example/01_mnist_tutorial.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Adansons Base MNIST Tutorial\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial, we will learn some basic features of Adansons Base as follows:\n",
    "- Creating new project\n",
    "- Importing dataset and metadeta to link the information\n",
    "- Incorporating with existing libraries (e.g. PyTorch)\n",
    "\n",
    "After the completation of this turorial, you should be able to import dataset and metadeta to your Adansons Base project, and effeciently use them in your Machine Learning project."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you have not get access key for base, please register from here for free  \n",
    "Invitation Form: https://share.hsforms.com/1KG8Hp2kwSjC6fjVwwlklZA8moen"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 0 : Install Adansons Base & Prepare sample dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, install Adansons Base via pip command : "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install git+https://github.com/adansons/base"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Configuration\n",
    "when you run any Base CLI command for the first time, Base will ask for your access key.\n",
    "\n",
    "then, Base will verify the specified access key was correct.\n",
    "\n",
    "if you don't have an access key, type your email into the form below to join our slack and get the access key.\n",
    "\n",
    "Invitation Form: https://share.hsforms.com/1KG8Hp2kwSjC6fjVwwlklZA8moen\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Welcome to Adansons Base!!\n",
      "Let's start with your access key provided on our slack.\n",
      "Please register your access_key: xxxxxxxxxx\n",
      "Successfully configured as xxxx@yyyy.com\n",
      "projects\n",
      "========\n"
     ]
    }
   ],
   "source": [
    "# this command will show you what projects you have\n",
    "!base list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will use MNIST dataset in this tutorial, so download the dataset and install dependencies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# install from pyproject.toml\n",
    "!poetry install\n",
    "# or\n",
    "!pip install ../\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install pypng"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!curl -sSL https://raw.githubusercontent.com/adansons/base/main/download_mnist.py > download_mnist.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!python3 ./download_mnist.py ~/dataset/mnist"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each MNIST image is stored under the folder of its label name (e.g. 0), and named {file_index}.png as below:  \n",
    "(if you not have `tree` command and if you use macOS, install it via `brew install tree`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[01;34m/home/xxxx/dataset/mnist\u001b[0m\n",
      "├── \u001b[01;34mtest\u001b[0m\n",
      "│   ├── \u001b[01;34m0\u001b[0m\n",
      "│   ├── \u001b[01;34m1\u001b[0m\n",
      "│   ├── \u001b[01;34m2\u001b[0m\n",
      "│   ├── \u001b[01;34m3\u001b[0m\n",
      "│   ├── \u001b[01;34m4\u001b[0m\n",
      "│   ├── \u001b[01;34m5\u001b[0m\n",
      "│   ├── \u001b[01;34m6\u001b[0m\n",
      "│   ├── \u001b[01;34m7\u001b[0m\n",
      "│   ├── \u001b[01;34m8\u001b[0m\n",
      "│   └── \u001b[01;34m9\u001b[0m\n",
      "└── \u001b[01;34mtrain\u001b[0m\n",
      "    ├── \u001b[01;34m0\u001b[0m\n",
      "    ├── \u001b[01;34m1\u001b[0m\n",
      "    ├── \u001b[01;34m2\u001b[0m\n",
      "    ├── \u001b[01;34m3\u001b[0m\n",
      "    ├── \u001b[01;34m4\u001b[0m\n",
      "    ├── \u001b[01;34m5\u001b[0m\n",
      "    ├── \u001b[01;34m6\u001b[0m\n",
      "    ├── \u001b[01;34m7\u001b[0m\n",
      "    ├── \u001b[01;34m8\u001b[0m\n",
      "    └── \u001b[01;34m9\u001b[0m\n",
      "\n",
      "22 directories\n"
     ]
    }
   ],
   "source": [
    "!tree -d ~/dataset/mnist "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/xxxx/dataset/mnist/test/0/\n",
      "├── 10.png\n",
      "├── 1001.png\n",
      "├── 1009.png\n",
      "├── 101.png\n",
      "├── 1034.png\n",
      "├── 1047.png\n",
      "├── 1061.png\n",
      "├── 1084.png\n",
      "├── 1094.png\n"
     ]
    }
   ],
   "source": [
    "!tree ~/dataset/mnist/test/0/ | head"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1: Create new project"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can create new project via `base new` command.  \n",
    "Here, we will create a project named mnist."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your Project UID\n",
      "----------------\n",
      "abcdefghij123456789\n",
      "\n",
      "save Project UID in local file (~/.base/projects)\n"
     ]
    }
   ],
   "source": [
    "!base new mnist"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2: import data files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once you have created the project, you can add dataset into your project via `base import` command.   \n",
    "\n",
    "You have to specify your dataset directory and file extension via `--directory` and `--extension` option.  \n",
    "Also, you need to specify the parsing rule via `--parse` option; it automatically parses and links dataset information in the path name according to given parsing rule.   \n",
    "This time, the directory looks like `train/3/302.png`, so we choose the parsing rule `{dataType}/{label}/{id}.png`"
   ]
  },
  {
   "attachments": {
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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:7d4870af-cecd-485b-b3ec-fb403e598da7.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Check datafiles...\n",
      "found 70000 files with png extension.\n",
      "Success!\n"
     ]
    }
   ],
   "source": [
    "# This could take time depending on the the data amount\n",
    "# It could take around 3 mins on the MNIST dataset size (= 70000 files)\n",
    "!base import mnist --directory ~/dataset/mnist --extension png --parse \"{dataType}/{label}/{id}.png\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3. Import external metadata files"
   ]
  },
  {
   "attachments": {
    "98707bb2-989b-4331-9fb3-19ca7edc91c1.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The MNIST dataset is known to have misslabeled data.  \"wrongImagesInMNISTTestset.xlsx\" is the list of the misslabeled data.\n",
    "\n",
    "Adansons Base can easily import multiple tables in one Excel-sheet file.\n",
    "\n",
    "\n",
    "\n",
    "![Screen Shot 2022-05-08 at 16.53.14.png](attachment:98707bb2-989b-4331-9fb3-19ca7edc91c1.png)\n",
    "\n",
    "the \"correction\" may be one of the following values:\n",
    "\n",
    "-1: we think the image should be discarded. No labels can be attached to it.\n",
    "\n",
    "a or b: we think the number in the image is ambiguous. Both a and b can be the label of the image.\n",
    "\n",
    "\n",
    "This sample Excel file was created for demonstration of a powerful function `base import` of Adansons Base.\n",
    "This data was made with reference to the data bellow.\n",
    "\n",
    "https://github.com/youkaichao/mnist-wrong-test/blob/master/wrongImagesInMNISTTestset.csv  \n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "  "
   ]
  },
  {
   "attachments": {
    "a9468be8-72a3-408a-9adf-b047468f970b.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div>\n",
    "\n",
    "Adansons Base can **automatically** import such metadata file and integrate with your existing project via `--external-file` option in `base import` command.\n",
    "    \n",
    "![Screen Shot 2022-05-15 at 23.04.40.png](attachment:a9468be8-72a3-408a-9adf-b047468f970b.png)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 tables found!\n",
      "now estimating the rule for table joining...\n",
      "\n",
      "1 table joining rule was estimated!\n",
      "Below table joining rule will be applied...\n",
      "\n",
      "\n",
      "Rule no.1\n",
      "\n",
      "\tkey 'index'\t->\tconnected to 'id' key on exist table\n",
      "\tkey 'originalLabel'\t->\tconnected to 'label' key on exist table\n",
      "\tkey 'correction'\t->\tnewly added\n",
      "\tkey 'dataType'\t->\tconnected to 'dataType' key on exist table\n",
      "\n",
      "2 tables will be applied\n",
      "Table 1 sample record:\n",
      "\t{'index': 8, 'originalLabel': 5, 'correction': -1, 'dataType': 'test'}\n",
      "Table 2 sample record:\n",
      "\t{'index': 1061, 'originalLabel': 0, 'correction': '0or6', 'dataType': 'test'}\n",
      "Success!\n"
     ]
    }
   ],
   "source": [
    "!base import mnist --external-file --path ./wrongImagesInMNISTTestset.xlsx --additional dataType:test --auto-approve"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 4. filter and export dataset with CLI  \n",
    "Now we are ready to filter and export dataset integrated with metadata.   \n",
    "Let’s pick up a part of data files, label is 1, 2, or 3 for training, from project mnist with `base search <project>` command.  \n",
    "You can use `--conditions <value-only-search>` option for magical search filter and `--query <key-value-pair-search>` option for advanced filter.  \n",
    "Be careful that you may get so large output on your console without -s, --summary option."
   ]
  },
  {
   "attachments": {
    "4f223820-ea45-46a0-b52c-7c7c6c9fd6d9.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:4f223820-ea45-46a0-b52c-7c7c6c9fd6d9.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also speficy several queries by set multiple `--query` option.  \n",
    "Below example is picking files labeled 1,2 or 3 **and** their `correction` is not `-1` from test data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3169 files\n",
      "========\n",
      "{'FilePath': '/home/xxxx/dataset/mnist/test/3/1615.png', 'id': '1615', 'index': 1615, 'label': '3', 'originalLabel': 3, 'dataType': 'test'}\n",
      "{'FilePath': '/home/xxxx/dataset/mnist/test/3/614.png', 'id': '614', 'index': 614, 'label': '3', 'originalLabel': 3, 'dataType': 'test'}\n",
      "{'FilePath': '/home/xxxx/dataset/mnist/test/2/4339.png', 'id': '4339', 'index': 4339, 'label': '2', 'originalLabel': 2, 'dataType': 'test'}\n",
      "{'FilePath': '/home/xxxx/dataset/mnist/test/2/4870.png', 'id': '4870', 'index': 4870, 'label': '2', 'originalLabel': 2, 'dataType': 'test'}\n",
      "{'FilePath': '/home/xxxx/dataset/mnist/test/3/4494.png', 'id': '4494', 'index': 4494, 'label': '3', 'originalLabel': 3, 'dataType': 'test'}\n",
      "{'FilePath': '/home/xxxx/dataset/mnist/test/2/744.png', 'id': '744', 'index': 744, 'label': '2', 'originalLabel': 2, 'dataType': 'test'}\n",
      "{'FilePath': '/home/xxxx/dataset/mnist/test/3/677.png', 'id': '677', 'index': 677, 'label': '3', 'originalLabel': 3, 'dataType': 'test'}\n",
      "{'FilePath': '/home/xxxx/dataset/mnist/test/1/9180.png', 'id': '9180', 'index': 9180, 'label': '1', 'originalLabel': 1, 'dataType': 'test'}\n"
     ]
    }
   ],
   "source": [
    "!base search mnist --conditions \"test\" --query \"correction != -1\" --query \"label in ['1','2','3']\" | head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18831 files\n",
      "========\n",
      "{'FilePath': '/home/xxxx/dataset/mnist/train/1/41744.png', 'id': '41744', 'index': 41744, 'label': '1', 'originalLabel': 1, 'dataType': 'train'}\n",
      "{'FilePath': '/home/xxxx/dataset/mnist/train/1/46210.png', 'id': '46210', 'index': 46210, 'label': '1', 'originalLabel': 1, 'dataType': 'train'}\n",
      "{'FilePath': '/home/xxxx/dataset/mnist/train/2/55704.png', 'id': '55704', 'index': 55704, 'label': '2', 'originalLabel': 2, 'dataType': 'train'}\n",
      "{'FilePath': '/home/xxxx/dataset/mnist/train/3/4281.png', 'id': '4281', 'index': 4281, 'label': '3', 'originalLabel': 3, 'dataType': 'train'}\n",
      "{'FilePath': '/home/xxxx/dataset/mnist/train/3/15651.png', 'id': '15651', 'index': 15651, 'label': '3', 'originalLabel': 3, 'dataType': 'train'}\n",
      "{'FilePath': '/home/xxxx/dataset/mnist/train/1/4405.png', 'id': '4405', 'index': 4405, 'label': '1', 'originalLabel': 1, 'dataType': 'train'}\n",
      "{'FilePath': '/home/xxxx/dataset/mnist/train/1/10268.png', 'id': '10268', 'index': 10268, 'label': '1', 'originalLabel': 1, 'dataType': 'train'}\n",
      "{'FilePath': '/home/xxxx/dataset/mnist/train/1/46915.png', 'id': '46915', 'index': 46915, 'label': '1', 'originalLabel': 1, 'dataType': 'train'}\n"
     ]
    }
   ],
   "source": [
    "!base search mnist --conditions \"train\" --query \"label in ['1','2','3']\" | head"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 5. filter and export dataset with Python SDK"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In python script, you can filter and export dataset easily and simply with Project class and Files class. (see [SDK docs](https://vast-bus-1c4.notion.site/Python-Reference-e4b62aee4eee47caa96b7f436d6658cd))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install NumPy pillow torch torchvision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File path : /Users/yushi/dataset/mnist/train/1/41744.png\n",
      "Label : 1\n"
     ]
    }
   ],
   "source": [
    "from base import Project, Dataset\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "\n",
    "\n",
    "# export dataset as you want to use\n",
    "project = Project(\"mnist\")\n",
    "files = project.files(conditions=\"train\", query=[\"label in ['1','2','3']\"])\n",
    "\n",
    "print(f'File path : {files[0]}')\n",
    "# this returns path-like `File` object\n",
    "# -> '/home/xxxx/dataset/mnist/0/12909.png'\n",
    "print(f'Label : {files[0].label}')\n",
    "# this returns the value of attribute 'lable' ofn first `File` object\n",
    "# -> '0'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18831"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(files.items)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# function to load image from path\n",
    "# this is necessary, if you want to use image in your dataset\n",
    "# because base Dataset class doesn't convert path to image\n",
    "preprocess_func(path):\n",
    "    image = Image.open(path)\n",
    "    image = image.resize((28, 28))\n",
    "    image = np.array(image)\n",
    "    return image\n",
    "\n",
    "dataset = Dataset(files, target_key=\"label\", transform=preprocess_func)\n",
    "\n",
    "x_train, x_test, y_train, y_test = dataset.train_test_split(split_rate=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# you can also use the dataset object like this.\n",
    "for data, label in dataset:\n",
    "    # data: a image-data. ndarray\n",
    "    # label: the label of a image-data, like 0\n",
    "    pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Base SDK's `Dataset` class is compatible with PyTorch.   \n",
    "So you can instanciate Base's `Dataset` to filter your dataset, and directly use it with PyTorch's `DataLoader`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# or use with torch\n",
    "!pip install torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchvision.transforms as transforms\n",
    "from PIL import Image\n",
    "# function to load image from path\n",
    "# this is necessary, if you want to use image in your dataset\n",
    "# because base Dataset class doesn't convert path to image\n",
    "def preprocess_func(path):\n",
    "    image = transforms.ToTensor()(transforms.Resize((28, 28))(Image.open(path)))\n",
    "    return image\n",
    "\n",
    "dataset = Dataset(files, target_key=\"label\", transform=preprocess_func)\n",
    "loader = torch.utils.data.DataLoader(dataset, batch_size=32, shuffle=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let’s try one of most characteristic use cases on Adansons Base.\n",
    "\n",
    "in the external file you imported in step.3, some mnist test data files are annotated as “-1” in correction column. this means that it is difficult to classify that files even for human.\n",
    "\n",
    "so, you should exclude that files from your dataset to evaluate your AI models more properly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Eval file length : 9963\n"
     ]
    }
   ],
   "source": [
    "# you can exclude files which have \"-1\" on \"correction\" with below code\n",
    "eval_files = project.files(conditions=\"test\", query=[\"correction != -1\"])\n",
    "\n",
    "print(f'Eval file length : {len(eval_files)}')\n",
    "# this returns the number of files matched with requested conditions or query\n",
    "# -> 9963\n",
    "\n",
    "eval_dataset = Dataset(eval_files, target_key=\"label\", transform=preprocess_func)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Delete tutorial project"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can archive your project via `base rm` command"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mnist was Archived\n"
     ]
    }
   ],
   "source": [
    "!base rm mnist"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can delete your archived project via `base rm --confirm`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mnist was Deleted\n"
     ]
    }
   ],
   "source": [
    "!base rm --confirm mnist"
   ]
  }
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