01_Setup_Dependencies.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setup All Workshop Dependencies\n",
    "\n",
    "## _Note:  This Notebook Will Take A Few Minutes To Complete._\n",
    "\n",
    "## _Please Be Patient._\n",
    "\n",
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s below. <==_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python 3.7.10\n"
     ]
    }
   ],
   "source": [
    "!python --version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "svmem(total=32877658112, available=30756737024, percent=6.5, used=1710014464, free=14275395584, active=1003106304, inactive=15592230912, buffers=2768896, cached=16889479168, shared=839680, slab=1507835904)\n"
     ]
    }
   ],
   "source": [
    "import psutil\n",
    "\n",
    "notebook_memory = psutil.virtual_memory()\n",
    "print(notebook_memory)\n",
    "\n",
    "if notebook_memory.total < 32 * 1000 * 1000 * 1000:\n",
    "    print('*******************************************')    \n",
    "    print('YOU ARE NOT USING THE CORRECT INSTANCE TYPE')\n",
    "    print('PLEASE CHANGE INSTANCE TYPE TO  m5.2xlarge ')\n",
    "    print('*******************************************')\n",
    "else:\n",
    "    correct_instance_type=True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "    <div class='gm-discovery-wrapper' id='gm-discovery-widget-fc014b07-1416-46ce-b4fe-c9023b70affa'>        <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' 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data-commandlinker-command='sagemaker-datawrangler-discovery:close-button-click' data-commandlinker-args='{&quot;widgetId&quot;: &quot;gm-discovery-widget-fc014b07-1416-46ce-b4fe-c9023b70affa&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-fc014b07-1416-46ce-b4fe-c9023b70affa&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-fc014b07-1416-46ce-b4fe-c9023b70affa&quot;}'>Don't show again</div>                </div>            </div>        </div>        <div class='gm-discovery-error'/>    </div>"
      ],
      "text/plain": [
       "<__main__.DiscoveryWidget at 0x7f64ff7d7dd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import boto3\n",
    "import sagemaker\n",
    "\n",
    "sess = sagemaker.Session()\n",
    "bucket = sess.default_bucket()\n",
    "region = boto3.Session().region_name"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SageMaker\n",
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s below. <==_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\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 --disable-pip-version-check -q sagemaker==2.136.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\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 --disable-pip-version-check -q sagemaker-experiments==0.1.28"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s above. <==_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PyTorch\n",
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s below. <==_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: torch==1.13.1 in /opt/conda/lib/python3.7/site-packages (1.13.1)\n",
      "Requirement already satisfied: torchdata==0.5.1 in /opt/conda/lib/python3.7/site-packages (0.5.1)\n",
      "Requirement already satisfied: nvidia-cuda-runtime-cu11==11.7.99 in /opt/conda/lib/python3.7/site-packages (from torch==1.13.1) (11.7.99)\n",
      "Requirement already satisfied: nvidia-cudnn-cu11==8.5.0.96 in /opt/conda/lib/python3.7/site-packages (from torch==1.13.1) (8.5.0.96)\n",
      "Requirement already satisfied: nvidia-cublas-cu11==11.10.3.66 in /opt/conda/lib/python3.7/site-packages (from torch==1.13.1) (11.10.3.66)\n",
      "Requirement already satisfied: typing-extensions in /opt/conda/lib/python3.7/site-packages (from torch==1.13.1) (4.5.0)\n",
      "Requirement already satisfied: nvidia-cuda-nvrtc-cu11==11.7.99 in /opt/conda/lib/python3.7/site-packages (from torch==1.13.1) (11.7.99)\n",
      "Requirement already satisfied: urllib3>=1.25 in /opt/conda/lib/python3.7/site-packages (from torchdata==0.5.1) (1.26.15)\n",
      "Requirement already satisfied: requests in /opt/conda/lib/python3.7/site-packages (from torchdata==0.5.1) (2.28.2)\n",
      "Requirement already satisfied: portalocker>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from torchdata==0.5.1) (2.7.0)\n",
      "Requirement already satisfied: wheel in /opt/conda/lib/python3.7/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch==1.13.1) (0.40.0)\n",
      "Requirement already satisfied: setuptools in /opt/conda/lib/python3.7/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch==1.13.1) (59.3.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests->torchdata==0.5.1) (2022.12.7)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests->torchdata==0.5.1) (2.8)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.7/site-packages (from requests->torchdata==0.5.1) (2.0.4)\n",
      "^C\n",
      "\u001b[31mERROR: Operation cancelled by user\u001b[0m\u001b[31m\n",
      "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install --disable-pip-version-check torch==1.13.1 torchdata==0.5.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s above. <==_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Hugging Face Transformers\n",
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s below. <==_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\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 --disable-pip-version-check -q \\\n",
    "    transformers==4.27.2 \\\n",
    "    datasets==2.9.0 \\\n",
    "    accelerate==0.17.0 \\\n",
    "    promptsource==0.2.3 \\\n",
    "    evaluate==0.4.0 \\\n",
    "    trl==0.4.1 \\\n",
    "    rouge_score==0.1.2 \\\n",
    "    loralib==0.1.1\n",
    "#    evaluate[evaluator] \\\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting git+https://github.com/huggingface/peft.git\n",
      "  Cloning https://github.com/huggingface/peft.git to /tmp/pip-req-build-79u6c83f\n",
      "  Running command git clone --filter=blob:none --quiet https://github.com/huggingface/peft.git /tmp/pip-req-build-79u6c83f\n",
      "  Resolved https://github.com/huggingface/peft.git to commit 34027fe813756897767b9a6f19ae7f1c4c7b418c\n",
      "  Installing build dependencies ... \u001b[?25l|^C\n",
      "\u001b[?25h  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hcanceled\n",
      "\u001b[31mERROR: Operation cancelled by user\u001b[0m\u001b[31m\n",
      "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install git+https://github.com/huggingface/peft.git"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting git+https://github.com/lvwerra/trl.git\n",
      "  Cloning https://github.com/lvwerra/trl.git to /tmp/pip-req-build-nf76vyw7\n",
      "  Running command git clone --filter=blob:none --quiet https://github.com/lvwerra/trl.git /tmp/pip-req-build-nf76vyw7\n",
      "  Resolved https://github.com/lvwerra/trl.git to commit ce37eadcfa22f2a3c25422411a586b8f593e3e6e\n",
      "  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25hRequirement already satisfied: torch>=1.4.0 in /opt/conda/lib/python3.7/site-packages (from trl==0.4.2.dev0) (1.13.1)\n",
      "Requirement already satisfied: transformers>=4.18.0 in /opt/conda/lib/python3.7/site-packages (from trl==0.4.2.dev0) (4.27.2)\n",
      "Requirement already satisfied: numpy>=1.18.2 in /opt/conda/lib/python3.7/site-packages (from trl==0.4.2.dev0) (1.21.6)\n",
      "Requirement already satisfied: accelerate in /opt/conda/lib/python3.7/site-packages (from trl==0.4.2.dev0) (0.17.0)\n",
      "Requirement already satisfied: datasets in /opt/conda/lib/python3.7/site-packages (from trl==0.4.2.dev0) (2.9.0)\n",
      "Requirement already satisfied: nvidia-cublas-cu11==11.10.3.66 in /opt/conda/lib/python3.7/site-packages (from torch>=1.4.0->trl==0.4.2.dev0) (11.10.3.66)\n",
      "Requirement already satisfied: nvidia-cudnn-cu11==8.5.0.96 in /opt/conda/lib/python3.7/site-packages (from torch>=1.4.0->trl==0.4.2.dev0) (8.5.0.96)\n",
      "Requirement already satisfied: typing-extensions in /opt/conda/lib/python3.7/site-packages (from torch>=1.4.0->trl==0.4.2.dev0) (4.5.0)\n",
      "Requirement already satisfied: nvidia-cuda-nvrtc-cu11==11.7.99 in /opt/conda/lib/python3.7/site-packages (from torch>=1.4.0->trl==0.4.2.dev0) (11.7.99)\n",
      "Requirement already satisfied: nvidia-cuda-runtime-cu11==11.7.99 in /opt/conda/lib/python3.7/site-packages (from torch>=1.4.0->trl==0.4.2.dev0) (11.7.99)\n",
      "Requirement already satisfied: setuptools in /opt/conda/lib/python3.7/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch>=1.4.0->trl==0.4.2.dev0) (59.3.0)\n",
      "Requirement already satisfied: wheel in /opt/conda/lib/python3.7/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch>=1.4.0->trl==0.4.2.dev0) (0.40.0)\n",
      "Requirement already satisfied: tqdm>=4.27 in /opt/conda/lib/python3.7/site-packages (from transformers>=4.18.0->trl==0.4.2.dev0) (4.65.0)\n",
      "Requirement already satisfied: pyyaml>=5.1 in /opt/conda/lib/python3.7/site-packages (from transformers>=4.18.0->trl==0.4.2.dev0) (6.0)\n",
      "Requirement already satisfied: tokenizers!=0.11.3,<0.14,>=0.11.1 in /opt/conda/lib/python3.7/site-packages (from transformers>=4.18.0->trl==0.4.2.dev0) (0.13.3)\n",
      "Requirement already satisfied: regex!=2019.12.17 in /opt/conda/lib/python3.7/site-packages (from transformers>=4.18.0->trl==0.4.2.dev0) (2022.10.31)\n",
      "Requirement already satisfied: importlib-metadata in /opt/conda/lib/python3.7/site-packages (from transformers>=4.18.0->trl==0.4.2.dev0) (4.13.0)\n",
      "Requirement already satisfied: filelock in /opt/conda/lib/python3.7/site-packages (from transformers>=4.18.0->trl==0.4.2.dev0) (3.12.0)\n",
      "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from transformers>=4.18.0->trl==0.4.2.dev0) (23.1)\n",
      "Requirement already satisfied: requests in /opt/conda/lib/python3.7/site-packages (from transformers>=4.18.0->trl==0.4.2.dev0) (2.28.2)\n",
      "Requirement already satisfied: huggingface-hub<1.0,>=0.11.0 in /opt/conda/lib/python3.7/site-packages (from transformers>=4.18.0->trl==0.4.2.dev0) (0.13.4)\n",
      "Requirement already satisfied: psutil in /opt/conda/lib/python3.7/site-packages (from accelerate->trl==0.4.2.dev0) (5.6.7)\n",
      "Requirement already satisfied: aiohttp in /opt/conda/lib/python3.7/site-packages (from datasets->trl==0.4.2.dev0) (3.8.4)\n",
      "Requirement already satisfied: fsspec[http]>=2021.11.1 in /opt/conda/lib/python3.7/site-packages (from datasets->trl==0.4.2.dev0) (2023.1.0)\n",
      "Requirement already satisfied: dill<0.3.7 in /opt/conda/lib/python3.7/site-packages (from datasets->trl==0.4.2.dev0) (0.3.6)\n",
      "Requirement already satisfied: pandas in /opt/conda/lib/python3.7/site-packages (from datasets->trl==0.4.2.dev0) (1.3.5)\n",
      "Requirement already satisfied: xxhash in /opt/conda/lib/python3.7/site-packages (from datasets->trl==0.4.2.dev0) (3.2.0)\n",
      "Requirement already satisfied: responses<0.19 in /opt/conda/lib/python3.7/site-packages (from datasets->trl==0.4.2.dev0) (0.18.0)\n",
      "Requirement already satisfied: multiprocess in /opt/conda/lib/python3.7/site-packages (from datasets->trl==0.4.2.dev0) (0.70.14)\n",
      "Requirement already satisfied: pyarrow>=6.0.0 in /opt/conda/lib/python3.7/site-packages (from datasets->trl==0.4.2.dev0) (11.0.0)\n",
      "Requirement already satisfied: charset-normalizer<4.0,>=2.0 in /opt/conda/lib/python3.7/site-packages (from aiohttp->datasets->trl==0.4.2.dev0) (2.0.4)\n",
      "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /opt/conda/lib/python3.7/site-packages (from aiohttp->datasets->trl==0.4.2.dev0) (4.0.2)\n",
      "Requirement already satisfied: multidict<7.0,>=4.5 in /opt/conda/lib/python3.7/site-packages (from aiohttp->datasets->trl==0.4.2.dev0) (6.0.4)\n",
      "Requirement already satisfied: yarl<2.0,>=1.0 in /opt/conda/lib/python3.7/site-packages (from aiohttp->datasets->trl==0.4.2.dev0) (1.8.2)\n",
      "Requirement already satisfied: aiosignal>=1.1.2 in /opt/conda/lib/python3.7/site-packages (from aiohttp->datasets->trl==0.4.2.dev0) (1.3.1)\n",
      "Requirement already satisfied: frozenlist>=1.1.1 in /opt/conda/lib/python3.7/site-packages (from aiohttp->datasets->trl==0.4.2.dev0) (1.3.3)\n",
      "Requirement already satisfied: asynctest==0.13.0 in /opt/conda/lib/python3.7/site-packages (from aiohttp->datasets->trl==0.4.2.dev0) (0.13.0)\n",
      "Requirement already satisfied: attrs>=17.3.0 in /opt/conda/lib/python3.7/site-packages (from aiohttp->datasets->trl==0.4.2.dev0) (22.2.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests->transformers>=4.18.0->trl==0.4.2.dev0) (2022.12.7)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from requests->transformers>=4.18.0->trl==0.4.2.dev0) (1.26.15)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests->transformers>=4.18.0->trl==0.4.2.dev0) (2.8)\n",
      "Requirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata->transformers>=4.18.0->trl==0.4.2.dev0) (3.15.0)\n",
      "Requirement already satisfied: python-dateutil>=2.7.3 in /opt/conda/lib/python3.7/site-packages (from pandas->datasets->trl==0.4.2.dev0) (2.8.2)\n",
      "Requirement already satisfied: pytz>=2017.3 in /opt/conda/lib/python3.7/site-packages (from pandas->datasets->trl==0.4.2.dev0) (2019.3)\n",
      "Requirement already satisfied: six>=1.5 in /opt/conda/lib/python3.7/site-packages (from python-dateutil>=2.7.3->pandas->datasets->trl==0.4.2.dev0) (1.14.0)\n",
      "Building wheels for collected packages: trl\n",
      "  Building wheel for trl (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for trl: filename=trl-0.4.2.dev0-py3-none-any.whl size=54216 sha256=76f472084b62de42da83b51175baa30b4bebd266f8a44534117835eb57e2f788\n",
      "  Stored in directory: /tmp/pip-ephem-wheel-cache-zqftuq4k/wheels/ca/6e/f4/b183ecbed483efdcd2041a8021ce7bcb9f7b09c74bff5bb00a\n",
      "Successfully built trl\n",
      "Installing collected packages: trl\n",
      "  Attempting uninstall: trl\n",
      "    Found existing installation: trl 0.4.1\n",
      "    Uninstalling trl-0.4.1:\n",
      "      Successfully uninstalled trl-0.4.1\n",
      "Successfully installed trl-0.4.2.dev0\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 git+https://github.com/lvwerra/trl.git"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s above. <==_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Ray\n",
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s below. <==_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\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 --disable-pip-version-check -q ray==2.3.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s above. <==_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PyAthena\n",
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s below. <==_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\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 --disable-pip-version-check -q PyAthena==2.1.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s above. <==_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Redshift\n",
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s below. <==_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\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\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 --disable-pip-version-check -q SQLAlchemy==1.3.23\n",
    "!pip install --disable-pip-version-check -q psycopg2-binary==2.9.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s above. <==_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Zip\n",
    "## _==> Please ignore all WARNINGs and ERRORs from the `conda install`'s below. <==_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting package metadata (current_repodata.json): ...working... done\n",
      "Solving environment: ...working... done\n",
      "\n",
      "# All requested packages already installed.\n",
      "\n",
      "Retrieving notices: ...working... done\n",
      "\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%conda install -q -y zip"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib\n",
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s below. <==_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\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 --disable-pip-version-check -q matplotlib==3.1.3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s above. <==_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Seaborn\n",
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s below. <==_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\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 --disable-pip-version-check -q seaborn==0.10.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s above. <==_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scikit-Learn\n",
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s below. <==_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\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 --disable-pip-version-check -q scikit-learn==0.23.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s above. <==_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "arn:aws:iam::079002598131:role/service-role/AmazonSageMaker-ExecutionRole-20220804T150518\n",
      "Stored 'role' (str)\n"
     ]
    }
   ],
   "source": [
    "import sagemaker\n",
    "\n",
    "try:\n",
    "    role = sagemaker.get_execution_role()\n",
    "    print(role)\n",
    "except:\n",
    "    #role='<SAGEMAKER_EXECUTION_ROLE_NAME>' # ie. arn:aws:iam::<ACCOUNT_ID>:role/service-role/AmazonSageMaker-ExecutionRole-XXXXXXXXXXXX\n",
    "    print('If there is an exception, please set the role directly by uncommenting the \"role=...\" line above.')\n",
    "    pass\n",
    "\n",
    "%store role"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Summarize Python Dependencies\n",
    "## _==> Please ignore all WARNINGs and ERRORs from the `pip install`'s below. <==_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python 3.7.10\n"
     ]
    }
   ],
   "source": [
    "!python --version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Package                              Version\n",
      "------------------------------------ -----------------\n",
      "absl-py                              1.4.0\n",
      "accelerate                           0.17.0\n",
      "aiobotocore                          2.4.2\n",
      "aiohttp                              3.8.4\n",
      "aioitertools                         0.11.0\n",
      "aiosignal                            1.3.1\n",
      "alabaster                            0.7.12\n",
      "altair                               4.2.2\n",
      "anaconda-client                      1.7.2\n",
      "anaconda-project                     0.8.3\n",
      "ansi2html                            1.8.0\n",
      "anyio                                3.6.2\n",
      "argh                                 0.26.2\n",
      "argon2-cffi                          21.3.0\n",
      "argon2-cffi-bindings                 21.2.0\n",
      "asn1crypto                           1.3.0\n",
      "astor                                0.8.1\n",
      "astroid                              2.15.2\n",
      "astropy                              4.3.1\n",
      "async-timeout                        4.0.2\n",
      "asynctest                            0.13.0\n",
      "atomicwrites                         1.3.0\n",
      "attrs                                22.2.0\n",
      "autopep8                             1.4.4\n",
      "autovizwidget                        0.20.5\n",
      "awscli                               1.27.111\n",
      "Babel                                2.12.1\n",
      "backcall                             0.1.0\n",
      "backports.shutil-get-terminal-size   1.0.0\n",
      "backports.zoneinfo                   0.2.1\n",
      "base58                               2.1.1\n",
      "beautifulsoup4                       4.8.2\n",
      "bitarray                             1.2.1\n",
      "bkcharts                             0.2\n",
      "black                                21.12b0\n",
      "bleach                               6.0.0\n",
      "blinker                              1.6.2\n",
      "bokeh                                1.4.0\n",
      "boto                                 2.49.0\n",
      "boto3                                1.26.111\n",
      "botocore                             1.29.111\n",
      "Bottleneck                           1.3.2\n",
      "Brotli                               1.0.9\n",
      "brotlipy                             0.7.0\n",
      "cached-property                      1.5.2\n",
      "cachetools                           5.3.0\n",
      "certifi                              2022.12.7\n",
      "cffi                                 1.15.0\n",
      "chardet                              3.0.4\n",
      "charset-normalizer                   2.0.4\n",
      "click                                7.1.2\n",
      "cloudpickle                          2.2.1\n",
      "clyent                               1.2.2\n",
      "colorama                             0.4.3\n",
      "conda                                22.9.0\n",
      "conda-package-handling               1.8.1\n",
      "contextlib2                          0.6.0.post1\n",
      "cryptography                         40.0.1\n",
      "cycler                               0.10.0\n",
      "Cython                               0.29.15\n",
      "cytoolz                              0.10.1\n",
      "dash                                 2.9.2\n",
      "dash-core-components                 2.0.0\n",
      "dash-html-components                 2.0.0\n",
      "dash-table                           5.0.0\n",
      "dask                                 2022.2.0\n",
      "datasets                             2.9.0\n",
      "decorator                            4.4.1\n",
      "defusedxml                           0.6.0\n",
      "diff-match-patch                     20181111\n",
      "dill                                 0.3.6\n",
      "distlib                              0.3.6\n",
      "distributed                          2022.2.0\n",
      "distro                               1.8.0\n",
      "docker                               6.0.1\n",
      "docker-compose                       1.29.2\n",
      "dockerpty                            0.4.1\n",
      "docopt                               0.6.2\n",
      "docutils                             0.16\n",
      "dparse                               0.6.2\n",
      "entrypoints                          0.3\n",
      "et-xmlfile                           1.0.1\n",
      "evaluate                             0.4.0\n",
      "fastcache                            1.1.0\n",
      "fastjsonschema                       2.16.3\n",
      "filelock                             3.12.0\n",
      "flake8                               3.7.9\n",
      "Flask                                1.1.1\n",
      "frozenlist                           1.3.3\n",
      "fsspec                               2023.1.0\n",
      "future                               0.18.2\n",
      "gevent                               1.4.0\n",
      "gitdb                                4.0.10\n",
      "GitPython                            3.1.31\n",
      "glob2                                0.7\n",
      "gmpy2                                2.0.8\n",
      "google-pasta                         0.2.0\n",
      "greenlet                             0.4.15\n",
      "grpcio                               1.54.0\n",
      "h5py                                 2.10.0\n",
      "hdijupyterutils                      0.20.5\n",
      "HeapDict                             1.0.1\n",
      "html5lib                             1.0.1\n",
      "huggingface-hub                      0.13.4\n",
      "hypothesis                           5.5.4\n",
      "idna                                 2.8\n",
      "imageio                              2.6.1\n",
      "imagesize                            1.2.0\n",
      "importlib-metadata                   4.13.0\n",
      "inflate64                            0.3.1\n",
      "intervaltree                         3.0.2\n",
      "ipykernel                            5.1.4\n",
      "ipython                              7.34.0\n",
      "ipython_genutils                     0.2.0\n",
      "ipywidgets                           7.5.1\n",
      "isort                                5.8.0\n",
      "itsdangerous                         1.1.0\n",
      "jdcal                                1.4.1\n",
      "jedi                                 0.18.2\n",
      "jeepney                              0.4.2\n",
      "Jinja2                               3.1.2\n",
      "jmespath                             1.0.1\n",
      "joblib                               1.2.0\n",
      "json5                                0.9.1\n",
      "jsonschema                           3.2.0\n",
      "jupyter                              1.0.0\n",
      "jupyter_client                       7.4.9\n",
      "jupyter-console                      6.1.0\n",
      "jupyter_core                         4.12.0\n",
      "jupyter-dash                         0.4.2\n",
      "jupyter-server                       1.23.6\n",
      "jupyterlab                           1.2.21\n",
      "jupyterlab-pygments                  0.2.2\n",
      "jupyterlab-server                    1.0.6\n",
      "keyring                              21.1.0\n",
      "kiwisolver                           1.1.0\n",
      "lazy-object-proxy                    1.4.3\n",
      "libarchive-c                         2.8\n",
      "lief                                 0.9.0\n",
      "llvmlite                             0.39.1\n",
      "locket                               0.2.0\n",
      "loralib                              0.1.1\n",
      "lxml                                 4.9.2\n",
      "MarkupSafe                           2.1.2\n",
      "matplotlib                           3.1.3\n",
      "matplotlib-inline                    0.1.6\n",
      "mccabe                               0.6.1\n",
      "mistune                              0.8.4\n",
      "mkl-fft                              1.0.15\n",
      "mkl-random                           1.1.0\n",
      "mkl-service                          2.3.0\n",
      "mock                                 4.0.1\n",
      "more-itertools                       8.2.0\n",
      "mpmath                               1.1.0\n",
      "msgpack                              1.0.5\n",
      "multidict                            6.0.4\n",
      "multipledispatch                     0.6.0\n",
      "multiprocess                         0.70.14\n",
      "multivolumefile                      0.2.3\n",
      "mypy-extensions                      1.0.0\n",
      "nbclassic                            0.5.5\n",
      "nbclient                             0.7.3\n",
      "nbconvert                            6.5.4\n",
      "nbformat                             5.8.0\n",
      "nest-asyncio                         1.5.6\n",
      "networkx                             2.4\n",
      "nltk                                 3.8.1\n",
      "nose                                 1.3.7\n",
      "notebook                             6.5.4\n",
      "notebook_shim                        0.2.2\n",
      "numba                                0.56.4\n",
      "numexpr                              2.7.1\n",
      "numpy                                1.21.6\n",
      "numpydoc                             0.9.2\n",
      "nvidia-cublas-cu11                   11.10.3.66\n",
      "nvidia-cuda-nvrtc-cu11               11.7.99\n",
      "nvidia-cuda-runtime-cu11             11.7.99\n",
      "nvidia-cudnn-cu11                    8.5.0.96\n",
      "olefile                              0.46\n",
      "openpyxl                             3.0.3\n",
      "packaging                            23.1\n",
      "pandas                               1.3.5\n",
      "pandocfilters                        1.4.2\n",
      "parso                                0.8.3\n",
      "partd                                1.1.0\n",
      "path                                 13.1.0\n",
      "pathlib2                             2.3.5\n",
      "pathos                               0.3.0\n",
      "pathspec                             0.11.1\n",
      "pathtools                            0.1.2\n",
      "patsy                                0.5.1\n",
      "peft                                 0.3.0.dev0\n",
      "pep8                                 1.7.1\n",
      "pexpect                              4.8.0\n",
      "pickleshare                          0.7.5\n",
      "Pillow                               9.5.0\n",
      "pip                                  23.0.1\n",
      "pkginfo                              1.5.0.1\n",
      "platformdirs                         3.2.0\n",
      "plotly                               5.8.2\n",
      "pluggy                               0.13.1\n",
      "ply                                  3.11\n",
      "portalocker                          2.7.0\n",
      "pox                                  0.3.2\n",
      "ppft                                 1.7.6.6\n",
      "prometheus-client                    0.7.1\n",
      "prompt-toolkit                       3.0.3\n",
      "promptsource                         0.2.3\n",
      "protobuf                             3.20.3\n",
      "protobuf3-to-dict                    0.1.5\n",
      "psutil                               5.6.7\n",
      "psycopg2-binary                      2.9.1\n",
      "ptyprocess                           0.6.0\n",
      "pure-sasl                            0.6.2\n",
      "py                                   1.11.0\n",
      "py7zr                                0.20.5\n",
      "pyarrow                              11.0.0\n",
      "pyasn1                               0.4.8\n",
      "pyathena                             2.1.1\n",
      "pybcj                                1.0.1\n",
      "pycodestyle                          2.5.0\n",
      "pycosat                              0.6.3\n",
      "pycparser                            2.19\n",
      "pycryptodome                         3.17\n",
      "pycryptodomex                        3.17\n",
      "pycurl                               7.43.0.5\n",
      "pydeck                               0.8.1b0\n",
      "pydocstyle                           4.0.1\n",
      "pyerfa                               2.0.0.3\n",
      "pyflakes                             2.1.1\n",
      "pyfunctional                         1.4.3\n",
      "Pygments                             2.15.0\n",
      "PyHive                               0.6.5\n",
      "pykerberos                           1.2.1\n",
      "pylint                               2.17.2\n",
      "pyodbc                               4.0.0-unsupported\n",
      "pyOpenSSL                            23.1.1\n",
      "pyparsing                            2.4.6\n",
      "pyppmd                               1.0.0\n",
      "pyrsistent                           0.15.7\n",
      "PySocks                              1.7.1\n",
      "pytest                               5.3.5\n",
      "pytest-arraydiff                     0.3\n",
      "pytest-astropy                       0.8.0\n",
      "pytest-astropy-header                0.1.2\n",
      "pytest-doctestplus                   0.5.0\n",
      "pytest-openfiles                     0.4.0\n",
      "pytest-remotedata                    0.3.2\n",
      "python-dateutil                      2.8.2\n",
      "python-dotenv                        0.21.1\n",
      "python-jsonrpc-server                0.3.4\n",
      "python-language-server               0.31.7\n",
      "pytz                                 2019.3\n",
      "pytz-deprecation-shim                0.1.0.post0\n",
      "PyWavelets                           1.1.1\n",
      "pyxdg                                0.26\n",
      "PyYAML                               6.0\n",
      "pyzmq                                25.0.2\n",
      "pyzstd                               0.15.6\n",
      "QDarkStyle                           2.8\n",
      "QtAwesome                            0.6.1\n",
      "qtconsole                            4.6.0\n",
      "QtPy                                 1.9.0\n",
      "ray                                  2.3.0\n",
      "regex                                2022.10.31\n",
      "requests                             2.28.2\n",
      "requests-kerberos                    0.12.0\n",
      "responses                            0.18.0\n",
      "retrying                             1.3.4\n",
      "rope                                 0.16.0\n",
      "rouge-score                          0.1.2\n",
      "rsa                                  4.9\n",
      "Rtree                                0.9.3\n",
      "ruamel_yaml                          0.15.87\n",
      "s3fs                                 0.4.2\n",
      "s3transfer                           0.6.0\n",
      "sagemaker                            2.136.0\n",
      "sagemaker-data-insights              0.3.3\n",
      "sagemaker-datawrangler               0.3.9\n",
      "sagemaker-experiments                0.1.28\n",
      "sagemaker-scikit-learn-extension     2.5.0\n",
      "sagemaker-studio-analytics-extension 0.0.18\n",
      "sagemaker-studio-sparkmagic-lib      0.1.4\n",
      "sasl                                 0.3a1\n",
      "schema                               0.7.5\n",
      "scikit-image                         0.16.2\n",
      "scikit-learn                         0.23.1\n",
      "scipy                                1.4.1\n",
      "seaborn                              0.10.0\n",
      "SecretStorage                        3.1.2\n",
      "Send2Trash                           1.8.0\n",
      "setuptools                           59.3.0\n",
      "simplegeneric                        0.8.1\n",
      "singledispatch                       3.4.0.3\n",
      "six                                  1.14.0\n",
      "smclarify                            0.5\n",
      "smdebug-rulesconfig                  1.0.1\n",
      "smmap                                5.0.0\n",
      "sniffio                              1.3.0\n",
      "snowballstemmer                      2.0.0\n",
      "sortedcollections                    1.1.2\n",
      "sortedcontainers                     2.1.0\n",
      "soupsieve                            1.9.5\n",
      "sparkmagic                           0.20.4\n",
      "Sphinx                               2.4.0\n",
      "sphinxcontrib-applehelp              1.0.1\n",
      "sphinxcontrib-devhelp                1.0.1\n",
      "sphinxcontrib-htmlhelp               1.0.2\n",
      "sphinxcontrib-jsmath                 1.0.1\n",
      "sphinxcontrib-qthelp                 1.0.2\n",
      "sphinxcontrib-serializinghtml        1.1.3\n",
      "sphinxcontrib-websupport             1.2.0\n",
      "spyder                               4.0.1\n",
      "spyder-kernels                       1.8.1\n",
      "SQLAlchemy                           1.3.23\n",
      "statsmodels                          0.11.0\n",
      "streamlit                            0.82.0\n",
      "sympy                                1.5.1\n",
      "tables                               3.6.1\n",
      "tabulate                             0.9.0\n",
      "tblib                                1.6.0\n",
      "tenacity                             8.2.2\n",
      "terminado                            0.8.3\n",
      "testpath                             0.4.4\n",
      "texttable                            1.6.7\n",
      "threadpoolctl                        3.1.0\n",
      "thrift                               0.13.0\n",
      "thrift-sasl                          0.4.3\n",
      "tinycss2                             1.2.1\n",
      "tokenizers                           0.13.3\n",
      "toml                                 0.10.2\n",
      "tomli                                1.2.3\n",
      "tomlkit                              0.11.7\n",
      "toolz                                0.10.0\n",
      "torch                                1.13.1\n",
      "torchdata                            0.5.1\n",
      "tornado                              6.2\n",
      "tqdm                                 4.65.0\n",
      "traitlets                            5.9.0\n",
      "transformers                         4.27.2\n",
      "trl                                  0.4.2.dev0\n",
      "typed-ast                            1.5.4\n",
      "typing_extensions                    4.5.0\n",
      "tzdata                               2023.3\n",
      "tzlocal                              4.3\n",
      "ujson                                5.7.0\n",
      "unicodecsv                           0.14.1\n",
      "urllib3                              1.26.15\n",
      "validators                           0.20.0\n",
      "virtualenv                           20.21.0\n",
      "watchdog                             0.10.2\n",
      "wcwidth                              0.1.8\n",
      "webencodings                         0.5.1\n",
      "websocket-client                     0.59.0\n",
      "Werkzeug                             2.2.3\n",
      "wheel                                0.40.0\n",
      "widgetsnbextension                   3.5.1\n",
      "wrapt                                1.11.2\n",
      "wurlitzer                            2.0.0\n",
      "xlrd                                 1.2.0\n",
      "XlsxWriter                           1.2.7\n",
      "xlwt                                 1.3.0\n",
      "xxhash                               3.2.0\n",
      "yapf                                 0.28.0\n",
      "yarl                                 1.8.2\n",
      "zict                                 1.0.0\n",
      "zipp                                 3.15.0\n"
     ]
    }
   ],
   "source": [
    "!pip list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Setup Datasets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Copy Data From the Public S3 Bucket to our Private S3 Bucket in this Account\n",
    "As the full dataset is pretty large, let's just copy 3 files into our bucket to speed things up later. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "s3_public_path_tsv = \"s3://amazon-reviews-pds/tsv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "s3://sagemaker-us-east-1-079002598131/amazon-reviews-pds/tsv\n"
     ]
    }
   ],
   "source": [
    "s3_private_path_tsv = \"s3://{}/amazon-reviews-pds/tsv\".format(bucket)\n",
    "print(s3_private_path_tsv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "copy: s3://amazon-reviews-pds/tsv/amazon_reviews_us_Digital_Software_v1_00.tsv.gz to s3://sagemaker-us-east-1-079002598131/amazon-reviews-pds/tsv/amazon_reviews_us_Digital_Software_v1_00.tsv.gz\n",
      "copy: s3://amazon-reviews-pds/tsv/amazon_reviews_us_Digital_Video_Games_v1_00.tsv.gz to s3://sagemaker-us-east-1-079002598131/amazon-reviews-pds/tsv/amazon_reviews_us_Digital_Video_Games_v1_00.tsv.gz\n",
      "copy: s3://amazon-reviews-pds/tsv/amazon_reviews_us_Gift_Card_v1_00.tsv.gz to s3://sagemaker-us-east-1-079002598131/amazon-reviews-pds/tsv/amazon_reviews_us_Gift_Card_v1_00.tsv.gz\n"
     ]
    }
   ],
   "source": [
    "!aws s3 cp --recursive $s3_public_path_tsv/ $s3_private_path_tsv/ --exclude \"*\" --include \"amazon_reviews_us_Digital_Software_v1_00.tsv.gz\"\n",
    "!aws s3 cp --recursive $s3_public_path_tsv/ $s3_private_path_tsv/ --exclude \"*\" --include \"amazon_reviews_us_Digital_Video_Games_v1_00.tsv.gz\"\n",
    "!aws s3 cp --recursive $s3_public_path_tsv/ $s3_private_path_tsv/ --exclude \"*\" --include \"amazon_reviews_us_Gift_Card_v1_00.tsv.gz\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored 's3_public_path_tsv' (str)\n"
     ]
    }
   ],
   "source": [
    "%store s3_public_path_tsv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored 's3_private_path_tsv' (str)\n"
     ]
    }
   ],
   "source": [
    "%store s3_private_path_tsv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Summarize Datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-04-19 06:41:18   18997559 amazon-reviews-pds/tsv/amazon_reviews_us_Digital_Software_v1_00.tsv.gz\n",
      "2023-04-19 06:41:19   27442648 amazon-reviews-pds/tsv/amazon_reviews_us_Digital_Video_Games_v1_00.tsv.gz\n",
      "2023-04-19 06:41:21   12134676 amazon-reviews-pds/tsv/amazon_reviews_us_Gift_Card_v1_00.tsv.gz\n"
     ]
    }
   ],
   "source": [
    "!aws s3 ls --recursive $s3_private_path_tsv/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "setup_dependencies_passed = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Store the Variables for the Next Notebooks\n",
    "We can use these variables in the next notebooks.  For more information on %store, see the documentation here: https://ipython.readthedocs.io/en/stable/config/extensions/storemagic.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored 'setup_dependencies_passed' (bool)\n"
     ]
    }
   ],
   "source": [
    "%store setup_dependencies_passed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored variables and their in-db values:\n",
      "augmented_ai_flow_definition_arn                                        -> 'arn:aws:sagemaker:us-east-1:079002598131:flow-def\n",
      "augmented_ai_workteam_arn                                               -> 'arn:aws:sagemaker:us-east-1:079002598131:workteam\n",
      "dataset_templates_name                                                  -> 'amazon_us_reviews/Wireless_v1_00'\n",
      "human_feedback_dataset                                                  -> Dataset({\n",
      "    features: ['prompt', 'response', 're\n",
      "human_loops_started                                                     -> ['ebd90815-9900-4f76-b154-9713b30897bd', '01a05a6d\n",
      "instruct_fine_tuned_model_checkpoint                                    -> 'google/flan-t5-base'\n",
      "instruct_model_checkpoint                                               -> 'google/flan-t5-base'\n",
      "local_data_processed_path                                               -> './data-summarization-processed/'\n",
      "model_checkpoint                                                        -> 'google/flan-t5-base'\n",
      "peft_fine_tuned_with_detoxification_rewards_checkpoint                  -> './peft_fine_tuned_with_detoxification_rewards'\n",
      "peft_lora_fine_tuned_model_checkpoint                                   -> './peft-lora-fine-tune-model-checkpoint'\n",
      "peft_rl_ranking_reward_custom_dataset_model_checkpoint                  -> './rl-ranking-reward-model-custom-dataset/'\n",
      "peft_rl_ranking_reward_public_dataset_model_checkpoint_name             -> './peft_rl_ranking_reward_public_dataset_model/'\n",
      "pipeline_experiment_name                                                -> 'pipeline-1681886380'\n",
      "pipeline_name                                                           -> 'pipeline-1681886380'\n",
      "pipeline_trial_name                                                     -> 'trial-1681886381'\n",
      "pretrained_model_checkpoint                                             -> 't5-base'\n",
      "prompt_template_name                                                    -> 'Generate review headline based on review body'\n",
      "reward_model_checkpoint                                                 -> './rl-ranking-reward-model-custom-dataset/'\n",
      "reward_model_path                                                       -> './tmp_models/reward_model/'\n",
      "rl_detoxify_reward_model_checkpoint                                     -> './rl_detoxify_reward_model_checkpoint/'\n",
      "rl_ranking_reward_custom_dataset_model_checkpoint                       -> './rl-ranking-reward-model-custom-dataset/'\n",
      "rl_ranking_reward_model_custom_dataset_checkpoint                       -> './rl-ranking-reward-model-custom-dataset/'\n",
      "role                                                                    -> 'arn:aws:iam::079002598131:role/service-role/Amazo\n",
      "s3_private_path_tsv                                                     -> 's3://sagemaker-us-east-1-079002598131/amazon-revi\n",
      "s3_public_path_tsv                                                      -> 's3://amazon-reviews-pds/tsv'\n",
      "setup_dependencies_passed                                               -> True\n",
      "supervised_fine_tuned_model_checkpoint                                  -> './tmp_models/google/flan-t5-base-supervised-fine-\n",
      "supervised_fine_tuned_model_path                                        -> './flan-dialogue-summary-checkpoint'\n"
     ]
    }
   ],
   "source": [
    "%store"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Release Resources"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<p><b>Shutting down your kernel for this notebook to release resources.</b></p>\n",
       "<button class=\"sm-command-button\" data-commandlinker-command=\"kernelmenu:shutdown\" style=\"display:none;\">Shutdown Kernel</button>\n",
       "        \n",
       "<script>\n",
       "try {\n",
       "    els = document.getElementsByClassName(\"sm-command-button\");\n",
       "    els[0].click();\n",
       "}\n",
       "catch(err) {\n",
       "    // NoOp\n",
       "}    \n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%html\n",
    "\n",
    "<p><b>Shutting down your kernel for this notebook to release resources.</b></p>\n",
    "<button class=\"sm-command-button\" data-commandlinker-command=\"kernelmenu:shutdown\" style=\"display:none;\">Shutdown Kernel</button>\n",
    "        \n",
    "<script>\n",
    "try {\n",
    "    els = document.getElementsByClassName(\"sm-command-button\");\n",
    "    els[0].click();\n",
    "}\n",
    "catch(err) {\n",
    "    // NoOp\n",
    "}    \n",
    "</script>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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