Huggingface_langchain_colab.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyOoNjRQdD57wGfXqBwMPp5L",
      "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/github/alecinvan/Colab_AI_tutorial/blob/main/Huggingface_langchain_colab.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": "NFHrkqald6Ra"
      },
      "outputs": [],
      "source": [
        "!pip install -q openai langchain huggingface_hub\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import requests\n",
        "\n",
        "API_URL = \"https://api-inference.huggingface.co/models/mrm8488/t5-base-finetuned-wikiSQL\"\n",
        "headers = {\"Authorization\": \"Bearer YOUR_HUGGINGFACE_API_TOKEN\"}\n",
        "\n",
        "def query(payload):\n",
        "\tresponse = requests.post(API_URL, headers=headers, json=payload)\n",
        "\treturn response.json()\n",
        "\n",
        "output = query({\n",
        "\t\"inputs\": \"translate English to SQL: How many models were finetuned using BERT as base model?\",\n",
        "})\n",
        "\n",
        "print(output)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FWtJZ-_eeV05",
        "outputId": "6f496388-5661-4104-8b93-202b6f0047e7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[{'generated_text': 'SELECT COUNT Model fine tuned FROM table WHERE Base model = BERT'}]\n"
          ]
        }
      ]
    }
  ]
}