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Fix link(s) to be descriptive
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marckarp committed Aug 18, 2022
1 parent 07cb67f commit 48926a5
Showing 1 changed file with 29 additions and 29 deletions.
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"cells": [
{
"cell_type": "markdown",
"id": "e4df5204",
"id": "1859d714",
"metadata": {},
"source": [
"# Deploy a TensorFlow Model using NVIDIA Triton on SageMaker"
]
},
{
"cell_type": "markdown",
"id": "a263f99b",
"id": "b1a0793a",
"metadata": {},
"source": [
"Amazon SageMaker is a fully managed service for data science and machine learning workflows. It helps data scientists and developers to prepare, build, train, and deploy high-quality ML models quickly by bringing together a broad set of capabilities purpose-built for ML.\n",
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"\n",
"This example will showcase how to deploy a pre-trained TensorFlow model using NVIDIA Triton on SageMaker.\n",
"\n",
"The model used here was pre-trained on the MNIST dataset. See this [example](https://github.com/aws/amazon-sagemaker-examples/blob/1c5da8941bc933b176b56a93157073d5645d8cdf/frameworks/tensorflow/get_started_mnist_deploy.ipynb) for the training of the model. \n",
"The model used here was pre-trained on the MNIST dataset. See this [Deploy a Trained TensorFlow V2 Model example](https://github.com/aws/amazon-sagemaker-examples/blob/1c5da8941bc933b176b56a93157073d5645d8cdf/frameworks/tensorflow/get_started_mnist_deploy.ipynb) for the training of the model. \n",
"\n",
"## Contents\n",
"1. [Introduction to NVIDIA Triton Server](#Introduction-to-NVIDIA-Triton-Server)\n",
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},
{
"cell_type": "markdown",
"id": "31e1faa2",
"id": "e7d2e466",
"metadata": {},
"source": [
"## Introduction to NVIDIA Triton Server\n",
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},
{
"cell_type": "markdown",
"id": "26eeade9",
"id": "2fa754e0",
"metadata": {},
"source": [
"## Set up the environment\n",
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{
"cell_type": "code",
"execution_count": null,
"id": "a3803a4b",
"id": "c1aa51f9",
"metadata": {},
"outputs": [],
"source": [
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{
"cell_type": "code",
"execution_count": null,
"id": "b0585270",
"id": "a32fe1a0",
"metadata": {},
"outputs": [],
"source": [
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{
"cell_type": "code",
"execution_count": null,
"id": "0d337a66",
"id": "82622acd",
"metadata": {},
"outputs": [],
"source": [
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{
"cell_type": "code",
"execution_count": null,
"id": "c71f49a1",
"id": "c0dcfd1b",
"metadata": {},
"outputs": [],
"source": [
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{
"cell_type": "code",
"execution_count": null,
"id": "916daad1",
"id": "00c40a8f",
"metadata": {},
"outputs": [],
"source": [
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{
"cell_type": "code",
"execution_count": null,
"id": "cddaef96",
"id": "64e22b00",
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "markdown",
"id": "0244771b",
"id": "89e59ca9",
"metadata": {},
"source": [
"## Transform TensorFlow Model structure\n",
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{
"cell_type": "code",
"execution_count": null,
"id": "24f277d4",
"id": "778ab1e0",
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "markdown",
"id": "782a1ffa",
"id": "6d38afaa",
"metadata": {},
"source": [
"### Inspect the model using the `saved_model_cli`\n",
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{
"cell_type": "code",
"execution_count": null,
"id": "e7658452",
"id": "d51da13c",
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "markdown",
"id": "f86cf399",
"id": "15a49176",
"metadata": {},
"source": [
"### Create the config.pbtxt \n",
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{
"cell_type": "code",
"execution_count": null,
"id": "bb769e57",
"id": "6d56e6de",
"metadata": {},
"outputs": [],
"source": [
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{
"cell_type": "code",
"execution_count": null,
"id": "f62b2c6c",
"id": "c9df88fb",
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "markdown",
"id": "85594834",
"id": "3e9b5804",
"metadata": {},
"source": [
"### Create the tar ball in the required Triton structure"
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{
"cell_type": "code",
"execution_count": null,
"id": "706058b9",
"id": "7a1a9831",
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "markdown",
"id": "a6f18435",
"id": "1ea93395",
"metadata": {},
"source": [
"### Upload the new tar ball containing the Triton model structure to s3"
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{
"cell_type": "code",
"execution_count": null,
"id": "6fab3787",
"id": "be8aa2c4",
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "markdown",
"id": "e3211424",
"id": "b3fa0b9f",
"metadata": {},
"source": [
"## Deploy model to SageMaker Endpoint\n",
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{
"cell_type": "code",
"execution_count": null,
"id": "a83ca640",
"id": "ee0343e2",
"metadata": {},
"outputs": [],
"source": [
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{
"cell_type": "code",
"execution_count": null,
"id": "4a452e78",
"id": "140953d2",
"metadata": {},
"outputs": [],
"source": [
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{
"cell_type": "code",
"execution_count": null,
"id": "6af73bb6",
"id": "7aed56c0",
"metadata": {},
"outputs": [],
"source": [
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{
"cell_type": "code",
"execution_count": null,
"id": "d7ab780f",
"id": "ef015724",
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "markdown",
"id": "0c4e881c",
"id": "35b7811c",
"metadata": {},
"source": [
"## Clean up\n",
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{
"cell_type": "code",
"execution_count": null,
"id": "74556045",
"id": "43ea08f5",
"metadata": {},
"outputs": [],
"source": [
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