query_expansion-cohere.ipynb

query_expansion-cohere.ipynb

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  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyMfzIkfDBE97PV3PHB3IwFi",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/virattt/ab6667e0a456140ee4bf64e0fddc7d3b/query_expansion-cohere.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "HRA6TPl0lXqq"
      },
      "outputs": [],
      "source": [
        "!pip install cohere"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import getpass\n",
        "import os\n",
        "\n",
        "# Set your Cohere API key\n",
        "os.environ[\"COHERE_API_KEY\"] = getpass.getpass()"
      ],
      "metadata": {
        "id": "4fJZ05n9lflZ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "query = \"What are the revenues of Airbnb, Booking, and Expedia?\""
      ],
      "metadata": {
        "id": "5UbW7pydl82v"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Use `command` model for query expansion"
      ],
      "metadata": {
        "id": "025xZuDOlnT6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import cohere\n",
        "\n",
        "# Get your cohere API key on: www.cohere.com\n",
        "co = cohere.Client(os.environ[\"COHERE_API_KEY\"])\n",
        "\n",
        "# Call the model\n",
        "response = co.chat(\n",
        "  message=query,\n",
        "  search_queries_only=True,\n",
        ")"
      ],
      "metadata": {
        "id": "b8-Ua66vlsWJ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Print the rewritten query\n",
        "rewritten_queries = [query.get('text', None) for query in response.search_queries]\n",
        "print(rewritten_queries)"
      ],
      "metadata": {
        "id": "QTXJByrxl3E_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Use `command-light` model for query expansion"
      ],
      "metadata": {
        "id": "oYnx5WtEmXz7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Get your cohere API key on: www.cohere.com\n",
        "co = cohere.Client(os.environ[\"COHERE_API_KEY\"])\n",
        "\n",
        "# Call the model\n",
        "response = co.chat(\n",
        "  model='command-light',\n",
        "  message=query,\n",
        "  search_queries_only=True,\n",
        ")"
      ],
      "metadata": {
        "id": "lNXcXI9ymJZa"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Print the rewritten query\n",
        "rewritten_queries = [query.get('text', None) for query in response.search_queries]\n",
        "print(rewritten_queries)"
      ],
      "metadata": {
        "id": "MaFJ6lrbmfmQ"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}