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": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python 3.7.10\n"
     ]
    }
   ],
   "source": [
    "!python --version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "svmem(total=33229979648, available=31086567424, percent=6.5, used=1728868352, free=20473573376, active=998141952, inactive=9954598912, buffers=2768896, cached=11024769024, shared=851968, slab=1317945344)\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": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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data-commandlinker-command='sagemaker-datawrangler-discovery:close-button-click' data-commandlinker-args='{&quot;widgetId&quot;: &quot;gm-discovery-widget-631ebf30-878b-41ff-bfdb-60b03d2e1317&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-631ebf30-878b-41ff-bfdb-60b03d2e1317&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-631ebf30-878b-41ff-bfdb-60b03d2e1317&quot;}'>Don't show again</div>                </div>            </div>        </div>        <div class='gm-discovery-error'/>    </div>"
      ],
      "text/plain": [
       "<__main__.DiscoveryWidget at 0x7f00a1dd8b10>"
      ]
     },
     "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": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\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",
      "pytest-astropy 0.8.0 requires pytest-cov>=2.0, which is not installed.\n",
      "pytest-astropy 0.8.0 requires pytest-filter-subpackage>=0.1, which is not installed.\n",
      "docker-compose 1.29.2 requires PyYAML<6,>=3.10, but you have pyyaml 6.0 which is incompatible.\u001b[0m\u001b[31m\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[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": 7,
   "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": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting torch==1.13.1\n",
      "  Using cached torch-1.13.1-cp37-cp37m-manylinux1_x86_64.whl (887.5 MB)\n",
      "Collecting torchdata==0.5.1\n",
      "  Using cached torchdata-0.5.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.6 MB)\n",
      "Collecting nvidia-cudnn-cu11==8.5.0.96\n",
      "  Using cached nvidia_cudnn_cu11-8.5.0.96-2-py3-none-manylinux1_x86_64.whl (557.1 MB)\n",
      "Collecting nvidia-cuda-nvrtc-cu11==11.7.99\n",
      "  Using cached nvidia_cuda_nvrtc_cu11-11.7.99-2-py3-none-manylinux1_x86_64.whl (21.0 MB)\n",
      "Collecting nvidia-cublas-cu11==11.10.3.66\n",
      "  Using cached nvidia_cublas_cu11-11.10.3.66-py3-none-manylinux1_x86_64.whl (317.1 MB)\n",
      "Collecting nvidia-cuda-runtime-cu11==11.7.99\n",
      "  Using cached nvidia_cuda_runtime_cu11-11.7.99-py3-none-manylinux1_x86_64.whl (849 kB)\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: requests in /opt/conda/lib/python3.7/site-packages (from torchdata==0.5.1) (2.28.2)\n",
      "Requirement already satisfied: urllib3>=1.25 in /opt/conda/lib/python3.7/site-packages (from torchdata==0.5.1) (1.26.15)\n",
      "Collecting portalocker>=2.0.0\n",
      "  Using cached portalocker-2.7.0-py2.py3-none-any.whl (15 kB)\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: charset-normalizer<4,>=2 in /opt/conda/lib/python3.7/site-packages (from requests->torchdata==0.5.1) (2.0.4)\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",
      "Installing collected packages: portalocker, nvidia-cuda-runtime-cu11, nvidia-cuda-nvrtc-cu11, nvidia-cublas-cu11, nvidia-cudnn-cu11, torch, torchdata\n",
      "Successfully installed nvidia-cublas-cu11-11.10.3.66 nvidia-cuda-nvrtc-cu11-11.7.99 nvidia-cuda-runtime-cu11-11.7.99 nvidia-cudnn-cu11-8.5.0.96 portalocker-2.7.0 torch-1.13.1 torchdata-0.5.1\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[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": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\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",
      "pytest-astropy 0.8.0 requires pytest-cov>=2.0, which is not installed.\n",
      "pytest-astropy 0.8.0 requires pytest-filter-subpackage>=0.1, which is not installed.\n",
      "docker-compose 1.29.2 requires PyYAML<6,>=3.10, but you have pyyaml 6.0 which is incompatible.\u001b[0m\u001b[31m\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[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": 10,
   "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-fw9i4_1b\n",
      "  Running command git clone --filter=blob:none --quiet https://github.com/huggingface/peft.git /tmp/pip-req-build-fw9i4_1b\n",
      "  Resolved https://github.com/huggingface/peft.git to commit b21559e042555a8370f4b3cf1ad581c45291cf15\n",
      "  Installing build dependencies ... \u001b[?25ldone\n",
      "\u001b[?25h  Getting requirements to build wheel ... \u001b[?25ldone\n",
      "\u001b[?25h  Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n",
      "\u001b[?25hRequirement already satisfied: torch>=1.13.0 in /opt/conda/lib/python3.7/site-packages (from peft==0.3.0.dev0) (1.13.1)\n",
      "Requirement already satisfied: psutil in /opt/conda/lib/python3.7/site-packages (from peft==0.3.0.dev0) (5.6.7)\n",
      "Requirement already satisfied: transformers in /opt/conda/lib/python3.7/site-packages (from peft==0.3.0.dev0) (4.27.2)\n",
      "Requirement already satisfied: pyyaml in /opt/conda/lib/python3.7/site-packages (from peft==0.3.0.dev0) (6.0)\n",
      "Requirement already satisfied: numpy>=1.17 in /opt/conda/lib/python3.7/site-packages (from peft==0.3.0.dev0) (1.21.6)\n",
      "Requirement already satisfied: accelerate in /opt/conda/lib/python3.7/site-packages (from peft==0.3.0.dev0) (0.17.0)\n",
      "Requirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.7/site-packages (from peft==0.3.0.dev0) (23.1)\n",
      "Requirement already satisfied: nvidia-cuda-nvrtc-cu11==11.7.99 in /opt/conda/lib/python3.7/site-packages (from torch>=1.13.0->peft==0.3.0.dev0) (11.7.99)\n",
      "Requirement already satisfied: nvidia-cublas-cu11==11.10.3.66 in /opt/conda/lib/python3.7/site-packages (from torch>=1.13.0->peft==0.3.0.dev0) (11.10.3.66)\n",
      "Requirement already satisfied: typing-extensions in /opt/conda/lib/python3.7/site-packages (from torch>=1.13.0->peft==0.3.0.dev0) (4.5.0)\n",
      "Requirement already satisfied: nvidia-cuda-runtime-cu11==11.7.99 in /opt/conda/lib/python3.7/site-packages (from torch>=1.13.0->peft==0.3.0.dev0) (11.7.99)\n",
      "Requirement already satisfied: nvidia-cudnn-cu11==8.5.0.96 in /opt/conda/lib/python3.7/site-packages (from torch>=1.13.0->peft==0.3.0.dev0) (8.5.0.96)\n",
      "Requirement already satisfied: wheel in /opt/conda/lib/python3.7/site-packages (from nvidia-cublas-cu11==11.10.3.66->torch>=1.13.0->peft==0.3.0.dev0) (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>=1.13.0->peft==0.3.0.dev0) (59.3.0)\n",
      "Requirement already satisfied: regex!=2019.12.17 in /opt/conda/lib/python3.7/site-packages (from transformers->peft==0.3.0.dev0) (2022.10.31)\n",
      "Requirement already satisfied: huggingface-hub<1.0,>=0.11.0 in /opt/conda/lib/python3.7/site-packages (from transformers->peft==0.3.0.dev0) (0.13.4)\n",
      "Requirement already satisfied: tokenizers!=0.11.3,<0.14,>=0.11.1 in /opt/conda/lib/python3.7/site-packages (from transformers->peft==0.3.0.dev0) (0.13.3)\n",
      "Requirement already satisfied: tqdm>=4.27 in /opt/conda/lib/python3.7/site-packages (from transformers->peft==0.3.0.dev0) (4.65.0)\n",
      "Requirement already satisfied: requests in /opt/conda/lib/python3.7/site-packages (from transformers->peft==0.3.0.dev0) (2.28.2)\n",
      "Requirement already satisfied: importlib-metadata in /opt/conda/lib/python3.7/site-packages (from transformers->peft==0.3.0.dev0) (4.13.0)\n",
      "Requirement already satisfied: filelock in /opt/conda/lib/python3.7/site-packages (from transformers->peft==0.3.0.dev0) (3.0.12)\n",
      "Requirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata->transformers->peft==0.3.0.dev0) (3.15.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests->transformers->peft==0.3.0.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->peft==0.3.0.dev0) (1.26.15)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.7/site-packages (from requests->transformers->peft==0.3.0.dev0) (2.0.4)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests->transformers->peft==0.3.0.dev0) (2.8)\n",
      "Building wheels for collected packages: peft\n",
      "  Building wheel for peft (pyproject.toml) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for peft: filename=peft-0.3.0.dev0-py3-none-any.whl size=50384 sha256=ac4daec51a4474826f31c12dea33225f40538ed009230feb793146aaca28e7be\n",
      "  Stored in directory: /tmp/pip-ephem-wheel-cache-4q1afrt2/wheels/13/73/6d/ff27a3703d8bad21d7e0c24cbd9dde5d7ae78f756405707a0c\n",
      "Successfully built peft\n",
      "Installing collected packages: peft\n",
      "Successfully installed peft-0.3.0.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/huggingface/peft.git"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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-zku8hmzc\n",
      "  Running command git clone --filter=blob:none --quiet https://github.com/lvwerra/trl.git /tmp/pip-req-build-zku8hmzc\n",
      "  Resolved https://github.com/lvwerra/trl.git to commit 160d0c9d6cdbc8b247bad4aa8f97f2c57dc4a60f\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: 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-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: 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-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: 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: 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: 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: 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: 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: 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: 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) (3.0.12)\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: 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: 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: psutil in /opt/conda/lib/python3.7/site-packages (from accelerate->trl==0.4.2.dev0) (5.6.7)\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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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: 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=54069 sha256=9640cf0be3e9a3c639ea574924d79abd0bef6e29fd703ef4f7e52d6c91ad0d48\n",
      "  Stored in directory: /tmp/pip-ephem-wheel-cache-9mmyje8z/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": 12,
   "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": 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 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": 14,
   "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": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting package metadata (current_repodata.json): ...working... done\n",
      "Solving environment: ...working... done\n",
      "\n",
      "## Package Plan ##\n",
      "\n",
      "  environment location: /opt/conda\n",
      "\n",
      "  added / updated specs:\n",
      "    - zip\n",
      "\n",
      "\n",
      "The following packages will be downloaded:\n",
      "\n",
      "    package                    |            build\n",
      "    ---------------------------|-----------------\n",
      "    ca-certificates-2023.01.10 |       h06a4308_0         120 KB\n",
      "    certifi-2022.12.7          |   py37h06a4308_0         150 KB\n",
      "    zip-3.0                    |       h7f8727e_1         111 KB\n",
      "    ------------------------------------------------------------\n",
      "                                           Total:         381 KB\n",
      "\n",
      "The following NEW packages will be INSTALLED:\n",
      "\n",
      "  zip                pkgs/main/linux-64::zip-3.0-h7f8727e_1 None\n",
      "\n",
      "The following packages will be UPDATED:\n",
      "\n",
      "  ca-certificates    conda-forge::ca-certificates-2022.12.~ --> pkgs/main::ca-certificates-2023.01.10-h06a4308_0 None\n",
      "\n",
      "The following packages will be SUPERSEDED by a higher-priority channel:\n",
      "\n",
      "  certifi            conda-forge/noarch::certifi-2022.12.7~ --> pkgs/main/linux-64::certifi-2022.12.7-py37h06a4308_0 None\n",
      "\n",
      "\n",
      "Preparing transaction: ...working... done\n",
      "Verifying transaction: ...working... done\n",
      "Executing transaction: ...working... done\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": 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 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": 17,
   "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": 18,
   "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": 19,
   "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": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python 3.7.10\n"
     ]
    }
   ],
   "source": [
    "!python --version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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                             3.11.0\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                               1.53.0\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": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "s3_public_path_tsv = \"s3://amazon-reviews-pds/tsv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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": 24,
   "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": 25,
   "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": 26,
   "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": 27,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-04-16 21:31:34   18997559 amazon-reviews-pds/tsv/amazon_reviews_us_Digital_Software_v1_00.tsv.gz\n",
      "2023-04-16 21:31:35   27442648 amazon-reviews-pds/tsv/amazon_reviews_us_Digital_Video_Games_v1_00.tsv.gz\n",
      "2023-04-16 21:31:37   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": 28,
   "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": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored 'setup_dependencies_passed' (bool)\n"
     ]
    }
   ],
   "source": [
    "%store setup_dependencies_passed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored variables and their in-db values:\n",
      "dataset_templates_name                             -> 'amazon_us_reviews/Wireless_v1_00'\n",
      "instruct_fine_tuned_model_checkpoint               -> 'google/flan-t5-base'\n",
      "peft_lora_fine_tuned_model_checkpoint              -> './peft-lora-fine-tune-model-checkpoint'\n",
      "pretrained_model_checkpoint                        -> 't5-base'\n",
      "prompt_template_name                               -> 'Generate review headline based on review body'\n",
      "rl_detoxify_reward_model_checkpoint                -> './rl_detoxify_reward_model_checkpoint/'\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"
     ]
    }
   ],
   "source": [
    "%store"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Release Resources"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>"
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    "%%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>"
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   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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