{ "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/0.6.0/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 or export the KAGGLE_USERNAME and KAGGLE_KEY as environment variables. Install kaggle via pip, then download the dataset and unzip it. 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": 1, "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": [ "env: KAGGLE_USERNAME=\n", "env: KAGGLE_KEY=\n" ] } ], "source": [ "%env KAGGLE_USERNAME=\n", "%env KAGGLE_KEY=\n" ] }, { "cell_type": "code", "execution_count": 2, "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": [ "real-life-industrial-dataset-of-casting-product.zip: Skipping, found more recently modified local copy (use --force to force download)\n", "real-life-industrial-dataset-of-casting-product.zip\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": 3, "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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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import PIL, PIL.ImageDraw, PIL.ImageFont\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('LiberationSans-Regular.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": 4, "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": 5, "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": 6, "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": 7, "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": 8, "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": 9, "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" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2022-09-23 11:02:33.003411: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:185] None of the MLIR Optimization Passes are enabled (registered 2)\n", "2022-09-23 11:02:33.836199: I tensorflow/stream_executor/cuda/cuda_dnn.cc:369] Loaded cuDNN version 8100\n", "2022-09-23 11:02:34.578426: I tensorflow/core/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n", "2022-09-23 11:02:34.578645: I tensorflow/core/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n", "2022-09-23 11:02:34.578672: W tensorflow/stream_executor/gpu/asm_compiler.cc:77] Couldn't get ptxas version string: Internal: Couldn't invoke ptxas --version\n", "2022-09-23 11:02:34.579020: I tensorflow/core/platform/default/subprocess.cc:304] Start cannot spawn child process: No such file or directory\n", "2022-09-23 11:02:34.579055: W tensorflow/stream_executor/gpu/redzone_allocator.cc:314] Internal: Failed to launch ptxas\n", "Relying on driver to perform ptx compilation. \n", "Modify $PATH to customize ptxas location.\n", "This message will be only logged once.\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('LiberationSans-Regular.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 }