whylabs/whylogs-python

{
  "cells": [
    {
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      "cell_type": "markdown",
      "metadata": {},
      "source": [
        ">### 🚩 *Create a free WhyLabs account to get more value out of whylogs!*<br> \n",
        ">*Did you know you can store, visualize, and monitor whylogs profiles with the [WhyLabs Observability Platform](https://whylabs.ai/whylogs-free-signup?utm_source=whylogs-Github&utm_medium=whylogs-example&utm_campaign=Image_Logging)? Sign up for a [free WhyLabs account](https://whylabs.ai/whylogs-free-signup?utm_source=whylogs-Github&utm_medium=whylogs-example&utm_campaign=Image_Logging_UDF_Metric) to leverage the power of whylogs and WhyLabs together!*"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Image UDF with custom resolver example"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "%pip install whylogs[all] datasets -q"
      ]
    },
    {
      "cell_type": "code",
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        "id": "Q6s9XZQ-w0fj",
        "outputId": "a04a01b9-db5d-4914-b66f-4665c5fe98b3"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/home/jamie/projects/v1/whylogs/python/.venv/lib/python3.8/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
            "  from .autonotebook import tqdm as notebook_tqdm\n",
            "Found cached dataset imagefolder (/home/jamie/.cache/huggingface/datasets/hamdan07___imagefolder/hamdan07--UltraSound-Lung-23d9b29a94bc2085/0.0.0/37fbb85cc714a338bea574ac6c7d0b5be5aff46c1862c1989b20e0771199e93f)\n",
            "100%|██████████| 1/1 [00:00<00:00, 109.16it/s]\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    train: Dataset({\n",
              "        features: ['image', 'label'],\n",
              "        num_rows: 300\n",
              "    })\n",
              "})"
            ]
          },
          "execution_count": 1,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "from datasets import load_dataset\n",
        "# note this is an arbitrary dataset chosen to illustrate logging images\n",
        "# with a UDF, but you can use your own data or other image dataset.\n",
        "dataset = load_dataset(\"hamdan07/UltraSound-Lung\")\n",
        "\n",
        "# Hugging Face dataset, lets see what the keys and structure\n",
        "# look like\n",
        "dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=573x573 at 0x7FAD662E4250>\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7face175e5b0>"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from matplotlib.pyplot import imshow\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "# lets create a pandas dataframe to hold the training images,\n",
        "# we will log these and with whylogs to create a reference profile\n",
        "df = pd.DataFrame(columns=['image'], data=dataset[\"train\"]['image'])\n",
        "\n",
        "# let's look at the first image in this dataset\n",
        "print(df[\"image\"][0])\n",
        "imshow(np.asarray(df[\"image\"][0]))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "ITWXcEvZ6jyC"
      },
      "outputs": [],
      "source": [
        "from typing import Callable, Dict\n",
        "from PIL.Image import Image as ImageType\n",
        "from PIL import ImageFilter\n",
        "\n",
        "import whylogs as why\n",
        "from whylogs.core.datatypes import DataType\n",
        "from whylogs.core.metrics import Metric\n",
        "from whylogs.core.resolvers import StandardResolver\n",
        "from whylogs.core.schema import DatasetSchema, ColumnSchema\n",
        "from whylogs.extras.image_metric import ImageMetric\n",
        "from whylogs.experimental.core.metrics.udf_metric import UdfMetric, UdfMetricConfig\n",
        "\n",
        "# helper function to bind a user specified metric name and function to image columns\n",
        "def udf_metric(name: str, udf: Callable):\n",
        "  udf_config = UdfMetricConfig(\n",
        "        udfs={\n",
        "            name: udf\n",
        "        },\n",
        "  )\n",
        "  # this resolver uses a standard resolver base class, so features logged will get standard metrics\n",
        "  # but we override the resolution of column \"image\" to attach the standard ImageMetric\n",
        "  # and also our UdfMetrics\n",
        "  class ImageResolver(StandardResolver):\n",
        "    def resolve(self, name: str, why_type: DataType, column_schema: ColumnSchema) -> Dict[str, Metric]:\n",
        "      if \"image\" in name:\n",
        "        return {\n",
        "          ImageMetric.get_namespace(): ImageMetric.zero(),\n",
        "          UdfMetric.get_namespace(): UdfMetric.zero(udf_config)\n",
        "        }\n",
        "      return super(ImageResolver, self).resolve(name, why_type, column_schema)\n",
        "  return ImageResolver()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# here is an example user defined function that defined a custom metric on images\n",
        "def edgy_entropy(img: ImageType):\n",
        "    # do whatever you want with this image and return a numeric type\n",
        "    # or string (or None), this will result in a user defined metric included in the profile.\n",
        "\n",
        "    # here we return the built in image entropy from builtin PIL edges\n",
        "    luminance_edges = img.convert(\"L\").filter(ImageFilter.FIND_EDGES)\n",
        "    return luminance_edges.entropy()\n",
        "\n",
        "# Create a DatasetSchema to attach this udf metric to the image column\n",
        "image_schema = DatasetSchema(resolvers=udf_metric(name=\"edge_entropy\", udf=edgy_entropy))\n",
        "\n",
        "# now we profile the training df with this schema and get back the profile\n",
        "results = why.log(df, schema=image_schema)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{'edge_entropy:counts/n': 300,\n",
              " 'edge_entropy:counts/null': 0,\n",
              " 'edge_entropy:counts/nan': 0,\n",
              " 'edge_entropy:counts/inf': 0,\n",
              " 'edge_entropy:types/integral': 0,\n",
              " 'edge_entropy:types/fractional': 300,\n",
              " 'edge_entropy:types/boolean': 0,\n",
              " 'edge_entropy:types/string': 0,\n",
              " 'edge_entropy:types/object': 0,\n",
              " 'edge_entropy:types/tensor': 0,\n",
              " 'edge_entropy:cardinality/est': 300.0002227725499,\n",
              " 'edge_entropy:cardinality/upper_1': 300.01520155885817,\n",
              " 'edge_entropy:cardinality/lower_1': 300.0,\n",
              " 'edge_entropy:distribution/mean': 2.634371055101786,\n",
              " 'edge_entropy:distribution/stddev': 0.4550609909629663,\n",
              " 'edge_entropy:distribution/n': 300,\n",
              " 'edge_entropy:distribution/max': 4.1932956055399275,\n",
              " 'edge_entropy:distribution/min': 1.2659077301840571,\n",
              " 'edge_entropy:distribution/q_01': 1.3729952959021117,\n",
              " 'edge_entropy:distribution/q_05': 1.946231491159389,\n",
              " 'edge_entropy:distribution/q_10': 2.0503326692987836,\n",
              " 'edge_entropy:distribution/q_25': 2.39867303519271,\n",
              " 'edge_entropy:distribution/median': 2.6709019159092544,\n",
              " 'edge_entropy:distribution/q_75': 2.884642506374012,\n",
              " 'edge_entropy:distribution/q_90': 3.1946904359285355,\n",
              " 'edge_entropy:distribution/q_95': 3.283440568754629,\n",
              " 'edge_entropy:distribution/q_99': 3.9360612839224944}"
            ]
          },
          "execution_count": 14,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# lets view the profile's udf metric we added locally before uploading to whylabs\n",
        "results.view().get_column(\"image\").get_metric(\"udf\").to_summary_dict()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "import os\n",
        "import getpass\n",
        "\n",
        "# set your org-id here - should be something like \"org-xxxx\"\n",
        "print(\"Enter your WhyLabs Org ID\") \n",
        "os.environ[\"WHYLABS_DEFAULT_ORG_ID\"] = input()\n",
        "\n",
        "# set your datased_id (or model_id) here - should be something like \"model-xxxx\"\n",
        "print(\"Enter your WhyLabs Dataset ID\")\n",
        "os.environ[\"WHYLABS_DEFAULT_DATASET_ID\"] = input()\n",
        "print(\"Enter your WhyLabs API KEY\")\n",
        "os.environ[\"WHYLABS_API_KEY\"] = getpass.getpass()\n",
        "print(\"Using API Key ID: \", os.environ[\"WHYLABS_API_KEY\"][0:10])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": [
        "# lets upload this to whylabs\n",
        "results.writer(\"whylabs\").write()"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": ".venv",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.10"
    },
    "vscode": {
      "interpreter": {
        "hash": "d39f874c9b8a97550ecbd783714b95e79c9b905449b34f44c40e3bf053b54b41"
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    "widgets": {
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