{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create Feature Groups in SageMaker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sagemaker\n",
    "from sagemaker.feature_store.feature_group import FeatureDefinition, FeatureGroup, FeatureTypeEnum, DataCatalogConfig\n",
    "from sagemaker.feature_store.inputs import TableFormatEnum\n",
    "import time\n",
    "sagemaker_session = sagemaker.Session()\n",
    "\n",
    "# In order to avoid duplicates for 4a/4b experiements, we define 2 sets of feature groups for each trail\n",
    "\n",
    "feature_group_prefix_4a = 'redshift-sm-demo-4a-'\n",
    "feature_group_prefix_4b = 'redshift-sm-demo-4b-'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Delete existing feature groups if feature_group_prefix is matching"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def delete_existing_feature_group(feature_group_prefix):\n",
    "    feature_groups = sagemaker_session.boto_session.client('sagemaker', region_name=sagemaker_session.boto_region_name).list_feature_groups() \n",
    "    for fg in feature_groups['FeatureGroupSummaries']:\n",
    "\n",
    "        if fg['FeatureGroupName'].startswith(feature_group_prefix) :\n",
    "            sagemaker_session.delete_feature_group(fg['FeatureGroupName'])\n",
    "            print(f\"FeatureGroupName - {fg['FeatureGroupName']} - Deleted\")\n",
    "            \n",
    "delete_existing_feature_group(feature_group_prefix_4a)\n",
    "delete_existing_feature_group(feature_group_prefix_4b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_feature_group(feature_group_prefix, group_name, feature_group_fds,record_identifier_name,event_time_feature_name):\n",
    "    feature_group_name = feature_group_prefix + group_name\n",
    "    feature_group = FeatureGroup(name=feature_group_name, sagemaker_session=sagemaker_session,  feature_definitions = feature_group_fds)\n",
    "    feature_group.create(\n",
    "        s3_uri=f\"s3://{sagemaker_session.default_bucket()}/{feature_group_name}\",\n",
    "        record_identifier_name= record_identifier_name,\n",
    "        event_time_feature_name=event_time_feature_name,\n",
    "        enable_online_store = True,\n",
    "        role_arn=sagemaker.get_execution_role(sagemaker_session),\n",
    "        disable_glue_table_creation = False\n",
    "    )\n",
    "    return feature_group\n",
    "\n",
    "def check_feature_group_status(feature_group):\n",
    "    status = feature_group.describe().get(\"FeatureGroupStatus\")\n",
    "    while status == \"Creating\":\n",
    "        print(\"Waiting for Feature Group to be Created\")\n",
    "        time.sleep(5)\n",
    "        status = feature_group.describe().get(\"FeatureGroupStatus\")\n",
    "    print(f\"FeatureGroup {feature_group.name} successfully created.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Feature group setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "users_fds = [\n",
    "        FeatureDefinition(feature_name=\"userid\", feature_type=FeatureTypeEnum.STRING),\n",
    "        FeatureDefinition(feature_name=\"user_drink_level\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"user_smoker\", feature_type=FeatureTypeEnum.STRING),\n",
    "        FeatureDefinition(feature_name=\"user_budget\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"user_latitude\", feature_type=FeatureTypeEnum.STRING),\n",
    "        FeatureDefinition(feature_name=\"user_longitude\", feature_type=FeatureTypeEnum.STRING),\n",
    "        FeatureDefinition(feature_name=\"user_transport\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"user_interest_VARIETY\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"user_interest_ECO-FRIENDLY\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"user_interest_RETRO\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"user_interest_TECHNOLOGY\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"user_interest_NONE\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"user_personality_CONFORMIST\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"user_personality_THRIFTY-PROTECTOR\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"user_personality_HUNTER-OSTENTATIOUS\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"user_personality_HARD-WORKER\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"timestamp\", feature_type=FeatureTypeEnum.STRING)\n",
    "]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "places_fds = [\n",
    "        FeatureDefinition(feature_name=\"placeid\", feature_type=FeatureTypeEnum.INTEGRAL),\n",
    "        FeatureDefinition(feature_name=\"place_latitude\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"place_longitude\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"place_smoking_area\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"place_alcohol\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"place_price\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"place_parking_lot\", feature_type=FeatureTypeEnum.FRACTIONAL),\n",
    "        FeatureDefinition(feature_name=\"timestamp\", feature_type=FeatureTypeEnum.STRING)\n",
    "]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ratings_fds = [\n",
    "        FeatureDefinition(feature_name=\"userid\", feature_type=FeatureTypeEnum.STRING),\n",
    "        FeatureDefinition(feature_name=\"ratingid\", feature_type=FeatureTypeEnum.STRING),\n",
    "        FeatureDefinition(feature_name=\"placeid\", feature_type=FeatureTypeEnum.STRING),\n",
    "        FeatureDefinition(feature_name=\"rating_overall\", feature_type=FeatureTypeEnum.INTEGRAL),\n",
    "        FeatureDefinition(feature_name=\"timestamp\", feature_type=FeatureTypeEnum.STRING)\n",
    "]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Create feature group for trail 4a\n",
    "users_feature_group_4a = create_feature_group(feature_group_prefix_4a, \"users\",users_fds,\"userid\",\"timestamp\")\n",
    "places_feature_group_4a = create_feature_group(feature_group_prefix_4a, \"places\",places_fds,\"placeid\",\"timestamp\")\n",
    "ratings_feature_group_4a = create_feature_group(feature_group_prefix_4a,\"ratings\",ratings_fds,\"ratingid\",\"timestamp\")\n",
    "\n",
    "# check_feature group status for trail 4a\n",
    "check_feature_group_status(users_feature_group_4a)\n",
    "check_feature_group_status(places_feature_group_4a)\n",
    "check_feature_group_status(ratings_feature_group_4a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "print(users_feature_group_4a.describe()['OfflineStoreConfig']['DataCatalogConfig']['TableName'])\n",
    "print(places_feature_group_4a.describe()['OfflineStoreConfig']['DataCatalogConfig']['TableName'])\n",
    "print(ratings_feature_group_4a.describe()['OfflineStoreConfig']['DataCatalogConfig']['TableName'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Create feature group for trail 4b\n",
    "users_feature_group_4b = create_feature_group(feature_group_prefix_4b, \"users\",users_fds,\"userid\",\"timestamp\")\n",
    "places_feature_group_4b = create_feature_group(feature_group_prefix_4b, \"places\",places_fds,\"placeid\",\"timestamp\")\n",
    "ratings_feature_group_4b = create_feature_group(feature_group_prefix_4b,\"ratings\",ratings_fds,\"ratingid\",\"timestamp\")\n",
    "\n",
    "\n",
    "# check_feature group status for trail 4b\n",
    "check_feature_group_status(users_feature_group_4b)\n",
    "check_feature_group_status(places_feature_group_4b)\n",
    "check_feature_group_status(ratings_feature_group_4b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "print(users_feature_group_4b.describe()['OfflineStoreConfig']['DataCatalogConfig']['TableName'])\n",
    "print(places_feature_group_4b.describe()['OfflineStoreConfig']['DataCatalogConfig']['TableName'])\n",
    "print(ratings_feature_group_4b.describe()['OfflineStoreConfig']['DataCatalogConfig']['TableName'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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