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Created May 15, 2023 18:08
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deploying_sentence_transformers.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "b7625a72-e390-44d3-85d6-e73c972552c1",
"metadata": {},
"source": [
"# HuggingFace embeddings on Sagemaker\n",
"\n",
"Following instructions from https://www.philschmid.de/custom-inference-huggingface-sagemaker\n",
"\n",
"Deploying model https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "10233a12-c8cb-4436-8cc9-f10dd4506934",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: sagemaker in /opt/conda/lib/python3.8/site-packages (2.77.1)\n",
"Collecting sagemaker\n",
" Using cached sagemaker-2.154.0-py2.py3-none-any.whl\n",
"Requirement already satisfied: attrs<23,>=20.3.0 in /opt/conda/lib/python3.8/site-packages (from sagemaker) (20.3.0)\n",
"Collecting schema\n",
" Using cached schema-0.7.5-py2.py3-none-any.whl (17 kB)\n",
"Requirement already satisfied: smdebug-rulesconfig==1.0.1 in /opt/conda/lib/python3.8/site-packages (from sagemaker) (1.0.1)\n",
"Requirement already satisfied: pandas in /opt/conda/lib/python3.8/site-packages (from sagemaker) (1.4.1)\n",
"Requirement already satisfied: protobuf3-to-dict<1.0,>=0.1.5 in /opt/conda/lib/python3.8/site-packages (from sagemaker) (0.1.5)\n",
"Requirement already satisfied: PyYAML==5.4.1 in /opt/conda/lib/python3.8/site-packages (from sagemaker) (5.4.1)\n",
"Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.8/site-packages (from sagemaker) (21.3)\n",
"Collecting jsonschema\n",
" Using cached jsonschema-4.17.3-py3-none-any.whl (90 kB)\n",
"Requirement already satisfied: google-pasta in /opt/conda/lib/python3.8/site-packages (from sagemaker) (0.2.0)\n",
"Requirement already satisfied: platformdirs in /opt/conda/lib/python3.8/site-packages (from sagemaker) (2.5.1)\n",
"Collecting cloudpickle==2.2.1\n",
" Using cached cloudpickle-2.2.1-py3-none-any.whl (25 kB)\n",
"Collecting boto3<2.0,>=1.26.28\n",
" Using cached boto3-1.26.133-py3-none-any.whl (135 kB)\n",
"Requirement already satisfied: importlib-metadata<5.0,>=1.4.0 in /opt/conda/lib/python3.8/site-packages (from sagemaker) (4.11.2)\n",
"Requirement already satisfied: pathos in /opt/conda/lib/python3.8/site-packages (from sagemaker) (0.2.8)\n",
"Requirement already satisfied: numpy<2.0,>=1.9.0 in /opt/conda/lib/python3.8/site-packages (from sagemaker) (1.22.2)\n",
"Collecting tblib==1.7.0\n",
" Using cached tblib-1.7.0-py2.py3-none-any.whl (12 kB)\n",
"Requirement already satisfied: protobuf<4.0,>=3.1 in /opt/conda/lib/python3.8/site-packages (from sagemaker) (3.19.4)\n",
"Collecting botocore<1.30.0,>=1.29.133\n",
" Using cached botocore-1.29.133-py3-none-any.whl (10.7 MB)\n",
"Requirement already satisfied: jmespath<2.0.0,>=0.7.1 in /opt/conda/lib/python3.8/site-packages (from boto3<2.0,>=1.26.28->sagemaker) (0.10.0)\n",
"Collecting s3transfer<0.7.0,>=0.6.0\n",
" Using cached s3transfer-0.6.1-py3-none-any.whl (79 kB)\n",
"Requirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.8/site-packages (from importlib-metadata<5.0,>=1.4.0->sagemaker) (3.7.0)\n",
"Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/conda/lib/python3.8/site-packages (from packaging>=20.0->sagemaker) (3.0.7)\n",
"Requirement already satisfied: six in /opt/conda/lib/python3.8/site-packages (from protobuf3-to-dict<1.0,>=0.1.5->sagemaker) (1.16.0)\n",
"Collecting pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0\n",
" Using cached pyrsistent-0.19.3-py3-none-any.whl (57 kB)\n",
"Collecting pkgutil-resolve-name>=1.3.10\n",
" Using cached pkgutil_resolve_name-1.3.10-py3-none-any.whl (4.7 kB)\n",
"Collecting importlib-resources>=1.4.0\n",
" Using cached importlib_resources-5.12.0-py3-none-any.whl (36 kB)\n",
"Requirement already satisfied: python-dateutil>=2.8.1 in /opt/conda/lib/python3.8/site-packages (from pandas->sagemaker) (2.8.2)\n",
"Requirement already satisfied: pytz>=2020.1 in /opt/conda/lib/python3.8/site-packages (from pandas->sagemaker) (2021.3)\n",
"Requirement already satisfied: pox>=0.3.0 in /opt/conda/lib/python3.8/site-packages (from pathos->sagemaker) (0.3.0)\n",
"Requirement already satisfied: ppft>=1.6.6.4 in /opt/conda/lib/python3.8/site-packages (from pathos->sagemaker) (1.6.6.4)\n",
"Requirement already satisfied: multiprocess>=0.70.12 in /opt/conda/lib/python3.8/site-packages (from pathos->sagemaker) (0.70.12.2)\n",
"Requirement already satisfied: dill>=0.3.4 in /opt/conda/lib/python3.8/site-packages (from pathos->sagemaker) (0.3.4)\n",
"Collecting contextlib2>=0.5.5\n",
" Using cached contextlib2-21.6.0-py2.py3-none-any.whl (13 kB)\n",
"Requirement already satisfied: urllib3<1.27,>=1.25.4 in /opt/conda/lib/python3.8/site-packages (from botocore<1.30.0,>=1.29.133->boto3<2.0,>=1.26.28->sagemaker) (1.26.7)\n",
"Installing collected packages: tblib, pyrsistent, pkgutil-resolve-name, importlib-resources, contextlib2, cloudpickle, schema, jsonschema, botocore, s3transfer, boto3, sagemaker\n",
" Attempting uninstall: cloudpickle\n",
" Found existing installation: cloudpickle 2.0.0\n",
" Uninstalling cloudpickle-2.0.0:\n",
" Successfully uninstalled cloudpickle-2.0.0\n",
" Attempting uninstall: botocore\n",
" Found existing installation: botocore 1.24.13\n",
" Uninstalling botocore-1.24.13:\n",
" Successfully uninstalled botocore-1.24.13\n",
" Attempting uninstall: s3transfer\n",
" Found existing installation: s3transfer 0.5.2\n",
" Uninstalling s3transfer-0.5.2:\n",
" Successfully uninstalled s3transfer-0.5.2\n",
" Attempting uninstall: boto3\n",
" Found existing installation: boto3 1.21.13\n",
" Uninstalling boto3-1.21.13:\n",
" Successfully uninstalled boto3-1.21.13\n",
" Attempting uninstall: sagemaker\n",
" Found existing installation: sagemaker 2.77.1\n",
" Uninstalling sagemaker-2.77.1:\n",
" Successfully uninstalled sagemaker-2.77.1\n",
"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
"awscli 1.22.68 requires botocore==1.24.13, but you have botocore 1.29.133 which is incompatible.\n",
"awscli 1.22.68 requires s3transfer<0.6.0,>=0.5.0, but you have s3transfer 0.6.1 which is incompatible.\u001b[0m\u001b[31m\n",
"\u001b[0mSuccessfully installed boto3-1.26.133 botocore-1.29.133 cloudpickle-2.2.1 contextlib2-21.6.0 importlib-resources-5.12.0 jsonschema-4.17.3 pkgutil-resolve-name-1.3.10 pyrsistent-0.19.3 s3transfer-0.6.1 sagemaker-2.154.0 schema-0.7.5 tblib-1.7.0\n",
"\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
"\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"%pip install sagemaker --upgrade"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "907a1ca9-ecb2-43ba-8a71-15c36bff0815",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
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" <div class='gm-discovery-wrapper' id='gm-discovery-widget-9d6c8d6c-9350-4c06-8090-2f79f435d5ff'> <div class='gm-discovery-main-content-wrapper'> <div class='gm-discovery-content-wrapper'> <div class='gm-discovery-content'> <div class='gm-discovery-content-title'> Clean data in minutes </div> <div class='gm-discovery-description-import-wrapper'> <div class='gm-discovery-content-description'> <span>Automatically visualize data, and improve data quality in a few clicks.</span> <a class='gm-discovery-bl-link' href=https://docs.aws.amazon.com/sagemaker/latest/dg/data-wrangler-interactively-prepare-data-notebook.html target='_blank'>Learn more</a> </div> <button class='gm-discovery-bl-button-base gm-discovery-bl-button-variant-primary' data-commandlinker-command='sagemaker-datawrangler-discovery:import' data-commandlinker-args='{&quot;widgetId&quot;: &quot;gm-discovery-widget-9d6c8d6c-9350-4c06-8090-2f79f435d5ff&quot;}'>Import Data Wrangler widget</button> </div> </div> <div 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class='gm-discovery-close-icon-wrapper'> <svg class='gm-discovery-close-icon' width='12' height='12' viewBox='0 0 12 12' fill='none' xmlns='http://www.w3.org/2000/svg' data-commandlinker-command='sagemaker-datawrangler-discovery:close-button-click' data-commandlinker-args='{&quot;widgetId&quot;: &quot;gm-discovery-widget-9d6c8d6c-9350-4c06-8090-2f79f435d5ff&quot;}'> <path d='M11.8334 1.34199L10.6584 0.166992L6.00008 4.82533L1.34175 0.166992L0.166748 1.34199L4.82508 6.00033L0.166748 10.6587L1.34175 11.8337L6.00008 7.17533L10.6584 11.8337L11.8334 10.6587L7.17508 6.00033L11.8334 1.34199Z' fill='var(--bl-color-root-neutral-800)'/> </svg> <div class='gm-discovery-disable-dropdown-menu'> <div class='gm-discovery-disable-dropdown-menu-item' data-commandlinker-command='sagemaker-datawrangler-discovery:disable-temporarily' data-commandlinker-args='{&quot;widgetId&quot;: &quot;gm-discovery-widget-9d6c8d6c-9350-4c06-8090-2f79f435d5ff&quot;}'>Remind me later</div> <div class='gm-discovery-disable-dropdown-menu-item' data-commandlinker-command='sagemaker-datawrangler-discovery:disable-permanently' data-commandlinker-args='{&quot;widgetId&quot;: &quot;gm-discovery-widget-9d6c8d6c-9350-4c06-8090-2f79f435d5ff&quot;}'>Don't show again</div> </div> </div> </div> <div class='gm-discovery-error'/> </div>"
],
"text/plain": [
"<__main__.DiscoveryWidget at 0x7f71c163dfd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"'2.154.0'"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import sagemaker\n",
"import boto3\n",
"import pandas as pd\n",
"import time\n",
"\n",
"sagemaker.__version__"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "e0be0371-6eb6-4826-8e94-5c2cc1050293",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Get:1 http://archive.ubuntu.com/ubuntu focal InRelease [265 kB]\n",
"Get:2 http://archive.ubuntu.com/ubuntu focal-updates InRelease [114 kB]\n",
"Get:3 http://archive.ubuntu.com/ubuntu focal-backports InRelease [108 kB]\n",
"Get:4 http://archive.ubuntu.com/ubuntu focal/main amd64 Packages [1275 kB]\n",
"Get:5 http://archive.ubuntu.com/ubuntu focal/multiverse amd64 Packages [177 kB]\n",
"Get:6 http://archive.ubuntu.com/ubuntu focal/restricted amd64 Packages [33.4 kB]\n",
"Get:7 http://archive.ubuntu.com/ubuntu focal/universe amd64 Packages [11.3 MB] \n",
"Get:8 http://archive.ubuntu.com/ubuntu focal-updates/multiverse amd64 Packages [31.2 kB]\n",
"Get:9 http://archive.ubuntu.com/ubuntu focal-updates/main amd64 Packages [3169 kB]\n",
"Get:10 http://archive.ubuntu.com/ubuntu focal-updates/restricted amd64 Packages [2366 kB]\n",
"Get:11 http://archive.ubuntu.com/ubuntu focal-updates/universe amd64 Packages [1343 kB]\n",
"Get:12 http://archive.ubuntu.com/ubuntu focal-backports/universe amd64 Packages [28.6 kB]\n",
"Get:13 http://archive.ubuntu.com/ubuntu focal-backports/main amd64 Packages [55.2 kB]\n",
"Get:14 http://security.ubuntu.com/ubuntu focal-security InRelease [114 kB] \n",
"Get:15 http://security.ubuntu.com/ubuntu focal-security/multiverse amd64 Packages [28.5 kB]\n",
"Get:16 http://security.ubuntu.com/ubuntu focal-security/restricted amd64 Packages [2203 kB]\n",
"Get:17 http://security.ubuntu.com/ubuntu focal-security/universe amd64 Packages [1047 kB]\n",
"Get:18 http://security.ubuntu.com/ubuntu focal-security/main amd64 Packages [2681 kB]\n",
"Fetched 26.4 MB in 10s (2532 kB/s) \n",
"Reading package lists... Done\n"
]
}
],
"source": [
"!apt-get update -y"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "50661873-c48b-4be3-aedd-9ddac4b4acfb",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Detected operating system as Ubuntu/focal.\n",
"Checking for curl...\n",
"Detected curl...\n",
"Checking for gpg...\n",
"Detected gpg...\n",
"Detected apt version as 2.0.6\n",
"Running apt-get update... done.\n",
"Installing apt-transport-https... done.\n",
"Installing /etc/apt/sources.list.d/github_git-lfs.list...done.\n",
"Importing packagecloud gpg key... Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\n",
"done.\n",
"Running apt-get update... done.\n",
"\n",
"The repository is setup! You can now install packages.\n"
]
}
],
"source": [
"!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | bash"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "02292584-26ed-47e7-9b6e-ef168844541f",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Reading package lists... Done\n",
"Building dependency tree \n",
"Reading state information... Done\n",
"Suggested packages:\n",
" gettext-base git-daemon-run | git-daemon-sysvinit git-doc git-el git-email\n",
" git-gui gitk gitweb git-cvs git-mediawiki git-svn\n",
"The following NEW packages will be installed:\n",
" git-lfs\n",
"The following packages will be upgraded:\n",
" git\n",
"1 upgraded, 1 newly installed, 0 to remove and 160 not upgraded.\n",
"Need to get 12.0 MB of archives.\n",
"After this operation, 16.3 MB of additional disk space will be used.\n",
"Get:1 https://packagecloud.io/github/git-lfs/ubuntu focal/main amd64 git-lfs amd64 3.3.0 [7419 kB]\n",
"Get:2 http://archive.ubuntu.com/ubuntu focal-updates/main amd64 git amd64 1:2.25.1-1ubuntu3.11 [4605 kB]\n",
"Fetched 12.0 MB in 52s (230 kB/s) \n",
"debconf: delaying package configuration, since apt-utils is not installed\n",
"(Reading database ... 44834 files and directories currently installed.)\n",
"Preparing to unpack .../git_1%3a2.25.1-1ubuntu3.11_amd64.deb ...\n",
"Unpacking git (1:2.25.1-1ubuntu3.11) over (1:2.25.1-1ubuntu3.2) ...\n",
"Selecting previously unselected package git-lfs.\n",
"Preparing to unpack .../git-lfs_3.3.0_amd64.deb ...\n",
"Unpacking git-lfs (3.3.0) ...\n",
"Setting up git (1:2.25.1-1ubuntu3.11) ...\n",
"Setting up git-lfs (3.3.0) ...\n",
"Git LFS initialized.\n"
]
}
],
"source": [
"!apt-get install git-lfs git -y"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "8aec69e4-c36b-402b-a845-319db4af59b9",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"sagemaker role arn: arn:aws:iam::207583270433:role/service-role/AmazonSageMaker-ExecutionRole-20190619T194869\n",
"sagemaker bucket: sagemaker-us-west-2-207583270433\n",
"sagemaker session region: us-west-2\n"
]
}
],
"source": [
"sess = sagemaker.Session()\n",
"# sagemaker session bucket -> used for uploading data, models and logs\n",
"# sagemaker will automatically create this bucket if it not exists\n",
"sagemaker_session_bucket=None\n",
"if sagemaker_session_bucket is None and sess is not None:\n",
" # set to default bucket if a bucket name is not given\n",
" sagemaker_session_bucket = sess.default_bucket()\n",
"\n",
"try:\n",
" role = sagemaker.get_execution_role()\n",
"except ValueError:\n",
" iam = boto3.client('iam')\n",
" role = iam.get_role(RoleName='sagemaker_execution_role')['Role']['Arn']\n",
"\n",
"sess = sagemaker.Session(default_bucket=sagemaker_session_bucket)\n",
"\n",
"print(f\"sagemaker role arn: {role}\")\n",
"print(f\"sagemaker bucket: {sess.default_bucket()}\")\n",
"print(f\"sagemaker session region: {sess.boto_region_name}\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "c0c56ab7-b769-47f8-976f-fdf7b069b0de",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"mkdir: cannot create directory ‘code’: File exists\n"
]
}
],
"source": [
"!mkdir code"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "88b01f58-25ff-4dc6-92a7-05f83e7296d5",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Overwriting code/inference.py\n"
]
}
],
"source": [
"%%writefile code/inference.py\n",
"\n",
"from transformers import AutoTokenizer, AutoModel\n",
"import torch\n",
"import torch.nn.functional as F\n",
"\n",
"# Helper: Mean Pooling - Take attention mask into account for correct averaging\n",
"def mean_pooling(model_output, attention_mask):\n",
" token_embeddings = model_output[0] #First element of model_output contains all token embeddings\n",
" input_mask_expanded = attention_mask.unsqueeze(-1).expand(token_embeddings.size()).float()\n",
" return torch.sum(token_embeddings * input_mask_expanded, 1) / torch.clamp(input_mask_expanded.sum(1), min=1e-9)\n",
"\n",
"\n",
"def model_fn(model_dir):\n",
" # Load model from HuggingFace Hub\n",
" tokenizer = AutoTokenizer.from_pretrained(model_dir)\n",
" model = AutoModel.from_pretrained(model_dir)\n",
" return model, tokenizer\n",
"\n",
"def predict_fn(data, model_and_tokenizer):\n",
" # destruct model and tokenizer\n",
" model, tokenizer = model_and_tokenizer\n",
"\n",
" # Tokenize sentences\n",
" sentences = data.pop(\"inputs\", data)\n",
" encoded_input = tokenizer(sentences, padding=True, truncation=True, return_tensors='pt')\n",
"\n",
" # Compute token embeddings\n",
" with torch.no_grad():\n",
" model_output = model(**encoded_input)\n",
"\n",
" # Perform pooling\n",
" sentence_embeddings = mean_pooling(model_output, encoded_input['attention_mask'])\n",
"\n",
" # Normalize embeddings\n",
" sentence_embeddings = F.normalize(sentence_embeddings, p=2, dim=1)\n",
"\n",
" # return dictonary, which will be json serializable\n",
" return {\"vectors\": sentence_embeddings[0].tolist()}\n"
]
},
{
"cell_type": "markdown",
"id": "05e11205-4aae-4e72-bcf6-094aec93cf85",
"metadata": {
"tags": []
},
"source": [
"### Package the model"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "1dc403e1-0df0-4a75-a733-58807e7b1cb6",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"'s3://sagemaker-us-west-2-207583270433/custom_inference/all-MiniLM-L6-v2/model.tar.gz'"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"repository = \"sentence-transformers/all-MiniLM-L6-v2\"\n",
"model_id=repository.split(\"/\")[-1]\n",
"s3_location=f\"s3://{sess.default_bucket()}/custom_inference/{model_id}/model.tar.gz\"\n",
"s3_location"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "8eb84c9b-018a-4800-88c9-e11b0df7ffe1",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Git LFS initialized.\n"
]
}
],
"source": [
"!git lfs install"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "e0b18c12-55cb-4096-948b-ce1312d52785",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cloning into 'all-MiniLM-L6-v2'...\n",
"remote: Enumerating objects: 46, done.\u001b[K\n",
"remote: Counting objects: 100% (21/21), done.\u001b[K\n",
"remote: Compressing objects: 100% (11/11), done.\u001b[K\n",
"remote: Total 46 (delta 10), reused 21 (delta 10), pack-reused 25\u001b[K\n",
"Unpacking objects: 100% (46/46), 314.94 KiB | 238.00 KiB/s, done.\n",
"Filtering content: 100% (3/3), 260.15 MiB | 38.50 MiB/s, done.\n"
]
}
],
"source": [
"!git clone https://huggingface.co/$repository"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "c0a0a056-65bf-42b3-8ddf-8fb7ea7183f0",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"!cp -r code/ $model_id/code/"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "dde4a476-c93d-4388-8740-82f2b810ed6f",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/root/all-MiniLM-L6-v2\n",
"1_Pooling/\n",
"1_Pooling/config.json\n",
"README.md\n",
"code/\n",
"code/inference.py\n",
"config.json\n",
"config_sentence_transformers.json\n",
"data_config.json\n",
"modules.json\n",
"pytorch_model.bin\n",
"rust_model.ot\n",
"sentence_bert_config.json\n",
"special_tokens_map.json\n",
"tf_model.h5\n",
"tokenizer.json\n",
"tokenizer_config.json\n",
"train_script.py\n",
"vocab.txt\n"
]
}
],
"source": [
"%cd $model_id\n",
"!tar zcvf model.tar.gz *"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "27539878-f6d6-4fe3-9090-e0b0eacc11d0",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"upload: ./model.tar.gz to s3://sagemaker-us-west-2-207583270433/custom_inference/all-MiniLM-L6-v2/model.tar.gz\n"
]
}
],
"source": [
"!aws s3 cp model.tar.gz $s3_location"
]
},
{
"cell_type": "markdown",
"id": "24de27c2-857d-49c6-8605-8cf22450862a",
"metadata": {},
"source": [
"### Create custom HuggingfaceModel"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "26f80ec7-83f6-479e-b460-caf8f5fd3ec9",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-----------!"
]
}
],
"source": [
"from sagemaker.huggingface.model import HuggingFaceModel\n",
"\n",
"\n",
"# create Hugging Face Model Class\n",
"huggingface_model = HuggingFaceModel(\n",
" model_data=s3_location, # path to your model and script\n",
" role=role, # iam role with permissions to create an Endpoint\n",
" transformers_version=\"4.12\", # transformers version used\n",
" pytorch_version=\"1.9\", # pytorch version used\n",
" py_version='py38', # python version used\n",
")\n",
"\n",
"# deploy the endpoint endpoint\n",
"predictor = huggingface_model.deploy(\n",
" initial_instance_count=1,\n",
" instance_type=\"ml.g4dn.xlarge\"\n",
")\n"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "4f99632a-8cdd-4d08-8c6c-f030426cae7e",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# predictor.delete_model()\n",
"# predictor.delete_endpoint()"
]
},
{
"cell_type": "markdown",
"id": "cf65fa82-432e-42c3-a010-f0e99d0601f2",
"metadata": {},
"source": [
"### Request Inference Endpoint using the HuggingfacePredictor"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "ea2ab50a-82e9-415b-b033-e8dc6975c46d",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'vectors': [0.005078191868960857, -0.0036594511475414038, 0.016988741233944893, -0.0015786211006343365, 0.030203675851225853, 0.09331899881362915, -0.0235157310962677, 0.011795195750892162, 0.03421774506568909, -0.027907833456993103, -0.03260169178247452, 0.0679800882935524, 0.015223750844597816, 0.025948498398065567, -0.07854384928941727, -0.0023915462661534548, 0.10089637339115143, 0.0014981384156271815, -0.017778029665350914, 0.005812637507915497, 0.02445339597761631, -0.0710371807217598, 0.04755859822034836, 0.026360979303717613, -0.05716250091791153, -0.0940014198422432, 0.047949012368917465, 0.008600219152867794, 0.03297032043337822, -0.06984368711709976, -0.0552142858505249, -0.03234352916479111, -0.0003443364112172276, 0.012479404918849468, -0.07419367134571075, 0.08545409888029099, 0.019597113132476807, 0.005851477384567261, -0.08256848156452179, 0.010150186717510223, 0.028275227174162865, -0.0016121627995744348, 0.04174523428082466, -0.009756717830896378, 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0.05948572978377342, 0.09149560332298279, -0.009857898578047752, 0.004627745598554611, 0.03188807889819145, 0.062271688133478165, -0.0659433975815773, 0.0032127737067639828, -0.13898129761219025, 0.026403773576021194, 0.08804035186767578, -0.05001967027783394, 0.05326379835605621, -0.02196440100669861, 0.07656972110271454, 0.013867619447410107, -0.016544628888368607, -0.009327870793640614, 0.021883144974708557, -0.1560947597026825, -0.07534021139144897, -0.01896633207798004, 0.012034989893436432, -0.07331383228302002, -0.04332052916288376, -0.03353505954146385, 0.007872307673096657, 0.16191385686397552, -0.058967869728803635, 0.024201923981308937, 0.011731469072401524, -0.002475024200975895, -0.060298558324575424, -0.023722389712929726, -0.04882300645112991, 0.000707246595993638, -0.018090907484292984, 0.07239993661642075, 0.07933493703603745, 0.054174549877643585, -0.03342485427856445, -0.007864750921726227, 0.06494550406932831, -0.08771026879549026, 1.13459770849573e-33, 0.06040865182876587, 0.006845973432064056, -0.09519106149673462, -0.004926742985844612, 0.02894597128033638, -0.0077415574342012405, -0.05669841915369034, -0.034497782588005066, 0.09411472827196121, 0.0011957630049437284, -0.03672650456428528, 0.023257385939359665, -0.029259465634822845, -0.004881837405264378, -0.034621454775333405, -0.1123257502913475, 0.041878167539834976, 0.01935793086886406, 0.019774673506617546, 0.0033800536766648293, 0.04810955002903938, -0.043293364346027374, -0.019849350675940514, -0.024460462853312492, 0.011674574576318264, 0.028871286660432816, -0.04594291001558304, -0.009591681882739067, -0.020649896934628487, -0.0767439752817154, 0.06008455529808998, -0.07102784514427185, -0.03325150907039642, -0.07066744565963745, -0.07285013049840927, 0.06852841377258301, 0.032675426453351974, -0.015307767316699028, -0.03120141103863716, -0.0008060619584284723, -0.012935955077409744, 0.01687614619731903, 0.010606919415295124, 0.05316408351063728, -0.016209596768021584, 0.05059502646327019, -0.016619250178337097, -0.003106643445789814, -0.09400973469018936, 0.02362005040049553, -0.1493453085422516, 0.03363995999097824, -0.013002770021557808, -0.0411999374628067, -0.03762894868850708, 0.01735512912273407, -0.02544626034796238, -0.015723178163170815, 0.007998578250408173, 0.04340173304080963, 0.006307568401098251, -0.031614888459444046, -0.03868135064840317, -0.11168476939201355, 0.04688170179724693, 0.02938792295753956, 0.007106451783329248, -0.023254472762346268, 0.006188348866999149, 0.032097551971673965, 0.02284681424498558, -0.020912854000926018, -0.016115304082632065, 0.006232560612261295, -0.06727242469787598, 0.0027730280999094248, -0.04707656428217888, -0.03735049441456795, 0.026144297793507576, -0.013619091361761093, -0.005712081212550402, -0.04333459213376045, -0.008567489683628082, -0.0026371825952082872, -0.04714951291680336, 0.1506747603416443, 0.060538701713085175, 0.015910591930150986, 0.0021603393834084272, 0.09120813012123108, 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0.021030694246292114, 0.033589065074920654, 0.014452814124524593, 0.030615368857979774, 0.13622330129146576, 0.0162414088845253, 0.07696809619665146, 0.10586545616388321, 0.06321518868207932, -0.06497083604335785, 0.0035124991554766893, 0.03836303576827049, -0.049263447523117065, -0.0939357802271843, 0.04310446232557297, 0.047002870589494705, 0.02352922037243843, 0.06475073844194412, 0.12606267631053925, -0.03936544433236122, 0.0033126939088106155, -0.005963532254099846, 0.01087606605142355, -0.006803632713854313, 0.05783495306968689]}\n"
]
}
],
"source": [
"data = {\n",
" \"inputs\": \"the mesmerizing performances of the leads keep the film grounded and keep the audience riveted .\",\n",
"}\n",
"\n",
"res = predictor.predict(data=data)\n",
"print(res)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "a2eb820d-63f5-44b2-8b1e-673e4a485a13",
"metadata": {
"tags": []
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "5746cafb-11d1-4551-9420-bc184125bcff",
"metadata": {},
"source": [
"## Run inference batch"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "d05556b3-6473-4c4c-9786-a0c1dcf948fb",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"df = pd.read_csv('/root/experience_summaries.csv', header=0)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "2ad13599-1bef-4af5-8b78-8a84f4e5a41e",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SUM lengths: 68717\n",
"MAX length: 1977\n",
"Vector batch complete: 53 seconds. 3 vectors/s\n"
]
}
],
"source": [
"# compute 150 embeddings\n",
"inputs = df.iloc[0:150]['summary']\n",
"lengths = inputs.str.len()\n",
"\n",
"print(f\"SUM lengths: {lengths.sum()}\")\n",
"print(f\"MAX length: {lengths.max()}\")\n",
"start_time = time.perf_counter()\n",
"\n",
"res = predictor.predict({\n",
" \"inputs\": inputs.to_list()\n",
"})\n",
"\n",
"batch_time = time.perf_counter() - start_time\n",
"print(f\"Vector batch complete: {batch_time:.0f} seconds. {len(inputs)/batch_time:.0f} vectors/s\")\n"
]
},
{
"cell_type": "markdown",
"id": "6b48c295-eda5-409c-a044-3375e298b6fd",
"metadata": {},
"source": [
"## Try locally with sentence_transformers"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "3febbca2-f7b5-4e46-b451-d9125b4e09af",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: transformers==4.16.2 in /opt/conda/lib/python3.8/site-packages (4.16.2)\n",
"Requirement already satisfied: sentence_transformers in /opt/conda/lib/python3.8/site-packages (2.2.2)\n",
"Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.8/site-packages (from transformers==4.16.2) (21.3)\n",
"Requirement already satisfied: regex!=2019.12.17 in /opt/conda/lib/python3.8/site-packages (from transformers==4.16.2) (2023.5.5)\n",
"Requirement already satisfied: requests in /opt/conda/lib/python3.8/site-packages (from transformers==4.16.2) (2.27.1)\n",
"Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.8/site-packages (from transformers==4.16.2) (1.22.2)\n",
"Requirement already satisfied: pyyaml>=5.1 in /opt/conda/lib/python3.8/site-packages (from transformers==4.16.2) (5.4.1)\n",
"Requirement already satisfied: tqdm>=4.27 in /opt/conda/lib/python3.8/site-packages (from transformers==4.16.2) (4.62.3)\n",
"Requirement already satisfied: sacremoses in /opt/conda/lib/python3.8/site-packages (from transformers==4.16.2) (0.0.53)\n",
"Requirement already satisfied: filelock in /opt/conda/lib/python3.8/site-packages (from transformers==4.16.2) (3.12.0)\n",
"Requirement already satisfied: tokenizers!=0.11.3,>=0.10.1 in /opt/conda/lib/python3.8/site-packages (from transformers==4.16.2) (0.13.3)\n",
"Requirement already satisfied: huggingface-hub<1.0,>=0.1.0 in /opt/conda/lib/python3.8/site-packages (from transformers==4.16.2) (0.14.1)\n",
"Requirement already satisfied: torch>=1.6.0 in /opt/conda/lib/python3.8/site-packages (from sentence_transformers) (1.10.2+cu113)\n",
"Requirement already satisfied: scipy in /opt/conda/lib/python3.8/site-packages (from sentence_transformers) (1.8.0)\n",
"Requirement already satisfied: scikit-learn in /opt/conda/lib/python3.8/site-packages (from sentence_transformers) (1.0.2)\n",
"Requirement already satisfied: nltk in /opt/conda/lib/python3.8/site-packages (from sentence_transformers) (3.8.1)\n",
"Requirement already satisfied: torchvision in /opt/conda/lib/python3.8/site-packages (from sentence_transformers) (0.11.3)\n",
"Requirement already satisfied: sentencepiece in /opt/conda/lib/python3.8/site-packages (from sentence_transformers) (0.1.99)\n",
"Requirement already satisfied: typing-extensions>=3.7.4.3 in /opt/conda/lib/python3.8/site-packages (from huggingface-hub<1.0,>=0.1.0->transformers==4.16.2) (4.1.1)\n",
"Requirement already satisfied: fsspec in /opt/conda/lib/python3.8/site-packages (from huggingface-hub<1.0,>=0.1.0->transformers==4.16.2) (2022.2.0)\n",
"Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/conda/lib/python3.8/site-packages (from packaging>=20.0->transformers==4.16.2) (3.0.7)\n",
"Requirement already satisfied: joblib in /opt/conda/lib/python3.8/site-packages (from nltk->sentence_transformers) (1.1.0)\n",
"Requirement already satisfied: click in /opt/conda/lib/python3.8/site-packages (from nltk->sentence_transformers) (8.0.4)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.8/site-packages (from requests->transformers==4.16.2) (2021.10.8)\n",
"Requirement already satisfied: urllib3<1.27,>=1.21.1 in /opt/conda/lib/python3.8/site-packages (from requests->transformers==4.16.2) (1.26.7)\n",
"Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.8/site-packages (from requests->transformers==4.16.2) (3.3)\n",
"Requirement already satisfied: charset-normalizer~=2.0.0 in /opt/conda/lib/python3.8/site-packages (from requests->transformers==4.16.2) (2.0.4)\n",
"Requirement already satisfied: six in /opt/conda/lib/python3.8/site-packages (from sacremoses->transformers==4.16.2) (1.16.0)\n",
"Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.8/site-packages (from scikit-learn->sentence_transformers) (2.2.0)\n",
"Requirement already satisfied: pillow!=8.3.0,>=5.3.0 in /opt/conda/lib/python3.8/site-packages (from torchvision->sentence_transformers) (9.0.1)\n",
"\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
"\u001b[0m"
]
}
],
"source": [
"!pip install transformers==4.16.2 sentence_transformers "
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "7f720abc-9dd4-4bb6-b7ca-2e47679945b7",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"from sentence_transformers import SentenceTransformer\n",
"import torch"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "a8cae7e4-e87f-4e28-95d4-255dce171ab0",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"torch.cuda.is_available()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "500939d3-2bf6-4311-8aae-ad243460fc92",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"1"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"torch.cuda.device_count()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "2d1bcd45-acf7-448a-a44e-2979803c128f",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"'Tesla T4'"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"torch.cuda.get_device_name(0)"
]
},
{
"cell_type": "markdown",
"id": "479933bc-6ab9-455c-b9e3-0441f958726f",
"metadata": {},
"source": [
"### with CPU"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "ffc55a15-c5e7-493b-95a6-4747b24f97ba",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:sentence_transformers.SentenceTransformer:Load pretrained SentenceTransformer: all-MiniLM-L6-v2\n"
]
}
],
"source": [
"t = SentenceTransformer('all-MiniLM-L6-v2', device='cpu')"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "62e7c0a5-ff6a-4bdc-9c91-5247564e2232",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def build_vectors(t, df):\n",
" inputs = df['summary'].tolist()\n",
" \n",
" start_time = time.perf_counter()\n",
" t.encode(inputs, show_progress_bar=False).tolist()\n",
" batch_time = time.perf_counter() - start_time\n",
" print(f\"Vector batch complete: {batch_time:.0f} seconds. {len(df)/batch_time:.0f} vectors/s\")\n",
" return df\n"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "69f21567-209e-4301-a3f3-759671ae3763",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"df = pd.read_csv('/root/experience_summaries.csv', header=0)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "c89b7695-8970-4f2f-8a81-bd7b70af8ee5",
"metadata": {
"tags": []
},
"outputs": [
{
"name": "stdout",
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"text": [
"Vector batch complete: 4 seconds. 40 vectors/s\n"
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],
"source": [
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]
},
{
"cell_type": "markdown",
"id": "27d470c0-0065-40ca-bc65-6833a63749d5",
"metadata": {},
"source": [
"### with GPU"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "3d3b8c11-6566-4b75-b657-fa40e6f08ca8",
"metadata": {
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},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:sentence_transformers.SentenceTransformer:Load pretrained SentenceTransformer: all-MiniLM-L6-v2\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Vector batch complete: 2 seconds. 814 vectors/s\n"
]
},
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"source": [
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{
"cell_type": "code",
"execution_count": null,
"id": "5b6e94b2-db19-4a6b-95a2-7475512b3140",
"metadata": {},
"outputs": [],
"source": [
"# ml.g4dn.xlarge (CPU): 50 vectors/sec\n",
"# ml.g4dn.xlarge (Tesla T4 one a time): 100 vectors/sec\n",
"# ml.g4dn.xlarge (Tesla T4): 810 vectors/sec"
]
}
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