{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "zFpuh1VkYX_U" }, "source": [ "# Example Application: Defect Detection of Workpieces in a Casting Manufacturing Process. \n", "\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)][1]        [![Download](images/download.png)][2][Download this Notebook][2]\n", "\n", "[1]:https://colab.research.google.com/github/masterfulai/masterful-docs/blob/main/notebooks/example_defect_casting.ipynb\n", "[2]:https://docs.masterfulai.com/0.5.2/notebooks/example_defect_casting.ipynb\n", "\n", "In this guide you'll rapidly build a binary classifier to detect defects in a manufacturing process. Each workpiece is created using a casting manufacturing process, in which molten metal is poured into a mold. \n", "\n", "You have been tasked with building a solution to satisfy the following user story:\n", "\n", "```\n", "As a plant manager,\n", "I want to automatically detect defects in my workpieces,\n", "so that I can deploy it alongside my existing manual QC process to reduce my plant's defect rate. \n", "```\n", "\n", "Your first task is to acquire data. Normally, you'd have to get up from your desk and start snapping photos with your phone, or install a camera over an assembly line and feed it to a server. For the purposes of this example, you'll use an existing data set. " ] }, { "cell_type": "markdown", "metadata": { "id": "0OJPwV6zYX_Z" }, "source": [ "## Acquiring Data\n", "\n", "Go to kaggle.com and register an account. Follow [these instructions][21] to acquire a Kaggle API Token and save it to ~/.kaggle/kaggle.json. Install kaggle via pip, then download the dataset and unzip it, then get rid of the zip file. The data we care about it is in `./casting_512x512/casting_512x512`. The two subdirectorys are `def_front` and `ok_front`, corresponding to defective and okay workpieces. \n", "\n", "[21]: https://www.kaggle.com/docs/api" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2022-09-09T20:27:35.431711Z", "iopub.status.busy": "2022-09-09T20:27:35.431563Z", "iopub.status.idle": "2022-09-09T20:27:35.652725Z", "shell.execute_reply": "2022-09-09T20:27:35.649780Z" }, "id": "VoQVPJ5OYnTd", "outputId": "40c4175c-7d34-4784-eb70-bc0432463a09" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\r\n" ] } ], "source": [ "\n", "!mkdir ~/.kaggle\n", "!echo \"{\\\"username\\\":\\\"YOUR_USERNAME\\\",\\n\\\"key\\\":\\\"YOUR_KEY\\\"}\" > ~/.kaggle/kaggle.json" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2022-09-09T20:27:35.662974Z", "iopub.status.busy": "2022-09-09T20:27:35.662214Z", "iopub.status.idle": "2022-09-09T20:27:42.156009Z", "shell.execute_reply": "2022-09-09T20:27:42.153455Z" }, "id": "zQkpstDZYX_Z", "outputId": "b1291236-53e7-4eb1-ef01-1f5c9e2ec527" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\r\n" ] } ], "source": [ "import sys\n", "!{sys.executable} -m pip install --upgrade pip --quiet\n", "!{sys.executable} -m pip install kaggle --quiet\n", "!kaggle datasets download -d ravirajsinh45/real-life-industrial-dataset-of-casting-product\n", "!ls *.zip\n", "!unzip -q -o real-life-industrial-dataset-of-casting-product.zip " ] }, { "cell_type": "markdown", "metadata": { "id": "kL_ftgJSYX_b" }, "source": [ "## Exploratory Data Analysis\n", "\n", "Next, it's always important to perform EDA to search for any anomolies, errors, and to develop an intuition for your images and labels. As a bare minimum, visulize some OK and DEFective examples. The similarity of these images indicates that this dataset is low entropy, which would normally make hyperparameter tuning difficult. However, Masterful automatically handles hyperparameter tuning, so you will have no problems working with this low-entropy dataset. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 853 }, "execution": { "iopub.execute_input": "2022-09-09T20:27:42.163736Z", "iopub.status.busy": "2022-09-09T20:27:42.163564Z", "iopub.status.idle": "2022-09-09T20:27:43.232637Z", "shell.execute_reply": "2022-09-09T20:27:43.232256Z" }, "id": "sNS81ytDYX_b", "outputId": "304b2f3b-d3b2-4c5f-e010-c50921bfa240" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import PIL, PIL.ImageDraw, PIL.ImageFont\n", "import requests\n", "from io import BytesIO\n", "\n", "ok = [\n", " \"./casting_512x512/casting_512x512/ok_front/cast_ok_0_1018.jpeg\",\n", " \"./casting_512x512/casting_512x512/ok_front/cast_ok_0_1021.jpeg\",\n", " \"./casting_512x512/casting_512x512/ok_front/cast_ok_0_1028.jpeg\",\n", " \"./casting_512x512/casting_512x512/ok_front/cast_ok_0_1074.jpeg\",\n", " \"./casting_512x512/casting_512x512/ok_front/cast_ok_0_1082.jpeg\",\n", "]\n", "\n", "def_ = [\n", " \"./casting_512x512/casting_512x512/def_front/cast_def_0_0.jpeg\",\n", " \"./casting_512x512/casting_512x512/def_front/cast_def_0_100.jpeg\",\n", " \"./casting_512x512/casting_512x512/def_front/cast_def_0_1015.jpeg\",\n", " \"./casting_512x512/casting_512x512/def_front/cast_def_0_102.jpeg\",\n", " \"./casting_512x512/casting_512x512/def_front/cast_def_0_1046.jpeg\",\n", "]\n", "\n", "images = [ok, def_]\n", "ROWS = 5\n", "COLUMNS = len(images)\n", "\n", "f, axarr = plt.subplots(ROWS, COLUMNS, figsize=(5,15))\n", "curr_row = 0\n", "\n", "for col, image_col, true in ((0, ok, 'OK'), (1, def_, 'DEF')):\n", " for row, image_row in enumerate(image_col):\n", " with PIL.Image.open(image_row) as image:\n", " drawing = PIL.ImageDraw.Draw(image)\n", " font = PIL.ImageFont.truetype('FreeMono.ttf', 65)\n", " drawing.text((10, 10), f'True: {true}', font=font, fill =(0, 0, 255))\n", " axarr[row, col].imshow(image)" ] }, { "cell_type": "markdown", "metadata": { "id": "jV1-c7MjYX_c" }, "source": [ "## Creating Labels\n", "\n", "You'll use the Masterful CLI Trainer to quickly train a model to state of the art performance. By using Masterful, you'll avoid lots of the tedious parts of deep learning: setting up data processing pipelines, implementing architectures, and fiddling with hyperparameters. In fact, you may be able to avoid using experiment tracking tools entirely because Masterful automatically runs experiments to tune hyperparameters related to optimization, data augmentation, and regularization. \n", "\n", "The Masterful [label format][30] is a simple CSV structure. Each row is a relative path, followed by an integer corresponding to a label. A second labelmap file maps those integers to short text descriptions. \n", "\n", "Let's generate and then examine a few lines of the csv.\n", "\n", "[30]: ../markdown/guide_cli_data_directory_format.md" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2022-09-09T20:27:43.235638Z", "iopub.status.busy": "2022-09-09T20:27:43.235386Z", "iopub.status.idle": "2022-09-09T20:27:43.240273Z", "shell.execute_reply": "2022-09-09T20:27:43.239944Z" }, "id": "_BvKz6yqYX_d", "outputId": "805b64b0-9a4a-4218-87c2-f3c1cab913ea" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "num ok images: 519. Using 10% for test: 51\n", "num def images: 781. Using 10% for test: 78\n" ] } ], "source": [ "import os\n", "\n", "OK_PATH = './casting_512x512/casting_512x512/ok_front/'\n", "DEF_PATH = './casting_512x512/casting_512x512/def_front/'\n", "\n", "ok = os.listdir(OK_PATH)\n", "def_ = os.listdir(DEF_PATH)\n", "\n", "print(f'num ok images: {len(ok)}. Using 10% for test: {len(ok)//10}')\n", "print(f'num def images: {len(def_)}. Using 10% for test: {len(def_)//10}')\n", "\n", "with open('test.csv', 'w') as f:\n", " for path in ok[:len(ok)//10]:\n", " f.write(OK_PATH + path + ',0\\n')\n", "\n", " for path in def_[:len(def_)//10]:\n", " f.write(DEF_PATH + path + ',1\\n')\n", " \n", "with open('train.csv', 'w') as f:\n", " for path in ok[len(ok)//10:]:\n", " f.write(OK_PATH + path + ',0\\n')\n", "\n", " for path in def_[len(def_)//10:]:\n", " f.write(DEF_PATH + path + ',1\\n')\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "./casting_512x512/casting_512x512/ok_front/cast_ok_0_6471.jpeg,0\n", "./casting_512x512/casting_512x512/ok_front/cast_ok_0_5852.jpeg,0\n", "./casting_512x512/casting_512x512/ok_front/cast_ok_0_4503.jpeg,0\n", "./casting_512x512/casting_512x512/ok_front/cast_ok_0_1761.jpeg,0\n", "./casting_512x512/casting_512x512/ok_front/cast_ok_0_9634.jpeg,0\n", "./casting_512x512/casting_512x512/ok_front/cast_ok_0_7112.jpeg,0\n", "./casting_512x512/casting_512x512/ok_front/cast_ok_0_1879.jpeg,0\n", "./casting_512x512/casting_512x512/ok_front/cast_ok_0_6306.jpeg,0\n", "./casting_512x512/casting_512x512/ok_front/cast_ok_0_3371.jpeg,0\n", "./casting_512x512/casting_512x512/ok_front/cast_ok_0_8002.jpeg,0\n" ] } ], "source": [ "!head train.csv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, create a simple label_map csv file, marking each image as OK or DEF (for defective). " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2022-09-09T20:27:43.241902Z", "iopub.status.busy": "2022-09-09T20:27:43.241750Z", "iopub.status.idle": "2022-09-09T20:27:43.377033Z", "shell.execute_reply": "2022-09-09T20:27:43.374012Z" }, "id": "J1aQ08N8YX_e" }, "outputs": [], "source": [ "! echo -e \"0, ok \\n 1, def\" > label_map.csv" ] }, { "cell_type": "markdown", "metadata": { "id": "qkAa-gGgYX_f" }, "source": [ "## YAML Config File for Masterful CLI Trainer\n", "\n", "Now, you'll setup the YAML config file. This config file is very sparse compared to YAML files you might have worked with in the past because the CLI Trainer is **goal oriented**. It is not simply wrapping a low level Python API in YAML - the CLI Trainer only needs to understand the goals for your model. Its internal automation handles the process of setting up data pipelines, training, regularization, evaluation, and saving the model. \n", "\n", "The main decision you need to make in the config is which model architecture to train with. The decision on model architecture is a trade-off between inference speed and accuracy. The bigger the model, the slower and more expensive it will be to run in inference, but the more accurate it will be. \n", "\n", "For a first training run, starting with the smallest possible model allows you to iterate more quickly. Then, once you have a trained model, you can experiment with larger models. One of the smallest available models is mobilenetv3_small. \n", "\n", "```yaml\n", "dataset:\n", " root_path: .\n", " splits: [train, test]\n", " label_map: label_map\n", "\n", "model:\n", " architecture: mobilenetv3_small\n", " num_classes: 1\n", " input_shape: [512,512,3]\n", "\n", "training:\n", " task: binary_classification\n", " training_split: train\n", "\n", "output:\n", " formats: [saved_model]\n", " path: ~/model_output\n", "\n", "evaluation:\n", " split: test\n", "```" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2022-09-09T20:27:43.384587Z", "iopub.status.busy": "2022-09-09T20:27:43.384450Z", "iopub.status.idle": "2022-09-09T20:27:45.423375Z", "shell.execute_reply": "2022-09-09T20:27:45.420556Z" }, "id": "CpNAORyWYX_g", "outputId": "b2272597-6c8d-42da-96d4-2f6b1b6c1529" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dataset:\r\n", " root_path: .\r\n", " splits: [train, test]\r\n", " label_map: label_map\r\n", "model:\r\n", " architecture: mobilenetv3_small\r\n", " num_classes: 1\r\n", " input_shape: [512,512,3]\r\n", "training:\r\n", " task: binary_classification\r\n", " training_split: train\r\n", "output:\r\n", " formats: [saved_model]\r\n", " path: ~/model_output\r\n", "evaluation:\r\n", " split: test\r\n" ] } ], "source": [ "!touch config.yaml\n", "!echo \"dataset:\" > config.yaml\n", "!echo \" root_path: .\" >> config.yaml\n", "!echo \" splits: [train, test]\" >> config.yaml\n", "!echo \" label_map: label_map\" >> config.yaml\n", "!echo \"model:\" >> config.yaml\n", "!echo \" architecture: mobilenetv3_small\" >> config.yaml\n", "!echo \" num_classes: 1\" >> config.yaml\n", "!echo \" input_shape: [512,512,3]\" >> config.yaml\n", "!echo \"training:\" >> config.yaml\n", "!echo \" task: binary_classification\" >> config.yaml\n", "!echo \" training_split: train\" >> config.yaml\n", "!echo \"output:\" >> config.yaml\n", "!echo \" formats: [saved_model]\" >> config.yaml\n", "!echo \" path: ~/model_output\" >> config.yaml\n", "!echo \"evaluation:\" >> config.yaml\n", "!echo \" split: test\" >> config.yaml\n", "\n", "!cat config.yaml" ] }, { "cell_type": "markdown", "metadata": { "id": "kZ2BR9M9YX_h" }, "source": [ "## Train\n", "\n", "You are ready to train. Notice that you did NOT have to worry about:\n", "\n", "* Augmenting data with slow OpenCV / PIL CPU based transforms\n", "* Figuring out hyperparameters for regularization methods\n", "* Trying to implement state of the art augmentations\n", "* Tuning your learning rate and batch size and optimizer to make the most of your GPU\n", "\n", "The training run will take about an hour on an Nvidia V100 GPU. \n", "\n", "Once training is complete, the CLI will print out evaluation metrics and save the model to disk at model_ouput. You'll have everything you need to see if the model meets your acceptance criteria. \n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "execution": { "iopub.execute_input": "2022-09-09T20:27:45.431427Z", "iopub.status.busy": "2022-09-09T20:27:45.431292Z", "iopub.status.idle": "2022-09-09T21:45:17.080635Z", "shell.execute_reply": "2022-09-09T21:45:17.078644Z" }, "id": "M9rXbLbZYX_i", "outputId": "1f71e3df-fb45-4ae0-b89e-705955f77285" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded Masterful version 0.5.2. This software is distributed free of charge for\r\n", "personal use. Register in the next 40 days to continue using Masterful.\r\n", "Visit http://www.masterfulai.com/register for more details.\r\n", "\r\n", "MASTERFUL [13:27:57]: Training with configuration 'config.yaml':\r\n", "---------- -------------------------------------\r\n", "dataset root_path .\r\n", " splits ['train', 'test']\r\n", " label_map label_map\r\n", "model architecture mobilenetv3_small\r\n", " num_classes 1\r\n", " input_shape [512, 512, 3]\r\n", "training task binary_classification\r\n", " training_split train\r\n", "output formats ['saved_model']\r\n", " path ~/model_output\r\n", "evaluation split test\r\n", "---------- -------------------------------------\r\n", "MASTERFUL [13:27:58]: Building model 'mobilenetv3_small'...\r\n", "MASTERFUL [13:27:59]: Using model mobilenetv3_small with:\r\n", "MASTERFUL [13:27:59]: 1530993 total parameters\r\n", "MASTERFUL [13:27:59]: 1518881 trainable parameters\r\n", "MASTERFUL [13:27:59]: 12112 untrainable parameters\r\n", "MASTERFUL [13:27:59]: Dataset Summary:\r\n", "MASTERFUL [13:27:59]: \tTraining Dataset: 1171 examples.\r\n", "MASTERFUL [13:27:59]: \tValidation Dataset: 0 examples.\r\n", "MASTERFUL [13:27:59]: \tTest Dataset: 129 examples.\r\n", "MASTERFUL [13:27:59]: \tUnlabeled Dataset: 0 examples.\r\n", "MASTERFUL [13:27:59]: Training Dataset Analysis:\r\n", "100%|███████████████████████████████████████| 1171/1171 [00:14<00:00, 82.02it/s]\r\n", "\r\n", "MASTERFUL [13:28:14]: Training dataset analysis finished at 13:28:14 in 14 seconds (14s), returned:\r\n", "------------------ ----------------------------------------\r\n", "Total Examples 1171\r\n", "Label Counts def 703\r\n", " ok 468\r\n", "Label Distribution def 0.600342\r\n", " ok 0.399658\r\n", "Balanced No\r\n", "Per Channel Mean [142.19646472 142.19646472 142.19646472]\r\n", "Per Channel StdDev [60.84842815 60.84842815 60.84842815]\r\n", "Min Height 512\r\n", "Min Width 512\r\n", "Max Height 512\r\n", "Max Width 512\r\n", "Average Height 512\r\n", "Average Width 512\r\n", "Largest Image (512, 512, 3)\r\n", "Smallest Image (512, 512, 3)\r\n", "Duplicates 0\r\n", "------------------ ----------------------------------------\r\n", "MASTERFUL [13:28:14]: Test Dataset Analysis:\r\n", "100%|█████████████████████████████████████████| 129/129 [00:01<00:00, 82.26it/s]\r\n", "\r\n", "MASTERFUL [13:28:15]: Test dataset analysis finished at 13:28:15 in 2 seconds (2s), returned:\r\n", "------------------ ----------------------------------------\r\n", "Total Examples 129\r\n", "Label Counts def 78\r\n", " ok 51\r\n", "Label Distribution def 0.604651\r\n", " ok 0.395349\r\n", "Balanced No\r\n", "Per Channel Mean [142.65361727 142.65361727 142.65361727]\r\n", "Per Channel StdDev [60.75384805 60.75384805 60.75384805]\r\n", "Min Height 512\r\n", "Min Width 512\r\n", "Max Height 512\r\n", "Max Width 512\r\n", "Average Height 512\r\n", "Average Width 512\r\n", "Largest Image (512, 512, 3)\r\n", "Smallest Image (512, 512, 3)\r\n", "Duplicates 0\r\n", "------------------ ----------------------------------------\r\n", "MASTERFUL [13:28:15]: Cross-Dataset Analysis:\r\n", "MASTERFUL [13:28:15]: Cross-Dataset analysis finished at 13:28:15 in 0 seconds (0s), returned:\r\n", "----- --------\r\n", "train train 0\r\n", " test 0\r\n", "test train 0\r\n", " test 0\r\n", "----- --------\r\n", "MASTERFUL [13:28:15]: Meta-Learning architecture parameters...\r\n", "MASTERFUL [13:28:16]: Architecture learner finished at 13:28:16 in 1 seconds (1s), returned:\r\n", "------------------------------ -----------------------------\r\n", "task Task.BINARY_CLASSIFICATION\r\n", "num_classes 1\r\n", "ensemble_multiplier 1\r\n", "custom_objects {}\r\n", "model_config\r\n", "backbone_only False\r\n", "input_shape (512, 512, 3)\r\n", "input_range ImageRange.ZERO_255\r\n", "input_dtype \r\n", "input_channels_last True\r\n", "prediction_logits True\r\n", "prediction_dtype \r\n", "prediction_structure TensorStructure.SINGLE_TENSOR\r\n", "prediction_shape (1,)\r\n", "total_parameters 1530993\r\n", "total_trainable_parameters 1518881\r\n", "total_non_trainable_parameters 12112\r\n", "------------------------------ -----------------------------\r\n", "MASTERFUL [13:28:16]: Meta-learning training dataset parameters...\r\n", "MASTERFUL [13:28:17]: Training dataset learner finished at 13:28:17 in 1 seconds (1s), returned:\r\n", "------------------------- -----------------------------\r\n", "num_classes 1\r\n", "task Task.BINARY_CLASSIFICATION\r\n", "image_shape (512, 512, 3)\r\n", "image_range ImageRange.ZERO_255\r\n", "image_dtype \r\n", "image_channels_last True\r\n", "label_dtype \r\n", "label_shape (1,)\r\n", "label_structure TensorStructure.SINGLE_TENSOR\r\n", "label_sparse True\r\n", "label_bounding_box_format\r\n", "------------------------- -----------------------------\r\n", "MASTERFUL [13:28:17]: Meta-learning test dataset parameters...\r\n", "MASTERFUL [13:28:18]: Test dataset learner finished at 13:28:18 in 1 seconds (1s), returned:\r\n", "------------------------- -----------------------------\r\n", "num_classes 1\r\n", "task Task.BINARY_CLASSIFICATION\r\n", "image_shape (512, 512, 3)\r\n", "image_range ImageRange.ZERO_255\r\n", "image_dtype \r\n", "image_channels_last True\r\n", "label_dtype \r\n", "label_shape (1,)\r\n", "label_structure TensorStructure.SINGLE_TENSOR\r\n", "label_sparse True\r\n", "label_bounding_box_format\r\n", "------------------------- -----------------------------\r\n", "MASTERFUL [13:28:18]: Meta-Learning optimization parameters...\r\n", "Callbacks: 100%|███████████████████████████████| 8/8 [00:57<00:00, 7.22s/steps]\r\n", "MASTERFUL [13:29:17]: Optimization learner finished at 13:29:17 in 59 seconds (59s), returned:\r\n", "----------------------- -----------------------------------------------------------------\r\n", "batch_size 32\r\n", "drop_remainder False\r\n", "epochs 1000000\r\n", "learning_rate 0.0012499999720603228\r\n", "learning_rate_schedule\r\n", "learning_rate_callback \r\n", "warmup_learning_rate 1e-06\r\n", "warmup_epochs 5\r\n", "optimizer \r\n", "loss \r\n", "loss_weights\r\n", "early_stopping_callback \r\n", "metrics []\r\n", "readonly_callbacks\r\n", "----------------------- -----------------------------------------------------------------\r\n", "MASTERFUL [13:29:19]: Meta-Learning Regularization Parameters...\r\n", "MASTERFUL [13:29:31]: Warming up model for analysis.\r\n", "MASTERFUL [13:29:39]: \tWarming up batch norm statistics (this could take a few minutes).\r\n", "MASTERFUL [13:29:44]: \tWarming up training for 530 steps.\r\n", "100%|██████████████████████████████████████| 530/530 [01:14<00:00, 7.11steps/s]\r\n", "MASTERFUL [13:30:58]: \tValidating batch norm statistics after warmup for stability (this could take a few minutes).\r\n", "MASTERFUL [13:31:02]: Analyzing baseline model performance. Training until validation loss stabilizes...\r\n", "Baseline Training: 100%|███████████████████| 777/777 [02:25<00:00, 5.35steps/s]\r\n", "MASTERFUL [13:33:45]: Baseline training complete.\r\n", "MASTERFUL [13:33:45]: Meta-Learning Basic Data Augmentations...\r\n", "Node 1/4: 100%|████████████████████████████| 740/740 [02:19<00:00, 5.32steps/s]\r\n", "Node 2/4: 100%|████████████████████████████| 740/740 [02:21<00:00, 5.21steps/s]\r\n", "Node 3/4: 100%|████████████████████████████| 740/740 [02:19<00:00, 5.32steps/s]\r\n", "Node 4/4: 100%|████████████████████████████| 740/740 [02:19<00:00, 5.32steps/s]\r\n", "MASTERFUL [13:43:52]: Meta-Learning Data Augmentation Clusters...\r\n", "Distance Analysis: 100%|███████████████████| 143/143 [02:58<00:00, 1.25s/steps]\r\n", "Node 1/10: 100%|███████████████████████████| 740/740 [03:13<00:00, 3.82steps/s]\r\n", "Node 2/10: 100%|███████████████████████████| 740/740 [03:13<00:00, 3.82steps/s]\r\n", "Node 3/10: 100%|███████████████████████████| 740/740 [03:13<00:00, 3.82steps/s]\r\n", "Node 4/10: 100%|███████████████████████████| 740/740 [03:14<00:00, 3.81steps/s]\r\n", "Node 5/10: 100%|███████████████████████████| 740/740 [03:14<00:00, 3.80steps/s]\r\n", "Distance Analysis: 100%|█████████████████████| 66/66 [01:22<00:00, 1.25s/steps]\r\n", "Node 6/10: 100%|███████████████████████████| 740/740 [03:22<00:00, 3.65steps/s]\r\n", "Node 7/10: 100%|███████████████████████████| 740/740 [03:22<00:00, 3.66steps/s]\r\n", "Node 8/10: 100%|███████████████████████████| 740/740 [03:22<00:00, 3.66steps/s]\r\n", "Node 9/10: 100%|███████████████████████████| 740/740 [03:22<00:00, 3.66steps/s]\r\n", "Node 10/10: 100%|██████████████████████████| 740/740 [03:22<00:00, 3.66steps/s]\r\n", "MASTERFUL [14:23:44]: Meta-Learning Label Based Regularization...\r\n", "Node 1/2: 100%|████████████████████████████| 740/740 [03:25<00:00, 3.59steps/s]\r\n", "Node 2/2: 100%|████████████████████████████| 740/740 [03:29<00:00, 3.53steps/s]\r\n", "MASTERFUL [14:31:10]: Meta-Learning Weight Based Regularization...\r\n", "MASTERFUL [14:31:11]: Analysis finished in 61.66395242611567 minutes.\r\n", "MASTERFUL [14:31:11]: Learned parameters dove-thinkable-flock saved at /home/yaoshiang/.masterful/policies/dove-thinkable-flock.\r\n", "MASTERFUL [14:31:11]: Regularization learner finished at 14:31:11 in 3714 seconds (1h 1m 54s), returned:\r\n", "------------------------- -----------------------------------------------\r\n", "shuffle_buffer_size 1054\r\n", "mirror 1.0\r\n", "rot90 0.0\r\n", "rotate 0\r\n", "mixup 0.75\r\n", "cutmix 0.0\r\n", "label_smoothing 0\r\n", "hsv_cluster 1\r\n", "hsv_cluster_to_index [[ 1 11 11 11 11 11]\r\n", " [ 2 11 11 11 11 11]\r\n", " [ 1 1 1 1 7 11]\r\n", " [ 1 1 1 3 8 11]\r\n", " [11 11 11 11 11 11]]\r\n", "hsv_magnitude_table [[ 0 10 20 100 40 90 50 70 80 60 30]\r\n", " [ 0 30 60 80 70 10 20 40 50 90 100]\r\n", " [ 0 10 100 20 90 30 80 40 70 50 60]\r\n", " [ 0 20 10 30 40 50 60 70 100 80 90]\r\n", " [ 0 10 20 30 40 50 60 70 80 90 100]]\r\n", "contrast_cluster 1\r\n", "contrast_cluster_to_index [[ 1 5 11 11 11 11]\r\n", " [ 1 1 1 1 2 11]\r\n", " [ 1 1 2 6 9 11]\r\n", " [ 1 1 3 10 11 11]\r\n", " [ 1 1 5 7 11 11]\r\n", " [ 1 1 1 2 5 11]]\r\n", "contrast_magnitude_table [[ 0 10 20 30 40 50 60 70 80 90 100]\r\n", " [ 0 50 60 100 40 70 80 30 90 10 20]\r\n", " [ 0 10 20 30 40 60 50 70 80 90 100]\r\n", " [ 0 80 20 30 50 40 10 60 70 90 100]\r\n", " [ 0 30 20 40 10 50 70 60 80 90 100]\r\n", " [ 0 10 20 30 40 50 60 70 80 90 100]]\r\n", "blur_cluster 1\r\n", "blur_cluster_to_index [[ 1 2 11 11 11 11]\r\n", " [ 1 1 3 10 11 11]]\r\n", "blur_magnitude_table [[ 0 90 100 80 10 70 20 60 30 40 50]\r\n", " [ 0 10 20 30 40 50 60 70 80 90 100]]\r\n", "spatial_cluster 4\r\n", "spatial_cluster_to_index [[ 4 6 8 10 11 11]\r\n", " [ 1 2 6 8 10 11]\r\n", " [ 2 4 5 8 9 11]\r\n", " [ 2 6 7 9 11 11]\r\n", " [ 1 1 4 5 6 11]\r\n", " [ 1 3 3 4 8 11]]\r\n", "spatial_magnitude_table [[ 0 10 50 20 40 30 80 60 90 100 70]\r\n", " [ 0 40 60 20 30 10 50 70 100 80 90]\r\n", " [ 0 100 10 90 20 80 70 30 40 60 50]\r\n", " [ 0 10 90 70 80 100 20 40 60 30 50]\r\n", " [ 0 10 30 20 40 50 90 60 70 80 100]\r\n", " [ 0 10 20 30 40 50 60 70 80 100 90]]\r\n", "synthetic_proportion [0.0]\r\n", "------------------------- -----------------------------------------------\r\n", "MASTERFUL [14:31:11]: Learning SSL parameters...\r\n", "MASTERFUL [14:31:12]: SSL learner finished at 14:31:12 in 1 seconds (1s), returned:\r\n", "---------- --\r\n", "algorithms []\r\n", "---------- --\r\n", "MASTERFUL [14:31:13]: Training model with semi-supervised learning disabled.\r\n", "MASTERFUL [14:31:14]: Performing basic dataset analysis.\r\n", "MASTERFUL [14:31:27]: Masterful will use 117 labeled examples as a validation set since no validation data was provided.\r\n", "MASTERFUL [14:31:27]: Training model with:\r\n", "MASTERFUL [14:31:27]: \t1054 labeled examples.\r\n", "MASTERFUL [14:31:27]: \t117 validation examples.\r\n", "MASTERFUL [14:31:27]: \t0 synthetic examples.\r\n", "MASTERFUL [14:31:27]: \t0 unlabeled examples.\r\n", "MASTERFUL [14:31:27]: Training model with learned parameters dove-thinkable-flock in two phases.\r\n", "MASTERFUL [14:31:27]: The first phase is supervised training with the learned parameters.\r\n", "MASTERFUL [14:31:27]: The second phase is semi-supervised training to boost performance.\r\n", "MASTERFUL [14:31:28]: Warming up model for supervised training.\r\n", "MASTERFUL [14:31:37]: \tWarming up batch norm statistics (this could take a few minutes).\r\n", "MASTERFUL [14:31:41]: \tWarming up training for 530 steps.\r\n", "100%|██████████████████████████████████████| 530/530 [01:29<00:00, 5.92steps/s]\r\n", "MASTERFUL [14:33:11]: \tValidating batch norm statistics after warmup for stability (this could take a few minutes).\r\n", "MASTERFUL [14:33:15]: Starting Phase 1: Supervised training until the validation loss stabilizes...\r\n", "Supervised Training: 100%|███████████████| 2146/2146 [10:52<00:00, 3.29steps/s]\r\n", "MASTERFUL [14:44:27]: Semi-Supervised training disabled in parameters.\r\n", "MASTERFUL [14:44:28]: Training complete in 13.012217529614766 minutes.\r\n", "MASTERFUL [14:44:57]: Saving model output to /home/yaoshiang/model_output/session-00019.\r\n", "MASTERFUL [14:44:57]: Saving saved_model output to /home/yaoshiang/model_output/session-00019/saved_model\r\n", "MASTERFUL [14:45:12]: Saving regularization params to /home/yaoshiang/model_output/session-00019/regularization.params.\r\n", "MASTERFUL [14:45:12]: ************************************\r\n", "MASTERFUL [14:45:12]: Evaluating model on 129 examples from the 'test' dataset split:\r\n", "Evaluating: 100%|████████████████████████████| 129/129 [00:00<00:00, 221.85it/s]\r\n", "MASTERFUL [14:45:13]: Loss: 0.0268\r\n", "MASTERFUL [14:45:13]: Binary Accuracy: 0.9922\r\n", "Confusion Matrix: 100%|███████████████████████| 129/129 [00:01<00:00, 93.33it/s]\r\n", "MASTERFUL [14:45:14]: Precision: 1.0000\r\n", "MASTERFUL [14:45:14]: Recall: 0.9872\r\n", "MASTERFUL [14:45:14]: F1 Score: 0.9935\r\n", "MASTERFUL [14:45:14]: Confusion Matrix:\r\n", "MASTERFUL [14:45:14]: | ok| def|\r\n", "MASTERFUL [14:45:14]: ok| 51| 0|\r\n", "MASTERFUL [14:45:14]: def| 1| 77|\r\n", "MASTERFUL [14:45:14]: Confusion matrix columns represent the prediction labels and the rows represent the real labels.\r\n", "MASTERFUL [14:45:14]: Saving evaluation metrics to /home/yaoshiang/model_output/session-00019/evaluation_metrics.csv.\r\n", "MASTERFUL [14:45:14]: Saving confusion matrix to /home/yaoshiang/model_output/session-00019/confusion_matrix.csv.\r\n", "MASTERFUL [14:45:14]: Total elapsed training time: 77 minutes (1h 17m 16s).\r\n", "MASTERFUL [14:45:14]: Launch masterful-gui to visualize the training results: policy name 'dove-thinkable-flock'\r\n" ] } ], "source": [ "!{sys.executable} -m pip install -U masterful --quiet\n", "!masterful-train --config=config.yaml" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, you've trained a very accurate model. It is delivering around 99% on accuracy, as well as precision and recall. Let's see how the model predicts on the sample images we explored earlier. To load models from disk, follow the instructions in the [guide to inference][22].\n", "\n", "[22]: ../markdown/guide_cli_model_output_formats.md#how-to-load-a-saved-model-in-tensorflow" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:No training configuration found in save file, so the model was *not* compiled. Compile it manually.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import os\n", "import tensorflow as tf\n", "\n", "model = tf.keras.models.load_model(f'{os.path.expanduser(\"~\")}/model_output/session-00019/saved_model')\n", "inference_func = model.signatures[\"serving_default\"]\n", "\n", "def predict(image):\n", " image = tf.convert_to_tensor(image)\n", "\n", " logit = inference_func(image=image)['prediction']\n", " # BUG: Up to 0.5.2, the output of this model is a logit:\n", " # * Positive corresponds to any value greater than zero. \n", " # * Negative corresponds to any value less than zero. \n", " # \n", " # Starting in 0.5.3, the output of this model will be in the range [0, 1]:\n", " # * Positive generally corresponds to any value greater than 0.5.\n", " # * Negative generally will correspond to any value less than 0.5.\n", " pred = tf.nn.sigmoid(logit)\n", " pred = pred[0][0]\n", " return 'OK' if pred < 0.5 else 'DEF'\n", "\n", "f, axarr = plt.subplots(ROWS, COLUMNS, figsize=(5,15))\n", "curr_row = 0\n", "\n", "for col, image_col, true in ((0, ok, 'OK'), (1, def_, 'DEF')):\n", " for row, image_row in enumerate(image_col):\n", " with PIL.Image.open(image_row) as image:\n", " pred = predict(image)\n", " \n", " drawing = PIL.ImageDraw.Draw(image)\n", " font = PIL.ImageFont.truetype('FreeMono.ttf', 65)\n", " drawing.text((10, 10), f'True: {true}', font=font, fill =(0, 0, 255))\n", " drawing.text((10, 60), f'Pred: {pred}', font=font, fill =(0, 255, 0))\n", " axarr[row, col].imshow(image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Deployment\n", "\n", "Now that you have a trained model, it's time to start thinking about how you'll integrate it with an application that your quality inspection staff will use. In your case, assume you've decided to hand out Apple iPhones to your quality inspectors. Look into [Apple's SDK to integrate Tensorflow Models with iOS apps][11] to get started packaging your model into an app for your quality inspectors. \n", "\n", "[11]: https://developer.apple.com/documentation/coreml" ] } ], "metadata": { "accelerator": "GPU", "colab": { "name": "test.ipynb", "provenance": [] }, "gpuClass": "standard", "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.13" }, "vscode": { "interpreter": { "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" } } }, "nbformat": 4, "nbformat_minor": 1 }