{ "cells": [ { "cell_type": "markdown", "metadata": { "colab_type": "text" }, "source": [ "# Quickstart Tutorial\n" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text" }, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)][1]        \n", "[![Download](images/download.png)][2][Download this Notebook][2]\n", "\n", "[1]:https://colab.research.google.com/github/masterfulai/masterful-docs/blob/main/notebooks/tutorial_quickstart_cli.ipynb\n", "[2]:https://docs.masterfulai.com/0.5.2/notebooks/tutorial_quickstart_cli.ipynb" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text" }, "source": [ "## Quickstart Tutorial\n", "\n", "In this short introduction to Masterful, you will\n", "train and evaluate a model start to finish with the Masterful CLI Trainer.\n", "This example will walk you through setting up your data and model and then\n", "using them to train and evaluate a model." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text" }, "source": [ "## Prerequisites\n", "\n", "Ensure you have Tensorflow installed, then install Masterful. For more details, follow the Masterful [installation instructions](../markdown/tutorial_installation.md)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab_type": "code", "execution": { "iopub.execute_input": "2022-06-20T19:04:40.731132Z", "iopub.status.busy": "2022-06-20T19:04:40.730968Z", "iopub.status.idle": "2022-06-20T19:04:42.331521Z", "shell.execute_reply": "2022-06-20T19:04:42.330842Z" } }, "outputs": [], "source": [ "!pip install --upgrade pip --quiet\n", "!pip install masterful --quiet &> /dev/null" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text" }, "source": [ "## TL;DR\n", "\n", "Don't want to read the rest of this guide, and want to start training\n", "immediately? The following command shows you how to start training\n", "with Masterful, using a configuration file and dataset on S3.\n", "\n", "The sections following this will go into more detail\n", "on what is happening underneath the covers, and explain the dataset\n", "and configuration file formats.\n", "\n", "For more information on the configuration file and dataset\n", "formats, see [Masterful Configuration File](../markdown/guide_cli_yaml_config.md) and [Masterful Dataset Format](../markdown/guide_cli_data_directory_format.md)." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text" }, "source": [ "```\n", "!masterful-train --config=https://masterful-public.s3.us-west-1.amazonaws.com/datasets/quickstart/training.yaml\n", "```" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text" }, "source": [ "## Setup the Dataset\n", "\n", "The first step in any training project is to collect the data you will train with.\n", "Masterful has a very simple, flexible CSV based format for images and labels that should\n", "make it trivial to prepare your data for training.\n", "\n", "A typical dataset consists of a set of images and their labels. These images\n", "and labels are then `split` into different sets, typically called training, validation,\n", "and test/holdout sets. The training set is used to train your model,\n", "validation set is used to measure the performance of your model during training,\n", "and the test/holdout set is used to measure the generalization performance of\n", "your model on data is has never seen before. Masterful only requires a\n", "training set. If there is no validation set, then Masterful will create one\n", "from the training set. If there is no test/holdout set, then Masterful\n", "will not evaluate your model on that set and will not report evaluation\n", "metrics on the model.\n", "\n", "Masterful uses a very simple CSV file format to describe the images and labels\n", "in your dataset. Typically you create a separate CSV file for each\n", "of the dataset splits (training, validation, and test) that you want\n", "to use during training. For this tutorial, you will use a simple Flowers dataset\n", "(the same dataset used in the [Keras Image Classification](https://www.tensorflow.org/tutorials/images/classification)\n", "tutorial). The images and labels for this dataset are stored in the\n", "public AWS bucket `s3://masterful-public/datasets/quickstart/`. This\n", "bucket has the following structure:\n", "\n", "```\n", "quickstart/\n", " daisy/\n", " dandelion/\n", " roses/\n", " sunflowers/\n", " tulips/\n", " training.yaml\n", " test.csv\n", " train.csv\n", " validation.csv\n", "```\n", "\n", "As you can see, there are CSV files created called `train.csv`, `test.csv`, and\n", "`validation.csv`, which hold the description of the training, test, and validation\n", "dataset splits respectively. You can also see a `training.yaml` file,\n", "which is a [YAML](https://yaml.org/) formatted configuration file\n", "which defines all of the information necessary for Masterful to train\n", "on the above dataset. You will learn more about the configuration file\n", "below.\n", "\n", "For more information about the Masterful dataset format, see [Masterful Dataset Format](../markdown/guide_cli_data_directory_format.md)." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text" }, "source": [ "## Explore the Data\n", "\n", "There are 5 classes in the dataset listed above, corresponding\n", "to different types of flowers. You can see examples of each\n", "class in the plot below." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab_type": "code", "execution": { "iopub.execute_input": "2022-06-20T19:04:42.506896Z", "iopub.status.busy": "2022-06-20T19:04:42.506725Z", "iopub.status.idle": "2022-06-20T19:04:45.504841Z", "shell.execute_reply": "2022-06-20T19:04:45.504211Z" } }, "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\n", "import requests\n", "from io import BytesIO\n", "\n", "daisies = [\n", " \"https://masterful-public.s3.us-west-1.amazonaws.com/datasets/quickstart/daisy/100080576_f52e8ee070_n.jpg\",\n", " \"https://masterful-public.s3.us-west-1.amazonaws.com/datasets/quickstart/daisy/10140303196_b88d3d6cec.jpg\",\n", "]\n", "\n", "dandelions = [\n", " \"https://masterful-public.s3.us-west-1.amazonaws.com/datasets/quickstart/dandelion/10043234166_e6dd915111_n.jpg\",\n", " \"https://masterful-public.s3.us-west-1.amazonaws.com/datasets/quickstart/dandelion/10200780773_c6051a7d71_n.jpg\",\n", "]\n", "roses = [\n", " \"https://masterful-public.s3.us-west-1.amazonaws.com/datasets/quickstart/roses/10090824183_d02c613f10_m.jpg\",\n", " \"https://masterful-public.s3.us-west-1.amazonaws.com/datasets/quickstart/roses/102501987_3cdb8e5394_n.jpg\",\n", "]\n", "sunflowers = [\n", " \"https://masterful-public.s3.us-west-1.amazonaws.com/datasets/quickstart/sunflowers/1008566138_6927679c8a.jpg\",\n", " \"https://masterful-public.s3.us-west-1.amazonaws.com/datasets/quickstart/sunflowers/1022552002_2b93faf9e7_n.jpg\",\n", "]\n", "tulips = [\n", " \"https://masterful-public.s3.us-west-1.amazonaws.com/datasets/quickstart/tulips/100930342_92e8746431_n.jpg\",\n", " \"https://masterful-public.s3.us-west-1.amazonaws.com/datasets/quickstart/tulips/10094729603_eeca3f2cb6.jpg\",\n", "]\n", "\n", "images = [daisies, dandelions, roses, sunflowers, tulips]\n", "ROWS = 2\n", "COLUMNS = len(images)\n", "\n", "f, axarr = plt.subplots(ROWS, COLUMNS, figsize=(15, 5))\n", "curr_row = 0\n", "\n", "for col, image_col in enumerate(images):\n", " for row, image_row in enumerate(image_col):\n", " with requests.get(image_row) as response:\n", " image = PIL.Image.open(BytesIO(response.content))\n", " axarr[row, col].imshow(image)" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text" }, "source": [ "## Configure Training\n", "\n", "Masterful uses a simple [YAML](https://yaml.org) configuration\n", "file to setup the training parameters. The configuration\n", "file has five major sections: dataset, model, training, evaluation, and output.\n", "The configuration file used in this tutorial is [here](https://masterful-public.s3.us-west-1.amazonaws.com/datasets/quickstart/training.yaml).\n", "\n", "For more information on the configuration file format,\n", "see [Masterful Configuration File](../markdown/guide_cli_yaml_config.md)." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text" }, "source": [ "## Let's Get Training\n", "\n", "Simply point Masterful to the configuration file you created,\n", "and Masterful will begin training on your data. At the end\n", "of training, Masterful will summarize the performance metrics\n", "after evaluating the model on your test/holdout dataset." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab_type": "code", "execution": { "iopub.execute_input": "2022-06-20T19:04:45.528288Z", "iopub.status.busy": "2022-06-20T19:04:45.528049Z", "iopub.status.idle": "2022-06-20T20:38:47.084444Z", "shell.execute_reply": "2022-06-20T20:38:47.083799Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MASTERFUL: Your account has been successfully registered. Masterful v0.5.0 is loaded.\r\n", "MASTERFUL [12:04:47]: Training with configuration 's3://masterful-public/datasets/quickstart/training.yaml'.\r\n", "MASTERFUL [12:04:49]: Using model efficientnetb0_v1 with:\r\n", "MASTERFUL [12:04:49]: 4055976 total parameters\r\n", "MASTERFUL [12:04:49]: 4013953 trainable parameters\r\n", "MASTERFUL [12:04:49]: 42023 untrainable parameters\r\n", "MASTERFUL [12:04:50]: Caching I/O optimized dataset split 'train' to /home/yaoshiang/.masterful/datasets/36158d44fb4f0c63ac240db51678fac4f63ba328...\r\n", "100%|███████████████████████████████████████| 2936/2936 [05:44<00:00, 8.52it/s]\r\n", "MASTERFUL [12:10:42]: Caching I/O optimized dataset split 'validation' to /home/yaoshiang/.masterful/datasets/0cc422076c324bbadaf751dfa2cc5845df0f8cb4...\r\n", "100%|█████████████████████████████████████████| 367/367 [00:40<00:00, 9.07it/s]\r\n", "MASTERFUL [12:11:29]: Caching I/O optimized dataset split 'test' to /home/yaoshiang/.masterful/datasets/3877e18299c65143f40085b01eeb88ebe52f5930...\r\n", "100%|█████████████████████████████████████████| 367/367 [00:53<00:00, 6.91it/s]\r\n", "MASTERFUL [12:12:27]: Dataset Summary:\r\n", "MASTERFUL [12:12:27]: \tTraining Dataset: 2936 examples.\r\n", "MASTERFUL [12:12:27]: \tValidation Dataset: 367 examples.\r\n", "MASTERFUL [12:12:27]: \tTest Dataset: 367 examples.\r\n", "MASTERFUL [12:12:27]: \tUnlabeled Dataset: 0 examples.\r\n", "MASTERFUL [12:12:28]: Training Dataset Analysis:\r\n", "100%|██████████████████████████████████████| 2936/2936 [00:14<00:00, 199.18it/s]\r\n", "MASTERFUL [12:12:42]: Training dataset analysis finished at 12:12:42 in 15 seconds (15s), returned:\r\n", "------------------ ----------------------------------------\r\n", "Total Examples 2936\r\n", "Label Counts dandelion 713\r\n", " rose 510\r\n", " tulip 634\r\n", " daisy 514\r\n", " sunflower 565\r\n", "Label Distribution dandelion 0.242847\r\n", " rose 0.173706\r\n", " tulip 0.21594\r\n", " daisy 0.175068\r\n", " sunflower 0.192439\r\n", "Balanced Yes\r\n", "Per Channel Mean [118.7795914 108.89870996 76.78918076]\r\n", "Per Channel StdDev [64.67416621 57.99644922 59.40810724]\r\n", "Min Height 180\r\n", "Min Width 143\r\n", "Max Height 442\r\n", "Max Width 1024\r\n", "Average Height 272\r\n", "Average Width 366\r\n", "Largest Image (442, 500, 3)\r\n", "Smallest Image (240, 143, 3)\r\n", "Duplicates 1\r\n", "------------------ ----------------------------------------\r\n", "MASTERFUL [12:12:42]: WARNING: Duplicates detected in dataset split 'train'.\r\n", "MASTERFUL [12:12:42]: WARNING: You can find the duplicate entries using the tool:\r\n", "MASTERFUL [12:12:42]: WARNING: python -m masterful.data.duplicate_detector --config=s3://masterful-public/datasets/quickstart/training.yaml\r\n", "MASTERFUL [12:12:42]: Validation Dataset Analysis:\r\n", "100%|████████████████████████████████████████| 367/367 [00:01<00:00, 206.93it/s]\r\n", "MASTERFUL [12:12:44]: Validation dataset analysis finished at 12:12:44 in 2 seconds (2s), returned:\r\n", "------------------ ----------------------------------------\r\n", "Total Examples 367\r\n", "Label Counts dandelion 95\r\n", " rose 74\r\n", " daisy 55\r\n", " sunflower 62\r\n", " tulip 81\r\n", "Label Distribution dandelion 0.258856\r\n", " rose 0.201635\r\n", " daisy 0.149864\r\n", " sunflower 0.168937\r\n", " tulip 0.220708\r\n", "Balanced No\r\n", "Per Channel Mean [116.63373761 106.30352827 74.48895039]\r\n", "Per Channel StdDev [62.93288427 55.68255178 56.71276635]\r\n", "Min Height 180\r\n", "Min Width 157\r\n", "Max Height 429\r\n", "Max Width 640\r\n", "Average Height 268\r\n", "Average Width 355\r\n", "Largest Image (429, 500, 3)\r\n", "Smallest Image (240, 157, 3)\r\n", "Duplicates 0\r\n", "------------------ ----------------------------------------\r\n", "MASTERFUL [12:12:44]: Test Dataset Analysis:\r\n", "100%|████████████████████████████████████████| 367/367 [00:01<00:00, 200.34it/s]\r\n", "MASTERFUL [12:12:46]: Test dataset analysis finished at 12:12:46 in 2 seconds (2s), returned:\r\n", "------------------ ----------------------------------------\r\n", "Total Examples 367\r\n", "Label Counts dandelion 90\r\n", " rose 57\r\n", " sunflower 72\r\n", " daisy 64\r\n", " tulip 84\r\n", "Label Distribution dandelion 0.245232\r\n", " rose 0.155313\r\n", " sunflower 0.196185\r\n", " daisy 0.174387\r\n", " tulip 0.228883\r\n", "Balanced Yes\r\n", "Per Channel Mean [112.55877415 105.24692186 76.16738029]\r\n", "Per Channel StdDev [64.2522064 57.23987375 58.24934888]\r\n", "Min Height 159\r\n", "Min Width 159\r\n", "Max Height 404\r\n", "Max Width 1024\r\n", "Average Height 271\r\n", "Average Width 363\r\n", "Largest Image (404, 500, 3)\r\n", "Smallest Image (240, 159, 3)\r\n", "Duplicates 0\r\n", "------------------ ----------------------------------------\r\n", "MASTERFUL [12:12:46]: Cross-Dataset Analysis:\r\n", "MASTERFUL [12:12:46]: Cross-Dataset analysis finished at 12:12:46 in 0 seconds (0s), returned:\r\n", "---------- -------------\r\n", "train train 1\r\n", " validation 1\r\n", " test 1\r\n", "validation train 1\r\n", " validation 0\r\n", " test 0\r\n", "test train 1\r\n", " validation 0\r\n", " test 0\r\n", "---------- -------------\r\n", "MASTERFUL [12:12:46]: Meta-Learning architecture parameters...\r\n", "MASTERFUL [12:12:49]: Architecture learner finished at 12:12:49 in 3 seconds (3s), returned:\r\n", "------------------------------ -----------------------------\r\n", "task Task.CLASSIFICATION\r\n", "num_classes 5\r\n", "ensemble_multiplier 1\r\n", "custom_objects {}\r\n", "model_config\r\n", "backbone_only False\r\n", "input_shape (180, 180, 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 (5,)\r\n", "total_parameters 4055976\r\n", "total_trainable_parameters 4013953\r\n", "total_non_trainable_parameters 42023\r\n", "------------------------------ -----------------------------\r\n", "MASTERFUL [12:12:49]: Meta-learning training dataset parameters...\r\n", "MASTERFUL [12:12:50]: Training dataset learner finished at 12:12:50 in 1 seconds (1s), returned:\r\n", "------------------------- -----------------------------\r\n", "num_classes 5\r\n", "task Task.CLASSIFICATION\r\n", "image_shape (180, 180, 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 (5,)\r\n", "label_structure TensorStructure.SINGLE_TENSOR\r\n", "label_sparse False\r\n", "label_bounding_box_format\r\n", "------------------------- -----------------------------\r\n", "MASTERFUL [12:12:50]: Meta-learning validation dataset parameters...\r\n", "MASTERFUL [12:12:51]: Validation dataset learner finished at 12:12:51 in 1 seconds (1s), returned:\r\n", "------------------------- -----------------------------\r\n", "num_classes 5\r\n", "task Task.CLASSIFICATION\r\n", "image_shape (180, 180, 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 (5,)\r\n", "label_structure TensorStructure.SINGLE_TENSOR\r\n", "label_sparse False\r\n", "label_bounding_box_format\r\n", "------------------------- -----------------------------\r\n", "MASTERFUL [12:12:51]: Meta-learning test dataset parameters...\r\n", "MASTERFUL [12:12:52]: Test dataset learner finished at 12:12:52 in 1 seconds (1s), returned:\r\n", "------------------------- -----------------------------\r\n", "num_classes 5\r\n", "task Task.CLASSIFICATION\r\n", "image_shape (180, 180, 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 (5,)\r\n", "label_structure TensorStructure.SINGLE_TENSOR\r\n", "label_sparse False\r\n", "label_bounding_box_format\r\n", "------------------------- -----------------------------\r\n", "MASTERFUL [12:12:52]: Meta-Learning optimization parameters...\r\n", "Callbacks: 100%|███████████████████████████████| 8/8 [01:14<00:00, 9.31s/steps]\r\n", "MASTERFUL [12:14:07]: Optimization learner finished at 12:14:07 in 75 seconds (1m 15s), returned:\r\n", "----------------------- -----------------------------------------------------------------\r\n", "batch_size 64\r\n", "drop_remainder False\r\n", "epochs 1000000\r\n", "learning_rate 0.0017677668947726488\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 [12:14:09]: Meta-Learning Regularization Parameters...\r\n", "MASTERFUL [12:14:10]: Warming up model for analysis.\r\n", "MASTERFUL [12:14:14]: \tWarming up batch norm statistics (this could take a few minutes).\r\n", "MASTERFUL [12:14:17]: \tWarming up training for 510 steps.\r\n", "100%|██████████████████████████████████████| 510/510 [01:32<00:00, 5.54steps/s]\r\n", "MASTERFUL [12:15:49]: \tValidating batch norm statistics after warmup for stability (this could take a few minutes).\r\n", "MASTERFUL [12:15:52]: Analyzing baseline model performance. Training until validation loss stabilizes...\r\n", "Baseline Training: 100%|█████████████████| 2340/2340 [07:10<00:00, 5.43steps/s]\r\n", "MASTERFUL [12:23:19]: Baseline training complete.\r\n", "MASTERFUL [12:23:19]: Meta-Learning Basic Data Augmentations...\r\n", "Node 1/4: 100%|██████████████████████████| 1040/1040 [03:06<00:00, 5.57steps/s]\r\n", "Node 2/4: 100%|██████████████████████████| 1040/1040 [03:08<00:00, 5.51steps/s]\r\n", "Node 3/4: 100%|██████████████████████████| 1040/1040 [03:08<00:00, 5.53steps/s]\r\n", "Node 4/4: 100%|██████████████████████████| 1040/1040 [03:08<00:00, 5.52steps/s]\r\n", "MASTERFUL [12:36:40]: Meta-Learning Data Augmentation Clusters...\r\n", "Distance Analysis: 100%|███████████████████| 143/143 [01:00<00:00, 2.38steps/s]\r\n", "Node 1/10: 100%|█████████████████████████| 1040/1040 [03:33<00:00, 4.87steps/s]\r\n", "Node 2/10: 100%|█████████████████████████| 1040/1040 [03:33<00:00, 4.86steps/s]\r\n", "Node 3/10: 100%|█████████████████████████| 1040/1040 [03:33<00:00, 4.86steps/s]\r\n", "Node 4/10: 100%|█████████████████████████| 1040/1040 [03:34<00:00, 4.86steps/s]\r\n", "Node 5/10: 100%|█████████████████████████| 1040/1040 [03:33<00:00, 4.86steps/s]\r\n", "Distance Analysis: 100%|█████████████████████| 66/66 [00:28<00:00, 2.31steps/s]\r\n", "Node 6/10: 100%|█████████████████████████| 1040/1040 [03:38<00:00, 4.77steps/s]\r\n", "Node 7/10: 100%|█████████████████████████| 1040/1040 [03:38<00:00, 4.76steps/s]\r\n", "Node 8/10: 100%|█████████████████████████| 1040/1040 [03:38<00:00, 4.76steps/s]\r\n", "Node 9/10: 100%|█████████████████████████| 1040/1040 [03:38<00:00, 4.77steps/s]\r\n", "Node 10/10: 100%|████████████████████████| 1040/1040 [03:38<00:00, 4.77steps/s]\r\n", "MASTERFUL [13:16:20]: Meta-Learning Label Based Regularization...\r\n", "Node 1/2: 100%|██████████████████████████| 1040/1040 [03:39<00:00, 4.74steps/s]\r\n", "Node 2/2: 100%|██████████████████████████| 1040/1040 [03:39<00:00, 4.75steps/s]\r\n", "MASTERFUL [13:24:06]: Meta-Learning Weight Based Regularization...\r\n", "MASTERFUL [13:24:07]: Analysis finished in 69.93716329336166 minutes.\r\n", "MASTERFUL [13:24:07]: Learned parameters harrier-onyx-cobweb saved at /home/yaoshiang/.masterful/policies/harrier-onyx-cobweb.\r\n", "MASTERFUL [13:24:07]: Regularization learner finished at 13:24:07 in 4200 seconds (1h 10m 0s), returned:\r\n", "------------------------- -----------------------------------------------\r\n", "shuffle_buffer_size 2936\r\n", "mirror 1.0\r\n", "rot90 1.0\r\n", "rotate 0\r\n", "mixup 0.0\r\n", "cutmix 0.0\r\n", "label_smoothing 0\r\n", "hsv_cluster 4\r\n", "hsv_cluster_to_index [[ 2 4 6 11 11 11]\r\n", " [ 2 3 4 6 9 11]\r\n", " [ 1 2 4 5 6 11]\r\n", " [ 1 2 3 6 9 11]\r\n", " [ 2 2 2 2 5 11]]\r\n", "hsv_magnitude_table [[ 0 10 20 30 40 50 60 70 80 90 100]\r\n", " [ 0 10 20 30 40 50 60 70 80 90 100]\r\n", " [ 0 10 20 30 40 50 60 70 100 90 80]\r\n", " [ 0 10 20 30 40 50 60 70 80 90 100]\r\n", " [100 0 10 90 80 50 20 40 60 30 70]]\r\n", "contrast_cluster 4\r\n", "contrast_cluster_to_index [[ 4 11 11 11 11 11]\r\n", " [ 1 1 1 1 7 11]\r\n", " [ 4 6 6 7 9 11]\r\n", " [ 1 2 5 9 11 11]\r\n", " [ 1 2 5 9 11 11]\r\n", " [ 1 2 4 6 8 11]]\r\n", "contrast_magnitude_table [[ 0 10 20 30 40 50 60 70 80 90 100]\r\n", " [ 0 10 20 30 50 40 60 70 100 80 90]\r\n", " [ 0 10 20 30 40 50 60 70 80 90 100]\r\n", " [ 0 10 20 30 40 50 60 70 80 90 100]\r\n", " [ 0 10 20 30 40 50 60 70 80 90 100]\r\n", " [ 0 10 20 30 40 50 60 70 80 90 100]]\r\n", "blur_cluster 4\r\n", "blur_cluster_to_index [[ 1 4 11 11 11 11]\r\n", " [ 3 7 10 11 11 11]]\r\n", "blur_magnitude_table [[ 0 10 20 30 40 50 60 70 80 90 100]\r\n", " [ 0 50 10 20 40 30 60 70 80 90 100]]\r\n", "spatial_cluster 5\r\n", "spatial_cluster_to_index [[ 1 3 5 6 7 11]\r\n", " [ 1 3 4 5 7 11]\r\n", " [ 2 3 8 10 11 11]\r\n", " [ 1 4 6 8 11 11]\r\n", " [ 4 7 7 10 11 11]\r\n", " [ 2 2 3 5 8 11]]\r\n", "spatial_magnitude_table [[ 0 20 10 30 40 50 60 70 80 90 100]\r\n", " [ 0 20 10 30 40 50 60 70 80 90 100]\r\n", " [ 0 100 10 20 90 30 80 70 40 50 60]\r\n", " [ 0 10 100 20 90 80 30 70 40 60 50]\r\n", " [ 0 50 20 30 60 10 40 70 80 90 100]\r\n", " [ 0 10 20 30 40 50 60 70 80 100 90]]\r\n", "synthetic_proportion [0.0]\r\n", "------------------------- -----------------------------------------------\r\n", "MASTERFUL [13:24:07]: Learning SSL parameters...\r\n", "MASTERFUL [13:24:08]: SSL learner finished at 13:24:08 in 1 seconds (1s), returned:\r\n", "---------- --\r\n", "algorithms []\r\n", "---------- --\r\n", "MASTERFUL [13:24:09]: Training model with semi-supervised learning disabled.\r\n", "MASTERFUL [13:24:09]: Performing basic dataset analysis.\r\n", "MASTERFUL [13:24:10]: Training model with:\r\n", "MASTERFUL [13:24:10]: \t2936 labeled examples.\r\n", "MASTERFUL [13:24:10]: \t367 validation examples.\r\n", "MASTERFUL [13:24:10]: \t0 synthetic examples.\r\n", "MASTERFUL [13:24:10]: \t0 unlabeled examples.\r\n", "MASTERFUL [13:24:10]: Training model with learned parameters harrier-onyx-cobweb in two phases.\r\n", "MASTERFUL [13:24:10]: The first phase is supervised training with the learned parameters.\r\n", "MASTERFUL [13:24:10]: The second phase is semi-supervised training to boost performance.\r\n", "MASTERFUL [13:24:12]: Warming up model for supervised training.\r\n", "MASTERFUL [13:24:16]: \tWarming up batch norm statistics (this could take a few minutes).\r\n", "MASTERFUL [13:24:19]: \tWarming up training for 510 steps.\r\n", "100%|██████████████████████████████████████| 510/510 [01:40<00:00, 5.08steps/s]\r\n", "MASTERFUL [13:25:59]: \tValidating batch norm statistics after warmup for stability (this could take a few minutes).\r\n", "MASTERFUL [13:26:09]: Starting Phase 1: Supervised training until the validation loss stabilizes...\r\n", "Supervised Training: 100%|███████████████| 2756/2756 [10:59<00:00, 4.18steps/s]\r\n", "MASTERFUL [13:37:25]: Semi-Supervised training disabled in parameters.\r\n", "MASTERFUL [13:37:27]: Training complete in 13.261691228548687 minutes.\r\n", "MASTERFUL [13:37:46]: ************************************\r\n", "MASTERFUL [13:37:46]: Evaluating model on 367 examples from the 'test' dataset split:\r\n", "MASTERFUL [13:37:46]: Loss: 0.1692\r\n", "MASTERFUL [13:37:46]: Categorical Accuracy: 0.9482\r\n", "MASTERFUL [13:37:49]: Average Precision: 0.9476\r\n", "MASTERFUL [13:37:49]: Average Recall: 0.9447\r\n", "MASTERFUL [13:37:49]: Confusion Matrix:\r\n", "MASTERFUL [13:37:49]: | daisy| dandelion| rose| sunflower| tulip|\r\n", "MASTERFUL [13:37:49]: daisy| 61| 1| 0| 1| 1|\r\n", "MASTERFUL [13:37:49]: dandelion| 1| 87| 0| 2| 0|\r\n", "MASTERFUL [13:37:49]: rose| 0| 0| 50| 0| 7|\r\n", "MASTERFUL [13:37:49]: sunflower| 0| 0| 1| 71| 0|\r\n", "MASTERFUL [13:37:49]: tulip| 0| 1| 4| 0| 79|\r\n", "MASTERFUL [13:37:49]: Confusion matrix columns represent the prediction labels and the rows represent the real labels.\r\n", "MASTERFUL [13:37:49]: \r\n", "MASTERFUL [13:37:49]: Per-Class Metrics:\r\n", "MASTERFUL [13:37:49]: Class daisy:\r\n", "MASTERFUL [13:37:49]: Precision: 0.9839\r\n", "MASTERFUL [13:37:49]: Recall : 0.9531\r\n", "MASTERFUL [13:37:49]: Class dandelion:\r\n", "MASTERFUL [13:37:49]: Precision: 0.9775\r\n", "MASTERFUL [13:37:49]: Recall : 0.9667\r\n", "MASTERFUL [13:37:49]: Class rose:\r\n", "MASTERFUL [13:37:49]: Precision: 0.9091\r\n", "MASTERFUL [13:37:49]: Recall : 0.8772\r\n", "MASTERFUL [13:37:49]: Class sunflower:\r\n", "MASTERFUL [13:37:49]: Precision: 0.9595\r\n", "MASTERFUL [13:37:49]: Recall : 0.9861\r\n", "MASTERFUL [13:37:49]: Class tulip:\r\n", "MASTERFUL [13:37:49]: Precision: 0.9080\r\n", "MASTERFUL [13:37:49]: Recall : 0.9405\r\n", "MASTERFUL [13:37:49]: Saving model output to /home/yaoshiang/model_output/session-00000.\r\n", "MASTERFUL [13:37:49]: Saving saved_model output to /home/yaoshiang/model_output/session-00000/saved_model\r\n", "MASTERFUL [13:38:10]: Saving onnx output to /home/yaoshiang/model_output/session-00000/onnx\r\n", "MASTERFUL [13:38:42]: Saving evaluation metrics to /home/yaoshiang/model_output/session-00000/evaluation_metrics.csv.\r\n", "MASTERFUL [13:38:42]: Saving regularization params to /home/yaoshiang/model_output/session-00000/regularization.params.\r\n", "MASTERFUL [13:38:42]: Saving confusion matrix to /home/yaoshiang/model_output/session-00000/confusion_matrix.csv.\r\n", "MASTERFUL [13:38:42]: Total elapsed training time: 94 minutes (1h 33m 55s).\r\n", "MASTERFUL [13:38:42]: Launch masterful-gui to visualize the training results: policy name 'harrier-onyx-cobweb'\r\n" ] } ], "source": [ "!masterful-train --config=https://masterful-public.s3.us-west-1.amazonaws.com/datasets/quickstart/training.yaml" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text" }, "source": [ "### Pro Tip!\n", "\n", "If you are training on a remote machine over an SSH connection, you will\n", "want to ensure that your training session does not die if your SSH connected\n", "gets killed. You can use `nohup` to help here!" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text" }, "source": [ "```\n", "nohup masterful-train --config=s3://masterful-public/datasets/quickstart/training.yaml &> training_log.txt & while ! test -f training_log.txt; do :; done && tail -f training_log.txt\n", "```" ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text" }, "source": [ "The above command will launch the job in the background, and then tail the output as it\n", "comes. You can CTRL-C the output at any time, and the job will continue to you. Simply\n", "`tail` the output file again to pick up the training log in progress." ] }, { "cell_type": "markdown", "metadata": { "colab_type": "text" }, "source": [ "You have now finished training your first model with the Masterful\n", "AutoML platform!\n", "\n", "## Next Steps\n", "\n", "Now that you have finished this basic tutorial, we suggest exploring\n", "the rest of the documentation for more advanced examples and use cases.\n", "For example, you can learn how to use unlabeled data to further\n", "improve the performance of your model. Or you can learn about other\n", "vision tasks such as object detection and segmentation. Don't see a\n", "topic that you are interested in? Reach out to us directly on email\n", "at learn@masterfulai.com or join our Slack [commmunity](https://www.masterfulai.com/community).\n", "We are happy to help walk you through whatever challenge you are facing!" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "tutorial_quickstart_cli", "private_outputs": false, "provenance": [], "toc_visible": true }, "kernelspec": { "display_name": "Python 3.8.5 ('masterful')", "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": "3.8.5" }, "vscode": { "interpreter": { "hash": "3246dc5397f03b283072dce4862e0488f464e2254f3c7f1768d36ad0557bc76c" } } }, "nbformat": 4, "nbformat_minor": 0 }