8 GB | 1 | 00:1f.0 |
+--------+--------+--------+-----------+---------+
```
Note
If instead of the –device option above if the env variable AWS\_NEURON\_VISIBLE\_DEVICES is to be used then the oci hook needs to installed by following instructions in [Tutorial Docker Neuron OCI Hook Setup](tutorial-oci-hook.html#tutorial-oci-hook)
## Important to know[#](#important-to-know "Permalink to this headline")
### Devices[#](#devices "Permalink to this headline")
- The docker native way is to use –device /dev/neuron# for each of the Neuron Devices intended to be passed. When using –device option ALL/all is not supported.
> ```
> docker run --device=/dev/neuron0 --device=/dev/neuron1
>
> ```
- If you install the aws-neuronx-oci-hook package, you will have an OCI hook that also supports use of a container environment variable AWS\_NEURON\_VISIBLE\_DEVICES=<ALL | csv of devices>, which intends to make things easier for multi device scenarios. Following are some examples. For setting up oci hook please refer [oci neuron hook](tutorial-oci-hook.html#tutorial-oci-hook)
> ```
> docker run -e “AWS_NEURON_VISIBLE_DEVICES=0,1”
> docker run -e “AWS_NEURON_VISIBLE_DEVICES=ALL”
>
> ```
- In kubernetes environment, the neuron device plugin is used for exposing the neuron device to the containers in the pod. The number of devices can be adjusted using the _aws.amazon.com/neurondevice_ resource in the pod specification. Refer [K8s setup](k8s-setup.html#tutorial-k8s-env-setup-for-neuron) for more details
> > ```
> > resources:
> > limits:
> > aws.amazon.com/neurondevice: 1
> >
> > ```
>
> Note
>
> Only the number of devices can be specfied. When only the neuron device plugin is running that does not guaratee the devices to be contiguous. Make sure to run the neuron scheduler extension neuron-k8-scheduler-ext so that it makes sure that contigiuous devices are allocated to the containers
- Multiple container applications running in the same host can share the devices but the cores cannot be shared. This is similar to running multiple applications in the host.
- In the kubernetes environment the devices cannot be shared by multiple containers in the pod
### Cores[#](#cores "Permalink to this headline")
Each neuron device has multiple cores. The cores allocated to process/container can be controlled by the environment variable NEURON\_RT\_VISIBLE\_CORES and NEURON\_RT\_NUM\_CORES. Please refer [Neuron Runtime Configuration](../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration) for more details.
- The docker native way is to use –device /dev/neuron# for each of the Neuron Devices intended to be passed. Add –env NEURON\_RT\_VISIBLE\_CORES-1,2 to use cores 1 and 2 to this container. For example in inf1.24xlarge with 64 cores, if we want to use cores 51 & 52, the appropriate device and NEURON\_RT\_VISIBLE\_CORES needs to be used. With 4 cores in each device, core 51 is in device 12 and 52 is in device 13
> ```
> docker run --device=/dev/neuron12 --device=/dev/neuron13 --env NEURON_RT_VISIBLE_CORES=51,52
>
> ```
- In kubernetes environment, the neuron device plugin is used for exposing the neuron cores to the containers in the pod. The number of cores can be adjusted using the _aws.amazon.com/neuroncore_ resource in the pod specification. Refer [K8s setup](k8s-setup.html#tutorial-k8s-env-setup-for-neuron) for more details.
> > ```
> > resources:
> > limits:
> > aws.amazon.com/neuroncore: 1
> >
> > ```
>
> Note
>
> Only the number of cores can be specfied. When only the neuron device plugin is running that does not guaratee the cores to be contiguous. Make sure to run the neuron scheduler extension neuron-k8-scheduler-ext so that it makes sure that contigiuous cores are allocated to the containers
- Multiple container applications running in the same host cannot share the cores. This is similar to running multiple applications in the host.
- In the kubernetes environment the cores cannot be shared by multiple containers in the pod
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` | <!DOCTYPE html><html lang="en"><head>
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<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#introduction">
Introduction
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#pre-requisites">
Pre-requisites
</a>
</li>
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Build and Run the Application Container
</a>
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<a class="reference internal nav-link" href="#important-to-know">
Important to know
</a>
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<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#devices">
Devices
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
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Cores
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<h1>Tutorial How to Build and Run a Neuron Container</h1>
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<a class="reference internal nav-link" href="#introduction">
Introduction
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<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#pre-requisites">
Pre-requisites
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#build-and-run-the-application-container">
Build and Run the Application Container
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Important to know
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Devices
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Cores
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<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="tutorial-how-to-build-and-run-a-neuron-container">
<span id="how-to-build-neuron-container"></span><h1>Tutorial How to Build and Run a Neuron Container<a class="headerlink" href="#tutorial-how-to-build-and-run-a-neuron-container" title="Permalink to this headline">#</a></h1>
<div class="section" id="introduction">
<h2>Introduction<a class="headerlink" href="#introduction" title="Permalink to this headline">#</a></h2>
<p>This document explains how to build a Neuron Container using an existing Dockerfile.</p>
</div>
<div class="section" id="pre-requisites">
<h2>Pre-requisites<a class="headerlink" href="#pre-requisites" title="Permalink to this headline">#</a></h2>
<ol class="arabic simple">
<li><p>Docker version 18 or newer is configured according to <a class="reference internal" href="tutorial-docker-env-setup.html#tutorial-docker-env-setup"><span class="std std-ref">Tutorial Docker environment setup</span></a></p></li>
<li><p>Inf1/Trn1 instance with available <a class="reference internal" href="#container-devices"><span class="std std-ref">Neuron Devices</span></a></p></li>
<li><p>If running a serving application such as tensorflow-model-server, torchserve or multi-model-server, make sure the appropriate ports that the server listens to are exposed using EXPOSE in the Dockerfile or the arguments <code class="docutils literal notranslate"><span class="pre">-p</span> <span class="pre">80:8080</span></code> on the <code class="docutils literal notranslate"><span class="pre">docker</span> <span class="pre">run</span></code> command.</p></li>
</ol>
</div>
<div class="section" id="build-and-run-the-application-container">
<span id="running-application-container"></span><h2>Build and Run the Application Container<a class="headerlink" href="#build-and-run-the-application-container" title="Permalink to this headline">#</a></h2>
<p>Follow the steps below for creating neuron application containers.</p>
<ul class="simple">
<li><p>Build a docker image using provided dockerfile <a class="reference internal" href="../docker-example/inference/Dockerfile-libmode.html#libmode-dockerfile"><span class="std std-ref">Dockerfile for Application Container</span></a> for Inf1 and <a class="reference internal" href="../docker-example/training/Dockerfile-trainium-dlc.html#trainium-dlc-dockerfile"><span class="std std-ref">Dockerfile for Application Container</span></a> for Trn1 (also for Trn1 the dockerfile needs mlp train script found here at <a class="reference internal" href="../docker-example/training/mlp.html#mlp-train"><span class="std std-ref">Simple MLP train script</span></a></p></li>
</ul>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>build<span class="w"> </span>.<span class="w"> </span>-f<span class="w"> </span>Dockerfile.pt<span class="w"> </span>-t<span class="w"> </span>neuron-container:pytorch
</pre></div>
</div>
<ul class="simple">
<li><p>Run the container locally:</p></li>
</ul>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>-it<span class="w"> </span>--name<span class="w"> </span>pt17<span class="w"> </span>--device<span class="o">=</span>/dev/neuron0<span class="w"> </span>neuron-container:pytorch<span class="w"> </span>neuron-ls
</pre></div>
</div>
<p>Expected result for Inf1:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">+--------------+---------+--------+-----------+-----------+------+------+</span>
<span class="o">|</span> <span class="n">PCI</span> <span class="n">BDF</span> <span class="o">|</span> <span class="n">LOGICAL</span> <span class="o">|</span> <span class="n">NEURON</span> <span class="o">|</span> <span class="n">MEMORY</span> <span class="o">|</span> <span class="n">MEMORY</span> <span class="o">|</span> <span class="n">EAST</span> <span class="o">|</span> <span class="n">WEST</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">|</span> <span class="n">ID</span> <span class="o">|</span> <span class="n">CORES</span> <span class="o">|</span> <span class="n">CHANNEL</span> <span class="mi">0</span> <span class="o">|</span> <span class="n">CHANNEL</span> <span class="mi">1</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span>
<span class="o">+--------------+---------+--------+-----------+-----------+------+------+</span>
<span class="o">|</span> <span class="mi">0000</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">1</span><span class="n">f</span><span class="mf">.0</span> <span class="o">|</span> <span class="mi">0</span> <span class="o">|</span> <span class="mi">4</span> <span class="o">|</span> <span class="mi">4096</span> <span class="n">MB</span> <span class="o">|</span> <span class="mi">4096</span> <span class="n">MB</span> <span class="o">|</span> <span class="mi">0</span> <span class="o">|</span> <span class="mi">0</span> <span class="o">|</span>
<span class="o">+--------------+---------+--------+-----------+-----------+------+------+</span>
</pre></div>
</div>
<p>Expected result for Trn1:</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">+--------+--------+--------+-----------+---------+</span>
<span class="o">|</span> <span class="n">NEURON</span> <span class="o">|</span> <span class="n">NEURON</span> <span class="o">|</span> <span class="n">NEURON</span> <span class="o">|</span> <span class="n">CONNECTED</span> <span class="o">|</span> <span class="n">PCI</span> <span class="o">|</span>
<span class="o">|</span> <span class="n">DEVICE</span> <span class="o">|</span> <span class="n">CORES</span> <span class="o">|</span> <span class="n">MEMORY</span> <span class="o">|</span> <span class="n">DEVICES</span> <span class="o">|</span> <span class="n">BDF</span> <span class="o">|</span>
<span class="o">+--------+--------+--------+-----------+---------+</span>
<span class="o">|</span> <span class="mi">0</span> <span class="o">|</span> <span class="mi">4</span> <span class="o">|</span> <span class="mi">8</span> <span class="n">GB</span> <span class="o">|</span> <span class="mi">1</span> <span class="o">|</span> <span class="mi">00</span><span class="p">:</span><span class="mi">1</span><span class="n">f</span><span class="mf">.0</span> <span class="o">|</span>
<span class="o">+--------+--------+--------+-----------+---------+</span>
</pre></div>
</div>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>If instead of the –device option above if the env variable AWS_NEURON_VISIBLE_DEVICES
is to be used then the oci hook needs to installed by following instructions in <a class="reference internal" href="tutorial-oci-hook.html#tutorial-oci-hook"><span class="std std-ref">Tutorial Docker Neuron OCI Hook Setup</span></a></p>
</div>
</div>
<div class="section" id="important-to-know">
<h2>Important to know<a class="headerlink" href="#important-to-know" title="Permalink to this headline">#</a></h2>
<div class="section" id="devices">
<span id="container-devices"></span><h3>Devices<a class="headerlink" href="#devices" title="Permalink to this headline">#</a></h3>
<ul>
<li><p>The docker native way is to use –device /dev/neuron# for each of the Neuron Devices intended to be passed. When using –device option ALL/all is not supported.</p>
<blockquote>
<div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>--device<span class="o">=</span>/dev/neuron0<span class="w"> </span>--device<span class="o">=</span>/dev/neuron1
</pre></div>
</div>
</div></blockquote>
</li>
<li><p>If you install the aws-neuronx-oci-hook package, you will have an OCI hook that also supports use of a container environment variable AWS_NEURON_VISIBLE_DEVICES=<ALL | csv of devices>, which intends to make things easier for multi device scenarios. Following are some examples. For setting up oci hook please refer <a class="reference internal" href="tutorial-oci-hook.html#tutorial-oci-hook"><span class="std std-ref">oci neuron hook</span></a></p>
<blockquote>
<div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>-e<span class="w"> </span>“AWS_NEURON_VISIBLE_DEVICES<span class="o">=</span><span class="m">0</span>,1”
docker<span class="w"> </span>run<span class="w"> </span>-e<span class="w"> </span>“AWS_NEURON_VISIBLE_DEVICES<span class="o">=</span>ALL”
</pre></div>
</div>
</div></blockquote>
</li>
<li><p>In kubernetes environment, the neuron device plugin is used for exposing the neuron device to the containers in the pod. The number of devices can be adjusted using the <em>aws.amazon.com/neurondevice</em> resource in the pod specification. Refer <a class="reference internal" href="k8s-setup.html#tutorial-k8s-env-setup-for-neuron"><span class="std std-ref">K8s setup</span></a> for more details</p>
<blockquote>
<div><blockquote>
<div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>resources:
<span class="w"> </span>limits:
<span class="w"> </span>aws.amazon.com/neurondevice:<span class="w"> </span><span class="m">1</span>
</pre></div>
</div>
</div></blockquote>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>Only the number of devices can be specfied.
When only the neuron device plugin is running that does not guaratee the devices to be
contiguous. Make sure to run the neuron scheduler extension <span class="xref std std-ref">neuron-k8-scheduler-ext</span>
so that it makes sure that contigiuous devices are allocated to the containers</p>
</div>
</div></blockquote>
</li>
<li><p>Multiple container applications running in the same host can share the devices but the cores cannot be shared. This is similar to running multiple applications in the host.</p></li>
<li><p>In the kubernetes environment the devices cannot be shared by multiple containers in the pod</p></li>
</ul>
</div>
<div class="section" id="cores">
<span id="container-cores"></span><h3>Cores<a class="headerlink" href="#cores" title="Permalink to this headline">#</a></h3>
<p>Each neuron device has multiple cores. The cores allocated to process/container can be controlled by
the environment variable NEURON_RT_VISIBLE_CORES and NEURON_RT_NUM_CORES. Please refer <a class="reference internal" href="../../neuron-runtime/nrt-configurable-parameters.html#nrt-configuration"><span class="std std-ref">Neuron Runtime Configuration</span></a> for more details.</p>
<ul>
<li><p>The docker native way is to use –device /dev/neuron# for each of the Neuron Devices intended to be passed. Add –env NEURON_RT_VISIBLE_CORES-1,2 to use cores 1 and 2 to this container. For example in inf1.24xlarge with 64 cores, if we want to use cores 51 & 52, the appropriate device and NEURON_RT_VISIBLE_CORES needs to be used. With 4 cores in each device, core 51 is in device 12 and 52 is in device 13</p>
<blockquote>
<div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>--device<span class="o">=</span>/dev/neuron12<span class="w"> </span>--device<span class="o">=</span>/dev/neuron13<span class="w"> </span>--env<span class="w"> </span><span class="nv">NEURON_RT_VISIBLE_CORES</span><span class="o">=</span><span class="m">51</span>,52
</pre></div>
</div>
</div></blockquote>
</li>
<li><p>In kubernetes environment, the neuron device plugin is used for exposing the neuron cores to the containers in the pod. The number of cores can be adjusted using the <em>aws.amazon.com/neuroncore</em> resource in the pod specification. Refer <a class="reference internal" href="k8s-setup.html#tutorial-k8s-env-setup-for-neuron"><span class="std std-ref">K8s setup</span></a> for more details.</p>
<blockquote>
<div><blockquote>
<div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>resources:
<span class="w"> </span>limits:
<span class="w"> </span>aws.amazon.com/neuroncore:<span class="w"> </span><span class="m">1</span>
</pre></div>
</div>
</div></blockquote>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>Only the number of cores can be specfied.
When only the neuron device plugin is running that does not guaratee the cores to be
contiguous. Make sure to run the neuron scheduler extension <span class="xref std std-ref">neuron-k8-scheduler-ext</span>
so that it makes sure that contigiuous cores are allocated to the containers</p>
</div>
</div></blockquote>
</li>
<li><p>Multiple container applications running in the same host cannot share the cores. This is similar to running multiple applications in the host.</p></li>
<li><p>In the kubernetes environment the cores cannot be shared by multiple containers in the pod</p></li>
</ul>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:10.322Z |
Tutorial Docker environment setup — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/tutorials/tutorial-docker-env-setup.html#tutorial-docker-env-setup | # Tutorial Docker environment setup — AWS Neuron Documentation
## Introduction[#](#introduction "Permalink to this headline")
A Neuron application can be deployed using docker containers. This tutorial describes how to configure docker to expose Inferentia/Trainium devices to containers.
Training
```
# Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Remove preinstalled packages and Install Neuron Driver and Runtime
sudo yum remove aws-neuron-dkms -y
sudo yum remove aws-neuronx-dkms -y
sudo yum install aws-neuronx-dkms-2.* -y
# Install EFA Driver(only required for multiinstance training)
curl -O https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget https://efa-installer.amazonaws.com/aws-efa-installer.key && gpg --import aws-efa-installer.key
cat aws-efa-installer.key | gpg --fingerprint
wget https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig && gpg --verify ./aws-efa-installer-latest.tar.gz.sig
tar -xvf aws-efa-installer-latest.tar.gz
cd aws-efa-installer && sudo bash efa_installer.sh --yes
cd
sudo rm -rf aws-efa-installer-latest.tar.gz aws-efa-installer
``` ```
sudo yum install -y docker.io
sudo usermod -aG docker $USER
Logout and log back in to refresh membership.
``` ```
docker run hello-world
Expected result:
::
Hello from Docker!
This message shows that your installation appears to be working correctly.
To generate this message, Docker took the following steps:
1. The Docker client contacted the Docker daemon.
2. The Docker daemon pulled the "hello-world" image from the Docker Hub.
(amd64)
3. The Docker daemon created a new container from that image which runs the
executable that produces the output you are currently reading.
4. The Docker daemon streamed that output to the Docker client, which sent it
to your terminal.
To try something more ambitious, you can run an Ubuntu container with:
$ docker run -it ubuntu bash
Share images, automate workflows, and more with a free Docker ID:
https://hub.docker.com/
For more examples and ideas, visit:
https://docs.docker.com/get-started/
``` Once the environment is setup, a container can be started with –device=/dev/neuron# to specify desired set of Inferentia/Trainium devices to be exposed to the container. To find out the available neuron devices on your instance, use the command `ls /dev/neuron*`.
When running neuron-ls inside a container, you will only see the set of exposed Trainiums. For example:
```
docker run --device=/dev/neuron0 neuron-test neuron-ls
Would produce the following output in trn1.32xlarge:
::
+--------+--------+--------+---------+
| NEURON | NEURON | NEURON | PCI |
| DEVICE | CORES | MEMORY | BDF |
+--------+--------+--------+---------+
| 0 | 2 | 32 GB | 10:1c.0 |
+--------+--------+--------+---------+
```
Inference
```
# Configure Linux for Neuron repository updates
sudo tee /etc/yum.repos.d/neuron.repo > /dev/null <<EOF
[neuron]
name=Neuron YUM Repository
baseurl=https://yum.repos.neuron.amazonaws.com
enabled=1
metadata_expire=0
EOF
sudo rpm --import https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
# Update OS packages
sudo yum update -y
################################################################################################################
# To install or update to Neuron versions 1.19.1 and newer from previous releases:
# - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver
################################################################################################################
# Install OS headers
sudo yum install kernel-devel-$(uname -r) kernel-headers-$(uname -r) -y
# Install Neuron Driver
sudo yum install aws-neuron-dkms -y
####################################################################################
# Warning: If Linux kernel is updated as a result of OS package update
# Neuron driver (aws-neuron-dkms) should be re-installed after reboot
####################################################################################
``` ```
sudo yum install -y docker.io
sudo usermod -aG docker $USER
Logout and log back in to refresh membership.
``` ```
docker run hello-world
Expected result:
::
Hello from Docker!
This message shows that your installation appears to be working correctly.
To generate this message, Docker took the following steps:
1. The Docker client contacted the Docker daemon.
2. The Docker daemon pulled the "hello-world" image from the Docker Hub.
(amd64)
3. The Docker daemon created a new container from that image which runs the
executable that produces the output you are currently reading.
4. The Docker daemon streamed that output to the Docker client, which sent it
to your terminal.
To try something more ambitious, you can run an Ubuntu container with:
$ docker run -it ubuntu bash
Share images, automate workflows, and more with a free Docker ID:
https://hub.docker.com/
For more examples and ideas, visit:
https://docs.docker.com/get-started/
``` Once the environment is setup, a container can be started with –device=/dev/neuron# to specify desired set of Inferentia/Trainium devices to be exposed to the container. To find out the available neuron devices on your instance, use the command `ls /dev/neuron*`.
When running neuron-ls inside a container, you will only see the set of exposed Inferentias. For example:
```
docker run --device=/dev/neuron0 neuron-test neuron-ls
```
Would produce the following output in inf1.xlarge:
> ```
> +--------------+---------+--------+-----------+-----------+------+------+
> | PCI BDF | LOGICAL | NEURON | MEMORY | MEMORY | EAST | WEST |
> | | ID | CORES | CHANNEL 0 | CHANNEL 1 | | |
> +--------------+---------+--------+-----------+-----------+------+------+
> | 0000:00:1f.0 | 0 | 4 | 4096 MB | 4096 MB | 0 | 0 |
> +--------------+---------+--------+-----------+-----------+------+------+
>
> ```
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<h1>Tutorial Docker environment setup</h1>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="tutorial-docker-environment-setup">
<span id="tutorial-docker-env-setup"></span><h1>Tutorial Docker environment setup<a class="headerlink" href="#tutorial-docker-environment-setup" title="Permalink to this headline">#</a></h1>
<div class="section" id="introduction">
<h2>Introduction<a class="headerlink" href="#introduction" title="Permalink to this headline">#</a></h2>
<p>A Neuron application can be deployed using docker containers. This
tutorial describes how to configure docker to expose Inferentia/Trainium devices
to containers.</p>
<div class="sd-tab-set docutils">
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Training</label><div class="sd-tab-content docutils">
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<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
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<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Configure Linux for Neuron repository updates</span>
sudo<span class="w"> </span>tee<span class="w"> </span>/etc/yum.repos.d/neuron.repo<span class="w"> </span>><span class="w"> </span>/dev/null<span class="w"> </span><span class="s"><<EOF</span>
<span class="s">[neuron]</span>
<span class="s">name=Neuron YUM Repository</span>
<span class="s">baseurl=https://yum.repos.neuron.amazonaws.com</span>
<span class="s">enabled=1</span>
<span class="s">metadata_expire=0</span>
<span class="s">EOF</span>
sudo<span class="w"> </span>rpm<span class="w"> </span>--import<span class="w"> </span>https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
<span class="c1"># Update OS packages</span>
sudo<span class="w"> </span>yum<span class="w"> </span>update<span class="w"> </span>-y
<span class="c1"># Install OS headers</span>
sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>kernel-devel-<span class="k">$(</span>uname<span class="w"> </span>-r<span class="k">)</span><span class="w"> </span>kernel-headers-<span class="k">$(</span>uname<span class="w"> </span>-r<span class="k">)</span><span class="w"> </span>-y
<span class="c1"># Remove preinstalled packages and Install Neuron Driver and Runtime</span>
sudo<span class="w"> </span>yum<span class="w"> </span>remove<span class="w"> </span>aws-neuron-dkms<span class="w"> </span>-y
sudo<span class="w"> </span>yum<span class="w"> </span>remove<span class="w"> </span>aws-neuronx-dkms<span class="w"> </span>-y
sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>aws-neuronx-dkms-2.*<span class="w"> </span>-y
<span class="c1"># Install EFA Driver(only required for multiinstance training)</span>
curl<span class="w"> </span>-O<span class="w"> </span>https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz
wget<span class="w"> </span>https://efa-installer.amazonaws.com/aws-efa-installer.key<span class="w"> </span><span class="o">&&</span><span class="w"> </span>gpg<span class="w"> </span>--import<span class="w"> </span>aws-efa-installer.key
cat<span class="w"> </span>aws-efa-installer.key<span class="w"> </span><span class="p">|</span><span class="w"> </span>gpg<span class="w"> </span>--fingerprint
wget<span class="w"> </span>https://efa-installer.amazonaws.com/aws-efa-installer-latest.tar.gz.sig<span class="w"> </span><span class="o">&&</span><span class="w"> </span>gpg<span class="w"> </span>--verify<span class="w"> </span>./aws-efa-installer-latest.tar.gz.sig
tar<span class="w"> </span>-xvf<span class="w"> </span>aws-efa-installer-latest.tar.gz
<span class="nb">cd</span><span class="w"> </span>aws-efa-installer<span class="w"> </span><span class="o">&&</span><span class="w"> </span>sudo<span class="w"> </span>bash<span class="w"> </span>efa_installer.sh<span class="w"> </span>--yes
<span class="nb">cd</span>
sudo<span class="w"> </span>rm<span class="w"> </span>-rf<span class="w"> </span>aws-efa-installer-latest.tar.gz<span class="w"> </span>aws-efa-installer
</pre></div>
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<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Docker<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
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<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>-y<span class="w"> </span>docker.io
sudo<span class="w"> </span>usermod<span class="w"> </span>-aG<span class="w"> </span>docker<span class="w"> </span><span class="nv">$USER</span>
Logout<span class="w"> </span>and<span class="w"> </span>log<span class="w"> </span>back<span class="w"> </span><span class="k">in</span><span class="w"> </span>to<span class="w"> </span>refresh<span class="w"> </span>membership.
</pre></div>
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<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Verify Docker<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
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<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
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<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>hello-world
Expected<span class="w"> </span>result:
::
<span class="w"> </span>Hello<span class="w"> </span>from<span class="w"> </span>Docker!
<span class="w"> </span>This<span class="w"> </span>message<span class="w"> </span>shows<span class="w"> </span>that<span class="w"> </span>your<span class="w"> </span>installation<span class="w"> </span>appears<span class="w"> </span>to<span class="w"> </span>be<span class="w"> </span>working<span class="w"> </span>correctly.
<span class="w"> </span>To<span class="w"> </span>generate<span class="w"> </span>this<span class="w"> </span>message,<span class="w"> </span>Docker<span class="w"> </span>took<span class="w"> </span>the<span class="w"> </span>following<span class="w"> </span>steps:
<span class="w"> </span><span class="m">1</span>.<span class="w"> </span>The<span class="w"> </span>Docker<span class="w"> </span>client<span class="w"> </span>contacted<span class="w"> </span>the<span class="w"> </span>Docker<span class="w"> </span>daemon.
<span class="w"> </span><span class="m">2</span>.<span class="w"> </span>The<span class="w"> </span>Docker<span class="w"> </span>daemon<span class="w"> </span>pulled<span class="w"> </span>the<span class="w"> </span><span class="s2">"hello-world"</span><span class="w"> </span>image<span class="w"> </span>from<span class="w"> </span>the<span class="w"> </span>Docker<span class="w"> </span>Hub.
<span class="w"> </span><span class="o">(</span>amd64<span class="o">)</span>
<span class="w"> </span><span class="m">3</span>.<span class="w"> </span>The<span class="w"> </span>Docker<span class="w"> </span>daemon<span class="w"> </span>created<span class="w"> </span>a<span class="w"> </span>new<span class="w"> </span>container<span class="w"> </span>from<span class="w"> </span>that<span class="w"> </span>image<span class="w"> </span>which<span class="w"> </span>runs<span class="w"> </span>the
<span class="w"> </span>executable<span class="w"> </span>that<span class="w"> </span>produces<span class="w"> </span>the<span class="w"> </span>output<span class="w"> </span>you<span class="w"> </span>are<span class="w"> </span>currently<span class="w"> </span>reading.
<span class="w"> </span><span class="m">4</span>.<span class="w"> </span>The<span class="w"> </span>Docker<span class="w"> </span>daemon<span class="w"> </span>streamed<span class="w"> </span>that<span class="w"> </span>output<span class="w"> </span>to<span class="w"> </span>the<span class="w"> </span>Docker<span class="w"> </span>client,<span class="w"> </span>which<span class="w"> </span>sent<span class="w"> </span>it
<span class="w"> </span>to<span class="w"> </span>your<span class="w"> </span>terminal.
<span class="w"> </span>To<span class="w"> </span>try<span class="w"> </span>something<span class="w"> </span>more<span class="w"> </span>ambitious,<span class="w"> </span>you<span class="w"> </span>can<span class="w"> </span>run<span class="w"> </span>an<span class="w"> </span>Ubuntu<span class="w"> </span>container<span class="w"> </span>with:
<span class="w"> </span>$<span class="w"> </span>docker<span class="w"> </span>run<span class="w"> </span>-it<span class="w"> </span>ubuntu<span class="w"> </span>bash
<span class="w"> </span>Share<span class="w"> </span>images,<span class="w"> </span>automate<span class="w"> </span>workflows,<span class="w"> </span>and<span class="w"> </span>more<span class="w"> </span>with<span class="w"> </span>a<span class="w"> </span>free<span class="w"> </span>Docker<span class="w"> </span>ID:
<span class="w"> </span>https://hub.docker.com/
<span class="w"> </span>For<span class="w"> </span>more<span class="w"> </span>examples<span class="w"> </span>and<span class="w"> </span>ideas,<span class="w"> </span>visit:
<span class="w"> </span>https://docs.docker.com/get-started/
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Verify Neuron Component<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<p class="sd-card-text">Once the environment is setup, a container can be started with
–device=/dev/neuron# to specify desired set of Inferentia/Trainium devices to be
exposed to the container. To find out the available neuron devices on
your instance, use the command <code class="docutils literal notranslate"><span class="pre">ls</span> <span class="pre">/dev/neuron*</span></code>.</p>
<p class="sd-card-text">When running neuron-ls inside a container, you will only see the set of
exposed Trainiums. For example:</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>--device<span class="o">=</span>/dev/neuron0<span class="w"> </span>neuron-test<span class="w"> </span>neuron-ls
Would<span class="w"> </span>produce<span class="w"> </span>the<span class="w"> </span>following<span class="w"> </span>output<span class="w"> </span><span class="k">in</span><span class="w"> </span>trn1.32xlarge:
::
+--------+--------+--------+---------+
<span class="p">|</span><span class="w"> </span>NEURON<span class="w"> </span><span class="p">|</span><span class="w"> </span>NEURON<span class="w"> </span><span class="p">|</span><span class="w"> </span>NEURON<span class="w"> </span><span class="p">|</span><span class="w"> </span>PCI<span class="w"> </span><span class="p">|</span>
<span class="p">|</span><span class="w"> </span>DEVICE<span class="w"> </span><span class="p">|</span><span class="w"> </span>CORES<span class="w"> </span><span class="p">|</span><span class="w"> </span>MEMORY<span class="w"> </span><span class="p">|</span><span class="w"> </span>BDF<span class="w"> </span><span class="p">|</span>
+--------+--------+--------+---------+
<span class="p">|</span><span class="w"> </span><span class="m">0</span><span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">32</span><span class="w"> </span>GB<span class="w"> </span><span class="p">|</span><span class="w"> </span><span class="m">10</span>:1c.0<span class="w"> </span><span class="p">|</span>
+--------+--------+--------+---------+
</pre></div>
</div>
</div>
</details></div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
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Inference</label><div class="sd-tab-content docutils">
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<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Install Drivers<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
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<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Configure Linux for Neuron repository updates</span>
sudo<span class="w"> </span>tee<span class="w"> </span>/etc/yum.repos.d/neuron.repo<span class="w"> </span>><span class="w"> </span>/dev/null<span class="w"> </span><span class="s"><<EOF</span>
<span class="s">[neuron]</span>
<span class="s">name=Neuron YUM Repository</span>
<span class="s">baseurl=https://yum.repos.neuron.amazonaws.com</span>
<span class="s">enabled=1</span>
<span class="s">metadata_expire=0</span>
<span class="s">EOF</span>
sudo<span class="w"> </span>rpm<span class="w"> </span>--import<span class="w"> </span>https://yum.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB
<span class="c1"># Update OS packages</span>
sudo<span class="w"> </span>yum<span class="w"> </span>update<span class="w"> </span>-y
<span class="c1">################################################################################################################</span>
<span class="c1"># To install or update to Neuron versions 1.19.1 and newer from previous releases:</span>
<span class="c1"># - DO NOT skip 'aws-neuron-dkms' install or upgrade step, you MUST install or upgrade to latest Neuron driver</span>
<span class="c1">################################################################################################################</span>
<span class="c1"># Install OS headers</span>
sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>kernel-devel-<span class="k">$(</span>uname<span class="w"> </span>-r<span class="k">)</span><span class="w"> </span>kernel-headers-<span class="k">$(</span>uname<span class="w"> </span>-r<span class="k">)</span><span class="w"> </span>-y
<span class="c1"># Install Neuron Driver</span>
sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>aws-neuron-dkms<span class="w"> </span>-y
<span class="c1">####################################################################################</span>
<span class="c1"># Warning: If Linux kernel is updated as a result of OS package update</span>
<span class="c1"># Neuron driver (aws-neuron-dkms) should be re-installed after reboot</span>
<span class="c1">####################################################################################</span>
</pre></div>
</div>
</div>
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Install Docker<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
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<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sudo<span class="w"> </span>yum<span class="w"> </span>install<span class="w"> </span>-y<span class="w"> </span>docker.io
sudo<span class="w"> </span>usermod<span class="w"> </span>-aG<span class="w"> </span>docker<span class="w"> </span><span class="nv">$USER</span>
Logout<span class="w"> </span>and<span class="w"> </span>log<span class="w"> </span>back<span class="w"> </span><span class="k">in</span><span class="w"> </span>to<span class="w"> </span>refresh<span class="w"> </span>membership.
</pre></div>
</div>
</div>
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Verify Docker<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
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<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>hello-world
Expected<span class="w"> </span>result:
::
<span class="w"> </span>Hello<span class="w"> </span>from<span class="w"> </span>Docker!
<span class="w"> </span>This<span class="w"> </span>message<span class="w"> </span>shows<span class="w"> </span>that<span class="w"> </span>your<span class="w"> </span>installation<span class="w"> </span>appears<span class="w"> </span>to<span class="w"> </span>be<span class="w"> </span>working<span class="w"> </span>correctly.
<span class="w"> </span>To<span class="w"> </span>generate<span class="w"> </span>this<span class="w"> </span>message,<span class="w"> </span>Docker<span class="w"> </span>took<span class="w"> </span>the<span class="w"> </span>following<span class="w"> </span>steps:
<span class="w"> </span><span class="m">1</span>.<span class="w"> </span>The<span class="w"> </span>Docker<span class="w"> </span>client<span class="w"> </span>contacted<span class="w"> </span>the<span class="w"> </span>Docker<span class="w"> </span>daemon.
<span class="w"> </span><span class="m">2</span>.<span class="w"> </span>The<span class="w"> </span>Docker<span class="w"> </span>daemon<span class="w"> </span>pulled<span class="w"> </span>the<span class="w"> </span><span class="s2">"hello-world"</span><span class="w"> </span>image<span class="w"> </span>from<span class="w"> </span>the<span class="w"> </span>Docker<span class="w"> </span>Hub.
<span class="w"> </span><span class="o">(</span>amd64<span class="o">)</span>
<span class="w"> </span><span class="m">3</span>.<span class="w"> </span>The<span class="w"> </span>Docker<span class="w"> </span>daemon<span class="w"> </span>created<span class="w"> </span>a<span class="w"> </span>new<span class="w"> </span>container<span class="w"> </span>from<span class="w"> </span>that<span class="w"> </span>image<span class="w"> </span>which<span class="w"> </span>runs<span class="w"> </span>the
<span class="w"> </span>executable<span class="w"> </span>that<span class="w"> </span>produces<span class="w"> </span>the<span class="w"> </span>output<span class="w"> </span>you<span class="w"> </span>are<span class="w"> </span>currently<span class="w"> </span>reading.
<span class="w"> </span><span class="m">4</span>.<span class="w"> </span>The<span class="w"> </span>Docker<span class="w"> </span>daemon<span class="w"> </span>streamed<span class="w"> </span>that<span class="w"> </span>output<span class="w"> </span>to<span class="w"> </span>the<span class="w"> </span>Docker<span class="w"> </span>client,<span class="w"> </span>which<span class="w"> </span>sent<span class="w"> </span>it
<span class="w"> </span>to<span class="w"> </span>your<span class="w"> </span>terminal.
<span class="w"> </span>To<span class="w"> </span>try<span class="w"> </span>something<span class="w"> </span>more<span class="w"> </span>ambitious,<span class="w"> </span>you<span class="w"> </span>can<span class="w"> </span>run<span class="w"> </span>an<span class="w"> </span>Ubuntu<span class="w"> </span>container<span class="w"> </span>with:
<span class="w"> </span>$<span class="w"> </span>docker<span class="w"> </span>run<span class="w"> </span>-it<span class="w"> </span>ubuntu<span class="w"> </span>bash
<span class="w"> </span>Share<span class="w"> </span>images,<span class="w"> </span>automate<span class="w"> </span>workflows,<span class="w"> </span>and<span class="w"> </span>more<span class="w"> </span>with<span class="w"> </span>a<span class="w"> </span>free<span class="w"> </span>Docker<span class="w"> </span>ID:
<span class="w"> </span>https://hub.docker.com/
<span class="w"> </span>For<span class="w"> </span>more<span class="w"> </span>examples<span class="w"> </span>and<span class="w"> </span>ideas,<span class="w"> </span>visit:
<span class="w"> </span>https://docs.docker.com/get-started/
</pre></div>
</div>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Verify Neuron Component<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
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<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<p class="sd-card-text">Once the environment is setup, a container can be started with
–device=/dev/neuron# to specify desired set of Inferentia/Trainium devices to be
exposed to the container. To find out the available neuron devices on
your instance, use the command <code class="docutils literal notranslate"><span class="pre">ls</span> <span class="pre">/dev/neuron*</span></code>.</p>
<p class="sd-card-text">When running neuron-ls inside a container, you will only see the set of
exposed Inferentias. For example:</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>--device<span class="o">=</span>/dev/neuron0<span class="w"> </span>neuron-test<span class="w"> </span>neuron-ls
</pre></div>
</div>
<p class="sd-card-text">Would produce the following output in inf1.xlarge:</p>
<blockquote>
<div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">+--------------+---------+--------+-----------+-----------+------+------+</span>
<span class="o">|</span> <span class="n">PCI</span> <span class="n">BDF</span> <span class="o">|</span> <span class="n">LOGICAL</span> <span class="o">|</span> <span class="n">NEURON</span> <span class="o">|</span> <span class="n">MEMORY</span> <span class="o">|</span> <span class="n">MEMORY</span> <span class="o">|</span> <span class="n">EAST</span> <span class="o">|</span> <span class="n">WEST</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">|</span> <span class="n">ID</span> <span class="o">|</span> <span class="n">CORES</span> <span class="o">|</span> <span class="n">CHANNEL</span> <span class="mi">0</span> <span class="o">|</span> <span class="n">CHANNEL</span> <span class="mi">1</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span>
<span class="o">+--------------+---------+--------+-----------+-----------+------+------+</span>
<span class="o">|</span> <span class="mi">0000</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">1</span><span class="n">f</span><span class="mf">.0</span> <span class="o">|</span> <span class="mi">0</span> <span class="o">|</span> <span class="mi">4</span> <span class="o">|</span> <span class="mi">4096</span> <span class="n">MB</span> <span class="o">|</span> <span class="mi">4096</span> <span class="n">MB</span> <span class="o">|</span> <span class="mi">0</span> <span class="o">|</span> <span class="mi">0</span> <span class="o">|</span>
<span class="o">+--------------+---------+--------+-----------+-----------+------+------+</span>
</pre></div>
</div>
</div></blockquote>
</div>
</details></div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:10.504Z |
DLC sample Dockerfile for Application Container — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/docker-example/inference/Dockerfile-inference-dlc.html#inference-dlc-dockerfile | # DLC sample Dockerfile for Application Container — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`
## DLC sample Dockerfile for Application Container[#](#dlc-sample-dockerfile-for-application-container "Permalink to this headline")
```
1FROM ubuntu:18.04
2
3#SDK 1.17.1 has version 1. We skipped 1.18.0.
4LABEL dlc_major_version="2"
5LABEL maintainer="Amazon AI"
6LABEL com.amazonaws.sagemaker.capabilities.accept-bind-to-port=true
7
8ARG PYTHON=python3.7
9ARG PYTHON_VERSION=3.7.10
10ARG TS_VERSION=0.5.2
11ARG MAMBA_VERSION=4.12.0-0
12
13# See http://bugs.python.org/issue19846
14ENV LANG C.UTF-8
15ENV LD_LIBRARY_PATH /lib/x86_64-linux-gnu:/opt/conda/lib/:$LD_LIBRARY_PATH
16ENV PATH /opt/conda/bin:$PATH
17ENV SAGEMAKER_SERVING_MODULE sagemaker_pytorch_serving_container.serving:main
18ENV TEMP=/home/model-server/tmp
19
20RUN apt-get update \
21 && apt-get install -y --no-install-recommends software-properties-common \
22 && add-apt-repository ppa:openjdk-r/ppa \
23 && apt-get update \
24 && apt-get install -y --no-install-recommends \
25 build-essential \
26 apt-transport-https \
27 ca-certificates \
28 cmake \
29 curl \
30 emacs \
31 git \
32 jq \
33 libgl1-mesa-glx \
34 libglib2.0-0 \
35 libsm6 \
36 libxext6 \
37 libxrender-dev \
38 openjdk-11-jdk \
39 vim \
40 wget \
41 unzip \
42 zlib1g-dev \
43 libcap-dev \
44 gpg-agent \
45 && rm -rf /var/lib/apt/lists/* \
46 && rm -rf /tmp/tmp* \
47 && apt-get clean
48
49RUN echo "deb https://apt.repos.neuron.amazonaws.com bionic main" > /etc/apt/sources.list.d/neuron.list
50RUN wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | apt-key add -
51
52RUN apt-get update \
53 && apt-get install -y \
54 aws-neuron-tools \
55 && rm -rf /var/lib/apt/lists/* \
56 && rm -rf /tmp/tmp* \
57 && apt-get clean
58
59
60# https://github.com/docker-library/openjdk/issues/261 https://github.com/docker-library/openjdk/pull/263/files
61RUN keytool -importkeystore -srckeystore /etc/ssl/certs/java/cacerts -destkeystore /etc/ssl/certs/java/cacerts.jks -deststoretype JKS -srcstorepass changeit -deststorepass changeit -noprompt; \
62 mv /etc/ssl/certs/java/cacerts.jks /etc/ssl/certs/java/cacerts; \
63 /var/lib/dpkg/info/ca-certificates-java.postinst configure;
64
65RUN curl -L -o ~/mambaforge.sh https://github.com/conda-forge/miniforge/releases/download/${MAMBA_VERSION}/Mambaforge-${MAMBA_VERSION}-Linux-x86_64.sh \
66 && chmod +x ~/mambaforge.sh \
67 && ~/mambaforge.sh -b -p /opt/conda \
68 && rm ~/mambaforge.sh \
69 && /opt/conda/bin/conda update conda \
70 && /opt/conda/bin/conda install -c conda-forge -y \
71 python=$PYTHON_VERSION \
72 cython \
73 mkl-include \
74 mkl \
75 parso \
76 scipy \
77 typing \
78 # Below 2 are included in miniconda base, but not mamba so need to install
79 conda-content-trust \
80 charset-normalizer \
81 && /opt/conda/bin/conda clean -ya
82
83RUN conda install -c conda-forge \
84 opencv \
85 scikit-learn \
86 pandas \
87 h5py \
88 requests \
89 && conda clean -ya \
90 && pip install --upgrade pip --trusted-host pypi.org --trusted-host files.pythonhosted.org \
91 && ln -s /opt/conda/bin/pip /usr/local/bin/pip3 \
92 && pip install packaging==20.4 \
93 enum-compat==0.0.3 \
94 numpy==1.20.3 \
95 ipython \
96 # pyOpenSSL requires cryptography>=2.3, but all versions <3.3 have vulnerabilities
97 "cryptography>=3.3.2"
98
99RUN pip install --no-cache-dir -U \
100 scipy \
101 six \
102 # install PyYAML>=5.4 to avoid conflict with latest awscli
103 "pyYAML>=5.4,<5.5" \
104 "pillow>=8.3" \
105 "awscli<2" \
106 boto3
107
108RUN pip install neuron-cc[tensorflow] --extra-index-url https://pip.repos.neuron.amazonaws.com \
109 && pip install "torch-neuron>=1.10.2,<1.10.3" --extra-index-url https://pip.repos.neuron.amazonaws.com \
110 && pip install torchserve==$TS_VERSION \
111 && pip install --no-deps --no-cache-dir -U torchvision==0.11.3 \
112 # Install TF 1.15.5 to override neuron-cc[tensorflow]'s installation of tensorflow==1.15.0
113 && pip install -U tensorflow==1.15.5 \
114 && pip install torch-model-archiver==$TS_VERSION
115
116RUN useradd -m model-server \
117 && mkdir -p /home/model-server/tmp /opt/ml/model \
118 && chown -R model-server /home/model-server /opt/ml/model
119
120COPY torchserve-neuron.sh /usr/local/bin/entrypoint.sh
121COPY config.properties /home/model-server
122
123RUN chmod +x /usr/local/bin/dockerd-entrypoint.py \
124 && chmod +x /usr/local/bin/neuron-monitor.sh \
125 && chmod +x /usr/local/bin/entrypoint.sh
126
127ADD https://raw.githubusercontent.com/aws/deep-learning-containers/master/src/deep_learning_container.py /usr/local/bin/deep_learning_container.py
128
129RUN chmod +x /usr/local/bin/deep_learning_container.py
130
131RUN pip install --no-cache-dir "sagemaker-pytorch-inference==2.0.8"
132
133RUN HOME_DIR=/root \
134 && curl -o ${HOME_DIR}/oss_compliance.zip https://aws-dlinfra-utilities.s3.amazonaws.com/oss_compliance.zip \
135 && unzip ${HOME_DIR}/oss_compliance.zip -d ${HOME_DIR}/ \
136 && cp ${HOME_DIR}/oss_compliance/test/testOSSCompliance /usr/local/bin/testOSSCompliance \
137 && chmod +x /usr/local/bin/testOSSCompliance \
138 && chmod +x ${HOME_DIR}/oss_compliance/generate_oss_compliance.sh \
139 && ${HOME_DIR}/oss_compliance/generate_oss_compliance.sh ${HOME_DIR} ${PYTHON} \
140 && rm -rf ${HOME_DIR}/oss_compliance*
141
142RUN curl https://aws-dlc-licenses.s3.amazonaws.com/pytorch-1.10/license.txt -o /license.txt
143
144EXPOSE 8080 8081
145
146CMD ["/usr/local/bin/entrypoint.sh"]
```
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<h1>DLC sample Dockerfile for Application Container</h1>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="section" id="dlc-sample-dockerfile-for-application-container">
<span id="inference-dlc-dockerfile"></span><h1>DLC sample Dockerfile for Application Container<a class="headerlink" href="#dlc-sample-dockerfile-for-application-container" title="Permalink to this headline">#</a></h1>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="linenos"> 1</span>FROM ubuntu:18.04
<span class="linenos"> 2</span>
<span class="linenos"> 3</span>#SDK 1.17.1 has version 1. We skipped 1.18.0.
<span class="linenos"> 4</span>LABEL dlc_major_version="2"
<span class="linenos"> 5</span>LABEL maintainer="Amazon AI"
<span class="linenos"> 6</span>LABEL com.amazonaws.sagemaker.capabilities.accept-bind-to-port=true
<span class="linenos"> 7</span>
<span class="linenos"> 8</span>ARG PYTHON=python3.7
<span class="linenos"> 9</span>ARG PYTHON_VERSION=3.7.10
<span class="linenos"> 10</span>ARG TS_VERSION=0.5.2
<span class="linenos"> 11</span>ARG MAMBA_VERSION=4.12.0-0
<span class="linenos"> 12</span>
<span class="linenos"> 13</span># See http://bugs.python.org/issue19846
<span class="linenos"> 14</span>ENV LANG C.UTF-8
<span class="linenos"> 15</span>ENV LD_LIBRARY_PATH /lib/x86_64-linux-gnu:/opt/conda/lib/:$LD_LIBRARY_PATH
<span class="linenos"> 16</span>ENV PATH /opt/conda/bin:$PATH
<span class="linenos"> 17</span>ENV SAGEMAKER_SERVING_MODULE sagemaker_pytorch_serving_container.serving:main
<span class="linenos"> 18</span>ENV TEMP=/home/model-server/tmp
<span class="linenos"> 19</span>
<span class="linenos"> 20</span>RUN apt-get update \
<span class="linenos"> 21</span> && apt-get install -y --no-install-recommends software-properties-common \
<span class="linenos"> 22</span> && add-apt-repository ppa:openjdk-r/ppa \
<span class="linenos"> 23</span> && apt-get update \
<span class="linenos"> 24</span> && apt-get install -y --no-install-recommends \
<span class="linenos"> 25</span> build-essential \
<span class="linenos"> 26</span> apt-transport-https \
<span class="linenos"> 27</span> ca-certificates \
<span class="linenos"> 28</span> cmake \
<span class="linenos"> 29</span> curl \
<span class="linenos"> 30</span> emacs \
<span class="linenos"> 31</span> git \
<span class="linenos"> 32</span> jq \
<span class="linenos"> 33</span> libgl1-mesa-glx \
<span class="linenos"> 34</span> libglib2.0-0 \
<span class="linenos"> 35</span> libsm6 \
<span class="linenos"> 36</span> libxext6 \
<span class="linenos"> 37</span> libxrender-dev \
<span class="linenos"> 38</span> openjdk-11-jdk \
<span class="linenos"> 39</span> vim \
<span class="linenos"> 40</span> wget \
<span class="linenos"> 41</span> unzip \
<span class="linenos"> 42</span> zlib1g-dev \
<span class="linenos"> 43</span> libcap-dev \
<span class="linenos"> 44</span> gpg-agent \
<span class="linenos"> 45</span> && rm -rf /var/lib/apt/lists/* \
<span class="linenos"> 46</span> && rm -rf /tmp/tmp* \
<span class="linenos"> 47</span> && apt-get clean
<span class="linenos"> 48</span>
<span class="linenos"> 49</span>RUN echo "deb https://apt.repos.neuron.amazonaws.com bionic main" > /etc/apt/sources.list.d/neuron.list
<span class="linenos"> 50</span>RUN wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | apt-key add -
<span class="linenos"> 51</span>
<span class="linenos"> 52</span>RUN apt-get update \
<span class="linenos"> 53</span> && apt-get install -y \
<span class="linenos"> 54</span> aws-neuron-tools \
<span class="linenos"> 55</span> && rm -rf /var/lib/apt/lists/* \
<span class="linenos"> 56</span> && rm -rf /tmp/tmp* \
<span class="linenos"> 57</span> && apt-get clean
<span class="linenos"> 58</span>
<span class="linenos"> 59</span>
<span class="linenos"> 60</span># https://github.com/docker-library/openjdk/issues/261 https://github.com/docker-library/openjdk/pull/263/files
<span class="linenos"> 61</span>RUN keytool -importkeystore -srckeystore /etc/ssl/certs/java/cacerts -destkeystore /etc/ssl/certs/java/cacerts.jks -deststoretype JKS -srcstorepass changeit -deststorepass changeit -noprompt; \
<span class="linenos"> 62</span> mv /etc/ssl/certs/java/cacerts.jks /etc/ssl/certs/java/cacerts; \
<span class="linenos"> 63</span> /var/lib/dpkg/info/ca-certificates-java.postinst configure;
<span class="linenos"> 64</span>
<span class="linenos"> 65</span>RUN curl -L -o ~/mambaforge.sh https://github.com/conda-forge/miniforge/releases/download/${MAMBA_VERSION}/Mambaforge-${MAMBA_VERSION}-Linux-x86_64.sh \
<span class="linenos"> 66</span> && chmod +x ~/mambaforge.sh \
<span class="linenos"> 67</span> && ~/mambaforge.sh -b -p /opt/conda \
<span class="linenos"> 68</span> && rm ~/mambaforge.sh \
<span class="linenos"> 69</span> && /opt/conda/bin/conda update conda \
<span class="linenos"> 70</span> && /opt/conda/bin/conda install -c conda-forge -y \
<span class="linenos"> 71</span> python=$PYTHON_VERSION \
<span class="linenos"> 72</span> cython \
<span class="linenos"> 73</span> mkl-include \
<span class="linenos"> 74</span> mkl \
<span class="linenos"> 75</span> parso \
<span class="linenos"> 76</span> scipy \
<span class="linenos"> 77</span> typing \
<span class="linenos"> 78</span> # Below 2 are included in miniconda base, but not mamba so need to install
<span class="linenos"> 79</span> conda-content-trust \
<span class="linenos"> 80</span> charset-normalizer \
<span class="linenos"> 81</span> && /opt/conda/bin/conda clean -ya
<span class="linenos"> 82</span>
<span class="linenos"> 83</span>RUN conda install -c conda-forge \
<span class="linenos"> 84</span> opencv \
<span class="linenos"> 85</span> scikit-learn \
<span class="linenos"> 86</span> pandas \
<span class="linenos"> 87</span> h5py \
<span class="linenos"> 88</span> requests \
<span class="linenos"> 89</span> && conda clean -ya \
<span class="linenos"> 90</span> && pip install --upgrade pip --trusted-host pypi.org --trusted-host files.pythonhosted.org \
<span class="linenos"> 91</span> && ln -s /opt/conda/bin/pip /usr/local/bin/pip3 \
<span class="linenos"> 92</span> && pip install packaging==20.4 \
<span class="linenos"> 93</span> enum-compat==0.0.3 \
<span class="linenos"> 94</span> numpy==1.20.3 \
<span class="linenos"> 95</span> ipython \
<span class="linenos"> 96</span> # pyOpenSSL requires cryptography>=2.3, but all versions <3.3 have vulnerabilities
<span class="linenos"> 97</span> "cryptography>=3.3.2"
<span class="linenos"> 98</span>
<span class="linenos"> 99</span>RUN pip install --no-cache-dir -U \
<span class="linenos">100</span> scipy \
<span class="linenos">101</span> six \
<span class="linenos">102</span> # install PyYAML>=5.4 to avoid conflict with latest awscli
<span class="linenos">103</span> "pyYAML>=5.4,<5.5" \
<span class="linenos">104</span> "pillow>=8.3" \
<span class="linenos">105</span> "awscli<2" \
<span class="linenos">106</span> boto3
<span class="linenos">107</span>
<span class="linenos">108</span>RUN pip install neuron-cc[tensorflow] --extra-index-url https://pip.repos.neuron.amazonaws.com \
<span class="linenos">109</span> && pip install "torch-neuron>=1.10.2,<1.10.3" --extra-index-url https://pip.repos.neuron.amazonaws.com \
<span class="linenos">110</span> && pip install torchserve==$TS_VERSION \
<span class="linenos">111</span> && pip install --no-deps --no-cache-dir -U torchvision==0.11.3 \
<span class="linenos">112</span> # Install TF 1.15.5 to override neuron-cc[tensorflow]'s installation of tensorflow==1.15.0
<span class="linenos">113</span> && pip install -U tensorflow==1.15.5 \
<span class="linenos">114</span> && pip install torch-model-archiver==$TS_VERSION
<span class="linenos">115</span>
<span class="linenos">116</span>RUN useradd -m model-server \
<span class="linenos">117</span> && mkdir -p /home/model-server/tmp /opt/ml/model \
<span class="linenos">118</span> && chown -R model-server /home/model-server /opt/ml/model
<span class="linenos">119</span>
<span class="linenos">120</span>COPY torchserve-neuron.sh /usr/local/bin/entrypoint.sh
<span class="linenos">121</span>COPY config.properties /home/model-server
<span class="linenos">122</span>
<span class="linenos">123</span>RUN chmod +x /usr/local/bin/dockerd-entrypoint.py \
<span class="linenos">124</span> && chmod +x /usr/local/bin/neuron-monitor.sh \
<span class="linenos">125</span> && chmod +x /usr/local/bin/entrypoint.sh
<span class="linenos">126</span>
<span class="linenos">127</span>ADD https://raw.githubusercontent.com/aws/deep-learning-containers/master/src/deep_learning_container.py /usr/local/bin/deep_learning_container.py
<span class="linenos">128</span>
<span class="linenos">129</span>RUN chmod +x /usr/local/bin/deep_learning_container.py
<span class="linenos">130</span>
<span class="linenos">131</span>RUN pip install --no-cache-dir "sagemaker-pytorch-inference==2.0.8"
<span class="linenos">132</span>
<span class="linenos">133</span>RUN HOME_DIR=/root \
<span class="linenos">134</span> && curl -o ${HOME_DIR}/oss_compliance.zip https://aws-dlinfra-utilities.s3.amazonaws.com/oss_compliance.zip \
<span class="linenos">135</span> && unzip ${HOME_DIR}/oss_compliance.zip -d ${HOME_DIR}/ \
<span class="linenos">136</span> && cp ${HOME_DIR}/oss_compliance/test/testOSSCompliance /usr/local/bin/testOSSCompliance \
<span class="linenos">137</span> && chmod +x /usr/local/bin/testOSSCompliance \
<span class="linenos">138</span> && chmod +x ${HOME_DIR}/oss_compliance/generate_oss_compliance.sh \
<span class="linenos">139</span> && ${HOME_DIR}/oss_compliance/generate_oss_compliance.sh ${HOME_DIR} ${PYTHON} \
<span class="linenos">140</span> && rm -rf ${HOME_DIR}/oss_compliance*
<span class="linenos">141</span>
<span class="linenos">142</span>RUN curl https://aws-dlc-licenses.s3.amazonaws.com/pytorch-1.10/license.txt -o /license.txt
<span class="linenos">143</span>
<span class="linenos">144</span>EXPOSE 8080 8081
<span class="linenos">145</span>
<span class="linenos">146</span>CMD ["/usr/local/bin/entrypoint.sh"]
</pre></div>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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</body></html> | 2023-09-29T20:55:10.937Z |
Neuron Scheduler Extension Flow Diagram — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/tutorials/ks8-neuron-scheduler-flow.html#k8s-neuron-scheduler-flow | # Neuron Scheduler Extension Flow Diagram — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Neuron Scheduler Extension Flow Diagram[#](#neuron-scheduler-extension-flow-diagram "Permalink to this headline")
```
+----------------------------+
| POD Manifest |
| with Request |
| aws.amazon.com/neuroncore:2|
| |
| |
2 +-------------+--------------+
+--------------------------------+ |
| | |
| | | 3
+------------------------------+-----+ | |
| Kubelet in INF1/TRN1 Node| | |
| +<-----------+ | |
+-----+---------------------+--------+ | +-----v-----------v--------------+
| ^ | | Kube-Scheduler |
| | | | |
| | | +--^------+---------------+------+
9 | 1 | | | | |
| | 8| 5| |4 |
| | | | | |
| | | | | |6
v | | | | |
+-----+---------------------+--------+ | +--+------v---------------v------+
| neuron-device-plugin | +-------+ neuron|scheduler|ext |
| in INF1/TRN1 node | +---------------------+----------+
+----+----------------------+--------+ |
| | |7
| |10 |
| | v
11| | +---------+-------+
| | |POD Manifest: |
| | |Annotation: |
| | |NEURON_CORES:2,3 |
v +---------------------------------------->+ |
--device=/dev/neuron1 --env NEURON_RT_VISIBLE_CORES=2,3 | |
| |
+-----------------+
1. neuron-device-plugin returns the list of Neuron cores/devices to kublet
2. Kubelet advertises the Core/Device list to K8s API server (in turn to kube-scheduler)
3. POD Request for neuron cores/devices [Kube-Scheduler picks up the POD creation request]
4. kube-scheduler calls the neuron-scheduler-extn filter function with list of nodes and POD Specification
5. neuron-scheduler-extn scans through the nodes and filters out nodes with non
contiguous cores/devices and returns the nodes that are capable of supporing the given POD specification
6. kube-scheduler calls the neuron-scheduler-extn bind function with pod and node
7. neuron-scheduler-extn updates the POD annotation with allocated neuron core/device Ids (contiguous)
8. neuron-scheduler-extn sends the bind request to kubelet of the selected node
9. Kubelet calls the Alloc function of the neuron-device-plugin
10. neuron-device-plugin queries the POD Annotation for allocated core/device Ids
11. neuron-device-plugin exports the devices & visisble cores to container runtime
```
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<h1>Neuron Scheduler Extension Flow Diagram</h1>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="neuron-scheduler-extension-flow-diagram">
<span id="k8s-neuron-scheduler-flow"></span><h1>Neuron Scheduler Extension Flow Diagram<a class="headerlink" href="#neuron-scheduler-extension-flow-diagram" title="Permalink to this headline">#</a></h1>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="o">+----------------------------+</span>
<span class="o">|</span> <span class="n">POD</span> <span class="n">Manifest</span> <span class="o">|</span>
<span class="o">|</span> <span class="k">with</span> <span class="n">Request</span> <span class="o">|</span>
<span class="o">|</span> <span class="n">aws</span><span class="o">.</span><span class="n">amazon</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">neuroncore</span><span class="p">:</span><span class="mi">2</span><span class="o">|</span>
<span class="o">|</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">|</span>
<span class="mi">2</span> <span class="o">+-------------+--------------+</span>
<span class="o">+--------------------------------+</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">|</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="mi">3</span>
<span class="o">+------------------------------+-----+</span> <span class="o">|</span> <span class="o">|</span>
<span class="o">|</span> <span class="n">Kubelet</span> <span class="ow">in</span> <span class="n">INF1</span><span class="o">/</span><span class="n">TRN1</span> <span class="n">Node</span><span class="o">|</span> <span class="o">|</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">+<-----------+</span> <span class="o">|</span> <span class="o">|</span>
<span class="o">+-----+---------------------+--------+</span> <span class="o">|</span> <span class="o">+-----</span><span class="n">v</span><span class="o">-----------</span><span class="n">v</span><span class="o">--------------+</span>
<span class="o">|</span> <span class="o">^</span> <span class="o">|</span> <span class="o">|</span> <span class="n">Kube</span><span class="o">-</span><span class="n">Scheduler</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">+--^------+---------------+------+</span>
<span class="mi">9</span> <span class="o">|</span> <span class="mi">1</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">|</span> <span class="mi">8</span><span class="o">|</span> <span class="mi">5</span><span class="o">|</span> <span class="o">|</span><span class="mi">4</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span><span class="mi">6</span>
<span class="n">v</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span> <span class="o">|</span>
<span class="o">+-----+---------------------+--------+</span> <span class="o">|</span> <span class="o">+--+------</span><span class="n">v</span><span class="o">---------------</span><span class="n">v</span><span class="o">------+</span>
<span class="o">|</span> <span class="n">neuron</span><span class="o">-</span><span class="n">device</span><span class="o">-</span><span class="n">plugin</span> <span class="o">|</span> <span class="o">+-------+</span> <span class="n">neuron</span><span class="o">|</span><span class="n">scheduler</span><span class="o">|</span><span class="n">ext</span> <span class="o">|</span>
<span class="o">|</span> <span class="ow">in</span> <span class="n">INF1</span><span class="o">/</span><span class="n">TRN1</span> <span class="n">node</span> <span class="o">|</span> <span class="o">+---------------------+----------+</span>
<span class="o">+----+----------------------+--------+</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">|</span> <span class="o">|</span><span class="mi">7</span>
<span class="o">|</span> <span class="o">|</span><span class="mi">10</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">|</span> <span class="n">v</span>
<span class="mi">11</span><span class="o">|</span> <span class="o">|</span> <span class="o">+---------+-------+</span>
<span class="o">|</span> <span class="o">|</span> <span class="o">|</span><span class="n">POD</span> <span class="n">Manifest</span><span class="p">:</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">|</span> <span class="o">|</span><span class="n">Annotation</span><span class="p">:</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">|</span> <span class="o">|</span><span class="n">NEURON_CORES</span><span class="p">:</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span> <span class="o">|</span>
<span class="n">v</span> <span class="o">+---------------------------------------->+</span> <span class="o">|</span>
<span class="o">--</span><span class="n">device</span><span class="o">=/</span><span class="n">dev</span><span class="o">/</span><span class="n">neuron1</span> <span class="o">--</span><span class="n">env</span> <span class="n">NEURON_RT_VISIBLE_CORES</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span> <span class="o">|</span> <span class="o">|</span>
<span class="o">|</span> <span class="o">|</span>
<span class="o">+-----------------+</span>
<span class="mf">1.</span> <span class="n">neuron</span><span class="o">-</span><span class="n">device</span><span class="o">-</span><span class="n">plugin</span> <span class="n">returns</span> <span class="n">the</span> <span class="nb">list</span> <span class="n">of</span> <span class="n">Neuron</span> <span class="n">cores</span><span class="o">/</span><span class="n">devices</span> <span class="n">to</span> <span class="n">kublet</span>
<span class="mf">2.</span> <span class="n">Kubelet</span> <span class="n">advertises</span> <span class="n">the</span> <span class="n">Core</span><span class="o">/</span><span class="n">Device</span> <span class="nb">list</span> <span class="n">to</span> <span class="n">K8s</span> <span class="n">API</span> <span class="n">server</span> <span class="p">(</span><span class="ow">in</span> <span class="n">turn</span> <span class="n">to</span> <span class="n">kube</span><span class="o">-</span><span class="n">scheduler</span><span class="p">)</span>
<span class="mf">3.</span> <span class="n">POD</span> <span class="n">Request</span> <span class="k">for</span> <span class="n">neuron</span> <span class="n">cores</span><span class="o">/</span><span class="n">devices</span> <span class="p">[</span><span class="n">Kube</span><span class="o">-</span><span class="n">Scheduler</span> <span class="n">picks</span> <span class="n">up</span> <span class="n">the</span> <span class="n">POD</span> <span class="n">creation</span> <span class="n">request</span><span class="p">]</span>
<span class="mf">4.</span> <span class="n">kube</span><span class="o">-</span><span class="n">scheduler</span> <span class="n">calls</span> <span class="n">the</span> <span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="n">extn</span> <span class="nb">filter</span> <span class="n">function</span> <span class="k">with</span> <span class="nb">list</span> <span class="n">of</span> <span class="n">nodes</span> <span class="ow">and</span> <span class="n">POD</span> <span class="n">Specification</span>
<span class="mf">5.</span> <span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="n">extn</span> <span class="n">scans</span> <span class="n">through</span> <span class="n">the</span> <span class="n">nodes</span> <span class="ow">and</span> <span class="n">filters</span> <span class="n">out</span> <span class="n">nodes</span> <span class="k">with</span> <span class="n">non</span>
<span class="n">contiguous</span> <span class="n">cores</span><span class="o">/</span><span class="n">devices</span> <span class="ow">and</span> <span class="n">returns</span> <span class="n">the</span> <span class="n">nodes</span> <span class="n">that</span> <span class="n">are</span> <span class="n">capable</span> <span class="n">of</span> <span class="n">supporing</span> <span class="n">the</span> <span class="n">given</span> <span class="n">POD</span> <span class="n">specification</span>
<span class="mf">6.</span> <span class="n">kube</span><span class="o">-</span><span class="n">scheduler</span> <span class="n">calls</span> <span class="n">the</span> <span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="n">extn</span> <span class="n">bind</span> <span class="n">function</span> <span class="k">with</span> <span class="n">pod</span> <span class="ow">and</span> <span class="n">node</span>
<span class="mf">7.</span> <span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="n">extn</span> <span class="n">updates</span> <span class="n">the</span> <span class="n">POD</span> <span class="n">annotation</span> <span class="k">with</span> <span class="n">allocated</span> <span class="n">neuron</span> <span class="n">core</span><span class="o">/</span><span class="n">device</span> <span class="n">Ids</span> <span class="p">(</span><span class="n">contiguous</span><span class="p">)</span>
<span class="mf">8.</span> <span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="n">extn</span> <span class="n">sends</span> <span class="n">the</span> <span class="n">bind</span> <span class="n">request</span> <span class="n">to</span> <span class="n">kubelet</span> <span class="n">of</span> <span class="n">the</span> <span class="n">selected</span> <span class="n">node</span>
<span class="mf">9.</span> <span class="n">Kubelet</span> <span class="n">calls</span> <span class="n">the</span> <span class="n">Alloc</span> <span class="n">function</span> <span class="n">of</span> <span class="n">the</span> <span class="n">neuron</span><span class="o">-</span><span class="n">device</span><span class="o">-</span><span class="n">plugin</span>
<span class="mf">10.</span> <span class="n">neuron</span><span class="o">-</span><span class="n">device</span><span class="o">-</span><span class="n">plugin</span> <span class="n">queries</span> <span class="n">the</span> <span class="n">POD</span> <span class="n">Annotation</span> <span class="k">for</span> <span class="n">allocated</span> <span class="n">core</span><span class="o">/</span><span class="n">device</span> <span class="n">Ids</span>
<span class="mf">11.</span> <span class="n">neuron</span><span class="o">-</span><span class="n">device</span><span class="o">-</span><span class="n">plugin</span> <span class="n">exports</span> <span class="n">the</span> <span class="n">devices</span> <span class="o">&</span> <span class="n">visisble</span> <span class="n">cores</span> <span class="n">to</span> <span class="n">container</span> <span class="n">runtime</span>
</pre></div>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:11.131Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/tutorials/training/tutorial-training.rst.txt | ```
.. _tutorial-training:
Run training in Pytorch Neuron container
========================================
.. contents:: Table of Contents
:local:
:depth: 2
Overview
--------
This tutorial demonstrates how to run a pytorch container on an trainium instance.
By the end of this tutorial you will be able to run simple mlp training using the container
You will use an trn1.2xlarge to test your Docker configuration for Trainium.
To find out the available neuron devices on your instance, use the command ``ls /dev/neuron*``.
Setup Environment
-----------------
1. Launch an Trn1 Instance
.. include:: /general/setup/install-templates/launch-trn1.txt
2. Set up docker environment according to :ref:`tutorial-docker-env-setup`
3. A sample Dockerfile for for torch-neuron can be found here :ref:`trainium-dlc-dockerfile`.
This dockerfile needs the mlp train script found here :ref:`mlp-train`
With the files in a dir, build the image with the following command:
.. code:: bash
docker build . -f Dockerfile.pt -t neuron-container:pytorch
Run the following command to start the container
.. code:: bash
docker run -it --name pt-cont --net=host --device=/dev/neuron0 neuron-container:pytorch python3 /opt/ml/mlp_train.py
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _tutorial-training:
Run training in Pytorch Neuron container
========================================
.. contents:: Table of Contents
:local:
:depth: 2
Overview
--------
This tutorial demonstrates how to run a pytorch container on an trainium instance.
By the end of this tutorial you will be able to run simple mlp training using the container
You will use an trn1.2xlarge to test your Docker configuration for Trainium.
To find out the available neuron devices on your instance, use the command ``ls /dev/neuron*``.
Setup Environment
-----------------
1. Launch an Trn1 Instance
.. include:: /general/setup/install-templates/launch-trn1.txt
2. Set up docker environment according to :ref:`tutorial-docker-env-setup`
3. A sample Dockerfile for for torch-neuron can be found here :ref:`trainium-dlc-dockerfile`.
This dockerfile needs the mlp train script found here :ref:`mlp-train`
With the files in a dir, build the image with the following command:
.. code:: bash
docker build . -f Dockerfile.pt -t neuron-container:pytorch
Run the following command to start the container
.. code:: bash
docker run -it --name pt-cont --net=host --device=/dev/neuron0 neuron-container:pytorch python3 /opt/ml/mlp_train.py
</pre></body></html> | 2023-09-29T20:55:11.165Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/tutorials/inference/k8s_rn50_demo.rst.txt | ```
.. _example-deploy-rn50-as-k8s-service:
Deploy a TensorFlow Resnet50 model as a Kubernetes service
----------------------------------------------------------
This tutorial uses Resnet50 model as a teaching example on how to deploy an
inference application using Kubernetes on the Inf1 instances.
Prerequisite:
^^^^^^^^^^^^^
- :ref:`tutorial-k8s-env-setup-for-neuron`: to setup k8s support on your cluster.
- Inf1 instances as worker nodes with attached roles allowing:
- ECR read access policy to retrieve container images from ECR:
**arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly**
- S3 access to retrieve saved_model from within tensorflow serving
container.
Deploy a TensorFlow Serving application image
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
A trained model must be compiled to an Inferentia target before it can be deployed on Inferentia instances\.
To continue, you will need a :ref:`Neuron optimized TensorFlow <tensorflow-neuron>` model saved in Amazon S3\.
If you don’t already have a SavedModel, please follow the tutorial for `creating a Neuron compatible ResNet50 model <https://docs.aws.amazon.com/dlami/latest/devguide/tutorial-inferentia-tf-neuron.html>`_
and upload the resulting SavedModel to S3\.
ResNet-50 is a popular machine learning model used for image
classification tasks\. For more information about compiling Neuron models, see
`The AWS Inferentia Chip With DLAMI <https://docs.aws.amazon.com/dlami/latest/devguide/tutorial-inferentia.html>`_
in the AWS Deep Learning AMI Developer Guide\.
The sample deployment manifest manages a pre-built inference serving container for TensorFlow provided by
AWS Deep Learning Containers. Inside the container is the AWS Neuron Runtime and the TensorFlow Serving application.
A complete list of pre-built Deep Learning Containers optimized for Neuron is maintained on GitHub under
`Available Images <https://github.com/aws/deep-learning-containers/blob/master/available_images.md#user-content-neuron-containers>`_.
At start\-up, the DLC will fetch your model from Amazon S3, launch Neuron TensorFlow Serving with the saved model,
and wait for prediction requests\.
The number of Neuron devices allocated to your serving application can be adjusted by changing the
`aws.amazon.com/neuron` resource in the deployment yaml\. Please note that communication between TensorFlow Serving
and the Neuron runtime happens over GRPC, which requires passing the `IPC_LOCK` capability to the container.
1. Create a file named `rn50_deployment.yaml` with the contents below\. Update the region\-code and model path to match your desired settings. The model name is for identification purposes when a client makes a request to the TensorFlow server\. This example uses a model name to match a sample ResNet50 client script that will be used in a later step for sending prediction requests\.
.. note::
1. Replace the s3 bucket name in model_base_path arg in the file with the location of the where the saved model was stored in s3.
2. In the image: add the appropriate location of the DLC tensorflow image
::
kind: Deployment
apiVersion: apps/v1
metadata:
name: k8s-neuron-test
labels:
app: k8s-neuron-test
role: master
spec:
replicas: 2
selector:
matchLabels:
app: k8s-neuron-test
role: master
template:
metadata:
labels:
app: k8s-neuron-test
role: master
spec:
containers:
- name: k8s-neuron-test
image: 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference-neuron:1.15.4-neuron-py37-ubuntu18.04
command:
- /usr/local/bin/entrypoint.sh
args:
- --port=8500
- --rest_api_port=9000
- --model_name=resnet50_neuron
- --model_base_path=s3://your-bucket-of-models/resnet50_neuron/
ports:
- containerPort: 8500
- containerPort: 9000
imagePullPolicy: IfNotPresent
env:
- name: AWS_REGION
value: "us-east-1"
- name: S3_USE_HTTPS
value: "1"
- name: S3_VERIFY_SSL
value: "0"
- name: S3_ENDPOINT
value: s3.us-east-1.amazonaws.com
- name: AWS_LOG_LEVEL
value: "3"
resources:
limits:
cpu: 4
memory: 4Gi
aws.amazon.com/neuron: 1
requests:
cpu: "1"
memory: 1Gi
securityContext:
capabilities:
add:
- IPC_LOCK
2. Deploy the model\.
::
kubectl apply -f rn50_deployment.yaml
3. Create a file named `rn50_service.yaml` with the following contents\. The HTTP and gRPC ports are opened for accepting prediction requests\.
::
kind: Service
apiVersion: v1
metadata:
name: k8s-neuron-test
labels:
app: k8s-neuron-test
spec:
type: ClusterIP
ports:
- name: http-tf-serving
port: 8500
targetPort: 8500
- name: grpc-tf-serving
port: 9000
targetPort: 9000
selector:
app: k8s-neuron-test
role: master
4. Create a Kubernetes service for your TensorFlow model Serving application\.
::
kubectl apply -f rn50_service.yaml
Make predictions against your TensorFlow Serving service
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
1. To test locally, forward the gRPC port to the `k8s-neuron-test` service\.
::
kubectl port-forward service/k8s-neuron-test 8500:8500 &
2. Create a Python script called `tensorflow-model-server-infer.py` with the following content. This script runs inference via gRPC, which is service framework.
::
import numpy as np
import grpc
import tensorflow as tf
from tensorflow.keras.preprocessing import image
from tensorflow.keras.applications.resnet50 import preprocess_input
from tensorflow_serving.apis import predict_pb2
from tensorflow_serving.apis import prediction_service_pb2_grpc
from tensorflow.keras.applications.resnet50 import decode_predictions
if __name__ == '__main__':
channel = grpc.insecure_channel('localhost:8500')
stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
img_file = tf.keras.utils.get_file(
"./kitten_small.jpg",
"https://raw.githubusercontent.com/awslabs/mxnet-model-server/master/docs/images/kitten_small.jpg")
img = image.load_img(img_file, target_size=(224, 224))
img_array = preprocess_input(image.img_to_array(img)[None, ...])
request = predict_pb2.PredictRequest()
request.model_spec.name = 'resnet50_inf1'
request.inputs['input'].CopyFrom(
tf.make_tensor_proto(img_array, shape=img_array.shape))
result = stub.Predict(request)
prediction = tf.make_ndarray(result.outputs['output'])
print(decode_predictions(prediction))
3. Run the script to submit predictions to your service\.
::
python3 tensorflow-model-server-infer.py
Your output should look like the following:
::
[[(u'n02123045', u'tabby', 0.68817204), (u'n02127052', u'lynx', 0.12701613), (u'n02123159', u'tiger_cat', 0.08736559), (u'n02124075', u'Egyptian_cat', 0.063844085), (u'n02128757', u'snow_leopard', 0.009240591)]]
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _example-deploy-rn50-as-k8s-service:
Deploy a TensorFlow Resnet50 model as a Kubernetes service
----------------------------------------------------------
This tutorial uses Resnet50 model as a teaching example on how to deploy an
inference application using Kubernetes on the Inf1 instances.
Prerequisite:
^^^^^^^^^^^^^
- :ref:`tutorial-k8s-env-setup-for-neuron`: to setup k8s support on your cluster.
- Inf1 instances as worker nodes with attached roles allowing:
- ECR read access policy to retrieve container images from ECR:
**arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly**
- S3 access to retrieve saved_model from within tensorflow serving
container.
Deploy a TensorFlow Serving application image
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
A trained model must be compiled to an Inferentia target before it can be deployed on Inferentia instances\.
To continue, you will need a :ref:`Neuron optimized TensorFlow <tensorflow-neuron>` model saved in Amazon S3\.
If you don’t already have a SavedModel, please follow the tutorial for `creating a Neuron compatible ResNet50 model <https://docs.aws.amazon.com/dlami/latest/devguide/tutorial-inferentia-tf-neuron.html>`_
and upload the resulting SavedModel to S3\.
ResNet-50 is a popular machine learning model used for image
classification tasks\. For more information about compiling Neuron models, see
`The AWS Inferentia Chip With DLAMI <https://docs.aws.amazon.com/dlami/latest/devguide/tutorial-inferentia.html>`_
in the AWS Deep Learning AMI Developer Guide\.
The sample deployment manifest manages a pre-built inference serving container for TensorFlow provided by
AWS Deep Learning Containers. Inside the container is the AWS Neuron Runtime and the TensorFlow Serving application.
A complete list of pre-built Deep Learning Containers optimized for Neuron is maintained on GitHub under
`Available Images <https://github.com/aws/deep-learning-containers/blob/master/available_images.md#user-content-neuron-containers>`_.
At start\-up, the DLC will fetch your model from Amazon S3, launch Neuron TensorFlow Serving with the saved model,
and wait for prediction requests\.
The number of Neuron devices allocated to your serving application can be adjusted by changing the
`aws.amazon.com/neuron` resource in the deployment yaml\. Please note that communication between TensorFlow Serving
and the Neuron runtime happens over GRPC, which requires passing the `IPC_LOCK` capability to the container.
1. Create a file named `rn50_deployment.yaml` with the contents below\. Update the region\-code and model path to match your desired settings. The model name is for identification purposes when a client makes a request to the TensorFlow server\. This example uses a model name to match a sample ResNet50 client script that will be used in a later step for sending prediction requests\.
.. note::
1. Replace the s3 bucket name in model_base_path arg in the file with the location of the where the saved model was stored in s3.
2. In the image: add the appropriate location of the DLC tensorflow image
::
kind: Deployment
apiVersion: apps/v1
metadata:
name: k8s-neuron-test
labels:
app: k8s-neuron-test
role: master
spec:
replicas: 2
selector:
matchLabels:
app: k8s-neuron-test
role: master
template:
metadata:
labels:
app: k8s-neuron-test
role: master
spec:
containers:
- name: k8s-neuron-test
image: 763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference-neuron:1.15.4-neuron-py37-ubuntu18.04
command:
- /usr/local/bin/entrypoint.sh
args:
- --port=8500
- --rest_api_port=9000
- --model_name=resnet50_neuron
- --model_base_path=s3://your-bucket-of-models/resnet50_neuron/
ports:
- containerPort: 8500
- containerPort: 9000
imagePullPolicy: IfNotPresent
env:
- name: AWS_REGION
value: "us-east-1"
- name: S3_USE_HTTPS
value: "1"
- name: S3_VERIFY_SSL
value: "0"
- name: S3_ENDPOINT
value: s3.us-east-1.amazonaws.com
- name: AWS_LOG_LEVEL
value: "3"
resources:
limits:
cpu: 4
memory: 4Gi
aws.amazon.com/neuron: 1
requests:
cpu: "1"
memory: 1Gi
securityContext:
capabilities:
add:
- IPC_LOCK
2. Deploy the model\.
::
kubectl apply -f rn50_deployment.yaml
3. Create a file named `rn50_service.yaml` with the following contents\. The HTTP and gRPC ports are opened for accepting prediction requests\.
::
kind: Service
apiVersion: v1
metadata:
name: k8s-neuron-test
labels:
app: k8s-neuron-test
spec:
type: ClusterIP
ports:
- name: http-tf-serving
port: 8500
targetPort: 8500
- name: grpc-tf-serving
port: 9000
targetPort: 9000
selector:
app: k8s-neuron-test
role: master
4. Create a Kubernetes service for your TensorFlow model Serving application\.
::
kubectl apply -f rn50_service.yaml
Make predictions against your TensorFlow Serving service
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
1. To test locally, forward the gRPC port to the `k8s-neuron-test` service\.
::
kubectl port-forward service/k8s-neuron-test 8500:8500 &
2. Create a Python script called `tensorflow-model-server-infer.py` with the following content. This script runs inference via gRPC, which is service framework.
::
import numpy as np
import grpc
import tensorflow as tf
from tensorflow.keras.preprocessing import image
from tensorflow.keras.applications.resnet50 import preprocess_input
from tensorflow_serving.apis import predict_pb2
from tensorflow_serving.apis import prediction_service_pb2_grpc
from tensorflow.keras.applications.resnet50 import decode_predictions
if __name__ == '__main__':
channel = grpc.insecure_channel('localhost:8500')
stub = prediction_service_pb2_grpc.PredictionServiceStub(channel)
img_file = tf.keras.utils.get_file(
"./kitten_small.jpg",
"https://raw.githubusercontent.com/awslabs/mxnet-model-server/master/docs/images/kitten_small.jpg")
img = image.load_img(img_file, target_size=(224, 224))
img_array = preprocess_input(image.img_to_array(img)[None, ...])
request = predict_pb2.PredictRequest()
request.model_spec.name = 'resnet50_inf1'
request.inputs['input'].CopyFrom(
tf.make_tensor_proto(img_array, shape=img_array.shape))
result = stub.Predict(request)
prediction = tf.make_ndarray(result.outputs['output'])
print(decode_predictions(prediction))
3. Run the script to submit predictions to your service\.
::
python3 tensorflow-model-server-infer.py
Your output should look like the following:
::
[[(u'n02123045', u'tabby', 0.68817204), (u'n02127052', u'lynx', 0.12701613), (u'n02123159', u'tiger_cat', 0.08736559), (u'n02124075', u'Egyptian_cat', 0.063844085), (u'n02128757', u'snow_leopard', 0.009240591)]]
</pre></body></html> | 2023-09-29T20:55:11.173Z | |
Torchserve Example — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/docker-example/inference/torchserve-neuron.html#torchserve-neuron | # Torchserve Example — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`
## Torchserve Example[#](#torchserve-example "Permalink to this headline")
```
1#!/bin/bash
2
3MODEL_STORE=/opt/ml/model
4TS_CONFIG=/home/model-server/config.properties
5MODEL_PATH=""
6
7while getopts ":m:t:" opt; do
8 case $opt in
9 m) MODEL_PATH="$OPTARG"
10 ;;
11 t) TS_CONFIG="$OPTARG"
12 ;;
13 \?) echo "Invalid option -$OPTARG" >&2
14 ;;
15 esac
16done
17
18printf "Model path: %s\n" "$MODEL_PATH"
19printf "TS_CONFIG: %s\n" "$TS_CONFIG"
20# Start the Model Server
21if [[ -z "$MODEL_PATH" ]]; then
22 torchserve --start --ts-config /home/model-server/config.properties --model-store /opt/ml/model &
23else
24 torchserve --start --ts-config $TS_CONFIG --models $MODEL_PATH &
25fi
26status=$?
27if [ $status -ne 0 ]; then
28 echo "Failed to start TF Model Server: $status"
29 exit $status
30fi
```
_This document is relevant for_: `Inf1` | <!DOCTYPE html><html lang="en"><head>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="section" id="torchserve-example">
<span id="torchserve-neuron"></span><h1>Torchserve Example<a class="headerlink" href="#torchserve-example" title="Permalink to this headline">#</a></h1>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="linenos"> 1</span>#!/bin/bash
<span class="linenos"> 2</span>
<span class="linenos"> 3</span>MODEL_STORE=/opt/ml/model
<span class="linenos"> 4</span>TS_CONFIG=/home/model-server/config.properties
<span class="linenos"> 5</span>MODEL_PATH=""
<span class="linenos"> 6</span>
<span class="linenos"> 7</span>while getopts ":m:t:" opt; do
<span class="linenos"> 8</span> case $opt in
<span class="linenos"> 9</span> m) MODEL_PATH="$OPTARG"
<span class="linenos">10</span> ;;
<span class="linenos">11</span> t) TS_CONFIG="$OPTARG"
<span class="linenos">12</span> ;;
<span class="linenos">13</span> \?) echo "Invalid option -$OPTARG" >&2
<span class="linenos">14</span> ;;
<span class="linenos">15</span> esac
<span class="linenos">16</span>done
<span class="linenos">17</span>
<span class="linenos">18</span>printf "Model path: %s\n" "$MODEL_PATH"
<span class="linenos">19</span>printf "TS_CONFIG: %s\n" "$TS_CONFIG"
<span class="linenos">20</span># Start the Model Server
<span class="linenos">21</span>if [[ -z "$MODEL_PATH" ]]; then
<span class="linenos">22</span> torchserve --start --ts-config /home/model-server/config.properties --model-store /opt/ml/model &
<span class="linenos">23</span>else
<span class="linenos">24</span> torchserve --start --ts-config $TS_CONFIG --models $MODEL_PATH &
<span class="linenos">25</span>fi
<span class="linenos">26</span>status=$?
<span class="linenos">27</span>if [ $status -ne 0 ]; then
<span class="linenos">28</span> echo "Failed to start TF Model Server: $status"
<span class="linenos">29</span> exit $status
<span class="linenos">30</span>fi
</pre></div>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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</body></html> | 2023-09-29T20:55:11.238Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/developerflows.rst.txt | ```
Containers - Developer Flows
============================
.. toctree::
:maxdepth: 1
:hidden:
/containers/dlc-then-ec2-devflow
/containers/dlc-then-ecs-devflow
/containers/dlc-then-eks-devflow
/containers/container-sm-hosting-devflow
.. include:: /containers/developerflows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Containers - Developer Flows
============================
.. toctree::
:maxdepth: 1
:hidden:
/containers/dlc-then-ec2-devflow
/containers/dlc-then-ecs-devflow
/containers/dlc-then-eks-devflow
/containers/container-sm-hosting-devflow
.. include:: /containers/developerflows.txt
</pre></body></html> | 2023-09-29T20:55:11.365Z | |
Kubernetes environment setup for Neuron — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/tutorials/k8s-setup.html#k8s-neuron-device-plugin | # Kubernetes environment setup for Neuron — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Kubernetes environment setup for Neuron[#](#kubernetes-environment-setup-for-neuron "Permalink to this headline")
## Introduction[#](#introduction "Permalink to this headline")
Customers that use Kubernetes can conveniently integrate Inf1/Trn1 instances into their workflows. This tutorial will go through deploying the neuron device plugin daemonset and also how to allocate neuron cores or devices to application pods.
- Working kubernetes cluster
- Inf1/Trn1 instances as worker nodes with attached roles allowing: \* ECR read access policy to retrieve container images from ECR: **arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly**
- [Tutorial Docker environment setup](tutorial-docker-env-setup.html#tutorial-docker-env-setup): to install required packages in the worker nodes. With EKS, the [EKS optimized accelarated AMI](https://docs.aws.amazon.com/eks/latest/userguide/eks-optimized-ami.html#gpu-ami) has the necessary neuron components installed
- Kubernetes node object has instance-type set to inf1/trn1 types. For ex, `"node.kubernetes.io/instance-type": "inf1.2xlarge"` or `"node.kubernetes.io/instance-type": "trn1.2xlarge"`
Neuron device plugin exposes Neuron cores & devices to kubernetes as a resource. aws.amazon.com/neuroncore, aws.amazon.com/neurondevice, aws.amazon.com/neuron are the resources that the neuron device plugin registers with the kubernetes. aws.amazon.com/neuroncore is used for allocating neuron cores to the container. aws.amazon.com/neurondevice is used for allocating neuron devices to the container. When neurondevice is used all the cores belonging to the device will be allocated to container. aws.amazon.com/neuron also allocates neurondevices and this exists just to be backward compatible with already existing installations. aws.amazon.com/neurondevice is the recommended resource for allocating devices to the container.
- Make sure prequisite are satisified
- Download the neuron device plugin yaml file. [`k8s-neuron-device-plugin.yml`](../../_downloads/f57f27621e52b305dba7d624c477977a/k8s-neuron-device-plugin.yml)
- Download the neuron device plugin rbac yaml file. This enables permissions for device plugin to update the node and Pod annotations. [`k8s-neuron-device-plugin-rbac.yml`](../../_downloads/46fb1da6e5e79c3310ebc0cbd6ad2353/k8s-neuron-device-plugin-rbac.yml)
- Apply the Neuron device plugin as a daemonset on the cluster with the following command
> ```
> kubectl apply -f k8s-neuron-device-plugin-rbac.yml
> kubectl apply -f k8s-neuron-device-plugin.yml
>
> ```
- Verify that neuron device plugin is running
> ```
> kubectl get ds neuron-device-plugin-daemonset --namespace kube-system
>
> ```
>
> Expected result (with 2 nodes in cluster):
>
> ```
> NAME DESIRED CURRENT READY UP-TO-DATE AVAILABLE NODE SELECTOR AGE
> neuron-device-plugin-daemonset 2 2 2 2 2 <none> 27h
>
> ```
- Verify that the node has allocatable neuron cores and devices with the following command
> ```
> kubectl get nodes "-o=custom-columns=NAME:.metadata.name,NeuronCore:.status.allocatable.aws\.amazon\.com/neuroncore"
>
> ```
>
> Expected result:
>
> ```
> NAME NeuronCore
> ip-192-168-65-41.us-west-2.compute.internal 32
> ip-192-168-87-81.us-west-2.compute.internal 32
>
> ```
>
> ```
> kubectl get nodes "-o=custom-columns=NAME:.metadata.name,NeuronDevice:.status.allocatable.aws\.amazon\.com/neurondevice"
>
> ```
>
> Expected result:
>
> ```
> NAME NeuronDevice
> ip-192-168-65-41.us-west-2.compute.internal 16
> ip-192-168-87-81.us-west-2.compute.internal 16
>
> ``` Neuron scheduler extension is required for scheduling pods that require more than one Neuron core or device resource. Refer [Neuron Scheduler Extension Flow Diagram](ks8-neuron-scheduler-flow.html#k8s-neuron-scheduler-flow) for details on how the neuron scheduler extension works. Neuron scheduler extension filter out nodes with non-contiguous core/device ids and enforces allocation of contiguous core/device ids for the PODs requiring it.
Multiple Scheduler Approach
In cluster environments where there is no access to default scheduler, the neuron scheduler extension can be used with another scheduler. A new scheduler is added (along with the default scheduler) and then the pod’s that needs to run the neuron workload use this new scheduler. Neuron scheduler extension is added to this new scheduler. EKS natively does not yet support the neuron scheduler extension and so in the EKS environment this is the only way to add the neuron scheduler extension.
- Make sure [Neuron device plugin](#k8s-neuron-device-plugin) is running
- Download the my scheduler [`my-scheduler.yml`](../../_downloads/e739253083129abeaf6f6ad1db7ccb21/my-scheduler.yml)
- Download the scheduler extension [`k8s-neuron-scheduler-eks.yml`](../../_downloads/e518187532701b6660dcd70ea28c2562/k8s-neuron-scheduler-eks.yml)
- Apply the neuron-scheduler-extension
> ```
> kubectl apply -f k8s-neuron-scheduler-eks.yml
>
> ```
- Apply the my-scheduler.yml
> ```
> kubectl apply -f my-scheduler.yml
>
> ```
- Check there are no errors in the my-scheduler pod logs and the k8s-neuron-scheduler pod is bound to a node
> ```
> kubectl logs -n kube-system my-scheduler-79bd4cb788-hq2sq
>
> ```
>
> ```
> I1012 15:30:21.629611 1 scheduler.go:604] "Successfully bound pod to node" pod="kube-system/k8s-neuron-scheduler-5d9d9d7988-xcpqm" node="ip-192-168-2-25.ec2.internal" evaluatedNodes=1 feasibleNodes=1
>
> ```
- When running new pod’s that need to use the neuron scheduler extension, make sure it uses the my-scheduler as the scheduler. Sample pod spec is below
> ```
> apiVersion: v1
> kind: Pod
> metadata:
> name: <POD_NAME>
> spec:
> restartPolicy: Never
> schedulerName: my-scheduler
> containers:
> - name: <POD_NAME>
> command: ["<COMMAND>"]
> image: <IMAGE_NAME>
> resources:
> limits:
> cpu: "4"
> memory: 4Gi
> aws.amazon.com/neuroncore: 9
> requests:
> cpu: "1"
> memory: 1Gi
>
> ```
- Once the neuron workload pod is run, make sure logs in the k8s neuron scheduler has successfull filter/bind request
> ```
> kubectl logs -n kube-system k8s-neuron-scheduler-5d9d9d7988-xcpqm
>
> ```
>
> ```
> 2022/10/12 15:41:16 POD nrt-test-5038 fits in Node:ip-192-168-2-25.ec2.internal
> 2022/10/12 15:41:16 Filtered nodes: [ip-192-168-2-25.ec2.internal]
> 2022/10/12 15:41:16 Failed nodes: map[]
> 2022/10/12 15:41:16 Finished Processing Filter Request...
>
> ```
>
> ```
> 2022/10/12 15:41:16 Executing Bind Request!
> 2022/10/12 15:41:16 Determine if the pod %v is NeuronDevice podnrt-test-5038
> 2022/10/12 15:41:16 Updating POD Annotation with alloc devices!
> 2022/10/12 15:41:16 Return aws.amazon.com/neuroncore
> 2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neuroncore in node: ip-192-168-2-25.ec2.internal is [false false false false false false false false false false false false false false false false]
> 2022/10/12 15:41:16 Allocated ids for POD nrt-test-5038 are: 0,1,2,3,4,5,6,7,8
> 2022/10/12 15:41:16 Try to bind pod nrt-test-5038 in default namespace to node ip-192-168-2-25.ec2.internal with &Binding{ObjectMeta:{nrt-test-5038 8da590b1-30bc-4335-b7e7-fe574f4f5538 0 0001-01-01 00:00:00 +0000 UTC <nil> <nil> map[] map[] [] [] []},Target:ObjectReference{Kind:Node,Namespace:,Name:ip-192-168-2-25.ec2.internal,UID:,APIVersion:,ResourceVersion:,FieldPath:,},}
> 2022/10/12 15:41:16 Updating the DevUsageMap since the bind is successful!
> 2022/10/12 15:41:16 Return aws.amazon.com/neuroncore
> 2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neuroncore in node: ip-192-168-2-25.ec2.internal is [false false false false false false false false false false false false false false false false]
> 2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neurondevice in node: ip-192-168-2-25.ec2.internal is [false false false false]
> 2022/10/12 15:41:16 Allocated devices list 0,1,2,3,4,5,6,7,8 for resource aws.amazon.com/neuroncore
> 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice
> 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice
> 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice
> 2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice
> 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice
> 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice
> 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice
> 2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice
> 2022/10/12 15:41:16 Allocated devices list [2] for other resource aws.amazon.com/neurondevice
> 2022/10/12 15:41:16 Return aws.amazon.com/neuroncore
> 2022/10/12 15:41:16 Succesfully updated the DevUsageMap [true true true true true true true true true false false false false false false false] and otherDevUsageMap [true true true false] after alloc for node ip-192-168-2-25.ec2.internal
> 2022/10/12 15:41:16 Finished executing Bind Request...
>
> ```
Default Scheduler Approach
- Make sure [Neuron device plugin](#k8s-neuron-device-plugin) is running
- Download the scheduler config map [`k8s-neuron-scheduler-configmap.yml`](../../_downloads/a7fd56c44db5ced817f13004e06389bf/k8s-neuron-scheduler-configmap.yml)
- Download the scheduler extension [`k8s-neuron-scheduler.yml`](../../_downloads/a08da4ce3bc71db1d80bb66f740d2366/k8s-neuron-scheduler.yml)
- Enable the kube-scheduler with option to use configMap for scheduler policy. In your cluster.yml Please update the spec section with the following
> ```
> spec:
> kubeScheduler:
> usePolicyConfigMap: true
>
> ```
- Launch the cluster
> ```
> kops create -f cluster.yml
> kops create secret --name neuron-test-1.k8s.local sshpublickey admin -i ~/.ssh/id_rsa.pub
> kops update cluster --name neuron-test-1.k8s.local --yes
>
> ```
- Apply the k8s-neuron-scheduler-configmap.yml \[Registers neuron-scheduler-extension with kube-scheduler\]
> ```
> kubectl apply -f k8s-neuron-scheduler-configmap.yml
>
> ```
- Launch the neuron-scheduler-extension
> ```
> kubectl apply -f k8s-neuron-scheduler.yml
>
> ```
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Introduction
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="kubernetes-environment-setup-for-neuron">
<span id="tutorial-k8s-env-setup-for-neuron"></span><h1>Kubernetes environment setup for Neuron<a class="headerlink" href="#kubernetes-environment-setup-for-neuron" title="Permalink to this headline">#</a></h1>
<div class="section" id="introduction">
<h2>Introduction<a class="headerlink" href="#introduction" title="Permalink to this headline">#</a></h2>
<p>Customers that use Kubernetes can conveniently integrate Inf1/Trn1 instances into their workflows. This tutorial will go through deploying the neuron device plugin daemonset and also how to allocate neuron cores or devices to application pods.</p>
<details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Prerequisite<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<ul class="simple">
<li><p class="sd-card-text">Working kubernetes cluster</p></li>
<li><p class="sd-card-text">Inf1/Trn1 instances as worker nodes with attached roles allowing:
* ECR read access policy to retrieve container images from ECR: <strong>arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly</strong></p></li>
<li><p class="sd-card-text"><a class="reference internal" href="tutorial-docker-env-setup.html#tutorial-docker-env-setup"><span class="std std-ref">Tutorial Docker environment setup</span></a>: to install required packages in the worker nodes.
With EKS, the <a class="reference external" href="https://docs.aws.amazon.com/eks/latest/userguide/eks-optimized-ami.html#gpu-ami">EKS optimized accelarated AMI</a> has the necessary neuron components installed</p></li>
<li><p class="sd-card-text">Kubernetes node object has instance-type set to inf1/trn1 types.
For ex, <code class="docutils literal notranslate"><span class="pre">"node.kubernetes.io/instance-type":</span> <span class="pre">"inf1.2xlarge"</span></code> or
<code class="docutils literal notranslate"><span class="pre">"node.kubernetes.io/instance-type":</span> <span class="pre">"trn1.2xlarge"</span></code></p></li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in" open="">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Deploy Neuron Device Plugin<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<p class="sd-card-text" id="k8s-neuron-device-plugin">Neuron device plugin exposes Neuron cores & devices to kubernetes as a resource. aws.amazon.com/neuroncore, aws.amazon.com/neurondevice, aws.amazon.com/neuron are the resources that the neuron device plugin registers with the kubernetes. aws.amazon.com/neuroncore is used for allocating neuron cores to the container. aws.amazon.com/neurondevice is used for allocating neuron devices to the container. When neurondevice is used all the cores belonging to the device will be allocated to container. aws.amazon.com/neuron also allocates neurondevices and this exists just to be backward compatible with already existing installations. aws.amazon.com/neurondevice is the recommended resource for allocating devices to the container.</p>
<ul>
<li><p class="sd-card-text">Make sure <span class="xref std std-ref">prequisite</span> are satisified</p></li>
<li><p class="sd-card-text">Download the neuron device plugin yaml file. <a class="reference download internal" download="" href="../../_downloads/f57f27621e52b305dba7d624c477977a/k8s-neuron-device-plugin.yml"><code class="xref download docutils literal notranslate"><span class="pre">k8s-neuron-device-plugin.yml</span></code></a></p></li>
<li><p class="sd-card-text">Download the neuron device plugin rbac yaml file. This enables permissions for device plugin to update the node and Pod annotations. <a class="reference download internal" download="" href="../../_downloads/46fb1da6e5e79c3310ebc0cbd6ad2353/k8s-neuron-device-plugin-rbac.yml"><code class="xref download docutils literal notranslate"><span class="pre">k8s-neuron-device-plugin-rbac.yml</span></code></a></p></li>
<li><p class="sd-card-text">Apply the Neuron device plugin as a daemonset on the cluster with the following command</p>
<blockquote>
<div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>kubectl<span class="w"> </span>apply<span class="w"> </span>-f<span class="w"> </span>k8s-neuron-device-plugin-rbac.yml
kubectl<span class="w"> </span>apply<span class="w"> </span>-f<span class="w"> </span>k8s-neuron-device-plugin.yml
</pre></div>
</div>
</div></blockquote>
</li>
<li><p class="sd-card-text">Verify that neuron device plugin is running</p>
<blockquote>
<div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>kubectl<span class="w"> </span>get<span class="w"> </span>ds<span class="w"> </span>neuron-device-plugin-daemonset<span class="w"> </span>--namespace<span class="w"> </span>kube-system
</pre></div>
</div>
<p class="sd-card-text">Expected result (with 2 nodes in cluster):</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>NAME<span class="w"> </span>DESIRED<span class="w"> </span>CURRENT<span class="w"> </span>READY<span class="w"> </span>UP-TO-DATE<span class="w"> </span>AVAILABLE<span class="w"> </span>NODE<span class="w"> </span>SELECTOR<span class="w"> </span>AGE
neuron-device-plugin-daemonset<span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="m">2</span><span class="w"> </span><span class="m">2</span><span class="w"> </span><none><span class="w"> </span>27h
</pre></div>
</div>
</div></blockquote>
</li>
<li><p class="sd-card-text">Verify that the node has allocatable neuron cores and devices with the following command</p>
<blockquote>
<div><div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>kubectl<span class="w"> </span>get<span class="w"> </span>nodes<span class="w"> </span><span class="s2">"-o=custom-columns=NAME:.metadata.name,NeuronCore:.status.allocatable.aws\.amazon\.com/neuroncore"</span>
</pre></div>
</div>
<p class="sd-card-text">Expected result:</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>NAME<span class="w"> </span>NeuronCore
ip-192-168-65-41.us-west-2.compute.internal<span class="w"> </span><span class="m">32</span>
ip-192-168-87-81.us-west-2.compute.internal<span class="w"> </span><span class="m">32</span>
</pre></div>
</div>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>kubectl<span class="w"> </span>get<span class="w"> </span>nodes<span class="w"> </span><span class="s2">"-o=custom-columns=NAME:.metadata.name,NeuronDevice:.status.allocatable.aws\.amazon\.com/neurondevice"</span>
</pre></div>
</div>
<p class="sd-card-text">Expected result:</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>NAME<span class="w"> </span>NeuronDevice
ip-192-168-65-41.us-west-2.compute.internal<span class="w"> </span><span class="m">16</span>
ip-192-168-87-81.us-west-2.compute.internal<span class="w"> </span><span class="m">16</span>
</pre></div>
</div>
</div></blockquote>
</li>
</ul>
</div>
</details><details class="sd-sphinx-override sd-dropdown sd-card sd-mb-3 sd-fade-in">
<summary class="sd-summary-title sd-card-header sphinx-design-class-title-small">
Deploy Neuron Scheduler Extension<div class="sd-summary-down docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-down" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M5.22 8.72a.75.75 0 000 1.06l6.25 6.25a.75.75 0 001.06 0l6.25-6.25a.75.75 0 00-1.06-1.06L12 14.44 6.28 8.72a.75.75 0 00-1.06 0z"></path></svg></div>
<div class="sd-summary-up docutils">
<svg version="1.1" width="1.5em" height="1.5em" class="sd-octicon sd-octicon-chevron-up" viewBox="0 0 24 24" aria-hidden="true"><path fill-rule="evenodd" d="M18.78 15.28a.75.75 0 000-1.06l-6.25-6.25a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 101.06 1.06L12 9.56l5.72 5.72a.75.75 0 001.06 0z"></path></svg></div>
</summary><div class="sd-summary-content sd-card-body sphinx-design-class-body-small docutils">
<p class="sd-card-text">Neuron scheduler extension is required for scheduling pods that require more than one Neuron core or device resource. Refer <a class="reference internal" href="ks8-neuron-scheduler-flow.html#k8s-neuron-scheduler-flow"><span class="std std-ref">Neuron Scheduler Extension Flow Diagram</span></a> for details on how the neuron scheduler extension works. Neuron scheduler extension filter out nodes with non-contiguous core/device ids and enforces allocation of contiguous core/device ids for the PODs requiring it.</p>
<div class="sd-tab-set docutils">
<input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-0">
Multiple Scheduler Approach</label><div class="sd-tab-content docutils">
<p class="sd-card-text" id="k8s-multiple-scheduler">In cluster environments where there is no access to default scheduler, the neuron scheduler extension can be used with another scheduler. A new scheduler is added (along with the default scheduler) and then the pod’s that needs to run the neuron workload
use this new scheduler. Neuron scheduler extension is added to this new scheduler. EKS natively does not yet support the neuron scheduler extension and so in the EKS environment this is the only way to add the neuron scheduler extension.</p>
<ul>
<li><p class="sd-card-text">Make sure <a class="reference internal" href="#k8s-neuron-device-plugin"><span class="std std-ref">Neuron device plugin</span></a> is running</p></li>
<li><p class="sd-card-text">Download the my scheduler <a class="reference download internal" download="" href="../../_downloads/e739253083129abeaf6f6ad1db7ccb21/my-scheduler.yml"><code class="xref download docutils literal notranslate"><span class="pre">my-scheduler.yml</span></code></a></p></li>
<li><p class="sd-card-text">Download the scheduler extension <a class="reference download internal" download="" href="../../_downloads/e518187532701b6660dcd70ea28c2562/k8s-neuron-scheduler-eks.yml"><code class="xref download docutils literal notranslate"><span class="pre">k8s-neuron-scheduler-eks.yml</span></code></a></p></li>
<li><p class="sd-card-text">Apply the neuron-scheduler-extension</p>
<blockquote>
<div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">apply</span> <span class="o">-</span><span class="n">f</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="n">eks</span><span class="o">.</span><span class="n">yml</span>
</pre></div>
</div>
</div></blockquote>
</li>
<li><p class="sd-card-text">Apply the my-scheduler.yml</p>
<blockquote>
<div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">apply</span> <span class="o">-</span><span class="n">f</span> <span class="n">my</span><span class="o">-</span><span class="n">scheduler</span><span class="o">.</span><span class="n">yml</span>
</pre></div>
</div>
</div></blockquote>
</li>
<li><p class="sd-card-text">Check there are no errors in the my-scheduler pod logs and the k8s-neuron-scheduler pod is bound to a node</p>
<blockquote>
<div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">logs</span> <span class="o">-</span><span class="n">n</span> <span class="n">kube</span><span class="o">-</span><span class="n">system</span> <span class="n">my</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="mi">79</span><span class="n">bd4cb788</span><span class="o">-</span><span class="n">hq2sq</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">I1012</span> <span class="mi">15</span><span class="p">:</span><span class="mi">30</span><span class="p">:</span><span class="mf">21.629611</span> <span class="mi">1</span> <span class="n">scheduler</span><span class="o">.</span><span class="n">go</span><span class="p">:</span><span class="mi">604</span><span class="p">]</span> <span class="s2">"Successfully bound pod to node"</span> <span class="n">pod</span><span class="o">=</span><span class="s2">"kube-system/k8s-neuron-scheduler-5d9d9d7988-xcpqm"</span> <span class="n">node</span><span class="o">=</span><span class="s2">"ip-192-168-2-25.ec2.internal"</span> <span class="n">evaluatedNodes</span><span class="o">=</span><span class="mi">1</span> <span class="n">feasibleNodes</span><span class="o">=</span><span class="mi">1</span>
</pre></div>
</div>
</div></blockquote>
</li>
<li><p class="sd-card-text">When running new pod’s that need to use the neuron scheduler extension, make sure it uses the my-scheduler as the scheduler. Sample pod spec is below</p>
<blockquote>
<div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">apiVersion</span><span class="p">:</span> <span class="n">v1</span>
<span class="n">kind</span><span class="p">:</span> <span class="n">Pod</span>
<span class="n">metadata</span><span class="p">:</span>
<span class="n">name</span><span class="p">:</span> <span class="o"><</span><span class="n">POD_NAME</span><span class="o">></span>
<span class="n">spec</span><span class="p">:</span>
<span class="n">restartPolicy</span><span class="p">:</span> <span class="n">Never</span>
<span class="n">schedulerName</span><span class="p">:</span> <span class="n">my</span><span class="o">-</span><span class="n">scheduler</span>
<span class="n">containers</span><span class="p">:</span>
<span class="o">-</span> <span class="n">name</span><span class="p">:</span> <span class="o"><</span><span class="n">POD_NAME</span><span class="o">></span>
<span class="n">command</span><span class="p">:</span> <span class="p">[</span><span class="s2">"<COMMAND>"</span><span class="p">]</span>
<span class="n">image</span><span class="p">:</span> <span class="o"><</span><span class="n">IMAGE_NAME</span><span class="o">></span>
<span class="n">resources</span><span class="p">:</span>
<span class="n">limits</span><span class="p">:</span>
<span class="n">cpu</span><span class="p">:</span> <span class="s2">"4"</span>
<span class="n">memory</span><span class="p">:</span> <span class="mi">4</span><span class="n">Gi</span>
<span class="n">aws</span><span class="o">.</span><span class="n">amazon</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">neuroncore</span><span class="p">:</span> <span class="mi">9</span>
<span class="n">requests</span><span class="p">:</span>
<span class="n">cpu</span><span class="p">:</span> <span class="s2">"1"</span>
<span class="n">memory</span><span class="p">:</span> <span class="mi">1</span><span class="n">Gi</span>
</pre></div>
</div>
</div></blockquote>
</li>
<li><p class="sd-card-text">Once the neuron workload pod is run, make sure logs in the k8s neuron scheduler has successfull filter/bind request</p>
<blockquote>
<div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">logs</span> <span class="o">-</span><span class="n">n</span> <span class="n">kube</span><span class="o">-</span><span class="n">system</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="mi">5</span><span class="n">d9d9d7988</span><span class="o">-</span><span class="n">xcpqm</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="mi">2022</span><span class="o">/</span><span class="mi">10</span><span class="o">/</span><span class="mi">12</span> <span class="mi">15</span><span class="p">:</span><span class="mi">41</span><span class="p">:</span><span class="mi">16</span> <span class="n">POD</span> <span class="n">nrt</span><span class="o">-</span><span class="n">test</span><span class="o">-</span><span class="mi">5038</span> <span class="n">fits</span> <span class="ow">in</span> <span class="n">Node</span><span class="p">:</span><span class="n">ip</span><span class="o">-</span><span class="mi">192</span><span class="o">-</span><span class="mi">168</span><span class="o">-</span><span class="mi">2</span><span class="o">-</span><span class="mf">25.</span><span class="n">ec2</span><span class="o">.</span><span class="n">internal</span>
<span class="mi">2022</span><span class="o">/</span><span class="mi">10</span><span class="o">/</span><span class="mi">12</span> <span class="mi">15</span><span class="p">:</span><span class="mi">41</span><span class="p">:</span><span class="mi">16</span> <span class="n">Filtered</span> <span class="n">nodes</span><span class="p">:</span> <span class="p">[</span><span class="n">ip</span><span class="o">-</span><span class="mi">192</span><span class="o">-</span><span class="mi">168</span><span class="o">-</span><span class="mi">2</span><span class="o">-</span><span class="mf">25.</span><span class="n">ec2</span><span class="o">.</span><span class="n">internal</span><span class="p">]</span>
<span class="mi">2022</span><span class="o">/</span><span class="mi">10</span><span class="o">/</span><span class="mi">12</span> <span class="mi">15</span><span class="p">:</span><span class="mi">41</span><span class="p">:</span><span class="mi">16</span> <span class="n">Failed</span> <span class="n">nodes</span><span class="p">:</span> <span class="nb">map</span><span class="p">[]</span>
<span class="mi">2022</span><span class="o">/</span><span class="mi">10</span><span class="o">/</span><span class="mi">12</span> <span class="mi">15</span><span class="p">:</span><span class="mi">41</span><span class="p">:</span><span class="mi">16</span> <span class="n">Finished</span> <span class="n">Processing</span> <span class="n">Filter</span> <span class="n">Request</span><span class="o">...</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2022/10/12 15:41:16 Executing Bind Request!
2022/10/12 15:41:16 Determine if the pod %v is NeuronDevice podnrt-test-5038
2022/10/12 15:41:16 Updating POD Annotation with alloc devices!
2022/10/12 15:41:16 Return aws.amazon.com/neuroncore
2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neuroncore in node: ip-192-168-2-25.ec2.internal is [false false false false false false false false false false false false false false false false]
2022/10/12 15:41:16 Allocated ids for POD nrt-test-5038 are: 0,1,2,3,4,5,6,7,8
2022/10/12 15:41:16 Try to bind pod nrt-test-5038 in default namespace to node ip-192-168-2-25.ec2.internal with &Binding{ObjectMeta:{nrt-test-5038 8da590b1-30bc-4335-b7e7-fe574f4f5538 0 0001-01-01 00:00:00 +0000 UTC <nil> <nil> map[] map[] [] [] []},Target:ObjectReference{Kind:Node,Namespace:,Name:ip-192-168-2-25.ec2.internal,UID:,APIVersion:,ResourceVersion:,FieldPath:,},}
2022/10/12 15:41:16 Updating the DevUsageMap since the bind is successful!
2022/10/12 15:41:16 Return aws.amazon.com/neuroncore
2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neuroncore in node: ip-192-168-2-25.ec2.internal is [false false false false false false false false false false false false false false false false]
2022/10/12 15:41:16 neuronDevUsageMap for resource:aws.amazon.com/neurondevice in node: ip-192-168-2-25.ec2.internal is [false false false false]
2022/10/12 15:41:16 Allocated devices list 0,1,2,3,4,5,6,7,8 for resource aws.amazon.com/neuroncore
2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice
2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice
2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice
2022/10/12 15:41:16 Allocated devices list [0] for other resource aws.amazon.com/neurondevice
2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice
2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice
2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice
2022/10/12 15:41:16 Allocated devices list [1] for other resource aws.amazon.com/neurondevice
2022/10/12 15:41:16 Allocated devices list [2] for other resource aws.amazon.com/neurondevice
2022/10/12 15:41:16 Return aws.amazon.com/neuroncore
2022/10/12 15:41:16 Succesfully updated the DevUsageMap [true true true true true true true true true false false false false false false false] and otherDevUsageMap [true true true false] after alloc for node ip-192-168-2-25.ec2.internal
2022/10/12 15:41:16 Finished executing Bind Request...
</pre></div>
</div>
</div></blockquote>
</li>
</ul>
</div>
<input id="sd-tab-item-1" name="sd-tab-set-0" type="radio">
<label class="sd-tab-label" for="sd-tab-item-1">
Default Scheduler Approach</label><div class="sd-tab-content docutils">
<ul id="k8s-default-scheduler">
<li><p class="sd-card-text">Make sure <a class="reference internal" href="#k8s-neuron-device-plugin"><span class="std std-ref">Neuron device plugin</span></a> is running</p></li>
<li><p class="sd-card-text">Download the scheduler config map <a class="reference download internal" download="" href="../../_downloads/a7fd56c44db5ced817f13004e06389bf/k8s-neuron-scheduler-configmap.yml"><code class="xref download docutils literal notranslate"><span class="pre">k8s-neuron-scheduler-configmap.yml</span></code></a></p></li>
<li><p class="sd-card-text">Download the scheduler extension <a class="reference download internal" download="" href="../../_downloads/a08da4ce3bc71db1d80bb66f740d2366/k8s-neuron-scheduler.yml"><code class="xref download docutils literal notranslate"><span class="pre">k8s-neuron-scheduler.yml</span></code></a></p></li>
<li><p class="sd-card-text">Enable the kube-scheduler with option to use configMap for scheduler policy. In your cluster.yml Please update the spec section with the following</p>
<blockquote>
<div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">spec</span><span class="p">:</span>
<span class="n">kubeScheduler</span><span class="p">:</span>
<span class="n">usePolicyConfigMap</span><span class="p">:</span> <span class="n">true</span>
</pre></div>
</div>
</div></blockquote>
</li>
<li><p class="sd-card-text">Launch the cluster</p>
<blockquote>
<div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kops</span> <span class="n">create</span> <span class="o">-</span><span class="n">f</span> <span class="n">cluster</span><span class="o">.</span><span class="n">yml</span>
<span class="n">kops</span> <span class="n">create</span> <span class="n">secret</span> <span class="o">--</span><span class="n">name</span> <span class="n">neuron</span><span class="o">-</span><span class="n">test</span><span class="o">-</span><span class="mf">1.</span><span class="n">k8s</span><span class="o">.</span><span class="n">local</span> <span class="n">sshpublickey</span> <span class="n">admin</span> <span class="o">-</span><span class="n">i</span> <span class="o">~/.</span><span class="n">ssh</span><span class="o">/</span><span class="n">id_rsa</span><span class="o">.</span><span class="n">pub</span>
<span class="n">kops</span> <span class="n">update</span> <span class="n">cluster</span> <span class="o">--</span><span class="n">name</span> <span class="n">neuron</span><span class="o">-</span><span class="n">test</span><span class="o">-</span><span class="mf">1.</span><span class="n">k8s</span><span class="o">.</span><span class="n">local</span> <span class="o">--</span><span class="n">yes</span>
</pre></div>
</div>
</div></blockquote>
</li>
<li><p class="sd-card-text">Apply the k8s-neuron-scheduler-configmap.yml [Registers neuron-scheduler-extension with kube-scheduler]</p>
<blockquote>
<div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">apply</span> <span class="o">-</span><span class="n">f</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">-</span><span class="n">configmap</span><span class="o">.</span><span class="n">yml</span>
</pre></div>
</div>
</div></blockquote>
</li>
<li><p class="sd-card-text">Launch the neuron-scheduler-extension</p>
<blockquote>
<div><div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">kubectl</span> <span class="n">apply</span> <span class="o">-</span><span class="n">f</span> <span class="n">k8s</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">scheduler</span><span class="o">.</span><span class="n">yml</span>
</pre></div>
</div>
</div></blockquote>
</li>
</ul>
</div>
</div>
</div>
</details><p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:11.605Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/tutorials/training/index.rst.txt | ```
Containers -- Training Tutorials
=================================
.. toctree::
:maxdepth: 1
:hidden:
/containers/tutorials/training/tutorial-training
/containers/tutorials/training/k8s_mlp_train_demo
.. include:: /containers/tutorials/training/index.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Containers -- Training Tutorials
=================================
.. toctree::
:maxdepth: 1
:hidden:
/containers/tutorials/training/tutorial-training
/containers/tutorials/training/k8s_mlp_train_demo
.. include:: /containers/tutorials/training/index.txt
</pre></body></html> | 2023-09-29T20:55:11.621Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/tutorials/training/k8s_mlp_train_demo.rst.txt | ```
.. _example-deploy-mlp-train-pod:
Deploy a simple mlp training script as a Kubernetes job
----------------------------------------------------------
This tutorial uses mlp train as a teaching example on how to deploy an
training application using Kubernetes on the Trn1 instances.
Prerequisite:
^^^^^^^^^^^^^
- :ref:`tutorial-k8s-env-setup-for-neuron`: to setup k8s support on your cluster.
- Trn1 instances as worker nodes with attached roles allowing:
- ECR read access policy to retrieve container images from ECR:
**arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly**
- Have a container image that is build using :ref:`tutorial-training`
Deploy a mlp training image
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
1. Create a file named `mlp_train.yaml` with the contents below\.
.. note::
In the image: add the appropriate location of the image
::
apiVersion: v1
kind: Pod
metadata:
name: trn1-mlp
spec:
restartPolicy: Never
schedulerName: default-scheduler
hostNetwork: true
nodeSelector:
beta.kubernetes.io/instance-type: trn1.32xlarge
beta.kubernetes.io/instance-type: trn1.2xlarge
containers:
- name: trn1-mlp
command: ["/usr/local/bin/python3"]
args: ["/opt/ml/mlp_train.py"]
image: 647554078242.dkr.ecr.us-east-1.amazonaws.com/sunda-pt:k8s_mlp_0907
imagePullPolicy: IfNotPresent
env:
- name: NEURON_RT_LOG_LEVEL
value: "INFO"
resources:
limits:
aws.amazon.com/neuron: 2
requests:
aws.amazon.com/neuron: 2
2. Deploy the pod.
::
kubectl apply -f mlp_train.yaml
3. Check the logs to make sure training completed
::
kubectl logs <pod name>
Your log should have the following
::
Final loss is 0.1977
----------End Training ---------------
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _example-deploy-mlp-train-pod:
Deploy a simple mlp training script as a Kubernetes job
----------------------------------------------------------
This tutorial uses mlp train as a teaching example on how to deploy an
training application using Kubernetes on the Trn1 instances.
Prerequisite:
^^^^^^^^^^^^^
- :ref:`tutorial-k8s-env-setup-for-neuron`: to setup k8s support on your cluster.
- Trn1 instances as worker nodes with attached roles allowing:
- ECR read access policy to retrieve container images from ECR:
**arn:aws:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly**
- Have a container image that is build using :ref:`tutorial-training`
Deploy a mlp training image
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
1. Create a file named `mlp_train.yaml` with the contents below\.
.. note::
In the image: add the appropriate location of the image
::
apiVersion: v1
kind: Pod
metadata:
name: trn1-mlp
spec:
restartPolicy: Never
schedulerName: default-scheduler
hostNetwork: true
nodeSelector:
beta.kubernetes.io/instance-type: trn1.32xlarge
beta.kubernetes.io/instance-type: trn1.2xlarge
containers:
- name: trn1-mlp
command: ["/usr/local/bin/python3"]
args: ["/opt/ml/mlp_train.py"]
image: 647554078242.dkr.ecr.us-east-1.amazonaws.com/sunda-pt:k8s_mlp_0907
imagePullPolicy: IfNotPresent
env:
- name: NEURON_RT_LOG_LEVEL
value: "INFO"
resources:
limits:
aws.amazon.com/neuron: 2
requests:
aws.amazon.com/neuron: 2
2. Deploy the pod.
::
kubectl apply -f mlp_train.yaml
3. Check the logs to make sure training completed
::
kubectl logs <pod name>
Your log should have the following
::
Final loss is 0.1977
----------End Training ---------------
</pre></body></html> | 2023-09-29T20:55:11.676Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/dlc-then-ec2-devflow.rst.txt | ```
.. _containers-dlc-then-ec2-devflow:
.. include:: /general/devflows/inference/dlc-then-ec2-devflow.rst
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _containers-dlc-then-ec2-devflow:
.. include:: /general/devflows/inference/dlc-then-ec2-devflow.rst</pre></body></html> | 2023-09-29T20:55:11.683Z | |
Torchserve config.properties example — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/docker-example/inference/config-properties.html#torchserve-config-properties | # Torchserve config.properties example — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`
## Torchserve config.properties example[#](#torchserve-config-properties-example "Permalink to this headline")
```
1vmargs=-XX:+UseContainerSupport -XX:InitialRAMPercentage=8.0 -XX:MaxRAMPercentage=10.0 -XX:-UseLargePages -XX:+UseG1GC -XX:+ExitOnOutOfMemoryError
2model_store=/opt/ml/model
3load_models=ALL
4inference_address=http://0.0.0.0:8080
5management_address=http://0.0.0.0:8081
6# management_address=unix:/tmp/management.sock
7# number_of_netty_threads=0
8# netty_client_threads=0
9# default_response_timeout=120
10# default_workers_per_model=0
11# job_queue_size=100
12# async_logging=false
13# number_of_gpu=1
14# cors_allowed_origin
15# cors_allowed_methods
16# cors_allowed_headers
17# keystore=src/test/resources/keystore.p12
18# keystore_pass=changeit
19# keystore_type=PKCS12
20# private_key_file=src/test/resources/key.pem
21# certificate_file=src/test/resources/certs.pem
22# max_response_size=6553500
23# max_request_size=6553500
24# blacklist_env_vars=
25# decode_input_request=false
26# enable_envvars_config=false
```
_This document is relevant for_: `Inf1` | <!DOCTYPE html><html lang="en"><head>
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<h1>Torchserve config.properties example</h1>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="section" id="torchserve-config-properties-example">
<span id="torchserve-config-properties"></span><h1>Torchserve config.properties example<a class="headerlink" href="#torchserve-config-properties-example" title="Permalink to this headline">#</a></h1>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="linenos"> 1</span><span class="n">vmargs</span><span class="o">=-</span><span class="n">XX</span><span class="p">:</span><span class="o">+</span><span class="n">UseContainerSupport</span> <span class="o">-</span><span class="n">XX</span><span class="p">:</span><span class="n">InitialRAMPercentage</span><span class="o">=</span><span class="mf">8.0</span> <span class="o">-</span><span class="n">XX</span><span class="p">:</span><span class="n">MaxRAMPercentage</span><span class="o">=</span><span class="mf">10.0</span> <span class="o">-</span><span class="n">XX</span><span class="p">:</span><span class="o">-</span><span class="n">UseLargePages</span> <span class="o">-</span><span class="n">XX</span><span class="p">:</span><span class="o">+</span><span class="n">UseG1GC</span> <span class="o">-</span><span class="n">XX</span><span class="p">:</span><span class="o">+</span><span class="n">ExitOnOutOfMemoryError</span>
<span class="linenos"> 2</span><span class="n">model_store</span><span class="o">=/</span><span class="n">opt</span><span class="o">/</span><span class="n">ml</span><span class="o">/</span><span class="n">model</span>
<span class="linenos"> 3</span><span class="n">load_models</span><span class="o">=</span><span class="n">ALL</span>
<span class="linenos"> 4</span><span class="n">inference_address</span><span class="o">=</span><span class="n">http</span><span class="p">:</span><span class="o">//</span><span class="mf">0.0.0.0</span><span class="p">:</span><span class="mi">8080</span>
<span class="linenos"> 5</span><span class="n">management_address</span><span class="o">=</span><span class="n">http</span><span class="p">:</span><span class="o">//</span><span class="mf">0.0.0.0</span><span class="p">:</span><span class="mi">8081</span>
<span class="linenos"> 6</span><span class="c1"># management_address=unix:/tmp/management.sock</span>
<span class="linenos"> 7</span><span class="c1"># number_of_netty_threads=0</span>
<span class="linenos"> 8</span><span class="c1"># netty_client_threads=0</span>
<span class="linenos"> 9</span><span class="c1"># default_response_timeout=120</span>
<span class="linenos">10</span><span class="c1"># default_workers_per_model=0</span>
<span class="linenos">11</span><span class="c1"># job_queue_size=100</span>
<span class="linenos">12</span><span class="c1"># async_logging=false</span>
<span class="linenos">13</span><span class="c1"># number_of_gpu=1</span>
<span class="linenos">14</span><span class="c1"># cors_allowed_origin</span>
<span class="linenos">15</span><span class="c1"># cors_allowed_methods</span>
<span class="linenos">16</span><span class="c1"># cors_allowed_headers</span>
<span class="linenos">17</span><span class="c1"># keystore=src/test/resources/keystore.p12</span>
<span class="linenos">18</span><span class="c1"># keystore_pass=changeit</span>
<span class="linenos">19</span><span class="c1"># keystore_type=PKCS12</span>
<span class="linenos">20</span><span class="c1"># private_key_file=src/test/resources/key.pem</span>
<span class="linenos">21</span><span class="c1"># certificate_file=src/test/resources/certs.pem</span>
<span class="linenos">22</span><span class="c1"># max_response_size=6553500</span>
<span class="linenos">23</span><span class="c1"># max_request_size=6553500</span>
<span class="linenos">24</span><span class="c1"># blacklist_env_vars=</span>
<span class="linenos">25</span><span class="c1"># decode_input_request=false</span>
<span class="linenos">26</span><span class="c1"># enable_envvars_config=false</span>
</pre></div>
</div>
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Simple MLP train script — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/docker-example/training/mlp.html#mlp-train | # Simple MLP train script — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Trn1`, `Trn1n`
## Simple MLP train script[#](#simple-mlp-train-script "Permalink to this headline")
Save the following contents as mlp\_train.py
```
1import os
2import time
3import torch
4from model import MLP
5
6from torchvision.datasets import mnist
7from torch.utils.data import DataLoader
8from torchvision.transforms import ToTensor
9
10# XLA imports
11import torch_xla.core.xla_model as xm
12
13# Global constants
14EPOCHS = 4
15WARMUP_STEPS = 2
16BATCH_SIZE = 32
17
18# Load MNIST train dataset
19train_dataset = mnist.MNIST(root='./MNIST_DATA_train',
20 train=True, download=True, transform=ToTensor())
21
22def main():
23 # Prepare data loader
24 train_loader = DataLoader(train_dataset, batch_size=BATCH_SIZE)
25
26 # Fix the random number generator seeds for reproducibility
27 torch.manual_seed(0)
28
29 # XLA: Specify XLA device (defaults to a NeuronCore on Trn1 instance)
30 device = 'xla'
31
32 # Move model to device and declare optimizer and loss function
33 model = MLP().to(device)
34 optimizer = torch.optim.SGD(model.parameters(), lr=0.01)
35 loss_fn = torch.nn.NLLLoss()
36
37 # Run the training loop
38 print('----------Training ---------------')
39 model.train()
40 for epoch in range(EPOCHS):
41 start = time.time()
42 for idx, (train_x, train_label) in enumerate(train_loader):
43 optimizer.zero_grad()
44 train_x = train_x.view(train_x.size(0), -1)
45 train_x = train_x.to(device)
46 train_label = train_label.to(device)
47 output = model(train_x)
48 loss = loss_fn(output, train_label)
49 loss.backward()
50 optimizer.step()
51 xm.mark_step() # XLA: collect ops and run them in XLA runtime
52 if idx < WARMUP_STEPS: # skip warmup iterations
53 start = time.time()
54
55 # Compute statistics for the last epoch
56 interval = idx - WARMUP_STEPS # skip warmup iterations
57 throughput = interval / (time.time() - start)
58 print("Train throughput (iter/sec): {}".format(throughput))
59 print("Final loss is {:0.4f}".format(loss.detach().to('cpu')))
60
61 # Save checkpoint for evaluation
62 os.makedirs("checkpoints", exist_ok=True)
63 checkpoint = {'state_dict': model.state_dict()}
64 # XLA: use xm.save instead of torch.save to ensure states are moved back to cpu
65 # This can prevent "XRT memory handle not found" at end of test.py execution
66 xm.save(checkpoint,'checkpoints/checkpoint.pt')
67
68 print('----------End Training ---------------')
69
70if __name__ == '__main__':
71 main()
```
Save the following contents as model.py
```
1import torch.nn as nn
2import torch.nn.functional as F
3
4# Declare 3-layer MLP for MNIST dataset
5class MLP(nn.Module):
6 def __init__(self, input_size = 28 * 28, output_size = 10, layers = [120, 84]):
7 super(MLP, self).__init__()
8 self.fc1 = nn.Linear(input_size, layers[0])
9 self.fc2 = nn.Linear(layers[0], layers[1])
10 self.fc3 = nn.Linear(layers[1], output_size)
11
12 def forward(self, x):
13 x = F.relu(self.fc1(x))
14 x = F.relu(self.fc2(x))
15 x = self.fc3(x)
16 return F.log_softmax(x, dim=1)
```
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<h1>Simple MLP train script</h1>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="simple-mlp-train-script">
<span id="mlp-train"></span><h1>Simple MLP train script<a class="headerlink" href="#simple-mlp-train-script" title="Permalink to this headline">#</a></h1>
<p>Save the following contents as mlp_train.py</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="linenos"> 1</span><span class="kn">import</span> <span class="nn">os</span>
<span class="linenos"> 2</span><span class="kn">import</span> <span class="nn">time</span>
<span class="linenos"> 3</span><span class="kn">import</span> <span class="nn">torch</span>
<span class="linenos"> 4</span><span class="kn">from</span> <span class="nn">model</span> <span class="kn">import</span> <span class="n">MLP</span>
<span class="linenos"> 5</span>
<span class="linenos"> 6</span><span class="kn">from</span> <span class="nn">torchvision.datasets</span> <span class="kn">import</span> <span class="n">mnist</span>
<span class="linenos"> 7</span><span class="kn">from</span> <span class="nn">torch.utils.data</span> <span class="kn">import</span> <span class="n">DataLoader</span>
<span class="linenos"> 8</span><span class="kn">from</span> <span class="nn">torchvision.transforms</span> <span class="kn">import</span> <span class="n">ToTensor</span>
<span class="linenos"> 9</span>
<span class="linenos">10</span><span class="c1"># XLA imports</span>
<span class="linenos">11</span><span class="kn">import</span> <span class="nn">torch_xla.core.xla_model</span> <span class="k">as</span> <span class="nn">xm</span>
<span class="linenos">12</span>
<span class="linenos">13</span><span class="c1"># Global constants</span>
<span class="linenos">14</span><span class="n">EPOCHS</span> <span class="o">=</span> <span class="mi">4</span>
<span class="linenos">15</span><span class="n">WARMUP_STEPS</span> <span class="o">=</span> <span class="mi">2</span>
<span class="linenos">16</span><span class="n">BATCH_SIZE</span> <span class="o">=</span> <span class="mi">32</span>
<span class="linenos">17</span>
<span class="linenos">18</span><span class="c1"># Load MNIST train dataset</span>
<span class="linenos">19</span><span class="n">train_dataset</span> <span class="o">=</span> <span class="n">mnist</span><span class="o">.</span><span class="n">MNIST</span><span class="p">(</span><span class="n">root</span><span class="o">=</span><span class="s1">'./MNIST_DATA_train'</span><span class="p">,</span>
<span class="linenos">20</span> <span class="n">train</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">download</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">transform</span><span class="o">=</span><span class="n">ToTensor</span><span class="p">())</span>
<span class="linenos">21</span>
<span class="linenos">22</span><span class="k">def</span> <span class="nf">main</span><span class="p">():</span>
<span class="linenos">23</span> <span class="c1"># Prepare data loader</span>
<span class="linenos">24</span> <span class="n">train_loader</span> <span class="o">=</span> <span class="n">DataLoader</span><span class="p">(</span><span class="n">train_dataset</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="n">BATCH_SIZE</span><span class="p">)</span>
<span class="linenos">25</span>
<span class="linenos">26</span> <span class="c1"># Fix the random number generator seeds for reproducibility</span>
<span class="linenos">27</span> <span class="n">torch</span><span class="o">.</span><span class="n">manual_seed</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
<span class="linenos">28</span>
<span class="linenos">29</span> <span class="c1"># XLA: Specify XLA device (defaults to a NeuronCore on Trn1 instance)</span>
<span class="linenos">30</span> <span class="n">device</span> <span class="o">=</span> <span class="s1">'xla'</span>
<span class="linenos">31</span>
<span class="linenos">32</span> <span class="c1"># Move model to device and declare optimizer and loss function</span>
<span class="linenos">33</span> <span class="n">model</span> <span class="o">=</span> <span class="n">MLP</span><span class="p">()</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span>
<span class="linenos">34</span> <span class="n">optimizer</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">SGD</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span><span class="o">=</span><span class="mf">0.01</span><span class="p">)</span>
<span class="linenos">35</span> <span class="n">loss_fn</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">NLLLoss</span><span class="p">()</span>
<span class="linenos">36</span>
<span class="linenos">37</span> <span class="c1"># Run the training loop</span>
<span class="linenos">38</span> <span class="nb">print</span><span class="p">(</span><span class="s1">'----------Training ---------------'</span><span class="p">)</span>
<span class="linenos">39</span> <span class="n">model</span><span class="o">.</span><span class="n">train</span><span class="p">()</span>
<span class="linenos">40</span> <span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">EPOCHS</span><span class="p">):</span>
<span class="linenos">41</span> <span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
<span class="linenos">42</span> <span class="k">for</span> <span class="n">idx</span><span class="p">,</span> <span class="p">(</span><span class="n">train_x</span><span class="p">,</span> <span class="n">train_label</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">train_loader</span><span class="p">):</span>
<span class="linenos">43</span> <span class="n">optimizer</span><span class="o">.</span><span class="n">zero_grad</span><span class="p">()</span>
<span class="linenos">44</span> <span class="n">train_x</span> <span class="o">=</span> <span class="n">train_x</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="n">train_x</span><span class="o">.</span><span class="n">size</span><span class="p">(</span><span class="mi">0</span><span class="p">),</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
<span class="linenos">45</span> <span class="n">train_x</span> <span class="o">=</span> <span class="n">train_x</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span>
<span class="linenos">46</span> <span class="n">train_label</span> <span class="o">=</span> <span class="n">train_label</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span>
<span class="linenos">47</span> <span class="n">output</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">train_x</span><span class="p">)</span>
<span class="linenos">48</span> <span class="n">loss</span> <span class="o">=</span> <span class="n">loss_fn</span><span class="p">(</span><span class="n">output</span><span class="p">,</span> <span class="n">train_label</span><span class="p">)</span>
<span class="linenos">49</span> <span class="n">loss</span><span class="o">.</span><span class="n">backward</span><span class="p">()</span>
<span class="linenos">50</span> <span class="n">optimizer</span><span class="o">.</span><span class="n">step</span><span class="p">()</span>
<span class="linenos">51</span> <span class="n">xm</span><span class="o">.</span><span class="n">mark_step</span><span class="p">()</span> <span class="c1"># XLA: collect ops and run them in XLA runtime</span>
<span class="linenos">52</span> <span class="k">if</span> <span class="n">idx</span> <span class="o"><</span> <span class="n">WARMUP_STEPS</span><span class="p">:</span> <span class="c1"># skip warmup iterations</span>
<span class="linenos">53</span> <span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
<span class="linenos">54</span>
<span class="linenos">55</span> <span class="c1"># Compute statistics for the last epoch</span>
<span class="linenos">56</span> <span class="n">interval</span> <span class="o">=</span> <span class="n">idx</span> <span class="o">-</span> <span class="n">WARMUP_STEPS</span> <span class="c1"># skip warmup iterations</span>
<span class="linenos">57</span> <span class="n">throughput</span> <span class="o">=</span> <span class="n">interval</span> <span class="o">/</span> <span class="p">(</span><span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">start</span><span class="p">)</span>
<span class="linenos">58</span> <span class="nb">print</span><span class="p">(</span><span class="s2">"Train throughput (iter/sec): </span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">throughput</span><span class="p">))</span>
<span class="linenos">59</span> <span class="nb">print</span><span class="p">(</span><span class="s2">"Final loss is </span><span class="si">{:0.4f}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">loss</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="s1">'cpu'</span><span class="p">)))</span>
<span class="linenos">60</span>
<span class="linenos">61</span> <span class="c1"># Save checkpoint for evaluation</span>
<span class="linenos">62</span> <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="s2">"checkpoints"</span><span class="p">,</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="linenos">63</span> <span class="n">checkpoint</span> <span class="o">=</span> <span class="p">{</span><span class="s1">'state_dict'</span><span class="p">:</span> <span class="n">model</span><span class="o">.</span><span class="n">state_dict</span><span class="p">()}</span>
<span class="linenos">64</span> <span class="c1"># XLA: use xm.save instead of torch.save to ensure states are moved back to cpu</span>
<span class="linenos">65</span> <span class="c1"># This can prevent "XRT memory handle not found" at end of test.py execution</span>
<span class="linenos">66</span> <span class="n">xm</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">checkpoint</span><span class="p">,</span><span class="s1">'checkpoints/checkpoint.pt'</span><span class="p">)</span>
<span class="linenos">67</span>
<span class="linenos">68</span> <span class="nb">print</span><span class="p">(</span><span class="s1">'----------End Training ---------------'</span><span class="p">)</span>
<span class="linenos">69</span>
<span class="linenos">70</span><span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s1">'__main__'</span><span class="p">:</span>
<span class="linenos">71</span> <span class="n">main</span><span class="p">()</span>
</pre></div>
</div>
<p>Save the following contents as model.py</p>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="linenos"> 1</span><span class="kn">import</span> <span class="nn">torch.nn</span> <span class="k">as</span> <span class="nn">nn</span>
<span class="linenos"> 2</span><span class="kn">import</span> <span class="nn">torch.nn.functional</span> <span class="k">as</span> <span class="nn">F</span>
<span class="linenos"> 3</span>
<span class="linenos"> 4</span><span class="c1"># Declare 3-layer MLP for MNIST dataset</span>
<span class="linenos"> 5</span><span class="k">class</span> <span class="nc">MLP</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
<span class="linenos"> 6</span> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">input_size</span> <span class="o">=</span> <span class="mi">28</span> <span class="o">*</span> <span class="mi">28</span><span class="p">,</span> <span class="n">output_size</span> <span class="o">=</span> <span class="mi">10</span><span class="p">,</span> <span class="n">layers</span> <span class="o">=</span> <span class="p">[</span><span class="mi">120</span><span class="p">,</span> <span class="mi">84</span><span class="p">]):</span>
<span class="linenos"> 7</span> <span class="nb">super</span><span class="p">(</span><span class="n">MLP</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
<span class="linenos"> 8</span> <span class="bp">self</span><span class="o">.</span><span class="n">fc1</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">input_size</span><span class="p">,</span> <span class="n">layers</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="linenos"> 9</span> <span class="bp">self</span><span class="o">.</span><span class="n">fc2</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">layers</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">layers</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
<span class="linenos">10</span> <span class="bp">self</span><span class="o">.</span><span class="n">fc3</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">layers</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">output_size</span><span class="p">)</span>
<span class="linenos">11</span>
<span class="linenos">12</span> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
<span class="linenos">13</span> <span class="n">x</span> <span class="o">=</span> <span class="n">F</span><span class="o">.</span><span class="n">relu</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">fc1</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
<span class="linenos">14</span> <span class="n">x</span> <span class="o">=</span> <span class="n">F</span><span class="o">.</span><span class="n">relu</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">fc2</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
<span class="linenos">15</span> <span class="n">x</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">fc3</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="linenos">16</span> <span class="k">return</span> <span class="n">F</span><span class="o">.</span><span class="n">log_softmax</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
</pre></div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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Dockerfile for Application Container — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/docker-example/training/Dockerfile-trainium-dlc.html#trainium-dlc-dockerfile | # Dockerfile for Application Container — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Trn1`, `Trn1n`
## Dockerfile for Application Container[#](#dockerfile-for-application-container "Permalink to this headline")
```
1# Example pytorch neuron container
2# To build:
3# docker build . -f Dockerfile.pt -t neuron-container:pytorch
4# To run on EC2 Inf1 instances with AWS DLAMI:
5# docker run -it --net=host --device=/dev/neuron0 neuron-container:pytorch
6
7FROM 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-training-neuron:1.11.0-neuron-py38-sdk2.3.0-ubuntu20.04
8RUN pip install torchvision==0.12 --no-deps
9RUN mkdir -p /opt/ml
10COPY model.py /opt/ml/model.py
11COPY mlp_train.py /opt/ml/mlp_train.py
```
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<h1>Dockerfile for Application Container</h1>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="dockerfile-for-application-container">
<span id="trainium-dlc-dockerfile"></span><h1>Dockerfile for Application Container<a class="headerlink" href="#dockerfile-for-application-container" title="Permalink to this headline">#</a></h1>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="linenos"> 1</span><span class="c1"># Example pytorch neuron container</span>
<span class="linenos"> 2</span><span class="c1"># To build:</span>
<span class="linenos"> 3</span><span class="c1"># docker build . -f Dockerfile.pt -t neuron-container:pytorch</span>
<span class="linenos"> 4</span><span class="c1"># To run on EC2 Inf1 instances with AWS DLAMI:</span>
<span class="linenos"> 5</span><span class="c1"># docker run -it --net=host --device=/dev/neuron0 neuron-container:pytorch</span>
<span class="linenos"> 6</span>
<span class="linenos"> 7</span><span class="n">FROM</span> <span class="mf">763104351884.</span><span class="n">dkr</span><span class="o">.</span><span class="n">ecr</span><span class="o">.</span><span class="n">us</span><span class="o">-</span><span class="n">west</span><span class="o">-</span><span class="mf">2.</span><span class="n">amazonaws</span><span class="o">.</span><span class="n">com</span><span class="o">/</span><span class="n">pytorch</span><span class="o">-</span><span class="n">training</span><span class="o">-</span><span class="n">neuron</span><span class="p">:</span><span class="mf">1.11.0</span><span class="o">-</span><span class="n">neuron</span><span class="o">-</span><span class="n">py38</span><span class="o">-</span><span class="n">sdk2</span><span class="mf">.3.0</span><span class="o">-</span><span class="n">ubuntu20</span><span class="mf">.04</span>
<span class="linenos"> 8</span><span class="n">RUN</span> <span class="n">pip</span> <span class="n">install</span> <span class="n">torchvision</span><span class="o">==</span><span class="mf">0.12</span> <span class="o">--</span><span class="n">no</span><span class="o">-</span><span class="n">deps</span>
<span class="linenos"> 9</span><span class="n">RUN</span> <span class="n">mkdir</span> <span class="o">-</span><span class="n">p</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">ml</span>
<span class="linenos">10</span><span class="n">COPY</span> <span class="n">model</span><span class="o">.</span><span class="n">py</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">ml</span><span class="o">/</span><span class="n">model</span><span class="o">.</span><span class="n">py</span>
<span class="linenos">11</span><span class="n">COPY</span> <span class="n">mlp_train</span><span class="o">.</span><span class="n">py</span> <span class="o">/</span><span class="n">opt</span><span class="o">/</span><span class="n">ml</span><span class="o">/</span><span class="n">mlp_train</span><span class="o">.</span><span class="n">py</span>
</pre></div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:12.364Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/faq.rst.txt | ```
.. _container-faq:
Neuron Containers FAQ
=====================
.. contents:: Table of Contents
:local:
:depth: 1
Where can I find DLC images
---------------------------
* The Inference/Training DLC images can be found `here <https://github.com/aws/deep-learning-containers/blob/master/available_images.md#user-content-neuron-containers>`_.
* In the `DLC release page <https://github.com/aws/deep-learning-containers/releases>`_ do a search for neuron to get the ECR repo location of specific neuron DLC release.
What is OCI Neuron Hook and do we need that
-------------------------------------------
Neuron devices are exposed to the containers using the --device option in the docker run command.
Docker runtime (runc) does not yet support the ALL option to expose all neuron
devices to the container.
With OCI neuron hook support is added to expose ALL devices to container using an environment variable,
“AWS_NEURON_VISIBLE_DEVICES=ALL". For more details please refer :ref:`oci neuron hook <tutorial-oci-hook>`
In Kubernetes, if we are using the device plugin version 1.7 & below, then the oci neuron hook is needed. If
using device plugin version >= 1.8 then oci neuron hook is not needed
What container runtimes are supported
-------------------------------------
Neuron containers have been tested to work with docker, containerd, cri-o runtimes without any changes.
If the oci neuron hook is used then they need to be enabled in the runtime config. For more details please refer :ref:`oci neuron hook <tutorial-oci-hook>`
How to expose Neuron Devices to Container
-----------------------------------------
Neuron Device: Represents the number of Inferentia/Trainium chips in the instance. Refer :ref:`Container Devices <container-devices>` for more details
How to expose Neuron Cores to Container
---------------------------------------
Neuron Core: Represents the number of Neuron Cores in the instance. Refer :ref:`Container Cores <container-cores>` for more details. Each Inferentia
Chip has 4 Neuron Cores and each Trainium chip has 2 Neuron Cores.
When the devices are exposed to the containers all the cores in the device are available
for use in the container. Please refer :ref:`nrt-configuration` to see how the environment variables NEURON_RT_VISIBLE_CORES and NEURON_RT_NUM_CORES
can be used to assign core to containers
Can Neuron Devices be shared by different Containers running in the same Host
-----------------------------------------------------------------------------
Yes, except in Kubernetes environment where the devices cannot be shared
Can Neuron Cores be shared by different Containers running in the same Host
-----------------------------------------------------------------------------
No
When would you use Neuron K8 Scheduler Extension
-------------------------------------------------
The neuron cores/devices that are exposed to the container needs to be contiguous. The kubernetes device plugin
does not guarantee the devices to be contiguous. The K8 Neuron Scheduler Extension takes care of
assigning contiguous devices to the containers.
How to add EFA devices to the container
---------------------------------------
The EFA devices are exposed to the container using the --device option
::
--device /dev/infiniband/uverbs0
In the kubernetes environment the EFA device plugin is used to detect and advertise
EFA interfaces.
::
kubectl apply -f https://raw.githubusercontent.com/aws-samples/aws-efa-eks/main/manifest/efa-k8s-device-plugin.yml
Application can use the resource type vpc.amazonaws.com/efa in a pod request spec
::
vpc.amazonaws.com/efa: 4
Can distributed training jobs be run without EFA devices in container
---------------------------------------------------------------------
No. For distributed training jobs in Trainium all the EFA inrerfaces in trn1.32xlarge needs to be
exposed to the containers
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _container-faq:
Neuron Containers FAQ
=====================
.. contents:: Table of Contents
:local:
:depth: 1
Where can I find DLC images
---------------------------
* The Inference/Training DLC images can be found `here <https://github.com/aws/deep-learning-containers/blob/master/available_images.md#user-content-neuron-containers>`_.
* In the `DLC release page <https://github.com/aws/deep-learning-containers/releases>`_ do a search for neuron to get the ECR repo location of specific neuron DLC release.
What is OCI Neuron Hook and do we need that
-------------------------------------------
Neuron devices are exposed to the containers using the --device option in the docker run command.
Docker runtime (runc) does not yet support the ALL option to expose all neuron
devices to the container.
With OCI neuron hook support is added to expose ALL devices to container using an environment variable,
“AWS_NEURON_VISIBLE_DEVICES=ALL". For more details please refer :ref:`oci neuron hook <tutorial-oci-hook>`
In Kubernetes, if we are using the device plugin version 1.7 & below, then the oci neuron hook is needed. If
using device plugin version >= 1.8 then oci neuron hook is not needed
What container runtimes are supported
-------------------------------------
Neuron containers have been tested to work with docker, containerd, cri-o runtimes without any changes.
If the oci neuron hook is used then they need to be enabled in the runtime config. For more details please refer :ref:`oci neuron hook <tutorial-oci-hook>`
How to expose Neuron Devices to Container
-----------------------------------------
Neuron Device: Represents the number of Inferentia/Trainium chips in the instance. Refer :ref:`Container Devices <container-devices>` for more details
How to expose Neuron Cores to Container
---------------------------------------
Neuron Core: Represents the number of Neuron Cores in the instance. Refer :ref:`Container Cores <container-cores>` for more details. Each Inferentia
Chip has 4 Neuron Cores and each Trainium chip has 2 Neuron Cores.
When the devices are exposed to the containers all the cores in the device are available
for use in the container. Please refer :ref:`nrt-configuration` to see how the environment variables NEURON_RT_VISIBLE_CORES and NEURON_RT_NUM_CORES
can be used to assign core to containers
Can Neuron Devices be shared by different Containers running in the same Host
-----------------------------------------------------------------------------
Yes, except in Kubernetes environment where the devices cannot be shared
Can Neuron Cores be shared by different Containers running in the same Host
-----------------------------------------------------------------------------
No
When would you use Neuron K8 Scheduler Extension
-------------------------------------------------
The neuron cores/devices that are exposed to the container needs to be contiguous. The kubernetes device plugin
does not guarantee the devices to be contiguous. The K8 Neuron Scheduler Extension takes care of
assigning contiguous devices to the containers.
How to add EFA devices to the container
---------------------------------------
The EFA devices are exposed to the container using the --device option
::
--device /dev/infiniband/uverbs0
In the kubernetes environment the EFA device plugin is used to detect and advertise
EFA interfaces.
::
kubectl apply -f https://raw.githubusercontent.com/aws-samples/aws-efa-eks/main/manifest/efa-k8s-device-plugin.yml
Application can use the resource type vpc.amazonaws.com/efa in a pod request spec
::
vpc.amazonaws.com/efa: 4
Can distributed training jobs be run without EFA devices in container
---------------------------------------------------------------------
No. For distributed training jobs in Trainium all the EFA inrerfaces in trn1.32xlarge needs to be
exposed to the containers
</pre></body></html> | 2023-09-29T20:55:12.389Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/container-sm-hosting-devflow.rst.txt | ```
.. _containers-byoc-hosting-devflow:
.. include:: /general/devflows/inference/byoc-hosting-devflow.rst
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _containers-byoc-hosting-devflow:
.. include:: /general/devflows/inference/byoc-hosting-devflow.rst
</pre></body></html> | 2023-09-29T20:55:12.471Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/faq-troubleshooting-releasenote.rst.txt | ```
Containers - FAQ, Troubleshooting & ReleaseNotes
================================================
.. toctree::
:maxdepth: 1
:hidden:
FAQ </containers/faq>
troubleshooting
/release-notes/containers/neuron-containers
/release-notes/containers/neuron-k8
.. include:: /containers/faq-troubleshooting-releasenote.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Containers - FAQ, Troubleshooting & ReleaseNotes
================================================
.. toctree::
:maxdepth: 1
:hidden:
FAQ </containers/faq>
troubleshooting
/release-notes/containers/neuron-containers
/release-notes/containers/neuron-k8
.. include:: /containers/faq-troubleshooting-releasenote.txt</pre></body></html> | 2023-09-29T20:55:12.485Z | |
Tutorial Docker Neuron OCI Hook Setup — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/containers/tutorials/tutorial-oci-hook.html#tutorial-oci-hook | # Tutorial Docker Neuron OCI Hook Setup — AWS Neuron Documentation
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## Tutorial Docker Neuron OCI Hook Setup[#](#tutorial-docker-neuron-oci-hook-setup "Permalink to this headline")
## Introduction[#](#introduction "Permalink to this headline")
A Neuron application can be deployed using docker containers. Neuron devices are exposed to the containers using the –device option in the docker run command. Docker runtime (runc) does not yet support the ALL option to expose all neuron devices to the container. In order to do that an environment variable, “AWS\_NEURON\_VISIBLE\_DEVICES=ALL” can be used.
For the above environment variable to be used, the oci neuron hook has to be installed/configured.
### Install oci-add-hooks dependency on the Linux host[#](#install-oci-add-hooks-dependency-on-the-linux-host "Permalink to this headline")
Important
This step should run on the Linux host and not inside the container.
[oci-add-hooks](https://github.com/awslabs/oci-add-hooks) is an OCI runtime with the sole purpose of injecting OCI prestart, poststart, and poststop hooks into a container config.json before passing along to an OCI compatable runtime. oci-add-hooks is used to inject a hook that exposes Inferentia devices to the container.
```
sudo apt install -y golang && \
export GOPATH=$HOME/go && \
go get github.com/joeshaw/json-lossless && \
cd /tmp/ && \
git clone https://github.com/awslabs/oci-add-hooks && \
cd /tmp/oci-add-hooks && \
make build && \
sudo cp /tmp/oci-add-hooks/oci-add-hooks /usr/local/bin/
```
### Install the package that has oci hook software[#](#install-the-package-that-has-oci-hook-software "Permalink to this headline")
Important
This step should run on the Linux host and not inside the container.
For Inf1 install the following package
```
sudo apt-get install aws-neuron-runtime-base -y
```
For Trn1 install the following package
```
sudo apt-get install aws-neuronx-oci-hook -y
```
### For docker runtime setup Docker to use oci-neuron OCI runtime.[#](#for-docker-runtime-setup-docker-to-use-oci-neuron-oci-runtime "Permalink to this headline")
oci-neuron is a script representing OCI compatible runtime. It wraps oci-add-hooks, which wraps runc. In this step, we configure docker to point at oci-neuron OCI runtime. Install dockerIO:
```
sudo cp /opt/aws/neuron/share/docker-daemon.json /etc/docker/daemon.json
sudo service docker restart
```
If the docker restart command fails, make sure to check if the docker systemd service is not masked. More information on this can be found here: [https://stackoverflow.com/a/37640824](https://stackoverflow.com/a/37640824)
### For containerd runtime, setup containerd to use oci-neuron OCI runtime.[#](#for-containerd-runtime-setup-containerd-to-use-oci-neuron-oci-runtime "Permalink to this headline")
Update the following fields in the /etc/containerd/config.toml to configure containerd to use the neuron oci hook
```
default_runtime_name = "neuron"
[plugins."io.containerd.grpc.v1.cri".containerd.runtimes.neuron]
[plugins."io.containerd.grpc.v1.cri".containerd.runtimes.neuron.options]
BinaryName = "/opt/aws/neuron/bin/oci_neuron_hook_wrapper.sh"
```
After that restart the containerd daemon
```
sudo systemcl restart containerd
```
### For cri-o runtime, setup cri-o to use oci-neuron OCI runtime.[#](#for-cri-o-runtime-setup-cri-o-to-use-oci-neuron-oci-runtime "Permalink to this headline")
Update the following fields in the /etc/crio/crio.conf to configure cri-o to use the neuron oci hook
```
default_runtime_name = "neuron"
[crio.runtime.runtimes.neuron]
runtime_path = "/opt/aws/neuron/bin/oci_neuron_hook_wrapper.sh"
```
After that restart the containerd daemon
```
sudo systemcl restart cri-o
```
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n` | <!DOCTYPE html><html lang="en"><head>
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<a class="reference internal nav-link" href="#introduction">
Introduction
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<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#install-oci-add-hooks-dependency-on-the-linux-host">
Install oci-add-hooks dependency on the Linux host
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#install-the-package-that-has-oci-hook-software">
Install the package that has oci hook software
</a>
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<a class="reference internal nav-link" href="#for-docker-runtime-setup-docker-to-use-oci-neuron-oci-runtime">
For docker runtime setup Docker to use oci-neuron OCI runtime.
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#for-containerd-runtime-setup-containerd-to-use-oci-neuron-oci-runtime">
For containerd runtime, setup containerd to use oci-neuron OCI runtime.
</a>
</li>
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<a class="reference internal nav-link" href="#for-cri-o-runtime-setup-cri-o-to-use-oci-neuron-oci-runtime">
For cri-o runtime, setup cri-o to use oci-neuron OCI runtime.
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<h1>Tutorial Docker Neuron OCI Hook Setup</h1>
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<h2> Contents </h2>
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Introduction
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<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#install-oci-add-hooks-dependency-on-the-linux-host">
Install oci-add-hooks dependency on the Linux host
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#install-the-package-that-has-oci-hook-software">
Install the package that has oci hook software
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#for-docker-runtime-setup-docker-to-use-oci-neuron-oci-runtime">
For docker runtime setup Docker to use oci-neuron OCI runtime.
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#for-containerd-runtime-setup-containerd-to-use-oci-neuron-oci-runtime">
For containerd runtime, setup containerd to use oci-neuron OCI runtime.
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#for-cri-o-runtime-setup-cri-o-to-use-oci-neuron-oci-runtime">
For cri-o runtime, setup cri-o to use oci-neuron OCI runtime.
</a>
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<main id="main-content" role="main">
<div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="tutorial-docker-neuron-oci-hook-setup">
<span id="tutorial-oci-hook"></span><h1>Tutorial Docker Neuron OCI Hook Setup<a class="headerlink" href="#tutorial-docker-neuron-oci-hook-setup" title="Permalink to this headline">#</a></h1>
<div class="section" id="introduction">
<h2>Introduction<a class="headerlink" href="#introduction" title="Permalink to this headline">#</a></h2>
<p>A Neuron application can be deployed using docker containers. Neuron devices
are exposed to the containers using the –device option in the docker run command.
Docker runtime (runc) does not yet support the ALL option to expose all neuron
devices to the container. In order to do that an environment variable,
“AWS_NEURON_VISIBLE_DEVICES=ALL” can be used.</p>
<p>For the above environment variable to be used, the oci neuron hook has to be
installed/configured.</p>
<div class="section" id="install-oci-add-hooks-dependency-on-the-linux-host">
<h3>Install oci-add-hooks dependency on the Linux host<a class="headerlink" href="#install-oci-add-hooks-dependency-on-the-linux-host" title="Permalink to this headline">#</a></h3>
<div class="admonition important">
<p class="admonition-title">Important</p>
<p>This step should run on the Linux host and not inside the container.</p>
</div>
<p><a class="reference external" href="https://github.com/awslabs/oci-add-hooks">oci-add-hooks</a> is an OCI
runtime with the sole purpose of injecting OCI prestart, poststart, and
poststop hooks into a container config.json before passing along to an
OCI compatable runtime. oci-add-hooks is used to inject a hook that
exposes Inferentia devices to the container.</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sudo<span class="w"> </span>apt<span class="w"> </span>install<span class="w"> </span>-y<span class="w"> </span>golang<span class="w"> </span><span class="o">&&</span><span class="w"> </span><span class="se">\</span>
<span class="w"> </span><span class="nb">export</span><span class="w"> </span><span class="nv">GOPATH</span><span class="o">=</span><span class="nv">$HOME</span>/go<span class="w"> </span><span class="o">&&</span><span class="w"> </span><span class="se">\</span>
<span class="w"> </span>go<span class="w"> </span>get<span class="w"> </span>github.com/joeshaw/json-lossless<span class="w"> </span><span class="o">&&</span><span class="w"> </span><span class="se">\</span>
<span class="w"> </span><span class="nb">cd</span><span class="w"> </span>/tmp/<span class="w"> </span><span class="o">&&</span><span class="w"> </span><span class="se">\</span>
<span class="w"> </span>git<span class="w"> </span>clone<span class="w"> </span>https://github.com/awslabs/oci-add-hooks<span class="w"> </span><span class="o">&&</span><span class="w"> </span><span class="se">\</span>
<span class="w"> </span><span class="nb">cd</span><span class="w"> </span>/tmp/oci-add-hooks<span class="w"> </span><span class="o">&&</span><span class="w"> </span><span class="se">\</span>
<span class="w"> </span>make<span class="w"> </span>build<span class="w"> </span><span class="o">&&</span><span class="w"> </span><span class="se">\</span>
<span class="w"> </span>sudo<span class="w"> </span>cp<span class="w"> </span>/tmp/oci-add-hooks/oci-add-hooks<span class="w"> </span>/usr/local/bin/
</pre></div>
</div>
</div>
<div class="section" id="install-the-package-that-has-oci-hook-software">
<h3>Install the package that has oci hook software<a class="headerlink" href="#install-the-package-that-has-oci-hook-software" title="Permalink to this headline">#</a></h3>
<div class="admonition important">
<p class="admonition-title">Important</p>
<p>This step should run on the Linux host and not inside the container.</p>
</div>
<p>For Inf1 install the following package</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sudo<span class="w"> </span>apt-get<span class="w"> </span>install<span class="w"> </span>aws-neuron-runtime-base<span class="w"> </span>-y
</pre></div>
</div>
<p>For Trn1 install the following package</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sudo<span class="w"> </span>apt-get<span class="w"> </span>install<span class="w"> </span>aws-neuronx-oci-hook<span class="w"> </span>-y
</pre></div>
</div>
</div>
<div class="section" id="for-docker-runtime-setup-docker-to-use-oci-neuron-oci-runtime">
<h3>For docker runtime setup Docker to use oci-neuron OCI runtime.<a class="headerlink" href="#for-docker-runtime-setup-docker-to-use-oci-neuron-oci-runtime" title="Permalink to this headline">#</a></h3>
<p>oci-neuron is a script representing OCI compatible runtime. It wraps
oci-add-hooks, which wraps runc. In this step, we configure docker to
point at oci-neuron OCI runtime. Install dockerIO:</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sudo<span class="w"> </span>cp<span class="w"> </span>/opt/aws/neuron/share/docker-daemon.json<span class="w"> </span>/etc/docker/daemon.json
sudo<span class="w"> </span>service<span class="w"> </span>docker<span class="w"> </span>restart
</pre></div>
</div>
<p>If the docker restart command fails, make sure to check if the docker
systemd service is not masked. More information on this can be found
here: <a class="reference external" href="https://stackoverflow.com/a/37640824">https://stackoverflow.com/a/37640824</a></p>
</div>
<div class="section" id="for-containerd-runtime-setup-containerd-to-use-oci-neuron-oci-runtime">
<h3>For containerd runtime, setup containerd to use oci-neuron OCI runtime.<a class="headerlink" href="#for-containerd-runtime-setup-containerd-to-use-oci-neuron-oci-runtime" title="Permalink to this headline">#</a></h3>
<p>Update the following fields in the /etc/containerd/config.toml to configure
containerd to use the neuron oci hook</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nv">default_runtime_name</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s2">"neuron"</span>
<span class="o">[</span>plugins.<span class="s2">"io.containerd.grpc.v1.cri"</span>.containerd.runtimes.neuron<span class="o">]</span>
<span class="w"> </span><span class="o">[</span>plugins.<span class="s2">"io.containerd.grpc.v1.cri"</span>.containerd.runtimes.neuron.options<span class="o">]</span>
<span class="w"> </span><span class="nv">BinaryName</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s2">"/opt/aws/neuron/bin/oci_neuron_hook_wrapper.sh"</span>
</pre></div>
</div>
<p>After that restart the containerd daemon</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sudo<span class="w"> </span>systemcl<span class="w"> </span>restart<span class="w"> </span>containerd
</pre></div>
</div>
</div>
<div class="section" id="for-cri-o-runtime-setup-cri-o-to-use-oci-neuron-oci-runtime">
<h3>For cri-o runtime, setup cri-o to use oci-neuron OCI runtime.<a class="headerlink" href="#for-cri-o-runtime-setup-cri-o-to-use-oci-neuron-oci-runtime" title="Permalink to this headline">#</a></h3>
<p>Update the following fields in the /etc/crio/crio.conf to configure
cri-o to use the neuron oci hook</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nv">default_runtime_name</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s2">"neuron"</span>
<span class="o">[</span>crio.runtime.runtimes.neuron<span class="o">]</span>
<span class="nv">runtime_path</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s2">"/opt/aws/neuron/bin/oci_neuron_hook_wrapper.sh"</span>
</pre></div>
</div>
<p>After that restart the containerd daemon</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>sudo<span class="w"> </span>systemcl<span class="w"> </span>restart<span class="w"> </span>cri-o
</pre></div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
</div>
</div>
</div>
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</body></html> | 2023-09-29T20:55:12.728Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/dlc-then-ecs-devflow.rst.txt | ```
.. _containers-dlc-then-ecs-devflow:
.. include:: /general/devflows/inference/dlc-then-ecs-devflow.rst
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _containers-dlc-then-ecs-devflow:
.. include:: /general/devflows/inference/dlc-then-ecs-devflow.rst</pre></body></html> | 2023-09-29T20:55:13.165Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/dlc-then-eks-devflow.rst.txt | ```
.. _containers-dlc-then-eks-devflow:
.. include:: /general/devflows/inference/dlc-then-eks-devflow.rst
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _containers-dlc-then-eks-devflow:
.. include:: /general/devflows/inference/dlc-then-eks-devflow.rst</pre></body></html> | 2023-09-29T20:55:13.249Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/containers/troubleshooting.rst.txt | ```
.. _container-troubleshooting:
Troubleshooting Neuron Containers
=================================
This document aims to provide more information on how to fix issues you
might encounter while using the Neuron Containers. For each
issue we will provide an explanation of what happened and what can
potentially correct the issue.
If your issue is not listed below or you have a more nuanced problem, contact
us via `issues <https://github.com/aws/aws-neuron-sdk/issues>`__ posted
to this repo, the `AWS Neuron developer
forum <https://forums.aws.amazon.com/forum.jspa?forumID=355>`__, or
through AWS support.
Neuron Container includes the following Neuron Components. For issues relating to
these components inside the container refer the individual component troubleshooting
guides :ref:`general-troubleshooting`
* Neuron Runtime/Driver
* Pytorch/Tenosrflow/MXNet frameworks
* Libfabric/EFA
The following are container specific issues
Neuron Device Not found
-----------------------
The neuron container expects the neuron devices to be exposed to the container as
referenced in :ref:`container-devices`.
Please look at the container logs to see messages like below
::
2022-Sep-08 17:55:23.0768 19:19 ERROR TDRV:tdrv_get_dev_info No neuron device available
If the above message is seen then devices are not exposed to container
Solution
''''''''
* Refer :ref:`container-devices` and make sure the devices are exposed to container
* If specific cores are being used refer :ref:`container-cores` and make sure the cores are exposed to container
* In kubernetes environment refer :ref:`k8s-specify-devices` or :ref:`k8s-specify-cores` to make sure neuron devices/cores are there in pods container spec
Contiguous Device ID's
-----------------------
Neuron runtime expects the inferentia/trainium device id's to be contigious. If the device id's
are not contiguous you might see error messages like below
::
2022-Sep-08 21:52:11.0307 7:7 ERROR TDRV:tdrv_init_mla_phase1 Could not open the nd1
::
2022-Sep-08 23:00:05.0667 8:8 ERROR NRT:nrt_allocate_neuron_cores Neuron cores are not contiguous
Solution
''''''''
* In the docker run command make sure the devices specified using --device are all contiguous
* If oci neuron hook is used and the env variable AWS_NEURON_VISIBLE_DEVICES is used then make sure the
devices specified are all contiguous
* In kubernetes environment with just the neuron device plugin running there is no guarantee that
the devices allocated will be contiguous. Make sure to run the neuron scheduler extension as specified in :ref:`neuron-k8-scheduler-ext`
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _container-troubleshooting:
Troubleshooting Neuron Containers
=================================
This document aims to provide more information on how to fix issues you
might encounter while using the Neuron Containers. For each
issue we will provide an explanation of what happened and what can
potentially correct the issue.
If your issue is not listed below or you have a more nuanced problem, contact
us via `issues <https://github.com/aws/aws-neuron-sdk/issues>`__ posted
to this repo, the `AWS Neuron developer
forum <https://forums.aws.amazon.com/forum.jspa?forumID=355>`__, or
through AWS support.
Neuron Container includes the following Neuron Components. For issues relating to
these components inside the container refer the individual component troubleshooting
guides :ref:`general-troubleshooting`
* Neuron Runtime/Driver
* Pytorch/Tenosrflow/MXNet frameworks
* Libfabric/EFA
The following are container specific issues
Neuron Device Not found
-----------------------
The neuron container expects the neuron devices to be exposed to the container as
referenced in :ref:`container-devices`.
Please look at the container logs to see messages like below
::
2022-Sep-08 17:55:23.0768 19:19 ERROR TDRV:tdrv_get_dev_info No neuron device available
If the above message is seen then devices are not exposed to container
Solution
''''''''
* Refer :ref:`container-devices` and make sure the devices are exposed to container
* If specific cores are being used refer :ref:`container-cores` and make sure the cores are exposed to container
* In kubernetes environment refer :ref:`k8s-specify-devices` or :ref:`k8s-specify-cores` to make sure neuron devices/cores are there in pods container spec
Contiguous Device ID's
-----------------------
Neuron runtime expects the inferentia/trainium device id's to be contigious. If the device id's
are not contiguous you might see error messages like below
::
2022-Sep-08 21:52:11.0307 7:7 ERROR TDRV:tdrv_init_mla_phase1 Could not open the nd1
::
2022-Sep-08 23:00:05.0667 8:8 ERROR NRT:nrt_allocate_neuron_cores Neuron cores are not contiguous
Solution
''''''''
* In the docker run command make sure the devices specified using --device are all contiguous
* If oci neuron hook is used and the env variable AWS_NEURON_VISIBLE_DEVICES is used then make sure the
devices specified are all contiguous
* In kubernetes environment with just the neuron device plugin running there is no guarantee that
the devices allocated will be contiguous. Make sure to run the neuron scheduler extension as specified in :ref:`neuron-k8-scheduler-ext`</pre></body></html> | 2023-09-29T20:55:13.288Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/training/ec2-flows.rst.txt | ```
EC2 Flows- Training
====================
.. toctree::
:maxdepth: 1
:hidden:
/general/devflows/training/ec2/ec2-training
.. include:: /general/devflows/training/ec2-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">EC2 Flows- Training
====================
.. toctree::
:maxdepth: 1
:hidden:
/general/devflows/training/ec2/ec2-training
.. include:: /general/devflows/training/ec2-flows.txt</pre></body></html> | 2023-09-29T20:55:13.331Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/index.rst.txt | ```
.. _neuron-devflows:
Developer Flows
===============
.. toctree::
:maxdepth: 1
:hidden:
/containers/index
/general/devflows/ec2-flows
/general/devflows/eks-flows
/general/devflows/ecs-flows
/general/devflows/sagemaker-flows
/general/devflows/parallelcluster-flows
/general/devflows/aws-batch-flows
Neuron can be used in a wide selection of development flows. Each flow has its own starting point and requirements which are required to enable deep learning acceleration with AWS Neuron.
.. grid:: 2
.. dropdown:: Deploy Containers with Neuron
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /general/devflows/containers-flows.txt
.. dropdown:: AWS EC2
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /general/devflows/ec2-flows.txt
.. dropdown:: Amazon EKS
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /general/devflows/eks-flows.txt
.. dropdown:: Amazon ECS
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /general/devflows/ecs-flows.txt
.. dropdown:: AWS Sagemaker
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /general/devflows/sagemaker-flows.txt
.. dropdown:: AWS ParallelCluster
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /general/devflows/parallelcluster-flows.txt
.. dropdown:: AWS Batch
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. tab-set::
.. tab-item:: Inference
.. note::
AWS Batch supports Inf1.
An example of how to deploy a model with Neuron using Batch is coming soon.
.. tab-set::
.. tab-item:: Training
.. note::
AWS Batch support is coming soon.
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron-devflows:
Developer Flows
===============
.. toctree::
:maxdepth: 1
:hidden:
/containers/index
/general/devflows/ec2-flows
/general/devflows/eks-flows
/general/devflows/ecs-flows
/general/devflows/sagemaker-flows
/general/devflows/parallelcluster-flows
/general/devflows/aws-batch-flows
Neuron can be used in a wide selection of development flows. Each flow has its own starting point and requirements which are required to enable deep learning acceleration with AWS Neuron.
.. grid:: 2
.. dropdown:: Deploy Containers with Neuron
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /general/devflows/containers-flows.txt
.. dropdown:: AWS EC2
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /general/devflows/ec2-flows.txt
.. dropdown:: Amazon EKS
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /general/devflows/eks-flows.txt
.. dropdown:: Amazon ECS
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /general/devflows/ecs-flows.txt
.. dropdown:: AWS Sagemaker
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /general/devflows/sagemaker-flows.txt
.. dropdown:: AWS ParallelCluster
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. include:: /general/devflows/parallelcluster-flows.txt
.. dropdown:: AWS Batch
:class-title: sphinx-design-class-title-med
:class-body: sphinx-design-class-body-small
:animate: fade-in
.. tab-set::
.. tab-item:: Inference
.. note::
AWS Batch supports Inf1.
An example of how to deploy a model with Neuron using Batch is coming soon.
.. tab-set::
.. tab-item:: Training
.. note::
AWS Batch support is coming soon.
</pre></body></html> | 2023-09-29T20:55:13.467Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/release-notes/containers/neuron-containers.rst.txt | ```
.. _neuron-containers-release-notes:
Neuron Containers Release Notes
===============================
.. contents:: Table of contents
:local:
:depth: 1
Neuron 2.5.0
-------------
Date: 11/07/2022
- Neuron now supports trn1-based training in Sagemaker and Deep Learning Containers using PyTorch. Find Neuron DLC containers here: https://github.com/aws/deep-learning-containers/blob/master/available_images.md#neuron-containers
Neuron 2.4.0
-------------
Date: 10/27/2022
- Neuron now supports Kubernetes work scheduling at the level of NeuronCore. Updates on how to use the new core allocation method is captured in the Kubernetes documentation on this site.
Neuron 2.3.0
-------------
Date: 10/10/2022
- Now supporting TRN1 and INF1 EC2 instance types as part of Neuron. There is an optional aws-neuronx-oci-hooks package users may install for conveince that supports use of the AWS_NEURON_VISIBLE_DEVICES environment variable when launching containers. New DLC containers will be coming soon in support of training workloads on TRN1.
Neuron 1.19.0
-------------
Date: 04/29/2022
- Neuron Kubernetes device driver plugin now can figure out communication with the Neuron driver without the *oci hooks*. Starting with *Neuron 1.19.0* release, installing ``aws-neuron-runtime-base`` and ``oci-add-hooks`` are no longer a requirement for Neuron Kubernetes device driver plugin.
Neuron 1.16.0
-------------
Date: 10/27/2021
New in this release
^^^^^^^^^^^^^^^^^^^
- Starting with Neuron 1.16.0, use of Neuron ML Frameworks now comes
with an integrated Neuron Runtime as a library, as a result it is
no longer needed to deploy ``neuron-rtd``. Please visit :ref:`neuron-containers` for more
information.
- When using containers built with components from Neuron 1.16.0, or
newer, please use ``aws-neuron-dkms`` version 2.1 or newer and the
latest version of ``aws-neuron-runtime-base``. Passing additional
system capabilities is no longer required.
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuron-containers-release-notes:
Neuron Containers Release Notes
===============================
.. contents:: Table of contents
:local:
:depth: 1
Neuron 2.5.0
-------------
Date: 11/07/2022
- Neuron now supports trn1-based training in Sagemaker and Deep Learning Containers using PyTorch. Find Neuron DLC containers here: https://github.com/aws/deep-learning-containers/blob/master/available_images.md#neuron-containers
Neuron 2.4.0
-------------
Date: 10/27/2022
- Neuron now supports Kubernetes work scheduling at the level of NeuronCore. Updates on how to use the new core allocation method is captured in the Kubernetes documentation on this site.
Neuron 2.3.0
-------------
Date: 10/10/2022
- Now supporting TRN1 and INF1 EC2 instance types as part of Neuron. There is an optional aws-neuronx-oci-hooks package users may install for conveince that supports use of the AWS_NEURON_VISIBLE_DEVICES environment variable when launching containers. New DLC containers will be coming soon in support of training workloads on TRN1.
Neuron 1.19.0
-------------
Date: 04/29/2022
- Neuron Kubernetes device driver plugin now can figure out communication with the Neuron driver without the *oci hooks*. Starting with *Neuron 1.19.0* release, installing ``aws-neuron-runtime-base`` and ``oci-add-hooks`` are no longer a requirement for Neuron Kubernetes device driver plugin.
Neuron 1.16.0
-------------
Date: 10/27/2021
New in this release
^^^^^^^^^^^^^^^^^^^
- Starting with Neuron 1.16.0, use of Neuron ML Frameworks now comes
with an integrated Neuron Runtime as a library, as a result it is
no longer needed to deploy ``neuron-rtd``. Please visit :ref:`neuron-containers` for more
information.
- When using containers built with components from Neuron 1.16.0, or
newer, please use ``aws-neuron-dkms`` version 2.1 or newer and the
latest version of ``aws-neuron-runtime-base``. Passing additional
system capabilities is no longer required.
</pre></body></html> | 2023-09-29T20:55:13.544Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/inference/ec2-flows.rst.txt | ```
EC2 Flows - Inference
=====================
.. toctree::
:maxdepth: 1
:hidden:
/general/devflows/inference/ec2-then-ec2-devflow
/general/devflows/inference/ec2-then-ec2-devflow-inf2
.. include:: /general/devflows/inference/ec2-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">EC2 Flows - Inference
=====================
.. toctree::
:maxdepth: 1
:hidden:
/general/devflows/inference/ec2-then-ec2-devflow
/general/devflows/inference/ec2-then-ec2-devflow-inf2
.. include:: /general/devflows/inference/ec2-flows.txt
</pre></body></html> | 2023-09-29T20:55:13.565Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/training/eks-flows.rst.txt | ```
EKS Flows - Training
=====================
.. include:: /general/devflows/training/eks-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">EKS Flows - Training
=====================
.. include:: /general/devflows/training/eks-flows.txt</pre></body></html> | 2023-09-29T20:55:13.729Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/eks-flows.rst.txt | ```
Amazon EKS
==========
.. toctree::
:maxdepth: 1
:hidden:
Inference </general/devflows/inference/eks-flows>
Training </general/devflows/training/eks-flows>
.. include:: /general/devflows/eks-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Amazon EKS
==========
.. toctree::
:maxdepth: 1
:hidden:
Inference </general/devflows/inference/eks-flows>
Training </general/devflows/training/eks-flows>
.. include:: /general/devflows/eks-flows.txt</pre></body></html> | 2023-09-29T20:55:13.813Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/inference/ec2-then-ec2-devflow.rst.txt | ```
.. _ec2-then-ec2-devflow:
Compile with Framework API and Deploy on EC2 Inf1
=================================================
.. contents:: Table of Contents
:local:
:depth: 3
Description
-----------
|image|
.. |image| image:: /images/ec2-then-ec2-dev-flow.png
:width: 500
:alt: Neuron developer flow on EC2
:align: middle
You can use a single inf1 instance as a development environment to compile and deploy Neuron models. In this developer flow, you provision an EC2 inf1 instance using a Deep Learming AMI (DLAMI) and execute the two steps of the development flow in the same instance. The DLAMI comes pre-packaged with the Neuron frameworks, compiler, and required runtimes to complete the flow. Development happens through Jupyter Notebooks or using a secure shell (ssh) connection in terminal. Follow the steps bellow to setup your environment.
.. note::
**Model compilation can be executed on a non-inf1 instance** for later deployment.
Follow the same EC2 Developer Flow Setup using other instance families and leverage `Amazon Simple Storage Service <https://docs.aws.amazon.com/AmazonS3/latest/userguide/upload-objects.html>`_ (S3) to share the compiled models between different instances.
.. _ec2-then-ec2-setenv:
Setup Environment
-----------------
1. Launch an Inf1 Instance
^^^^^^^^^^^^^^^^^^^^^^^^^^
.. include:: /general/setup/install-templates/inf1/launch-inf1-dlami.rst
2. Set up a development environment
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Enable PyTorch-Neuron
~~~~~~~~~~~~~~~~~~~~~
.. include :: /general/setup/install-templates/inf1/note-setup-libnrt-warning.rst
.. include:: /general/setup/install-templates/inf1/dlami-enable-neuron-pytorch.rst
Enable TensorFlow-Neuron
~~~~~~~~~~~~~~~~~~~~~~~~~
.. include :: /general/setup/install-templates/inf1/note-setup-libnrt-warning.rst
.. include:: /general/setup/install-templates/inf1/dlami-enable-neuron-tensorflow.rst
Enable Apache MXNet (Incubating)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. include :: /general/setup/install-templates/inf1/note-setup-libnrt-warning.rst
.. include:: /general/setup/install-templates/inf1/dlami-enable-neuron-mxnet.rst
3. Set up Jupyter notebook
^^^^^^^^^^^^^^^^^^^^^^^^^^
To develop from a Jupyter notebook see :ref:`setup-jupyter-notebook-steps-troubleshooting`
You can also run a Jupyter notebook as a script, first enable the ML framework Conda or Python environment of your choice and see :ref:`running-jupyter-notebook-as-script` for instructions.
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _ec2-then-ec2-devflow:
Compile with Framework API and Deploy on EC2 Inf1
=================================================
.. contents:: Table of Contents
:local:
:depth: 3
Description
-----------
|image|
.. |image| image:: /images/ec2-then-ec2-dev-flow.png
:width: 500
:alt: Neuron developer flow on EC2
:align: middle
You can use a single inf1 instance as a development environment to compile and deploy Neuron models. In this developer flow, you provision an EC2 inf1 instance using a Deep Learming AMI (DLAMI) and execute the two steps of the development flow in the same instance. The DLAMI comes pre-packaged with the Neuron frameworks, compiler, and required runtimes to complete the flow. Development happens through Jupyter Notebooks or using a secure shell (ssh) connection in terminal. Follow the steps bellow to setup your environment.
.. note::
**Model compilation can be executed on a non-inf1 instance** for later deployment.
Follow the same EC2 Developer Flow Setup using other instance families and leverage `Amazon Simple Storage Service <https://docs.aws.amazon.com/AmazonS3/latest/userguide/upload-objects.html>`_ (S3) to share the compiled models between different instances.
.. _ec2-then-ec2-setenv:
Setup Environment
-----------------
1. Launch an Inf1 Instance
^^^^^^^^^^^^^^^^^^^^^^^^^^
.. include:: /general/setup/install-templates/inf1/launch-inf1-dlami.rst
2. Set up a development environment
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Enable PyTorch-Neuron
~~~~~~~~~~~~~~~~~~~~~
.. include :: /general/setup/install-templates/inf1/note-setup-libnrt-warning.rst
.. include:: /general/setup/install-templates/inf1/dlami-enable-neuron-pytorch.rst
Enable TensorFlow-Neuron
~~~~~~~~~~~~~~~~~~~~~~~~~
.. include :: /general/setup/install-templates/inf1/note-setup-libnrt-warning.rst
.. include:: /general/setup/install-templates/inf1/dlami-enable-neuron-tensorflow.rst
Enable Apache MXNet (Incubating)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
.. include :: /general/setup/install-templates/inf1/note-setup-libnrt-warning.rst
.. include:: /general/setup/install-templates/inf1/dlami-enable-neuron-mxnet.rst
3. Set up Jupyter notebook
^^^^^^^^^^^^^^^^^^^^^^^^^^
To develop from a Jupyter notebook see :ref:`setup-jupyter-notebook-steps-troubleshooting`
You can also run a Jupyter notebook as a script, first enable the ML framework Conda or Python environment of your choice and see :ref:`running-jupyter-notebook-as-script` for instructions.
</pre></body></html> | 2023-09-29T20:55:13.820Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/ec2-flows.rst.txt | ```
AWS EC2
=======
.. toctree::
:maxdepth: 1
:hidden:
Inference </general/devflows/inference/ec2-flows>
Training </general/devflows/training/ec2-flows>
.. include:: /general/devflows/ec2-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">AWS EC2
=======
.. toctree::
:maxdepth: 1
:hidden:
Inference </general/devflows/inference/ec2-flows>
Training </general/devflows/training/ec2-flows>
.. include:: /general/devflows/ec2-flows.txt</pre></body></html> | 2023-09-29T20:55:13.827Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/training/ec2/ec2-training.rst.txt | ```
.. _ec2-training:
Train your model on EC2
=======================
.. contents:: Table of Contents
:local:
:depth: 3
Description
-----------
|image|
.. |image| image:: /images/trn1-on-ec2-dev-flow.png
:width: 500
:alt: Neuron developer flow on EC2
:align: middle
You can use a single Trn1 instance as a development environment to compile and train Neuron models. In this developer flow, you provision an EC2 Trn1 instance using a Deep Learming AMI (DLAMI) and execute the two steps of the development flow in the same instance. The DLAMI comes pre-packaged with the Neuron frameworks, compiler, and required runtimes to complete the flow. Development happens through Jupyter Notebooks or using a secure shell (ssh) connection in terminal. Follow the steps bellow to setup your environment.
Setup Environment
-----------------
1. Launch an Trn1 Instance
^^^^^^^^^^^^^^^^^^^^^^^^^^
.. include:: /general/setup/install-templates/launch-trn1-dlami.rst
2. Set up a development environment
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Enable PyTorch-Neuron
~~~~~~~~~~~~~~~~~~~~~
.. include:: /frameworks/torch/torch-neuronx/setup/install-templates/pytorch-dev-install.txt
3. Set up Jupyter notebook
^^^^^^^^^^^^^^^^^^^^^^^^^^
To develop from a Jupyter notebook see :ref:`setup-jupyter-notebook-steps-troubleshooting`
You can also run a Jupyter notebook as a script, first enable the ML framework Conda or Python environment of your choice and see :ref:`running-jupyter-notebook-as-script` for instructions.
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _ec2-training:
Train your model on EC2
=======================
.. contents:: Table of Contents
:local:
:depth: 3
Description
-----------
|image|
.. |image| image:: /images/trn1-on-ec2-dev-flow.png
:width: 500
:alt: Neuron developer flow on EC2
:align: middle
You can use a single Trn1 instance as a development environment to compile and train Neuron models. In this developer flow, you provision an EC2 Trn1 instance using a Deep Learming AMI (DLAMI) and execute the two steps of the development flow in the same instance. The DLAMI comes pre-packaged with the Neuron frameworks, compiler, and required runtimes to complete the flow. Development happens through Jupyter Notebooks or using a secure shell (ssh) connection in terminal. Follow the steps bellow to setup your environment.
Setup Environment
-----------------
1. Launch an Trn1 Instance
^^^^^^^^^^^^^^^^^^^^^^^^^^
.. include:: /general/setup/install-templates/launch-trn1-dlami.rst
2. Set up a development environment
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Enable PyTorch-Neuron
~~~~~~~~~~~~~~~~~~~~~
.. include:: /frameworks/torch/torch-neuronx/setup/install-templates/pytorch-dev-install.txt
3. Set up Jupyter notebook
^^^^^^^^^^^^^^^^^^^^^^^^^^
To develop from a Jupyter notebook see :ref:`setup-jupyter-notebook-steps-troubleshooting`
You can also run a Jupyter notebook as a script, first enable the ML framework Conda or Python environment of your choice and see :ref:`running-jupyter-notebook-as-script` for instructions.
</pre></body></html> | 2023-09-29T20:55:13.855Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/inference/dlc-then-eks-devflow.rst.txt | ```
.. _dlc-then-eks-devflow:
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
============================================================
.. contents:: Table of Contents
:local:
:depth: 2
Description
-----------
|image|
.. |image| image:: /images/dlc-on-eks-dev-flow.png
:width: 750
:alt: Neuron developer flow for DLC on ECS
:align: middle
You can use the Neuron version of the `AWS Deep Learning Containers <https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-tutorials-inference.html>`_ to run inference on Amazon Elastic Kubernetes Service (EKS). In this developer flow, you set up an EKS cluster with Inf1 instances, create a Kubernetes manifest for your inference service and deploy it to your cluster. This developer flow assumes:
1. The model has already been compiled through :ref:`Compilation with Framework API on EC2 instance <ec2-then-ec2-devflow>` or through :ref:`Compilation with Sagemaker Neo <neo-then-hosting-devflow>`.
2. You already set up your container to retrieve it from storage.
.. _dlc-then-eks-setenv:
Setup Environment
-----------------
1. Install pre-requisits:
Follow `these instruction <https://docs.aws.amazon.com/eks/latest/userguide/eksctl.html>`_ to install or upgrade the *eksctl* command line utility on your local computer.
Follow `these instruction <https://docs.aws.amazon.com/eks/latest/userguide/install-kubectl.html>`_ to install *kubectl* in the same computer. *kubectl* is a command line tool for working with Kubernetes clusters.
2. Follow the instructions in this `EKS documentation link <https://docs.aws.amazon.com/eks/latest/userguide/inferentia-support.html>`_ to set up AWS Inferentia on your EKS cluster.
Using the YML deployment manifest shown `in the same link <https://docs.aws.amazon.com/eks/latest/userguide/inferentia-support.html#deploy-tensorflow-serving-application>`_, replace the `image` in the `containers` specification with the one you built using :ref:`how-to-build-neuron-container` above.
.. note::
Before deploying your task definition to your EKS cluster, make sure to push the image to ECR. Refer to `Pushing a Docker image <https://docs.aws.amazon.com/AmazonECR/latest/userguide/docker-push-ecr-image.html>`_ for more information.
Self-managed Kubernetes
~~~~~~~~~~~~~~~~~~~~~~~
Please refer to :ref:`tutorial-k8s-env-setup-for-neuron`. In :ref:`example-deploy-rn50-as-k8s-service`, the
container image referenced in the YML manifest is created using :ref:`how-to-build-neuron-container`.
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _dlc-then-eks-devflow:
Deploy Neuron Container on Elastic Kubernetes Service (EKS)
============================================================
.. contents:: Table of Contents
:local:
:depth: 2
Description
-----------
|image|
.. |image| image:: /images/dlc-on-eks-dev-flow.png
:width: 750
:alt: Neuron developer flow for DLC on ECS
:align: middle
You can use the Neuron version of the `AWS Deep Learning Containers <https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-tutorials-inference.html>`_ to run inference on Amazon Elastic Kubernetes Service (EKS). In this developer flow, you set up an EKS cluster with Inf1 instances, create a Kubernetes manifest for your inference service and deploy it to your cluster. This developer flow assumes:
1. The model has already been compiled through :ref:`Compilation with Framework API on EC2 instance <ec2-then-ec2-devflow>` or through :ref:`Compilation with Sagemaker Neo <neo-then-hosting-devflow>`.
2. You already set up your container to retrieve it from storage.
.. _dlc-then-eks-setenv:
Setup Environment
-----------------
1. Install pre-requisits:
Follow `these instruction <https://docs.aws.amazon.com/eks/latest/userguide/eksctl.html>`_ to install or upgrade the *eksctl* command line utility on your local computer.
Follow `these instruction <https://docs.aws.amazon.com/eks/latest/userguide/install-kubectl.html>`_ to install *kubectl* in the same computer. *kubectl* is a command line tool for working with Kubernetes clusters.
2. Follow the instructions in this `EKS documentation link <https://docs.aws.amazon.com/eks/latest/userguide/inferentia-support.html>`_ to set up AWS Inferentia on your EKS cluster.
Using the YML deployment manifest shown `in the same link <https://docs.aws.amazon.com/eks/latest/userguide/inferentia-support.html#deploy-tensorflow-serving-application>`_, replace the `image` in the `containers` specification with the one you built using :ref:`how-to-build-neuron-container` above.
.. note::
Before deploying your task definition to your EKS cluster, make sure to push the image to ECR. Refer to `Pushing a Docker image <https://docs.aws.amazon.com/AmazonECR/latest/userguide/docker-push-ecr-image.html>`_ for more information.
Self-managed Kubernetes
~~~~~~~~~~~~~~~~~~~~~~~
Please refer to :ref:`tutorial-k8s-env-setup-for-neuron`. In :ref:`example-deploy-rn50-as-k8s-service`, the
container image referenced in the YML manifest is created using :ref:`how-to-build-neuron-container`.
</pre></body></html> | 2023-09-29T20:55:13.878Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/inference/ec2-then-ec2-devflow-inf2.rst.txt | ```
.. _ec2-then-ec2-devflow-inf2:
Compile with Framework API and Deploy on EC2 Inf2
=================================================
.. contents:: Table of Contents
:local:
:depth: 3
Description
-----------
|image|
.. |image| image:: /images/ec2-then-ec2-dev-flow-inf2.png
:width: 500
:alt: Neuron developer flow on EC2
:align: middle
You can use a single inf2 instance as a development environment to compile and deploy Neuron models. In this developer flow, you provision an EC2 inf2 instance using a Deep Learning AMI (DLAMI) and execute the two steps of the development flow in the same instance. The DLAMI comes pre-packaged with the Neuron frameworks, compiler, and required runtimes to complete the flow. Development happens through Jupyter Notebooks or using a secure shell (ssh) connection in terminal. Follow the steps below to setup your environment.
.. note::
**Model compilation can be executed on a non-inf2 instance** for later deployment.
Follow the same EC2 Developer Flow Setup using other instance families and leverage `Amazon Simple Storage Service <https://docs.aws.amazon.com/AmazonS3/latest/userguide/upload-objects.html>`_ (S3) to share the compiled models between different instances.
.. _ec2-then-ec2-setenv:
Setup Environment
-----------------
1. Launch an Inf2 Instance
^^^^^^^^^^^^^^^^^^^^^^^^^^
.. include:: /general/setup/install-templates/inf2/launch-inf2-dlami.rst
2. Set up a development environment
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Enable PyTorch-Neuron
~~~~~~~~~~~~~~~~~~~~~
.. include :: /general/setup/install-templates/inf2/note-setup-libnrt-warning.rst
.. include:: /general/setup/install-templates/inf2/dlami-enable-neuron-pytorch.rst
3. Set up Jupyter notebook
^^^^^^^^^^^^^^^^^^^^^^^^^^
To develop from a Jupyter notebook see :ref:`setup-jupyter-notebook-steps-troubleshooting`
You can also run a Jupyter notebook as a script, first enable the ML framework Conda or Python environment of your choice and see :ref:`running-jupyter-notebook-as-script` for instructions.
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _ec2-then-ec2-devflow-inf2:
Compile with Framework API and Deploy on EC2 Inf2
=================================================
.. contents:: Table of Contents
:local:
:depth: 3
Description
-----------
|image|
.. |image| image:: /images/ec2-then-ec2-dev-flow-inf2.png
:width: 500
:alt: Neuron developer flow on EC2
:align: middle
You can use a single inf2 instance as a development environment to compile and deploy Neuron models. In this developer flow, you provision an EC2 inf2 instance using a Deep Learning AMI (DLAMI) and execute the two steps of the development flow in the same instance. The DLAMI comes pre-packaged with the Neuron frameworks, compiler, and required runtimes to complete the flow. Development happens through Jupyter Notebooks or using a secure shell (ssh) connection in terminal. Follow the steps below to setup your environment.
.. note::
**Model compilation can be executed on a non-inf2 instance** for later deployment.
Follow the same EC2 Developer Flow Setup using other instance families and leverage `Amazon Simple Storage Service <https://docs.aws.amazon.com/AmazonS3/latest/userguide/upload-objects.html>`_ (S3) to share the compiled models between different instances.
.. _ec2-then-ec2-setenv:
Setup Environment
-----------------
1. Launch an Inf2 Instance
^^^^^^^^^^^^^^^^^^^^^^^^^^
.. include:: /general/setup/install-templates/inf2/launch-inf2-dlami.rst
2. Set up a development environment
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
Enable PyTorch-Neuron
~~~~~~~~~~~~~~~~~~~~~
.. include :: /general/setup/install-templates/inf2/note-setup-libnrt-warning.rst
.. include:: /general/setup/install-templates/inf2/dlami-enable-neuron-pytorch.rst
3. Set up Jupyter notebook
^^^^^^^^^^^^^^^^^^^^^^^^^^
To develop from a Jupyter notebook see :ref:`setup-jupyter-notebook-steps-troubleshooting`
You can also run a Jupyter notebook as a script, first enable the ML framework Conda or Python environment of your choice and see :ref:`running-jupyter-notebook-as-script` for instructions.
</pre></body></html> | 2023-09-29T20:55:13.945Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/inference/eks-flows.rst.txt | ```
EKS Flows - Inference
=====================
.. toctree::
:maxdepth: 1
:hidden:
/general/devflows/inference/dlc-then-eks-devflow
.. include:: /general/devflows/inference/eks-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">EKS Flows - Inference
=====================
.. toctree::
:maxdepth: 1
:hidden:
/general/devflows/inference/dlc-then-eks-devflow
.. include:: /general/devflows/inference/eks-flows.txt</pre></body></html> | 2023-09-29T20:55:14.039Z | |
AWS CLI commands to launch inf1 instances — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/setup/install-templates/inf1/launch-inf1-dlami-aws-cli.html#launch-inf1-dlami-aws-cli | # AWS CLI commands to launch inf1 instances — AWS Neuron Documentation
Toggle in-page Table of Contents
_This document is relevant for_: `Inf1`, `Inf2`, `Trn1`, `Trn1n`
## AWS CLI commands to launch inf1 instances[#](#aws-cli-commands-to-launch-inf1-instances "Permalink to this headline")
```
# Launch instance
# The following are the different Deep Learning AMIs to get started and is recommended
# for the tutorials.
# "Deep Learning AMI (Amazon Linux)*"
# "Deep Learning AMI (Amazon Linux 2)*"
# "Deep Learning AMI (Ubuntu 18.04)*"
#
# You can get the latest AMI ID for any of the above ones using the following command
AWS_REGION="<aws region name like us-east-1>"
AMIID=$(aws ec2 describe-images --filters "Name=name,Values=Deep Learning Base AMI (Ubuntu 18.04)*" --query 'sort_by(Images, &CreationDate)[].[Name,ImageId]' --region $AWS_REGION --output text | tail -n 1 | awk '{print $(NF)}')
INSTANCE_ID=$(aws ec2 run-instances --image-id $AMIID --count 1 --instance-type <inf1.xlarge type> --key-name MyKeyPair --region $AWS_REGION [--subnet-id <subnet id>]| python -c 'import sys, json; print(json.load(sys.stdin)["Instances"][0]["InstanceId"])')
echo "Instance ID of launched instance" $INSTANCE_ID
# Wait for few seconds to a minute for the instance to get created and have public DNS/ip.
# The following command will get the public DNS name of the launched instance to which
# you can then log in to using your key pair.
INSTANCE_PUBLIC_DNS=$(aws ec2 describe-instances --instance-id $INSTANCE_ID --region $AWS_REGION | python -c 'import sys, json; print(json.load(sys.stdin)["Reservations"][0]["Instances"][0]["PublicDnsName"])')
echo "DNS name of the launched instance" $INSTANCE_PUBLIC_DNS
# Wait for couple of minutes for the instance to be ready and then login:
ssh -i <key.pem> <ubuntu/ec2-user>@$INSTANCE_PUBLIC_DNS
```
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<h1>AWS CLI commands to launch inf1 instances</h1>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
<div class="section" id="aws-cli-commands-to-launch-inf1-instances">
<span id="launch-inf1-dlami-aws-cli"></span><h1>AWS CLI commands to launch inf1 instances<a class="headerlink" href="#aws-cli-commands-to-launch-inf1-instances" title="Permalink to this headline">#</a></h1>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Launch instance</span>
<span class="c1"># The following are the different Deep Learning AMIs to get started and is recommended</span>
<span class="c1"># for the tutorials.</span>
<span class="c1"># "Deep Learning AMI (Amazon Linux)*"</span>
<span class="c1"># "Deep Learning AMI (Amazon Linux 2)*"</span>
<span class="c1"># "Deep Learning AMI (Ubuntu 18.04)*"</span>
<span class="c1">#</span>
<span class="c1"># You can get the latest AMI ID for any of the above ones using the following command</span>
<span class="nv">AWS_REGION</span><span class="o">=</span><span class="s2">"<aws region name like us-east-1>"</span>
<span class="nv">AMIID</span><span class="o">=</span><span class="k">$(</span>aws<span class="w"> </span>ec2<span class="w"> </span>describe-images<span class="w"> </span>--filters<span class="w"> </span><span class="s2">"Name=name,Values=Deep Learning Base AMI (Ubuntu 18.04)*"</span><span class="w"> </span>--query<span class="w"> </span><span class="s1">'sort_by(Images, &CreationDate)[].[Name,ImageId]'</span><span class="w"> </span>--region<span class="w"> </span><span class="nv">$AWS_REGION</span><span class="w"> </span>--output<span class="w"> </span>text<span class="w"> </span><span class="p">|</span><span class="w"> </span>tail<span class="w"> </span>-n<span class="w"> </span><span class="m">1</span><span class="w"> </span><span class="p">|</span><span class="w"> </span>awk<span class="w"> </span><span class="s1">'{print $(NF)}'</span><span class="k">)</span>
<span class="nv">INSTANCE_ID</span><span class="o">=</span><span class="k">$(</span>aws<span class="w"> </span>ec2<span class="w"> </span>run-instances<span class="w"> </span>--image-id<span class="w"> </span><span class="nv">$AMIID</span><span class="w"> </span>--count<span class="w"> </span><span class="m">1</span><span class="w"> </span>--instance-type<span class="w"> </span><inf1.xlarge<span class="w"> </span>type><span class="w"> </span>--key-name<span class="w"> </span>MyKeyPair<span class="w"> </span>--region<span class="w"> </span><span class="nv">$AWS_REGION</span><span class="w"> </span><span class="o">[</span>--subnet-id<span class="w"> </span><subnet<span class="w"> </span>id><span class="o">]</span><span class="p">|</span><span class="w"> </span>python<span class="w"> </span>-c<span class="w"> </span><span class="s1">'import sys, json; print(json.load(sys.stdin)["Instances"][0]["InstanceId"])'</span><span class="k">)</span>
<span class="nb">echo</span><span class="w"> </span><span class="s2">"Instance ID of launched instance"</span><span class="w"> </span><span class="nv">$INSTANCE_ID</span>
<span class="c1"># Wait for few seconds to a minute for the instance to get created and have public DNS/ip.</span>
<span class="c1"># The following command will get the public DNS name of the launched instance to which</span>
<span class="c1"># you can then log in to using your key pair.</span>
<span class="nv">INSTANCE_PUBLIC_DNS</span><span class="o">=</span><span class="k">$(</span>aws<span class="w"> </span>ec2<span class="w"> </span>describe-instances<span class="w"> </span>--instance-id<span class="w"> </span><span class="nv">$INSTANCE_ID</span><span class="w"> </span>--region<span class="w"> </span><span class="nv">$AWS_REGION</span><span class="w"> </span><span class="p">|</span><span class="w"> </span>python<span class="w"> </span>-c<span class="w"> </span><span class="s1">'import sys, json; print(json.load(sys.stdin)["Reservations"][0]["Instances"][0]["PublicDnsName"])'</span><span class="k">)</span>
<span class="nb">echo</span><span class="w"> </span><span class="s2">"DNS name of the launched instance"</span><span class="w"> </span><span class="nv">$INSTANCE_PUBLIC_DNS</span>
<span class="c1"># Wait for couple of minutes for the instance to be ready and then login:</span>
ssh<span class="w"> </span>-i<span class="w"> </span><key.pem><span class="w"> </span><ubuntu/ec2-user>@<span class="nv">$INSTANCE_PUBLIC_DNS</span>
</pre></div>
</div>
<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code>, <code class="docutils literal notranslate"><span class="pre">Inf2</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1</span></code>, <code class="docutils literal notranslate"><span class="pre">Trn1n</span></code></p>
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</body></html> | 2023-09-29T20:55:14.177Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/inference/sagemaker-flows.rst.txt | ```
Sagemaker Flows - Inference
===========================
.. toctree::
:maxdepth: 1
:hidden:
/general/devflows/inference/byoc-hosting-devflow-inf2
/general/devflows/inference/byoc-hosting-devflow
/general/devflows/inference/neo-then-hosting-devflow
.. include:: /general/devflows/inference/sagemaker-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Sagemaker Flows - Inference
===========================
.. toctree::
:maxdepth: 1
:hidden:
/general/devflows/inference/byoc-hosting-devflow-inf2
/general/devflows/inference/byoc-hosting-devflow
/general/devflows/inference/neo-then-hosting-devflow
.. include:: /general/devflows/inference/sagemaker-flows.txt</pre></body></html> | 2023-09-29T20:55:14.209Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/ecs-flows.rst.txt | ```
AWS ECS
=======
.. toctree::
:maxdepth: 1
:hidden:
Inference </general/devflows/inference/ecs-flows>
Training </general/devflows/training/ecs-flows>
.. include:: /general/devflows/ecs-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">AWS ECS
=======
.. toctree::
:maxdepth: 1
:hidden:
Inference </general/devflows/inference/ecs-flows>
Training </general/devflows/training/ecs-flows>
.. include:: /general/devflows/ecs-flows.txt</pre></body></html> | 2023-09-29T20:55:14.219Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/inference/ecs-flows.rst.txt | ```
ECS FLOWS - Inference
=====================
.. toctree::
:maxdepth: 1
:hidden:
/general/devflows/inference/dlc-then-ecs-devflow
.. include:: /general/devflows/inference/ecs-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">ECS FLOWS - Inference
=====================
.. toctree::
:maxdepth: 1
:hidden:
/general/devflows/inference/dlc-then-ecs-devflow
.. include:: /general/devflows/inference/ecs-flows.txt</pre></body></html> | 2023-09-29T20:55:14.294Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/inference/dlc-then-ecs-devflow.rst.txt | ```
.. _dlc-then-ecs-devflow:
Deploy Neuron Container on Elastic Container Service (ECS)
===========================================================
.. contents:: Table of Contents
:local:
:depth: 2
Description
-----------
|image|
.. |image| image:: /images/dlc-on-ecs-dev-flow.png
:width: 750
:alt: Neuron developer flow for DLC on ECS
:align: middle
You can use the Neuron version of the `AWS Deep Learning Containers <https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-tutorials-inference.html>`_ to run inference on Amazon Elastic Container Service (ECS). In this developer flow, you set up an ECS cluster with inf1 instances, create a task description for your inference service and deploy it to your cluster. This developer flow assumes:
1. The model has already been compiled through :ref:`Compilation with Framework API on EC2 instance <ec2-then-ec2-devflow>` or through :ref:`Compilation with Sagemaker Neo <neo-then-hosting-devflow>`.
2. You already set up your container to retrieve it from storage.
.. _dlc-then-ecs-setenv:
Setup Environment
-----------------
1. Set up an Amazon ECS cluster:
Follow the instructions on `Setting up Amazon ECS for Deep Learning Containers <https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-setting-up-ecs.html>`_
2. Define an Inference Task:
Use the instruction on the `DLC Inference on ECS Tutorial <https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-tutorials-inference.html>`_ to define a task and create a service for the appropriate framework.
When creating tasks for inf1 instances on ECS, be aware of the considerations and requirements listed in `Working with inference workloads on Amazon ECS <https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-inference.html>`_.
3. Use the container image created using :ref:`how-to-build-neuron-container` as the ``image`` in your task definition.
.. _push_to_ecr_note:
.. note::
Before deploying your task definition to your ECS cluster, make sure to push the image to ECR. Refer to `Pushing a Docker image <https://docs.aws.amazon.com/AmazonECR/latest/userguide/docker-push-ecr-image.html>`_ for more information.
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _dlc-then-ecs-devflow:
Deploy Neuron Container on Elastic Container Service (ECS)
===========================================================
.. contents:: Table of Contents
:local:
:depth: 2
Description
-----------
|image|
.. |image| image:: /images/dlc-on-ecs-dev-flow.png
:width: 750
:alt: Neuron developer flow for DLC on ECS
:align: middle
You can use the Neuron version of the `AWS Deep Learning Containers <https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-tutorials-inference.html>`_ to run inference on Amazon Elastic Container Service (ECS). In this developer flow, you set up an ECS cluster with inf1 instances, create a task description for your inference service and deploy it to your cluster. This developer flow assumes:
1. The model has already been compiled through :ref:`Compilation with Framework API on EC2 instance <ec2-then-ec2-devflow>` or through :ref:`Compilation with Sagemaker Neo <neo-then-hosting-devflow>`.
2. You already set up your container to retrieve it from storage.
.. _dlc-then-ecs-setenv:
Setup Environment
-----------------
1. Set up an Amazon ECS cluster:
Follow the instructions on `Setting up Amazon ECS for Deep Learning Containers <https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-setting-up-ecs.html>`_
2. Define an Inference Task:
Use the instruction on the `DLC Inference on ECS Tutorial <https://docs.aws.amazon.com/deep-learning-containers/latest/devguide/deep-learning-containers-ecs-tutorials-inference.html>`_ to define a task and create a service for the appropriate framework.
When creating tasks for inf1 instances on ECS, be aware of the considerations and requirements listed in `Working with inference workloads on Amazon ECS <https://docs.aws.amazon.com/AmazonECS/latest/developerguide/ecs-inference.html>`_.
3. Use the container image created using :ref:`how-to-build-neuron-container` as the ``image`` in your task definition.
.. _push_to_ecr_note:
.. note::
Before deploying your task definition to your ECS cluster, make sure to push the image to ECR. Refer to `Pushing a Docker image <https://docs.aws.amazon.com/AmazonECR/latest/userguide/docker-push-ecr-image.html>`_ for more information.
</pre></body></html> | 2023-09-29T20:55:14.322Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/training/sagemaker-flows.rst.txt | ```
Sagemaker Flows- Training
=========================
.. toctree::
:maxdepth: 1
:hidden:
/general/devflows/training/sm-devflow/sm-training-devflow
.. include:: /general/devflows/training/sagemaker-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Sagemaker Flows- Training
=========================
.. toctree::
:maxdepth: 1
:hidden:
/general/devflows/training/sm-devflow/sm-training-devflow
.. include:: /general/devflows/training/sagemaker-flows.txt</pre></body></html> | 2023-09-29T20:55:14.352Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/training/ecs-flows.rst.txt | ```
ECS Flows- Training
====================
.. include:: /general/devflows/training/ecs-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">ECS Flows- Training
====================
.. include:: /general/devflows/training/ecs-flows.txt</pre></body></html> | 2023-09-29T20:55:14.360Z | |
Developer Flows Introduction — AWS Neuron Documentation | https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/general/devflows/inference/dev-flows.html#compilation-flow-target | # Developer Flows Introduction — AWS Neuron Documentation
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<h1>Developer Flows Introduction</h1>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
<div class="section" id="developer-flows-introduction">
<span id="deploym-flow-target"></span><span id="compilation-flow-target"></span><span id="neuron1-devflows"></span><h1>Developer Flows Introduction<a class="headerlink" href="#developer-flows-introduction" title="Permalink to this headline">#</a></h1>
<p><a class="reference internal" href="../../../_images/neuron-devflow.jpg"><img alt="Neuron developer flow" src="../../../_images/neuron-devflow.jpg" style="width: 500px;"></a></p>
<p>A typical Neuron developer flow includes compilation phase and then deployment (inference) on inf1 instance/s. You can develop on Neuron using one of the following combinations of developer flows:</p>
<div class="toctree-wrapper compound">
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<li class="toctree-l1"><a class="reference internal" href="ec2-then-ec2-devflow.html">Compile with Framework API and Deploy on EC2 Inf1</a></li>
<li class="toctree-l1"><a class="reference internal" href="ec2-then-ec2-devflow-inf2.html">Compile with Framework API and Deploy on EC2 Inf2</a></li>
<li class="toctree-l1"><a class="reference internal" href="neo-then-hosting-devflow.html">Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)</a></li>
<li class="toctree-l1"><a class="reference internal" href="byoc-hosting-devflow.html">Bring Your Own Neuron Container to Sagemaker Hosting (inf1)</a></li>
<li class="toctree-l1"><a class="reference internal" href="dlc-then-ec2-devflow.html">Deploy Neuron Container on EC2</a></li>
<li class="toctree-l1"><a class="reference internal" href="dlc-then-ecs-devflow.html">Deploy Neuron Container on Elastic Container Service (ECS)</a></li>
<li class="toctree-l1"><a class="reference internal" href="dlc-then-eks-devflow.html">Deploy Neuron Container on Elastic Kubernetes Service (EKS)</a></li>
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<p><em>This document is relevant for</em>: <code class="docutils literal notranslate"><span class="pre">Inf1</span></code></p>
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</body></html> | 2023-09-29T20:55:14.709Z |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/inference/parallelcluster-flows.rst.txt | ```
Parallel Cluster Flows - Inference
===================================
.. include:: /general/devflows/inference/parallelcluster-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Parallel Cluster Flows - Inference
===================================
.. include:: /general/devflows/inference/parallelcluster-flows.txt</pre></body></html> | 2023-09-29T20:55:14.716Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/training/parallelcluster-flows.rst.txt | ```
Parallel Cluster Flows- Training
================================
.. toctree::
:maxdepth: 1
:hidden:
/general/devflows/training/parallelcluster/parallelcluster-training
.. include:: /general/devflows/training/parallelcluster-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Parallel Cluster Flows- Training
================================
.. toctree::
:maxdepth: 1
:hidden:
/general/devflows/training/parallelcluster/parallelcluster-training
.. include:: /general/devflows/training/parallelcluster-flows.txt</pre></body></html> | 2023-09-29T20:55:14.803Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/parallelcluster-flows.rst.txt | ```
Parallel Cluster
================
.. toctree::
:maxdepth: 1
:hidden:
Inference </general/devflows/inference/parallelcluster-flows>
Training </general/devflows/training/parallelcluster-flows>
.. include:: /general/devflows/parallelcluster-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Parallel Cluster
================
.. toctree::
:maxdepth: 1
:hidden:
Inference </general/devflows/inference/parallelcluster-flows>
Training </general/devflows/training/parallelcluster-flows>
.. include:: /general/devflows/parallelcluster-flows.txt</pre></body></html> | 2023-09-29T20:55:14.881Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/aws-batch-flows.rst.txt | ```
AWS Batch Flows
===============
.. toctree::
:maxdepth: 1
:hidden:
Inference </general/devflows/inference/aws-batch-flows>
Training </general/devflows/training/aws-batch-flows>
.. include:: /general/devflows/aws-batch-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">AWS Batch Flows
===============
.. toctree::
:maxdepth: 1
:hidden:
Inference </general/devflows/inference/aws-batch-flows>
Training </general/devflows/training/aws-batch-flows>
.. include:: /general/devflows/aws-batch-flows.txt</pre></body></html> | 2023-09-29T20:55:14.890Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/training/sm-devflow/sm-training-devflow.rst.txt | ```
.. _sm-training-devflow:
Train your model on SageMaker
===================================
.. contents:: Table of Contents
:local:
:depth: 3
Description
------------
SageMaker Training helps you manage cloud computing resources in Amazon EC2, data storage services
such as S3, EFS, and FSx, and security management services such as IAM and VPC. SageMaker Training
provides you a complete end-to-end experience of training classical ML and state-of-the-art DL models.
You can use SageMaker to train models using Trn1 instances (ml.trn1 instance types).
In this developer flow, you provision a SageMaker Notebook instance or SageMaker Studio to train
your model using the `SageMaker Python SDK <https://sagemaker.readthedocs.io/en/stable/index.html>`_.
The Amazon SageMaker Python SDK lets you launch training jobs in just a few lines of code with ease.
As shown in the below diagram Amazon SageMaker launches Trn1 instances, copies both data and code
onto the instance. It then runs the training script to generate model artifacts. The trained model
artifacts are then uploaded to S3 and finally SageMaker will terminate the provisioned instances.
In order to speed up the training process for successive runs you can copy the `Neuron Persistent Cache
<https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-features/neuron-caching.html>`_
to S3 and then copied by future training jobs as they will leverage the cached artifacts.
(See `Hugging Face fine tuning BERT base model on Amazon SageMaker Tutorial
<https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/main/training/trn1-bert-fine-tuning-on-sagemaker>`_
for an example on how to reuse the compiled cache.)
.. image:: /images/trn1-on-sm-dev-flow.png
Setup environment
-----------------
1. Create an Amazon SageMaker Notebook Instance
Follow the instructions in `Get Started with Notebook Instances
<https://docs.aws.amazon.com/sagemaker/latest/dg/gs-console.html>`_ or
`Use Amazon SageMaker Studio Notebooks <https://docs.aws.amazon.com/sagemaker/latest/dg/notebooks.html>`_.
The Notebook instance provides the required Python SDK for training models with Amazon SageMaker.
Please make sure SageMaker Python SDK version is 2.116.0 or later.
2. Train a model using the Amazon SageMaker SDK
Follow the instructions in `Distributed Training with PyTorch Neuron on Trn1 instances
<https://sagemaker.readthedocs.io/en/stable/frameworks/pytorch/using_pytorch.html#distributed-training-with-pytorch-neuron-on-trn1-instances>`_.
You’ll be able to follow the `Hugging Face fine tuning BERT base model on Amazon SageMaker Tutorial
<https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/main/training/trn1-bert-fine-tuning-on-sagemaker>`_.
.. note::
SageMaker support for EC2 Trn1 instance is currently available only for PyTorch Estimator.
HuggingFace Estimator will be available in future release.
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _sm-training-devflow:
Train your model on SageMaker
===================================
.. contents:: Table of Contents
:local:
:depth: 3
Description
------------
SageMaker Training helps you manage cloud computing resources in Amazon EC2, data storage services
such as S3, EFS, and FSx, and security management services such as IAM and VPC. SageMaker Training
provides you a complete end-to-end experience of training classical ML and state-of-the-art DL models.
You can use SageMaker to train models using Trn1 instances (ml.trn1 instance types).
In this developer flow, you provision a SageMaker Notebook instance or SageMaker Studio to train
your model using the `SageMaker Python SDK <https://sagemaker.readthedocs.io/en/stable/index.html>`_.
The Amazon SageMaker Python SDK lets you launch training jobs in just a few lines of code with ease.
As shown in the below diagram Amazon SageMaker launches Trn1 instances, copies both data and code
onto the instance. It then runs the training script to generate model artifacts. The trained model
artifacts are then uploaded to S3 and finally SageMaker will terminate the provisioned instances.
In order to speed up the training process for successive runs you can copy the `Neuron Persistent Cache
<https://awsdocs-neuron.readthedocs-hosted.com/en/latest/general/arch/neuron-features/neuron-caching.html>`_
to S3 and then copied by future training jobs as they will leverage the cached artifacts.
(See `Hugging Face fine tuning BERT base model on Amazon SageMaker Tutorial
<https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/main/training/trn1-bert-fine-tuning-on-sagemaker>`_
for an example on how to reuse the compiled cache.)
.. image:: /images/trn1-on-sm-dev-flow.png
Setup environment
-----------------
1. Create an Amazon SageMaker Notebook Instance
Follow the instructions in `Get Started with Notebook Instances
<https://docs.aws.amazon.com/sagemaker/latest/dg/gs-console.html>`_ or
`Use Amazon SageMaker Studio Notebooks <https://docs.aws.amazon.com/sagemaker/latest/dg/notebooks.html>`_.
The Notebook instance provides the required Python SDK for training models with Amazon SageMaker.
Please make sure SageMaker Python SDK version is 2.116.0 or later.
2. Train a model using the Amazon SageMaker SDK
Follow the instructions in `Distributed Training with PyTorch Neuron on Trn1 instances
<https://sagemaker.readthedocs.io/en/stable/frameworks/pytorch/using_pytorch.html#distributed-training-with-pytorch-neuron-on-trn1-instances>`_.
You’ll be able to follow the `Hugging Face fine tuning BERT base model on Amazon SageMaker Tutorial
<https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/main/training/trn1-bert-fine-tuning-on-sagemaker>`_.
.. note::
SageMaker support for EC2 Trn1 instance is currently available only for PyTorch Estimator.
HuggingFace Estimator will be available in future release.
</pre></body></html> | 2023-09-29T20:55:14.998Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/inference/neo-then-hosting-devflow.rst.txt | ```
.. _neo-then-hosting-devflow:
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
==========================================================
.. contents:: Table of Contents
:local:
:depth: 2
Description
-----------
|image|
.. |image| image:: /images/neo-then-hosting-dev-flow.png
:width: 700
:alt: Neuron developer flow on SageMaker Neo
:align: middle
You can use SageMaker Neo to compile models for deployment on SageMaker Hosting using ml.inf1 instances. In this developer flow, you provision a Sagemaker Notebook instance to train, compile and deploy your model using the SageMaker Python SDK. Follow the steps bellow to setup your environment.
.. _neo-then-hosting-setenv:
Setup Environment
-----------------
1. Create an Amazon SageMaker Notebook Instance:
Follow the instructions in `Get Started with Notebook Instances <https://docs.aws.amazon.com/sagemaker/latest/dg/gs-setup-working-env.html>`_
The Notebook instance created provides the required Python SDK for training, compiling and deploying models with Amazon SageMaker.
2. Compile a model using the Amazon SageMaker SDK:
Refer to `Supported Instances Types and Frameworks <https://docs.aws.amazon.com/sagemaker/latest/dg/neo-supported-cloud.html>`_ for information on the framework versions currently supported by Amazon SageMaker Neo on AWS Inferentia.
More information about compiling and deploying models with Amazon SageMaker Neo can be found on `Use Neo to Compile a Model <https://docs.aws.amazon.com/sagemaker/latest/dg/neo-job-compilation.html>`_
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neo-then-hosting-devflow:
Compile with Sagemaker Neo and Deploy on Sagemaker Hosting (inf1)
==========================================================
.. contents:: Table of Contents
:local:
:depth: 2
Description
-----------
|image|
.. |image| image:: /images/neo-then-hosting-dev-flow.png
:width: 700
:alt: Neuron developer flow on SageMaker Neo
:align: middle
You can use SageMaker Neo to compile models for deployment on SageMaker Hosting using ml.inf1 instances. In this developer flow, you provision a Sagemaker Notebook instance to train, compile and deploy your model using the SageMaker Python SDK. Follow the steps bellow to setup your environment.
.. _neo-then-hosting-setenv:
Setup Environment
-----------------
1. Create an Amazon SageMaker Notebook Instance:
Follow the instructions in `Get Started with Notebook Instances <https://docs.aws.amazon.com/sagemaker/latest/dg/gs-setup-working-env.html>`_
The Notebook instance created provides the required Python SDK for training, compiling and deploying models with Amazon SageMaker.
2. Compile a model using the Amazon SageMaker SDK:
Refer to `Supported Instances Types and Frameworks <https://docs.aws.amazon.com/sagemaker/latest/dg/neo-supported-cloud.html>`_ for information on the framework versions currently supported by Amazon SageMaker Neo on AWS Inferentia.
More information about compiling and deploying models with Amazon SageMaker Neo can be found on `Use Neo to Compile a Model <https://docs.aws.amazon.com/sagemaker/latest/dg/neo-job-compilation.html>`_
</pre></body></html> | 2023-09-29T20:55:15.086Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/inference/aws-batch-flows.rst.txt | ```
AWS Batch Flows - Inference
===========================
.. include:: /general/devflows/inference/aws-batch-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">AWS Batch Flows - Inference
===========================
.. include:: /general/devflows/inference/aws-batch-flows.txt</pre></body></html> | 2023-09-29T20:55:15.324Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/inference/byoc-hosting-devflow-inf2.rst.txt | ```
.. _byoc-hosting-devflow-inf2:
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
====================================================
.. contents:: Table of Contents
:local:
:depth: 2
Description
-----------
|image|
.. |image| image:: /images/byoc-then-hosting-dev-flow.png
:width: 850
:alt: Neuron developer flow on SageMaker Neo
:align: middle
You can use a SageMaker Notebook or an EC2 instance to compile models and build your own containers for deployment on SageMaker Hosting using ml.inf2 instances. In this developer flow, you provision a Sagemaker Notebook or an EC2 instance to train and compile your model to Inferentia. Then you deploy your model to SageMaker Hosting using the `SageMaker Python SDK <https://sagemaker.readthedocs.io/en/stable/index.html>`_.
You may not need to create a container to bring your own **code** to Amazon SageMaker. When you are using a framework such as TensorFlow or PyTorch that has direct support in SageMaker, you can simply supply the Python code that implements your algorithm using the SDK entry points for that framework.
Follow the steps bellow to setup your environment. Once your environment is set you'll be able to follow the `Compiling and Deploying HuggingFace Pretrained BERT on Inf2 on Amazon SageMaker Sample <https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/master/inference/inf2-bert-on-sagemaker>`_.
.. _byoc-hosting-setenv:
Setup Environment
-----------------
1. Create a Compilation Instance:
If using an **EC2 instance for compilation only** you can use any instances to compile a model. It is recommended that you start with an c5.4xlarge instance. If using an **EC2 instance for compilation and test a model** you can use an Inf2 instance. Follow these steps to launch an Inf2 instance:
.. include:: /general/setup/install-templates/inf2/launch-inf2-dlami.rst
If using an **SageMaker Notebook for compilation**, follow the instructions in `Get Started with Notebook Instances <https://docs.aws.amazon.com/sagemaker/latest/dg/gs-setup-working-env.html>`_ to provision the environment.
It is recommended that you start with an ml.c5.4xlarge instance for the compilation. Also, increase the volume size of you SageMaker notebook instance, to accomodate the models and containers built locally. A volume of 10GB is sufficient.
.. note::
To compile the model in the SageMaker Notebook instance, you'll need to install the Neuron Compiler and Neuron Framework Extensions. Follow the `Compiling and Deploying HuggingFace Pretrained BERT on Inf2 on Amazon SageMaker Sample <https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/master/inference/inf2-bert-on-sagemaker>`_ to install the environments.
2. Set up the environment to compile a model, build your own container and deploy:
To compile your model on EC2 or SageMaker Notebook, follow the *Set up a development environment* section on the EC2 :ref:`ec2-then-ec2-setenv` documentation.
Refer to `Adapting Your Own Inference Container <https://docs.aws.amazon.com/sagemaker/latest/dg/adapt-inference-container.html>`_ documentation for information on how to bring your own containers to SageMaker Hosting.
Make sure to add the **AmazonEC2ContainerRegistryPowerUser** role to your IAM role ARN, so you're able to build and push containers from your SageMaker Notebook instance.
.. note::
The container image can be created using :ref:`how-to-build-neuron-container`.
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _byoc-hosting-devflow-inf2:
Bring Your Own Neuron Container to Sagemaker Hosting (inf2 or trn1)
====================================================
.. contents:: Table of Contents
:local:
:depth: 2
Description
-----------
|image|
.. |image| image:: /images/byoc-then-hosting-dev-flow.png
:width: 850
:alt: Neuron developer flow on SageMaker Neo
:align: middle
You can use a SageMaker Notebook or an EC2 instance to compile models and build your own containers for deployment on SageMaker Hosting using ml.inf2 instances. In this developer flow, you provision a Sagemaker Notebook or an EC2 instance to train and compile your model to Inferentia. Then you deploy your model to SageMaker Hosting using the `SageMaker Python SDK <https://sagemaker.readthedocs.io/en/stable/index.html>`_.
You may not need to create a container to bring your own **code** to Amazon SageMaker. When you are using a framework such as TensorFlow or PyTorch that has direct support in SageMaker, you can simply supply the Python code that implements your algorithm using the SDK entry points for that framework.
Follow the steps bellow to setup your environment. Once your environment is set you'll be able to follow the `Compiling and Deploying HuggingFace Pretrained BERT on Inf2 on Amazon SageMaker Sample <https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/master/inference/inf2-bert-on-sagemaker>`_.
.. _byoc-hosting-setenv:
Setup Environment
-----------------
1. Create a Compilation Instance:
If using an **EC2 instance for compilation only** you can use any instances to compile a model. It is recommended that you start with an c5.4xlarge instance. If using an **EC2 instance for compilation and test a model** you can use an Inf2 instance. Follow these steps to launch an Inf2 instance:
.. include:: /general/setup/install-templates/inf2/launch-inf2-dlami.rst
If using an **SageMaker Notebook for compilation**, follow the instructions in `Get Started with Notebook Instances <https://docs.aws.amazon.com/sagemaker/latest/dg/gs-setup-working-env.html>`_ to provision the environment.
It is recommended that you start with an ml.c5.4xlarge instance for the compilation. Also, increase the volume size of you SageMaker notebook instance, to accomodate the models and containers built locally. A volume of 10GB is sufficient.
.. note::
To compile the model in the SageMaker Notebook instance, you'll need to install the Neuron Compiler and Neuron Framework Extensions. Follow the `Compiling and Deploying HuggingFace Pretrained BERT on Inf2 on Amazon SageMaker Sample <https://github.com/aws-neuron/aws-neuron-sagemaker-samples/tree/master/inference/inf2-bert-on-sagemaker>`_ to install the environments.
2. Set up the environment to compile a model, build your own container and deploy:
To compile your model on EC2 or SageMaker Notebook, follow the *Set up a development environment* section on the EC2 :ref:`ec2-then-ec2-setenv` documentation.
Refer to `Adapting Your Own Inference Container <https://docs.aws.amazon.com/sagemaker/latest/dg/adapt-inference-container.html>`_ documentation for information on how to bring your own containers to SageMaker Hosting.
Make sure to add the **AmazonEC2ContainerRegistryPowerUser** role to your IAM role ARN, so you're able to build and push containers from your SageMaker Notebook instance.
.. note::
The container image can be created using :ref:`how-to-build-neuron-container`.
</pre></body></html> | 2023-09-29T20:55:15.381Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/training/aws-batch-flows.rst.txt | ```
AWS Batch Flows- Training
=========================
.. include:: /general/devflows/training/aws-batch-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">AWS Batch Flows- Training
=========================
.. include:: /general/devflows/training/aws-batch-flows.txt</pre></body></html> | 2023-09-29T20:55:15.388Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-hardware/inf1-arch.rst.txt | ```
.. _aws-inf1-arch:
AWS Inf1 Architecture
=====================
In this page, we provide an architectural overview of the AWS Inf1
instances, and the corresponding :ref:`Inferentia <inferentia-arch>` NeuronDevices that power
them (:ref:`Inferentia <inferentia-arch>` devices from here on).
.. contents:: Table of contents
:local:
:depth: 2
.. _inf1-arch:
Inf1 Architecture
-----------------
The EC2 Inf1 instance is powered by 16 :ref:`Inferentia <inferentia-arch>` devices, and allows
customers to choose between four instances sizes:
.. list-table::
:widths: auto
:header-rows: 1
:stub-columns: 1
:align: left
* - Instance size
- # of Inferentia devices
- vCPUs
- Host Memory (GiB)
- FP16/BF16 TFLOPS
- INT8 TOPS
- Device Memory (GiB)
- Device Memory Bandwidth (GiB/sec)
- NeuronLink-v1 device-to-device bandwidth (GiB/sec/device)
- EFA bandwidth (Gbps)
* - Inf1.xlarge
- 1
- 4
- 8
- 64
- 128
- 8
- 50
- N/A
- up-to 25
* - Inf1.2xlarge
- 1
- 8
- 16
- 64
- 128
- 8
- 50
- N/A
- up-to 25
* - Inf1.6xlarge
- 4
- 24
- 48
- 256
- 512
- 32
- 200
- 32
- 25
* - Inf1.24xlarge
- 16
- 96
- 192
- 1024
- 2048
- 128
- 800
- 32
- 100
Inf1 offers a direct device-to-device interconnect called NeuronLink-v1,
which enables co-optimizing latency and throughput via the :ref:`Neuron Core Pipeline <neuroncore-pipeline>` technology.
.. image:: /images/inf1-server-arch.png
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _aws-inf1-arch:
AWS Inf1 Architecture
=====================
In this page, we provide an architectural overview of the AWS Inf1
instances, and the corresponding :ref:`Inferentia <inferentia-arch>` NeuronDevices that power
them (:ref:`Inferentia <inferentia-arch>` devices from here on).
.. contents:: Table of contents
:local:
:depth: 2
.. _inf1-arch:
Inf1 Architecture
-----------------
The EC2 Inf1 instance is powered by 16 :ref:`Inferentia <inferentia-arch>` devices, and allows
customers to choose between four instances sizes:
.. list-table::
:widths: auto
:header-rows: 1
:stub-columns: 1
:align: left
* - Instance size
- # of Inferentia devices
- vCPUs
- Host Memory (GiB)
- FP16/BF16 TFLOPS
- INT8 TOPS
- Device Memory (GiB)
- Device Memory Bandwidth (GiB/sec)
- NeuronLink-v1 device-to-device bandwidth (GiB/sec/device)
- EFA bandwidth (Gbps)
* - Inf1.xlarge
- 1
- 4
- 8
- 64
- 128
- 8
- 50
- N/A
- up-to 25
* - Inf1.2xlarge
- 1
- 8
- 16
- 64
- 128
- 8
- 50
- N/A
- up-to 25
* - Inf1.6xlarge
- 4
- 24
- 48
- 256
- 512
- 32
- 200
- 32
- 25
* - Inf1.24xlarge
- 16
- 96
- 192
- 1024
- 2048
- 128
- 800
- 32
- 100
Inf1 offers a direct device-to-device interconnect called NeuronLink-v1,
which enables co-optimizing latency and throughput via the :ref:`Neuron Core Pipeline <neuroncore-pipeline>` technology.
.. image:: /images/inf1-server-arch.png
</pre></body></html> | 2023-09-29T20:55:15.463Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/devflows/sagemaker-flows.rst.txt | ```
Sagemaker
==========
.. toctree::
:maxdepth: 1
:hidden:
Inference </general/devflows/inference/sagemaker-flows>
Training </general/devflows/training/sagemaker-flows>
AWS Neuron Sagemaker Samples GitHub Repository <https://github.com/aws-neuron/aws-neuron-sagemaker-samples>
.. include:: /general/devflows/sagemaker-flows.txt
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">Sagemaker
==========
.. toctree::
:maxdepth: 1
:hidden:
Inference </general/devflows/inference/sagemaker-flows>
Training </general/devflows/training/sagemaker-flows>
AWS Neuron Sagemaker Samples GitHub Repository <https://github.com/aws-neuron/aws-neuron-sagemaker-samples>
.. include:: /general/devflows/sagemaker-flows.txt</pre></body></html> | 2023-09-29T20:55:15.495Z | |
https://awsdocs-neuron.readthedocs-hosted.com/en/v2.14.1/_sources/general/arch/neuron-hardware/neuroncores-arch.rst.txt | ```
.. _neuroncores-arch:
AWS NeuronCore Architecture
===========================
see :ref:`neuroncores-v1-arch` and :ref:`neuroncores-v2-arch`
``` | <html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">.. _neuroncores-arch:
AWS NeuronCore Architecture
===========================
see :ref:`neuroncores-v1-arch` and :ref:`neuroncores-v2-arch`
</pre></body></html> | 2023-09-29T20:55:15.501Z |
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