{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "2021-07-24-storing-ml-features-using-feast.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "mount_file_id": "1RgDRfPhQXOZgC9VL5HSYgDziqFQHeD_v",
      "authorship_tag": "ABX9TyMwUwNK3PdMDMsGzmAUDBo5"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Jf0aHUhtsgPE"
      },
      "source": [
        "# Storing ML features using Feast\n",
        "> Storing features in feast (a featurestore system), tried out on movielens & ad-click datasets\n",
        "\n",
        "- toc: true\n",
        "- badges: true\n",
        "- comments: true\n",
        "- categories: [FeatureStore]\n",
        "- image:"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "47p4Kt6jPZbE"
      },
      "source": [
        "## Feast"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NwwcuVvSPgV0"
      },
      "source": [
        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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "V7mxBOaBPn1_"
      },
      "source": [
        "Feast (Feature Store) is an operational data system for managing and serving machine learning features to models in production.\n",
        "\n",
        "[Git](https://github.com/feast-dev/feast)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0xKlcDKOP2BY"
      },
      "source": [
        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)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mQCHBlg-PSee",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "46b232e2-b5eb-4eec-e8cc-12057210d518"
      },
      "source": [
        "!pip install -q feast"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[K     |████████████████████████████████| 190 kB 5.1 MB/s \n",
            "\u001b[K     |████████████████████████████████| 100 kB 4.3 MB/s \n",
            "\u001b[K     |████████████████████████████████| 269 kB 9.8 MB/s \n",
            "\u001b[K     |████████████████████████████████| 10.1 MB 10.2 MB/s \n",
            "\u001b[K     |████████████████████████████████| 50 kB 5.5 MB/s \n",
            "\u001b[K     |████████████████████████████████| 2.3 MB 33.8 MB/s \n",
            "\u001b[?25h  Building wheel for pandavro (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for PyYAML (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bnTSti6YU6ib"
      },
      "source": [
        "A feature repository is a directory that contains the configuration of the feature store and individual features. This configuration is written as code (Python/YAML) and it's highly recommended that teams track it centrally using git. "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YfYconoLVO36"
      },
      "source": [
        "Edit the example feature definitions in  example.py and run feast apply again to change feature definitions."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ljhwODVAW9iX"
      },
      "source": [
        "Feast uses a time-series data model to represent data. This data model is used to interpret feature data in data sources in order to build training datasets or when materializing features into an online store.\n",
        "Below is an example data source with a single entity (driver) and two features (trips_today, and rating)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8WH6lGaHW_rA"
      },
      "source": [
        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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ArwtR5Wx_J7o"
      },
      "source": [
        "## Movielens"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1du3HIsPNDVx",
        "outputId": "c6958224-77aa-4f70-f05e-cd4d53de07ee"
      },
      "source": [
        "!pip install -q git+https://github.com/sparsh-ai/recochef.git\n",
        "from recochef.datasets.movielens import MovieLens"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "    Preparing wheel metadata ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[K     |████████████████████████████████| 4.3MB 6.0MB/s \n",
            "\u001b[?25h  Building wheel for recochef (PEP 517) ... \u001b[?25l\u001b[?25hdone\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GGBxfgV1CqYv"
      },
      "source": [
        "### Load"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4famy0k3Cpac"
      },
      "source": [
        "ml = MovieLens()\n",
        "df = ml.load_interactions()\n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xRnxWKjzCl9-"
      },
      "source": [
        "### Transform"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PELmaKuICkVw"
      },
      "source": [
        "from recochef.preprocessing import encode, split\n",
        "train, test = split.chrono_split(df)\n",
        "train, umap = encode.label_encode(train, col='USERID')\n",
        "train, imap = encode.label_encode(train, col='ITEMID')\n",
        "test = encode.label_encode(test, col='USERID', maps=umap)\n",
        "test = encode.label_encode(test, col='ITEMID', maps=imap)\n",
        "train.head()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DOaCtwiKCtRb"
      },
      "source": [
        "### Create a feature repository"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5cLD9ScIQFUP",
        "outputId": "cfbb34c5-6531-41fb-a4b8-906c0b14dee1"
      },
      "source": [
        "!feast init my_movielens_repo\n",
        "%cd my_movielens_repo"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Creating a new Feast repository in \u001b[1m\u001b[32m/content/my_movielens_repo\u001b[0m.\n",
            "\n",
            "/content/my_movielens_repo\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "C4PtfmVlVrdG"
      },
      "source": [
        "train.to_parquet(\"./data/movielens_train.parquet\")\n",
        "test.to_parquet(\"./data/movielens_test.parquet\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "61DYdzh1Vh9V",
        "outputId": "f75424bf-5615-4993-be90-6589f5d332f2"
      },
      "source": [
        "%%writefile example.py\n",
        "from google.protobuf.duration_pb2 import Duration\n",
        "\n",
        "from feast import Entity, Feature, FeatureView, ValueType\n",
        "from feast.data_source import FileSource\n",
        "\n",
        "\n",
        "movielens_train = FileSource(\n",
        "    path=\"/content/my_movielens_repo/data/movielens_train.parquet\",\n",
        "    event_timestamp_column=\"datetime\",\n",
        "    created_timestamp_column=\"created\",\n",
        ")\n",
        "\n",
        "movielens_test = FileSource(\n",
        "    path=\"/content/my_movielens_repo/data/movielens_test.parquet\",\n",
        "    event_timestamp_column=\"datetime\",\n",
        "    created_timestamp_column=\"created\",\n",
        ")\n",
        "\n",
        "\n",
        "itemid = Entity(name=\"ITEMID\", value_type=ValueType.INT64, description=\"movie id\")\n",
        "userid = Entity(name=\"USERID\", value_type=ValueType.INT64, description=\"user id\")\n",
        "\n",
        "\n",
        "movielens_train_view = FeatureView(\n",
        "    name=\"movielens_train\",\n",
        "    entities=[\"itemid\",\"userid\"],\n",
        "    ttl=Duration(seconds=86400 * 1),\n",
        "    features=[\n",
        "        Feature(name=\"RATING\", dtype=ValueType.FLOAT),\n",
        "        Feature(name=\"TIMESTAMP\", dtype=ValueType.FLOAT),\n",
        "    ],\n",
        "    online=True,\n",
        "    input=movielens_train,\n",
        "    tags={},\n",
        ")\n",
        "\n",
        "movielens_test_view = FeatureView(\n",
        "    name=\"movielens_test\",\n",
        "    entities=[\"itemid\",\"userid\"],\n",
        "    ttl=Duration(seconds=86400 * 1),\n",
        "    features=[\n",
        "        Feature(name=\"RATING\", dtype=ValueType.FLOAT),\n",
        "        Feature(name=\"TIMESTAMP\", dtype=ValueType.FLOAT),\n",
        "    ],\n",
        "    online=True,\n",
        "    input=movielens_test,\n",
        "    tags={},\n",
        ")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Overwriting example.py\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LHI_B14wVj8a"
      },
      "source": [
        "Register your feature definitions and set up your feature store"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "R2ifKusVQKZH",
        "outputId": "2f91b0f9-18b5-4f00-a87f-4490e94a2224"
      },
      "source": [
        "!feast apply"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Registered entity \u001b[1m\u001b[32mITEMID\u001b[0m\n",
            "Registered entity \u001b[1m\u001b[32mUSERID\u001b[0m\n",
            "Registered feature view \u001b[1m\u001b[32mmovielens_test\u001b[0m\n",
            "Registered feature view \u001b[1m\u001b[32mmovielens_train\u001b[0m\n",
            "Deploying infrastructure for \u001b[1m\u001b[32mmovielens_test\u001b[0m\n",
            "Deploying infrastructure for \u001b[1m\u001b[32mmovielens_train\u001b[0m\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZV56zvD-Qm1x"
      },
      "source": [
        "### Build a training dataset"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CrxmVUTKbiwQ"
      },
      "source": [
        "Feast allows users to build a training dataset from time-series feature data that already exists in an offline store. Users are expected to provide a list of features to retrieve (which may span multiple feature views), and a dataframe to join the resulting features onto. Feast will then execute a point-in-time join of multiple feature views onto the provided dataframe, and return the full resulting dataframe."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 111
        },
        "id": "xgniqdUWa56m",
        "outputId": "55bf0004-a386-43c6-8717-0eac6b4c98a9"
      },
      "source": [
        "train.sample(2)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>USERID</th>\n",
              "      <th>ITEMID</th>\n",
              "      <th>RATING</th>\n",
              "      <th>TIMESTAMP</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2408</th>\n",
              "      <td>212</td>\n",
              "      <td>408</td>\n",
              "      <td>5.0</td>\n",
              "      <td>878955409</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18737</th>\n",
              "      <td>390</td>\n",
              "      <td>53</td>\n",
              "      <td>5.0</td>\n",
              "      <td>877399659</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       USERID  ITEMID  RATING  TIMESTAMP\n",
              "2408      212     408     5.0  878955409\n",
              "18737     390      53     5.0  877399659"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ho7ddXxddSay",
        "outputId": "c0ab1d17-895e-4d2f-8db7-a95ff956f789"
      },
      "source": [
        "present_time"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Timestamp('2021-07-09 08:49:27.205924+0000', tz='UTC')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 578
        },
        "id": "j9p3IDrGa5I-",
        "collapsed": true,
        "outputId": "30d0c398-4321-4711-e03f-0225e5721e07"
      },
      "source": [
        "from feast import FeatureStore\n",
        "import pandas as pd\n",
        "from datetime import datetime\n",
        "\n",
        "present_time = pd.Timestamp(datetime.now(), tz=\"UTC\")\n",
        "\n",
        "entity_df = pd.DataFrame.from_dict({\n",
        "    \"userid\": [212, 390],\n",
        "    \"itemid\": [408, 53],\n",
        "    \"datetime\": [present_time,\n",
        "                        present_time]\n",
        "})\n",
        "\n",
        "store = FeatureStore(repo_path=\".\")\n",
        "\n",
        "training_df = store.get_historical_features(\n",
        "    entity_df=entity_df, \n",
        "    feature_refs = [\n",
        "        'movielens_train:RATING',\n",
        "        # 'movielens_train:TIMESTAMP',\n",
        "    ],\n",
        ").to_df()\n",
        "\n",
        "training_df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using datetime as the event timestamp. To specify a column explicitly, please name it event_timestamp.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "error",
          "ename": "KeyError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2897\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2898\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2899\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
            "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
            "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
            "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
            "\u001b[0;31mKeyError\u001b[0m: 'datetime'",
            "\nThe above exception was the direct cause of the following exception:\n",
            "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-32-e5c07b548d76>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     17\u001b[0m     \u001b[0mentity_df\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mentity_df\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     18\u001b[0m     feature_refs = [\n\u001b[0;32m---> 19\u001b[0;31m         \u001b[0;34m'movielens_train:RATING'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     20\u001b[0m         \u001b[0;31m# 'movielens_train:TIMESTAMP',\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     21\u001b[0m     ],\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/feast/infra/offline_stores/file.py\u001b[0m in \u001b[0;36mto_df\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     36\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mto_df\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     37\u001b[0m         \u001b[0;31m# Only execute the evaluation function to build the final historical retrieval dataframe at the last moment.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 38\u001b[0;31m         \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mevaluation_function\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     39\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     40\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/feast/infra/offline_stores/file.py\u001b[0m in \u001b[0;36mevaluate_historical_retrieval\u001b[0;34m()\u001b[0m\n\u001b[1;32m    112\u001b[0m                 \u001b[0;31m# Make sure all timestamp fields are tz-aware. We default tz-naive fields to UTC\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    113\u001b[0m                 df_to_join[event_timestamp_column] = df_to_join[\n\u001b[0;32m--> 114\u001b[0;31m                     \u001b[0mevent_timestamp_column\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    115\u001b[0m                 \u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    116\u001b[0m                     \u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtzinfo\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreplace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtzinfo\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mpytz\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mutc\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2904\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2905\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2906\u001b[0;31m             \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2907\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2908\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2898\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2899\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2900\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2901\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2902\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mtolerance\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mKeyError\u001b[0m: 'datetime'"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PMAjXPbvaYnY"
      },
      "source": [
        "from feast import FeatureStore\n",
        "import pandas as pd\n",
        "from datetime import datetime\n",
        "\n",
        "entity_df = pd.DataFrame.from_dict({\n",
        "    \"driver_id\": [1001, 1002, 1003, 1004],\n",
        "    \"event_timestamp\": [\n",
        "        datetime(2021, 4, 12, 10, 59, 42),\n",
        "        datetime(2021, 4, 12, 8,  12, 10),\n",
        "        datetime(2021, 4, 12, 16, 40, 26),\n",
        "        datetime(2021, 4, 12, 15, 1 , 12)\n",
        "    ]\n",
        "})\n",
        "\n",
        "store = FeatureStore(repo_path=\".\")\n",
        "\n",
        "training_df = store.get_historical_features(\n",
        "    entity_df=entity_df, \n",
        "    feature_refs = [\n",
        "        'driver_hourly_stats:conv_rate',\n",
        "        'driver_hourly_stats:acc_rate',\n",
        "        'driver_hourly_stats:avg_daily_trips'\n",
        "    ],\n",
        ").to_df()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MdPaCw_ZQbia"
      },
      "source": [
        "from feast import FeatureStore\n",
        "import pandas as pd\n",
        "from datetime import datetime\n",
        "\n",
        "entity_df = pd.DataFrame.from_dict({\n",
        "    \"driver_id\": [1001, 1002, 1003, 1004],\n",
        "    \"event_timestamp\": [\n",
        "        datetime(2021, 4, 12, 10, 59, 42),\n",
        "        datetime(2021, 4, 12, 8,  12, 10),\n",
        "        datetime(2021, 4, 12, 16, 40, 26),\n",
        "        datetime(2021, 4, 12, 15, 1 , 12)\n",
        "    ]\n",
        "})\n",
        "\n",
        "store = FeatureStore(repo_path=\".\")\n",
        "\n",
        "training_df = store.get_historical_features(\n",
        "    entity_df=entity_df, \n",
        "    feature_refs = [\n",
        "        'driver_hourly_stats:conv_rate',\n",
        "        'driver_hourly_stats:acc_rate',\n",
        "        'driver_hourly_stats:avg_daily_trips'\n",
        "    ],\n",
        ").to_df()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 261
        },
        "id": "iqMZM-xQQ6vC",
        "outputId": "f784eabd-b3af-4dcb-a363-650efe45eb9b"
      },
      "source": [
        "training_df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>event_timestamp</th>\n",
              "      <th>driver_id</th>\n",
              "      <th>driver_hourly_stats__conv_rate</th>\n",
              "      <th>driver_hourly_stats__acc_rate</th>\n",
              "      <th>driver_hourly_stats__avg_daily_trips</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2021-04-12 08:12:10+00:00</td>\n",
              "      <td>1002</td>\n",
              "      <td>0.385016</td>\n",
              "      <td>0.913230</td>\n",
              "      <td>803</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2021-04-12 10:59:42+00:00</td>\n",
              "      <td>1001</td>\n",
              "      <td>0.192806</td>\n",
              "      <td>0.492017</td>\n",
              "      <td>973</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2021-04-12 15:01:12+00:00</td>\n",
              "      <td>1004</td>\n",
              "      <td>0.371372</td>\n",
              "      <td>0.788611</td>\n",
              "      <td>837</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2021-04-12 16:40:26+00:00</td>\n",
              "      <td>1003</td>\n",
              "      <td>0.828210</td>\n",
              "      <td>0.315526</td>\n",
              "      <td>205</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            event_timestamp  ...  driver_hourly_stats__avg_daily_trips\n",
              "0 2021-04-12 08:12:10+00:00  ...                                   803\n",
              "1 2021-04-12 10:59:42+00:00  ...                                   973\n",
              "2 2021-04-12 15:01:12+00:00  ...                                   837\n",
              "3 2021-04-12 16:40:26+00:00  ...                                   205\n",
              "\n",
              "[4 rows x 5 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GQAaubc5RmnR"
      },
      "source": [
        "### Load feature values into your online store"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "s8OrKWPvRz-0",
        "outputId": "63ff1864-5bf4-4476-8aaa-f6d5bf505819"
      },
      "source": [
        "%%sh\n",
        "CURRENT_TIME=$(date -u +\"%Y-%m-%dT%H:%M:%S\")\n",
        "feast materialize-incremental $CURRENT_TIME"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Materializing \u001b[1m\u001b[32m1\u001b[0m feature views to \u001b[1m\u001b[32m2021-07-09 08:01:35+00:00\u001b[0m into the \u001b[1m\u001b[32msqlite\u001b[0m online store.\n",
            "\n",
            "\u001b[1m\u001b[32mdriver_hourly_stats\u001b[0m from \u001b[1m\u001b[32m2021-07-08 08:01:36+00:00\u001b[0m to \u001b[1m\u001b[32m2021-07-09 08:01:35+00:00\u001b[0m:\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|                                                                         | 0/5 [00:00<?, ?it/s]\r100%|████████████████████████████████████████████████████████████████| 5/5 [00:00<00:00, 455.73it/s]\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CIJCDiEMSV4m"
      },
      "source": [
        "### Read online features at low latency"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "szaiNCXURJgt",
        "outputId": "2b877525-0e8e-4c42-cbbf-1e0ea4372a51"
      },
      "source": [
        "from pprint import pprint\n",
        "from feast import FeatureStore\n",
        "\n",
        "store = FeatureStore(repo_path=\".\")\n",
        "\n",
        "feature_vector = store.get_online_features(\n",
        "    feature_refs=[\n",
        "        'driver_hourly_stats:conv_rate',\n",
        "        'driver_hourly_stats:acc_rate',\n",
        "        'driver_hourly_stats:avg_daily_trips'\n",
        "    ],\n",
        "    entity_rows=[{\"driver_id\": 1001}]\n",
        ").to_dict()\n",
        "\n",
        "pprint(feature_vector)  "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{'driver_hourly_stats__acc_rate': [0.410092294216156],\n",
            " 'driver_hourly_stats__avg_daily_trips': [870],\n",
            " 'driver_hourly_stats__conv_rate': [0.8009825944900513],\n",
            " 'driver_id': [1001]}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eHMPt2cfAAEu"
      },
      "source": [
        "## Ad-click dataset"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "r2MjWFcbSF-7"
      },
      "source": [
        "### Download the dataset"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "x1n_POn5AG9L"
      },
      "source": [
        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)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "moZd0KLNAL9l",
        "outputId": "bc89560e-976e-49af-a8b2-9067931ed381"
      },
      "source": [
        "!pip install -q -U kaggle\n",
        "!pip install --upgrade --force-reinstall --no-deps kaggle\n",
        "!mkdir ~/.kaggle\n",
        "!cp /content/drive/MyDrive/kaggle.json ~/.kaggle/\n",
        "!chmod 600 ~/.kaggle/kaggle.json\n",
        "!kaggle datasets download -d arashnic/ctrtest\n",
        "!unzip ctrtest"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting kaggle\n",
            "  Downloading kaggle-1.5.12.tar.gz (58 kB)\n",
            "\u001b[?25l\r\u001b[K     |█████▋                          | 10 kB 26.8 MB/s eta 0:00:01\r\u001b[K     |███████████▏                    | 20 kB 29.3 MB/s eta 0:00:01\r\u001b[K     |████████████████▊               | 30 kB 15.3 MB/s eta 0:00:01\r\u001b[K     |██████████████████████▎         | 40 kB 11.0 MB/s eta 0:00:01\r\u001b[K     |███████████████████████████▉    | 51 kB 5.3 MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 58 kB 2.5 MB/s \n",
            "\u001b[?25hBuilding wheels for collected packages: kaggle\n",
            "  Building wheel for kaggle (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for kaggle: filename=kaggle-1.5.12-py3-none-any.whl size=73052 sha256=ca2a0e775793c592ad857ea4c9e276cd1e6bef3d47d45182fbb83bb35cc8159c\n",
            "  Stored in directory: /root/.cache/pip/wheels/62/d6/58/5853130f941e75b2177d281eb7e44b4a98ed46dd155f556dc5\n",
            "Successfully built kaggle\n",
            "Installing collected packages: kaggle\n",
            "  Attempting uninstall: kaggle\n",
            "    Found existing installation: kaggle 1.5.12\n",
            "    Uninstalling kaggle-1.5.12:\n",
            "      Successfully uninstalled kaggle-1.5.12\n",
            "Successfully installed kaggle-1.5.12\n",
            "Downloading ctrtest.zip to /content\n",
            " 69% 25.0M/36.1M [00:00<00:00, 118MB/s]\n",
            "100% 36.1M/36.1M [00:00<00:00, 146MB/s]\n",
            "Archive:  ctrtest.zip\n",
            "  inflating: sample_submission/sample_submission.csv  \n",
            "  inflating: test_ctr/test.csv       \n",
            "  inflating: train_adc/item_data.csv  \n",
            "  inflating: train_adc/train.csv     \n",
            "  inflating: train_adc/view_log.csv  \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "p7MKxMvJBYRz"
      },
      "source": [
        "import os\n",
        "import pandas as pd\n",
        "from datetime import datetime\n",
        "from feast import FeatureStore\n",
        "from feast import Entity, ValueType, Feature, FeatureView\n",
        "from feast.data_format import ParquetFormat\n",
        "from feast.data_source import FileSource\n",
        "from google.protobuf.duration_pb2 import Duration"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MX6Bv1x6C1DV"
      },
      "source": [
        "### Initializing the feature store"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "k46fEozUC2nP",
        "outputId": "2ba334fb-942d-4470-a810-7ff85e8945bb"
      },
      "source": [
        "!feast init click_data\n",
        "%cd click_data"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Creating a new Feast repository in \u001b[1m\u001b[32m/content/click_data\u001b[0m.\n",
            "\n",
            "/content/click_data\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xpoDsN6bCzAc"
      },
      "source": [
        "### ETL"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "WJ_g0usFB7R2",
        "outputId": "d6187d44-5f92-4d2d-a84a-7559aac3868c"
      },
      "source": [
        "data = pd.read_csv(\"/content/train_adc/train.csv\")\n",
        "#Convert it to datetime before writing to quaaquet.\n",
        "data['impression_time'] = pd.to_datetime(data['impression_time'])\n",
        "data.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>impression_id</th>\n",
              "      <th>impression_time</th>\n",
              "      <th>user_id</th>\n",
              "      <th>app_code</th>\n",
              "      <th>os_version</th>\n",
              "      <th>is_4G</th>\n",
              "      <th>is_click</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>c4ca4238a0b923820dcc509a6f75849b</td>\n",
              "      <td>2018-11-15 00:00:00</td>\n",
              "      <td>87862</td>\n",
              "      <td>422</td>\n",
              "      <td>old</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>45c48cce2e2d7fbdea1afc51c7c6ad26</td>\n",
              "      <td>2018-11-15 00:01:00</td>\n",
              "      <td>63410</td>\n",
              "      <td>467</td>\n",
              "      <td>latest</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>70efdf2ec9b086079795c442636b55fb</td>\n",
              "      <td>2018-11-15 00:02:00</td>\n",
              "      <td>71748</td>\n",
              "      <td>259</td>\n",
              "      <td>intermediate</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>8e296a067a37563370ded05f5a3bf3ec</td>\n",
              "      <td>2018-11-15 00:02:00</td>\n",
              "      <td>69209</td>\n",
              "      <td>244</td>\n",
              "      <td>latest</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>182be0c5cdcd5072bb1864cdee4d3d6e</td>\n",
              "      <td>2018-11-15 00:02:00</td>\n",
              "      <td>62873</td>\n",
              "      <td>473</td>\n",
              "      <td>latest</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                      impression_id     impression_time  ...  is_4G  is_click\n",
              "0  c4ca4238a0b923820dcc509a6f75849b 2018-11-15 00:00:00  ...      0         0\n",
              "1  45c48cce2e2d7fbdea1afc51c7c6ad26 2018-11-15 00:01:00  ...      1         1\n",
              "2  70efdf2ec9b086079795c442636b55fb 2018-11-15 00:02:00  ...      1         0\n",
              "3  8e296a067a37563370ded05f5a3bf3ec 2018-11-15 00:02:00  ...      1         0\n",
              "4  182be0c5cdcd5072bb1864cdee4d3d6e 2018-11-15 00:02:00  ...      0         0\n",
              "\n",
              "[5 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v22kUx4OCDHg"
      },
      "source": [
        "data.to_parquet(\"./data/train.parquet\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "Qa1AeoakCGY1",
        "outputId": "d55f6cf0-0d4b-4405-bfee-81d86fbce675"
      },
      "source": [
        "item = pd.read_csv(\"/content/train_adc/item_data.csv\")\n",
        "item.to_parquet(\"./data/item_data.parquet\")\n",
        "item.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>item_id</th>\n",
              "      <th>item_price</th>\n",
              "      <th>category_1</th>\n",
              "      <th>category_2</th>\n",
              "      <th>category_3</th>\n",
              "      <th>product_type</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>26880</td>\n",
              "      <td>4602</td>\n",
              "      <td>11</td>\n",
              "      <td>35</td>\n",
              "      <td>20</td>\n",
              "      <td>3040</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>54939</td>\n",
              "      <td>3513</td>\n",
              "      <td>12</td>\n",
              "      <td>57</td>\n",
              "      <td>85</td>\n",
              "      <td>6822</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>40383</td>\n",
              "      <td>825</td>\n",
              "      <td>17</td>\n",
              "      <td>8</td>\n",
              "      <td>279</td>\n",
              "      <td>1619</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>8777</td>\n",
              "      <td>2355</td>\n",
              "      <td>13</td>\n",
              "      <td>58</td>\n",
              "      <td>189</td>\n",
              "      <td>5264</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>113705</td>\n",
              "      <td>1267</td>\n",
              "      <td>17</td>\n",
              "      <td>39</td>\n",
              "      <td>151</td>\n",
              "      <td>10239</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   item_id  item_price  category_1  category_2  category_3  product_type\n",
              "0    26880        4602          11          35          20          3040\n",
              "1    54939        3513          12          57          85          6822\n",
              "2    40383         825          17           8         279          1619\n",
              "3     8777        2355          13          58         189          5264\n",
              "4   113705        1267          17          39         151         10239"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "id": "tBlU-8KICGVi",
        "outputId": "4eecc6f8-9425-4aa2-c089-fb71d3c7d6cc"
      },
      "source": [
        "view_log = pd.read_csv(\"/content/train_adc/view_log.csv\")\n",
        "view_log['server_time'] = pd.to_datetime(view_log['server_time'])\n",
        "view_log.to_parquet(\"./data/view_log.parquet\")\n",
        "view_log.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>server_time</th>\n",
              "      <th>device_type</th>\n",
              "      <th>session_id</th>\n",
              "      <th>user_id</th>\n",
              "      <th>item_id</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2018-10-15 08:58:00</td>\n",
              "      <td>android</td>\n",
              "      <td>112333</td>\n",
              "      <td>4557</td>\n",
              "      <td>32970</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2018-10-15 08:58:00</td>\n",
              "      <td>android</td>\n",
              "      <td>503590</td>\n",
              "      <td>74788</td>\n",
              "      <td>7640</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2018-10-15 08:58:00</td>\n",
              "      <td>android</td>\n",
              "      <td>573960</td>\n",
              "      <td>23628</td>\n",
              "      <td>128855</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2018-10-15 08:58:00</td>\n",
              "      <td>android</td>\n",
              "      <td>121691</td>\n",
              "      <td>2430</td>\n",
              "      <td>12774</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2018-10-15 08:58:00</td>\n",
              "      <td>android</td>\n",
              "      <td>218564</td>\n",
              "      <td>19227</td>\n",
              "      <td>28296</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          server_time device_type  session_id  user_id  item_id\n",
              "0 2018-10-15 08:58:00     android      112333     4557    32970\n",
              "1 2018-10-15 08:58:00     android      503590    74788     7640\n",
              "2 2018-10-15 08:58:00     android      573960    23628   128855\n",
              "3 2018-10-15 08:58:00     android      121691     2430    12774\n",
              "4 2018-10-15 08:58:00     android      218564    19227    28296"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "p4FrToWQBYU2"
      },
      "source": [
        "os.environ[\"TRAIN_DATA\"] = \"./data/view_log.parquet\"\n",
        "os.environ[\"ITEM_DATA\"] = \"./data/item_data.parquet\"\n",
        "os.environ[\"VIEW_LOG_DATA\"] = \"./data/view_log.parquet\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "u8YXLod8AfcG"
      },
      "source": [
        "### Re-write the featureTable definition as feature store"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Idy4E5rGAQ8v"
      },
      "source": [
        "class ContextAdClickData:\n",
        "\n",
        "    def __init__(self) -> None:\n",
        "        self.features = {}\n",
        "\n",
        "    def train_view_source(self):\n",
        "        return FileSource(\n",
        "            event_timestamp_column=\"impression_time\",\n",
        "                # created_timestamp_column=\"created\",\n",
        "            file_format=ParquetFormat(),\n",
        "            path=os.environ.get(\"TRAIN_DATA\"),\n",
        "        )\n",
        "    \n",
        "    def item_data_view_source(self):\n",
        "        return FileSource(\n",
        "            file_format=ParquetFormat(),\n",
        "            path=os.environ.get(\"ITEM_DATA\")\n",
        "            # path=\"s3://{bucket_name}/data/item_data.parquet\"\n",
        "        )\n",
        "    \n",
        "    def view_log_data_view_source(self):\n",
        "        return FileSource(\n",
        "            event_timestamp_column=\"server_time\",\n",
        "            file_format=ParquetFormat(),\n",
        "            path=os.environ.get(\"VIEW_LOG_DATA\")\n",
        "        )\n",
        "\n",
        "    def trainView(self):\n",
        "        \"\"\"Defines the train table for the click data.\n",
        "        :params:\n",
        "            - column_type_dict - A dictionary of columns and the data type\n",
        "        \n",
        "        \"\"\"\n",
        "        name = \"train_table\"\n",
        "        return FeatureView(\n",
        "            name=name,\n",
        "            entities=[self.train_entity().name],\n",
        "            ttl=Duration(seconds=86400 * 1),\n",
        "            features=[\n",
        "                self.feature_create(\"user_id\", ValueType.STRING),\n",
        "                self.feature_create(\"impression_id\", ValueType.STRING),\n",
        "                self.feature_create(\"app_code\", ValueType.INT32),\n",
        "                self.feature_create(\"os_version\", ValueType.STRING),\n",
        "                self.feature_create(\"is_4G\", ValueType.INT32),\n",
        "                self.feature_create(\"is_click\", ValueType.INT32),\n",
        "            ],\n",
        "            online=True,\n",
        "            input=self.train_view_source(),\n",
        "            tags={}\n",
        "        )\n",
        "    \n",
        "    def viewLogView(self):\n",
        "        name = \"view_log_table\"\n",
        "        return FeatureView(\n",
        "            name=name,\n",
        "            entities=[self.view_log_entity().name],\n",
        "            ttl=Duration(seconds=86400 * 1),\n",
        "            features=[\n",
        "                # self.feature_create(\"server_time\", ValueType.UNIX_TIMESTAMP),\n",
        "                self.feature_create(\"device_type\", ValueType.STRING),\n",
        "                # self.feature_create(\"session_id\", ValueType.INT32),\n",
        "                self.feature_create(\"user_id\", ValueType.INT64),\n",
        "                self.feature_create(\"item_id\", ValueType.INT64)\n",
        "            ],\n",
        "            online=True,\n",
        "            input=self.view_log_data_view_source(),\n",
        "            tags={}\n",
        "        )\n",
        "\n",
        "    def itemDataView(self):\n",
        "        name = \"item_data_table\"\n",
        "        feature_table = FeatureView(\n",
        "            name=name,\n",
        "            entities=[self.item_data_entity().name],\n",
        "            ttl=Duration(seconds=86400 * 1),\n",
        "            features=[\n",
        "                self.feature_create(\"item_id\", ValueType.INT32),\n",
        "                self.feature_create(\"item_price\", ValueType.INT32),\n",
        "                self.feature_create(\"category_1\", ValueType.INT32),\n",
        "                self.feature_create(\"category_2\", ValueType.INT32),\n",
        "                self.feature_create(\"category_3\", ValueType.INT32),\n",
        "                self.feature_create(\"product_type\", ValueType.INT32)\n",
        "            ],\n",
        "            online=True,\n",
        "            input=self.item_data_view_source(),\n",
        "            tags={}\n",
        "        )\n",
        "        return feature_table\n",
        "        \n",
        "    \n",
        "    def train_entity(self):\n",
        "        name = \"impression_id\"\n",
        "        return Entity(name, value_type=ValueType.INT32, description=\"Impression logs with click details\")\n",
        "\n",
        "    def view_log_entity(self):\n",
        "        name = \"session_id\"\n",
        "        #TODO: Check how to merge the user_id in this entity and user id in click entity.\n",
        "        return Entity(name=name, value_type=ValueType.INT64, description=\"View log containing user_id and item_id being viewed\")\n",
        "    \n",
        "    def item_data_entity(self):\n",
        "        name=\"item_id\"\n",
        "        return Entity(name=name, value_type=ValueType.INT32, description=\"Item data\")\n",
        "\n",
        "    def feature_create(self, name, value):\n",
        "        \"\"\"Add features \"\"\"\n",
        "        self.features[name] = Feature(name, dtype=value)\n",
        "        assert name in self.features\n",
        "        return self.features[name]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Pa6mY1iuA5g7"
      },
      "source": [
        "addClick = ContextAdClickData()\n",
        "\n",
        "en_train = addClick.train_entity()\n",
        "en_item = addClick.item_data_entity()\n",
        "en_view_log = addClick.view_log_entity()\n",
        "\n",
        "x = addClick.trainView()\n",
        "y = addClick.itemDataView()\n",
        "z = addClick.viewLogView()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JerMdLxBIq4Q"
      },
      "source": [
        "### Registering the features to local feature store"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T3GekxbrCGSH"
      },
      "source": [
        "store = FeatureStore(repo_path=\".\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0sspvdoXGuQH"
      },
      "source": [
        "store.apply([x,en_train])\n",
        "# store.apply([y,en_item])\n",
        "store.apply([z,en_view_log])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DCKG3RWeIj8S"
      },
      "source": [
        "### Retrieving some features from local store"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "H07v33CHCGOP"
      },
      "source": [
        "entity_df = pd.DataFrame.from_dict({\n",
        "    \"session_id\": [218564],\n",
        "    \"event_timestamp\" : datetime(2018, 10, 15, 8, 58, 00),\n",
        "})"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 80
        },
        "id": "hWFHO2lEGk5P",
        "outputId": "e9113179-84f3-4a4e-9e7d-1e4e2b46abdb"
      },
      "source": [
        "data_df = store.get_historical_features(feature_refs=[\"view_log_table:device_type\"], entity_df=entity_df)\n",
        "ex_data = data_df.to_df()\n",
        "ex_data.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>event_timestamp</th>\n",
              "      <th>session_id</th>\n",
              "      <th>view_log_table__device_type</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2018-10-15 08:58:00+00:00</td>\n",
              "      <td>218564</td>\n",
              "      <td>android</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            event_timestamp  session_id view_log_table__device_type\n",
              "0 2018-10-15 08:58:00+00:00      218564                     android"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        }
      ]
    }
  ]
}