{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f655249a",
   "metadata": {},
   "source": [
    "# Daily Dose of Data Science\n",
    "\n",
    "This notebook accompanies the code for deployment using Modelbit.\n",
    "\n",
    "Read the newsletter issue here: [Deploy ML Models Right From Your Jupyter Notebook Using Modelbit](https://www.blog.dailydoseofds.com/p/deploy-ml-models-right-from-your)\n",
    "\n",
    "Author: Avi Chawla\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37ec1771",
   "metadata": {},
   "source": [
    "## Install Modelbit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fcdc5c3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install modelbit"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5514e912",
   "metadata": {},
   "source": [
    "## Create an account here: https://app.modelbit.com/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0956be04",
   "metadata": {},
   "outputs": [],
   "source": [
    "import modelbit\n",
    "mb = modelbit.login()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3733e48b",
   "metadata": {},
   "source": [
    "## Train model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cf95324c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "abd89802",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = [[1], [2], [3]]\n",
    "y = [2, 4, 6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "be8203d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "model = LinearRegression()\n",
    "model.fit(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e24e598e",
   "metadata": {},
   "source": [
    "## Inference function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6833217c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def my_lr_deployement(input_x):\n",
    "      \n",
    "    if isinstance(input_x, (int, float)):    #  check input type\n",
    "        return model.predict([[input_x]])[0] # prediction\n",
    "        \n",
    "    else:\n",
    "        return None"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfb69628",
   "metadata": {},
   "source": [
    "## Deploy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c47ee20b",
   "metadata": {},
   "outputs": [],
   "source": [
    "mb.deploy(my_lr_deployement)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7b2ce4f",
   "metadata": {},
   "source": [
    "## Inference"
   ]
  },
  {
   "attachments": {
    "Screenshot%202023-09-19%20at%202.01.43%20PM.png": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "6e2ee072",
   "metadata": {},
   "source": [
    "Click \"View in Modelbit\" above to get the API endpoint (Highlighted below)\n",
    "\n",
    "\n",
    "\n",
    "![Screenshot%202023-09-19%20at%202.01.43%20PM.png](attachment:Screenshot%202023-09-19%20at%202.01.43%20PM.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "62b4c96f",
   "metadata": {},
   "outputs": [],
   "source": [
    "endpoint = \"\" # specify your API endpoint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d7ed772f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json, requests\n",
    "\n",
    "# invoke the API endpoint\n",
    "result = requests.post(endpoint,\n",
    "                       headers={\"Content-Type\":\"application/json\"},\n",
    "                       data=json.dumps({\"data\":[[1,3], [2,5], [3,9]]})).json()\n",
    "\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dfb1c07d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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