├── .ipynb_checkpoints ├── A) RoadMap 1 - Torch Main 1 - Basic Tensor functions-checkpoint.ipynb ├── B) RoadMap 2 - Torch Main2 - Mathematical Operators-checkpoint.ipynb ├── C) RoadMap 3 - Torch Main 3 - Linear Algebraic Operations-checkpoint.ipynb ├── D) RoadMap 4 - Data 1 - Loader base codes-checkpoint.ipynb ├── E) RoadMap 5 - Data 2 - Transformations (General)-checkpoint.ipynb ├── F) RoadMap 6 - Data 3 - Loader example codes-checkpoint.ipynb ├── G) RoadMap 7 - Torch NN 1 - Convolution, Pooling and Padding Layers-checkpoint.ipynb ├── H) RoadMap 8 - Torch NN 2 - Activation Layers-checkpoint.ipynb ├── I) RoadMap 9 - Torch NN 3 - Other Layers-checkpoint.ipynb ├── J) RoadMap 10 - Torch NN 4 - Initializers-checkpoint.ipynb ├── K) RoadMap 11 - Torch NN 5 - Loss Functions-checkpoint.ipynb ├── L) RoadMap 12 - Torch NN 6 - Base Modules-checkpoint.ipynb ├── M) RoadMap 13 - Torch NN 7 - Optimizers and learning rate adjustment-checkpoint.ipynb ├── N) RoadMap 14 - Classification 1 - Pytorch model zoo-checkpoint.ipynb ├── O) RoadMap 15 - Classification 2 - Training & Validating [Custom CNN, Public Dataset]-checkpoint.ipynb ├── P) RoadMap 16 - Classification 3 - Training & Validating [Custom CNN, Custom Dataset]-checkpoint.ipynb ├── Q) RoadMap 17 - Classification 4 - Transfer learning [Custom Dataset, Learning Rate Scheduler, Model saver]-checkpoint.ipynb ├── R) RoadMap 18 - Appendix 1 - Replicating Classification 4 with Monk-checkpoint.ipynb ├── S) RoadMap 19 - Appendix 2 - Fashion Classification with Monk-checkpoint.ipynb ├── T) RoadMap 20 - Appendix 3 - Indoor Scene Classification with Monk-checkpoint.ipynb ├── U) RoadMap 21 - Appendix 4 - American Sign Language Classification with Monk-checkpoint.ipynb ├── V) RoadMap 23 - Appendix 5 - Plant Disease Classification with Monk-checkpoint.ipynb └── V) RoadMap 24 - Appendix 6 - Food Classification with Monk-checkpoint.ipynb ├── A) RoadMap 1 - Torch Main 1 - Basic Tensor functions.ipynb ├── B) RoadMap 2 - Torch Main2 - Mathematical Operators.ipynb ├── C) RoadMap 3 - Torch Main 3 - Linear Algebraic Operations.ipynb ├── D) RoadMap 4 - Data 1 - Loader base codes.ipynb ├── E) RoadMap 5 - Data 2 - Transformations (General).ipynb ├── F) RoadMap 6 - Data 3 - Loader example codes.ipynb ├── G) RoadMap 7 - Torch NN 1 - Convolution, Pooling and Padding Layers.ipynb ├── H) RoadMap 8 - Torch NN 2 - Activation Layers.ipynb ├── I) RoadMap 9 - Torch NN 3 - Other Layers.ipynb ├── J) RoadMap 10 - Torch NN 4 - Initializers.ipynb ├── K) RoadMap 11 - Torch NN 5 - Loss Functions.ipynb ├── L) RoadMap 12 - Torch NN 6 - Base Modules.ipynb ├── LICENSE.md ├── M) RoadMap 13 - Torch NN 7 - Optimizers and learning rate adjustment.ipynb ├── N) RoadMap 14 - Classification 1 - Pytorch model zoo.ipynb ├── O) RoadMap 15 - Classification 2 - Training & Validating [Custom CNN, Public Dataset].ipynb ├── P) RoadMap 16 - Classification 3 - Training & Validating [Custom CNN, Custom Dataset].ipynb ├── Q) RoadMap 17 - Classification 4 - Transfer learning [Custom Dataset, Learning Rate Scheduler, Model saver].ipynb ├── R) RoadMap 18 - Appendix 1 - Replicating Classification 4 with Monk.ipynb ├── README.md ├── S) RoadMap 19 - Appendix 2 - Fashion Classification with Monk.ipynb ├── T) RoadMap 20 - Appendix 3 - Indoor Scene Classification with Monk.ipynb ├── U) RoadMap 21 - Appendix 4 - American Sign Language Classification with Monk.ipynb ├── V) RoadMap 23 - Appendix 5 - Plant Disease Classification with Monk.ipynb ├── V) RoadMap 24 - Appendix 6 - Food Classification with Monk.ipynb ├── cat_dog ├── train │ ├── cat │ │ ├── 0.jpg │ │ ├── 1.jpg │ │ ├── 10.jpg │ │ ├── 11.jpg │ │ ├── 12.jpg │ │ ├── 13.jpg │ │ ├── 14.jpg │ │ ├── 15.jpg │ │ ├── 16.jpg │ │ ├── 17.jpg │ │ ├── 18.jpg │ │ ├── 19.jpg │ │ ├── 2.jpg │ │ ├── 20.jpg │ │ ├── 21.jpg │ │ ├── 22.jpg │ │ ├── 23.jpg │ │ ├── 24.jpg │ │ ├── 25.jpg │ │ ├── 26.jpg │ │ ├── 27.jpg │ │ ├── 28.jpg │ │ ├── 29.jpg │ │ ├── 3.jpg │ │ ├── 30.jpg │ │ ├── 31.jpg │ │ ├── 32.jpg │ │ ├── 33.jpg │ │ ├── 34.jpg │ │ ├── 35.jpg │ │ ├── 36.jpg │ │ ├── 37.jpg │ │ ├── 38.jpg │ │ ├── 39.jpg │ │ ├── 4.jpg │ │ ├── 40.jpg │ │ ├── 41.jpg │ │ ├── 42.jpg │ │ ├── 43.jpg │ │ ├── 44.jpg │ │ ├── 45.jpg │ │ ├── 46.jpg │ │ ├── 47.jpg │ │ ├── 48.jpg │ │ ├── 49.jpg │ │ ├── 5.jpg │ │ ├── 50.jpg │ │ ├── 51.jpg │ │ ├── 52.jpg │ │ ├── 53.jpg │ │ ├── 54.jpg │ │ ├── 55.jpg │ │ ├── 56.jpg │ │ ├── 57.jpg │ │ ├── 58.jpg │ │ ├── 59.jpg │ │ ├── 6.jpg │ │ ├── 60.jpg │ │ ├── 61.jpg │ │ ├── 62.jpg │ │ ├── 63.jpg │ │ ├── 64.jpg │ │ ├── 65.jpg │ │ ├── 66.jpg │ │ ├── 67.jpg │ │ ├── 68.jpg │ │ ├── 69.jpg │ │ ├── 7.jpg │ │ ├── 70.jpg │ │ ├── 71.jpg │ │ ├── 72.jpg │ │ ├── 73.jpg │ │ ├── 74.jpg │ │ ├── 75.jpg │ │ ├── 76.jpg │ │ ├── 77.jpg │ │ ├── 78.jpg │ │ ├── 79.jpg │ │ ├── 8.jpg │ │ ├── 80.jpg │ │ ├── 81.jpg │ │ ├── 82.jpg │ │ ├── 83.jpg │ │ ├── 84.jpg │ │ ├── 85.jpg │ │ ├── 86.jpg │ │ ├── 87.jpg │ │ ├── 88.jpg │ │ ├── 89.jpg │ │ ├── 9.jpg │ │ ├── 90.jpg │ │ ├── 91.jpg │ │ ├── 92.jpg │ │ ├── 93.jpg │ │ ├── 94.jpg │ │ ├── 95.jpg │ │ ├── 96.jpg │ │ ├── 97.jpg │ │ ├── 98.jpg │ │ └── 99.jpg │ └── dog │ │ ├── 0.jpg │ │ ├── 1.jpg │ │ ├── 10.jpg │ │ ├── 11.jpg │ │ ├── 12.jpg │ │ ├── 13.jpg │ │ ├── 14.jpg │ │ ├── 15.jpg │ │ ├── 16.jpg │ │ ├── 17.jpg │ │ ├── 18.jpg │ │ ├── 19.jpg │ │ ├── 2.jpg │ │ ├── 20.jpg │ │ ├── 21.jpg │ │ ├── 22.jpg │ │ ├── 23.jpg │ │ ├── 24.jpg │ │ ├── 25.jpg │ │ ├── 26.jpg │ │ ├── 27.jpg │ │ ├── 28.jpg │ │ ├── 29.jpg │ │ ├── 3.jpg │ │ ├── 30.jpg │ │ ├── 31.jpg │ │ ├── 32.jpg │ │ ├── 33.jpg │ │ ├── 34.jpg │ │ ├── 35.jpg │ │ ├── 36.jpg │ │ ├── 37.jpg │ │ ├── 38.jpg │ │ ├── 39.jpg │ │ ├── 4.jpg │ │ ├── 40.jpg │ │ ├── 41.jpg │ │ ├── 42.jpg │ │ ├── 43.jpg │ │ ├── 44.jpg │ │ ├── 45.jpg │ │ ├── 46.jpg │ │ ├── 47.jpg │ │ ├── 48.jpg │ │ ├── 49.jpg │ │ ├── 5.jpg │ │ ├── 50.jpg │ │ ├── 51.jpg │ │ ├── 52.jpg │ │ ├── 53.jpg │ │ ├── 54.jpg │ │ ├── 55.jpg │ │ ├── 56.jpg │ │ ├── 57.jpg │ │ ├── 58.jpg │ │ ├── 59.jpg │ │ ├── 6.jpg │ │ ├── 60.jpg │ │ ├── 61.jpg │ │ ├── 62.jpg │ │ ├── 63.jpg │ │ ├── 64.jpg │ │ ├── 65.jpg │ │ ├── 66.jpg │ │ ├── 67.jpg │ │ ├── 68.jpg │ │ ├── 69.jpg │ │ ├── 7.jpg │ │ ├── 70.jpg │ │ ├── 71.jpg │ │ ├── 72.jpg │ │ ├── 73.jpg │ │ ├── 74.jpg │ │ ├── 75.jpg │ │ ├── 76.jpg │ │ ├── 77.jpg │ │ ├── 78.jpg │ │ ├── 79.jpg │ │ ├── 8.jpg │ │ ├── 80.jpg │ │ ├── 81.jpg │ │ ├── 82.jpg │ │ ├── 83.jpg │ │ ├── 84.jpg │ │ ├── 85.jpg │ │ ├── 86.jpg │ │ ├── 87.jpg │ │ ├── 88.jpg │ │ ├── 89.jpg │ │ ├── 9.jpg │ │ ├── 90.jpg │ │ ├── 91.jpg │ │ ├── 92.jpg │ │ ├── 93.jpg │ │ ├── 94.jpg │ │ ├── 95.jpg │ │ ├── 96.jpg │ │ ├── 97.jpg │ │ ├── 98.jpg │ │ └── 99.jpg └── val │ ├── cat │ ├── 0.jpg │ ├── 1.jpg │ ├── 10.jpg │ ├── 11.jpg │ ├── 12.jpg │ ├── 13.jpg │ ├── 14.jpg │ ├── 15.jpg │ ├── 16.jpg │ ├── 17.jpg │ ├── 18.jpg │ ├── 19.jpg │ ├── 2.jpg │ ├── 20.jpg │ ├── 21.jpg │ ├── 22.jpg │ ├── 23.jpg │ ├── 24.jpg │ ├── 3.jpg │ ├── 4.jpg │ ├── 5.jpg │ ├── 6.jpg │ ├── 7.jpg │ ├── 8.jpg │ └── 9.jpg │ └── dog │ ├── 0.jpg │ ├── 1.jpg │ ├── 10.jpg │ ├── 11.jpg │ ├── 12.jpg │ ├── 13.jpg │ ├── 14.jpg │ ├── 15.jpg │ ├── 16.jpg │ ├── 17.jpg │ ├── 18.jpg │ ├── 19.jpg │ ├── 2.jpg │ ├── 20.jpg │ ├── 21.jpg │ ├── 22.jpg │ ├── 23.jpg │ ├── 24.jpg │ ├── 3.jpg │ ├── 4.jpg │ ├── 5.jpg │ ├── 6.jpg │ ├── 7.jpg │ ├── 8.jpg │ └── 9.jpg ├── demo.gif ├── dog.jpg ├── multi_class_dataset_csv ├── test.csv ├── test │ ├── 0.jpg │ ├── 1.jpg │ ├── 10.jpg │ ├── 11.jpg │ ├── 12.jpg │ ├── 13.jpg │ ├── 14.jpg │ ├── 15.jpg │ ├── 16.jpg │ ├── 17.jpg │ ├── 18.jpg │ ├── 19.jpg │ ├── 2.jpg │ ├── 20.jpg │ ├── 21.jpg │ ├── 22.jpg │ ├── 23.jpg │ ├── 24.jpg │ ├── 25.jpg │ ├── 26.jpg │ ├── 27.jpg │ ├── 3.jpg │ ├── 4.jpg │ ├── 5.jpg │ ├── 6.jpg │ ├── 7.jpg │ ├── 8.jpg │ └── 9.jpg ├── train.csv ├── train │ ├── 0.jpg │ ├── 1.jpg │ ├── 10.jpg │ ├── 11.jpg │ ├── 12.jpg │ ├── 13.jpg │ ├── 14.jpg │ ├── 15.jpg │ ├── 16.jpg │ ├── 17.jpg │ ├── 18.jpg │ ├── 19.jpg │ ├── 2.jpg │ ├── 20.jpg │ ├── 21.jpg │ ├── 22.jpg │ ├── 23.jpg │ ├── 24.jpg │ ├── 25.jpg │ ├── 26.jpg │ ├── 27.jpg │ ├── 28.jpg │ ├── 29.jpg │ ├── 3.jpg │ ├── 30.jpg │ ├── 31.jpg │ ├── 32.jpg │ ├── 33.jpg │ ├── 34.jpg │ ├── 35.jpg │ ├── 36.jpg │ ├── 37.jpg │ ├── 38.jpg │ ├── 39.jpg │ ├── 4.jpg │ ├── 40.jpg │ ├── 41.jpg │ ├── 42.jpg │ ├── 43.jpg │ ├── 44.jpg │ ├── 45.jpg │ ├── 46.jpg │ ├── 47.jpg │ ├── 48.jpg │ ├── 49.jpg │ ├── 5.jpg │ ├── 50.jpg │ ├── 51.jpg │ ├── 52.jpg │ ├── 53.jpg │ ├── 54.jpg │ ├── 55.jpg │ ├── 56.jpg │ ├── 57.jpg │ ├── 58.jpg │ ├── 59.jpg │ ├── 6.jpg │ ├── 60.jpg │ ├── 61.jpg │ ├── 62.jpg │ ├── 63.jpg │ ├── 64.jpg │ ├── 65.jpg │ ├── 66.jpg │ ├── 67.jpg │ ├── 68.jpg │ ├── 69.jpg │ ├── 7.jpg │ ├── 70.jpg │ ├── 71.jpg │ ├── 72.jpg │ ├── 73.jpg │ ├── 74.jpg │ ├── 75.jpg │ ├── 76.jpg │ ├── 77.jpg │ ├── 78.jpg │ ├── 79.jpg │ ├── 8.jpg │ ├── 80.jpg │ ├── 81.jpg │ ├── 82.jpg │ ├── 83.jpg │ ├── 84.jpg │ ├── 85.jpg │ ├── 86.jpg │ ├── 87.jpg │ ├── 88.jpg │ ├── 89.jpg │ ├── 9.jpg │ ├── 90.jpg │ ├── 91.jpg │ ├── 92.jpg │ ├── 93.jpg │ ├── 94.jpg │ ├── 95.jpg │ ├── 96.jpg │ ├── 97.jpg │ ├── 98.jpg │ └── 99.jpg ├── val.csv └── val │ ├── 0.jpg │ ├── 1.jpg │ ├── 10.jpg │ ├── 11.jpg │ ├── 12.jpg │ ├── 13.jpg │ ├── 14.jpg │ ├── 15.jpg │ ├── 16.jpg │ ├── 17.jpg │ ├── 18.jpg │ ├── 19.jpg │ ├── 2.jpg │ ├── 20.jpg │ ├── 21.jpg │ ├── 22.jpg │ ├── 23.jpg │ ├── 24.jpg │ ├── 25.jpg │ ├── 26.jpg │ ├── 27.jpg │ ├── 28.jpg │ ├── 29.jpg │ ├── 3.jpg │ ├── 30.jpg │ ├── 31.jpg │ ├── 32.jpg │ ├── 33.jpg │ ├── 34.jpg │ ├── 35.jpg │ ├── 36.jpg │ ├── 37.jpg │ ├── 38.jpg │ ├── 39.jpg │ ├── 4.jpg │ ├── 40.jpg │ ├── 41.jpg │ ├── 42.jpg │ ├── 43.jpg │ ├── 44.jpg │ ├── 45.jpg │ ├── 46.jpg │ ├── 47.jpg │ ├── 48.jpg │ ├── 49.jpg │ ├── 5.jpg │ ├── 6.jpg │ ├── 7.jpg │ ├── 8.jpg │ └── 9.jpg ├── multi_label_dataset ├── Images │ ├── 1.jpg │ ├── 10.jpg │ ├── 100.jpg │ ├── 101.jpg │ ├── 11.jpg │ ├── 12.jpg │ ├── 13.jpg │ ├── 14.jpg │ ├── 15.jpg │ ├── 16.jpg │ ├── 17.jpg │ ├── 18.jpg │ ├── 19.jpg │ ├── 2.jpg │ ├── 20.jpg │ ├── 21.jpg │ ├── 22.jpg │ ├── 23.jpg │ ├── 24.jpg │ ├── 25.jpg │ ├── 26.jpg │ ├── 27.jpg │ ├── 28.jpg │ ├── 29.jpg │ ├── 3.jpg │ ├── 30.jpg │ ├── 31.jpg │ ├── 32.jpg │ ├── 33.jpg │ ├── 34.jpg │ ├── 35.jpg │ ├── 36.jpg │ ├── 37.jpg │ ├── 38.jpg │ ├── 39.jpg │ ├── 4.jpg │ ├── 40.jpg │ ├── 41.jpg │ ├── 42.jpg │ ├── 43.jpg │ ├── 44.jpg │ ├── 45.jpg │ ├── 46.jpg │ ├── 47.jpg │ ├── 48.jpg │ ├── 49.jpg │ ├── 5.jpg │ ├── 50.jpg │ ├── 51.jpg │ ├── 52.jpg │ ├── 53.jpg │ ├── 54.jpg │ ├── 55.jpg │ ├── 56.jpg │ ├── 57.jpg │ ├── 58.jpg │ ├── 59.jpg │ ├── 6.jpg │ ├── 60.jpg │ ├── 61.jpg │ ├── 62.jpg │ ├── 63.jpg │ ├── 64.jpg │ ├── 65.jpg │ ├── 66.jpg │ ├── 67.jpg │ ├── 68.jpg │ ├── 69.jpg │ ├── 7.jpg │ ├── 70.jpg │ ├── 71.jpg │ ├── 72.jpg │ ├── 73.jpg │ ├── 74.jpg │ ├── 75.jpg │ ├── 76.jpg │ ├── 77.jpg │ ├── 78.jpg │ ├── 79.jpg │ ├── 8.jpg │ ├── 80.jpg │ ├── 81.jpg │ ├── 82.jpg │ ├── 83.jpg │ ├── 84.jpg │ ├── 85.jpg │ ├── 86.jpg │ ├── 87.jpg │ ├── 88.jpg │ ├── 89.jpg │ ├── 9.jpg │ ├── 90.jpg │ ├── 91.jpg │ ├── 92.jpg │ ├── 93.jpg │ ├── 94.jpg │ ├── 95.jpg │ ├── 96.jpg │ ├── 97.jpg │ ├── 98.jpg │ └── 99.jpg └── train_labels.csv ├── pylg.log ├── requirements.txt └── sample_data ├── train ├── ants │ ├── 154124431_65460430f2.jpg │ ├── 162603798_40b51f1654.jpg │ └── 175998972.jpg └── bees │ ├── 16838648_415acd9e3f.jpg │ ├── 174142798_e5ad6d76e0.jpg │ └── 472288710_2abee16fa0.jpg └── val ├── ants ├── 382971067_0bfd33afe0.jpg ├── 386190770_672743c9a7.jpg └── 403746349_71384f5b58.jpg └── bees ├── 129236073_0985e91c7d.jpg ├── 17209602_fe5a5a746f.jpg └── 98391118_bdb1e80cce.jpg /.ipynb_checkpoints/U) RoadMap 21 - Appendix 4 - American Sign Language Classification with Monk-checkpoint.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": { 6 | "colab_type": "text", 7 | "id": "tEQYscLq2-Q6" 8 | }, 9 | "source": [ 10 | "# Sign Language Classification with Monk" 11 | ] 12 | }, 13 | { 14 | "cell_type": "markdown", 15 | "metadata": { 16 | "colab_type": "text", 17 | "id": "mmbHTqlc3FJN" 18 | }, 19 | "source": [ 20 | "## Setup Monk" 21 | ] 22 | }, 23 | { 24 | "cell_type": "code", 25 | "execution_count": 0, 26 | "metadata": { 27 | "colab": {}, 28 | "colab_type": "code", 29 | "id": "OhRbYFDd2yD1" 30 | }, 31 | "outputs": [], 32 | "source": [ 33 | "!git clone https://github.com/Tessellate-Imaging/monk_v1.git\n", 34 | "!pip install -r ./monk_v1/installation/requirements_cu10.txt\n", 35 | "import sys\n", 36 | "sys.path.append(\"./monk_v1/monk\")" 37 | ] 38 | }, 39 | { 40 | "cell_type": "code", 41 | "execution_count": 0, 42 | "metadata": { 43 | "colab": {}, 44 | "colab_type": "code", 45 | "id": "I0q9DhKU4z22" 46 | }, 47 | "outputs": [], 48 | "source": [ 49 | "from pytorch_prototype import prototype" 50 | ] 51 | }, 52 | { 53 | "cell_type": "markdown", 54 | "metadata": { 55 | "colab_type": "text", 56 | "id": "1is825QD4v99" 57 | }, 58 | "source": [ 59 | "## Dataset\n", 60 | "\n", 61 | "The ASL alphabet dataset was prepared and hosted by a fellow Kaggler : https://www.kaggle.com/grassknoted/asl-alphabet" 62 | ] 63 | }, 64 | { 65 | "cell_type": "code", 66 | "execution_count": 0, 67 | "metadata": { 68 | "colab": {}, 69 | "colab_type": "code", 70 | "id": "Py_z8TNr4gsI" 71 | }, 72 | "outputs": [], 73 | "source": [ 74 | "!wget https://www.dropbox.com/s/og11tm5l5vb375b/asl-alphabet.zip" 75 | ] 76 | }, 77 | { 78 | "cell_type": "code", 79 | "execution_count": 0, 80 | "metadata": { 81 | "colab": {}, 82 | "colab_type": "code", 83 | "id": "yVcZpW0h5WRu" 84 | }, 85 | "outputs": [], 86 | "source": [ 87 | "!unzip asl-alphabet.zip" 88 | ] 89 | }, 90 | { 91 | "cell_type": "markdown", 92 | "metadata": { 93 | "colab_type": "text", 94 | "id": "XfsGvUls5bNY" 95 | }, 96 | "source": [ 97 | "## Create Experiment" 98 | ] 99 | }, 100 | { 101 | "cell_type": "code", 102 | "execution_count": 0, 103 | "metadata": { 104 | "colab": {}, 105 | "colab_type": "code", 106 | "id": "e2vn1jum5cds" 107 | }, 108 | "outputs": [], 109 | "source": [ 110 | "# Step 1 - Create experiment\n", 111 | "ptf = prototype(verbose=1);\n", 112 | "ptf.Prototype(\"asl\", \"exp1\");" 113 | ] 114 | }, 115 | { 116 | "cell_type": "code", 117 | "execution_count": 0, 118 | "metadata": { 119 | "colab": {}, 120 | "colab_type": "code", 121 | "id": "8bAk9UeM5fbW" 122 | }, 123 | "outputs": [], 124 | "source": [ 125 | "ptf.Default(dataset_path=\"./asl-alphabet/asl_alphabet_train\", model_name=\"resnet50\", freeze_base_network=True, num_epochs=10);" 126 | ] 127 | }, 128 | { 129 | "cell_type": "markdown", 130 | "metadata": { 131 | "colab_type": "text", 132 | "id": "BRp5ZA86582B" 133 | }, 134 | "source": [ 135 | "## Train" 136 | ] 137 | }, 138 | { 139 | "cell_type": "code", 140 | "execution_count": 0, 141 | "metadata": { 142 | "colab": {}, 143 | "colab_type": "code", 144 | "id": "t67AkSCO5-AC" 145 | }, 146 | "outputs": [], 147 | "source": [ 148 | "ptf.Train()" 149 | ] 150 | }, 151 | { 152 | "cell_type": "markdown", 153 | "metadata": { 154 | "colab_type": "text", 155 | "id": "OR5QiAJt6BLM" 156 | }, 157 | "source": [ 158 | "## Download Workspace" 159 | ] 160 | }, 161 | { 162 | "cell_type": "code", 163 | "execution_count": 0, 164 | "metadata": { 165 | "colab": {}, 166 | "colab_type": "code", 167 | "id": "_lWd-4gQ6AeS" 168 | }, 169 | "outputs": [], 170 | "source": [ 171 | "!zip -r workspace.zip workspace" 172 | ] 173 | }, 174 | { 175 | "cell_type": "code", 176 | "execution_count": 0, 177 | "metadata": { 178 | "colab": {}, 179 | "colab_type": "code", 180 | "id": "1HliRhg-6F_1" 181 | }, 182 | "outputs": [], 183 | "source": [ 184 | "from google.colab import files\n", 185 | "\n", 186 | "files.download('workspace.zip')" 187 | ] 188 | }, 189 | { 190 | "cell_type": "markdown", 191 | "metadata": { 192 | "colab_type": "text", 193 | "id": "rXeqcVyg6S8H" 194 | }, 195 | "source": [ 196 | "## Code for Realtime Video Classification\n", 197 | "\n", 198 | "- Place the workspace folder inside your project directory to load the experiment\n", 199 | "- Download and setup Monk to your local environment : [DOCS](https://clever-noyce-f9d43f.netlify.com/#/setup/setup)" 200 | ] 201 | }, 202 | { 203 | "cell_type": "code", 204 | "execution_count": 0, 205 | "metadata": { 206 | "colab": {}, 207 | "colab_type": "code", 208 | "id": "sE8rRfJ46SUd" 209 | }, 210 | "outputs": [], 211 | "source": [ 212 | "import os\n", 213 | "import sys\n", 214 | "sys.path.append(\"./monk_v1/monk/\");\n", 215 | "import psutil\n", 216 | "from pytorch_prototype import prototype\n", 217 | "from imutils.video import VideoStream\n", 218 | "import cv2\n", 219 | "\n", 220 | "ptf = prototype(verbose=1)\n", 221 | "ptf.Prototype(\"asl\", \"exp1\", eval_infer=True);\n", 222 | "\n", 223 | "if __name__ == '__main__':\n", 224 | "\n", 225 | " vs = VideoStream().start()\n", 226 | "\n", 227 | " while True:\n", 228 | " # Read Frame and process\n", 229 | " frame = vs.read()\n", 230 | " frame = cv2.resize(frame, (640, 480))\n", 231 | "\n", 232 | " #Select and store ROI\n", 233 | " cv2.rectangle(frame, (350,50), (600,300), (255,0,0) , 3, 1)\n", 234 | "\n", 235 | " roi = frame[50:300,350:600]\n", 236 | " roi = cv2.cvtColor(roi, cv2.COLOR_BGR2RGB)\n", 237 | " cv2.imwrite(\"roi.jpg\",roi)\n", 238 | "\n", 239 | " # Run classification\n", 240 | " predictions = ptf.Infer(img_name=\"roi.jpg\", return_raw=False);\n", 241 | " cv2.putText(frame, predictions['predicted_class'],(350,40),cv2.FONT_HERSHEY_SIMPLEX, 1, (0,255,0), 2)\n", 242 | " \n", 243 | " # Display Output\n", 244 | " cv2.imshow('Detection', cv2.cvtColor(frame, cv2.COLOR_RGB2BGR))\n", 245 | " if cv2.waitKey(25) & 0xFF == ord('q'):\n", 246 | " cv2.destroyAllWindows()\n", 247 | " vs.stop()\n", 248 | " break" 249 | ] 250 | } 251 | ], 252 | "metadata": { 253 | "accelerator": "GPU", 254 | "colab": { 255 | "collapsed_sections": [], 256 | "name": "ASL_Classification.ipynb", 257 | "provenance": [], 258 | "toc_visible": true 259 | }, 260 | "kernelspec": { 261 | "display_name": "Python 3", 262 | "language": "python", 263 | "name": "python3" 264 | }, 265 | "language_info": { 266 | "codemirror_mode": { 267 | "name": "ipython", 268 | "version": 3 269 | }, 270 | "file_extension": ".py", 271 | "mimetype": "text/x-python", 272 | "name": "python", 273 | "nbconvert_exporter": "python", 274 | "pygments_lexer": "ipython3", 275 | "version": "3.6.9" 276 | } 277 | }, 278 | "nbformat": 4, 279 | "nbformat_minor": 1 280 | } 281 | -------------------------------------------------------------------------------- /LICENSE.md: -------------------------------------------------------------------------------- 1 | 2 | Apache License 3 | Version 2.0, January 2004 4 | http://www.apache.org/licenses/ 5 | 6 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 7 | 8 | 1. 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We also recommend that a 186 | file or class name and description of purpose be included on the 187 | same "printed page" as the copyright notice for easier 188 | identification within third-party archives. 189 | 190 | Copyright [2019] [Tessellate Imaging Private Limited] 191 | 192 | Licensed under the Apache License, Version 2.0 (the "License"); 193 | you may not use this file except in compliance with the License. 194 | You may obtain a copy of the License at 195 | 196 | http://www.apache.org/licenses/LICENSE-2.0 197 | 198 | Unless required by applicable law or agreed to in writing, software 199 | distributed under the License is distributed on an "AS IS" BASIS, 200 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 201 | See the License for the specific language governing permissions and 202 | limitations under the License. 203 | 204 | -------------------------------------------------------------------------------- /R) RoadMap 18 - Appendix 1 - Replicating Classification 4 with Monk.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "# Appendix 1 - Transfer Learning with MONK" 8 | ] 9 | }, 10 | { 11 | "cell_type": "code", 12 | "execution_count": null, 13 | "metadata": {}, 14 | "outputs": [], 15 | "source": [] 16 | }, 17 | { 18 | "cell_type": "markdown", 19 | "metadata": {}, 20 | "source": [ 21 | "# Steps to take\n", 22 | "\n", 23 | "1. Create a network\n", 24 | " - Creating base network\n", 25 | " - Visualize layers\n", 26 | " - Creating loss function module\n", 27 | " - Creating optimizer module [Set learning rates here]\n", 28 | " - Creating learning rate scheduler\n", 29 | " \n", 30 | " \n", 31 | "2. Data prepraration\n", 32 | " - Creating a data transformer\n", 33 | " - Downloading and storing dataset\n", 34 | " - Applying transformation\n", 35 | " - Understanding dataset\n", 36 | " - Loading the transformed dataset [Set batch size and number of parallel processors here]\n", 37 | " \n", 38 | " \n", 39 | "3. Setting up data - plotters\n", 40 | "\n", 41 | "\n", 42 | "4. Training\n", 43 | " - Set Epoch\n", 44 | " - Train model\n", 45 | " \n", 46 | " \n", 47 | "5. Testing\n", 48 | " - Just after training\n", 49 | " - After loading saved weights\n" 50 | ] 51 | }, 52 | { 53 | "cell_type": "code", 54 | "execution_count": null, 55 | "metadata": {}, 56 | "outputs": [], 57 | "source": [] 58 | }, 59 | { 60 | "cell_type": "code", 61 | "execution_count": 1, 62 | "metadata": {}, 63 | "outputs": [ 64 | { 65 | "name": "stdout", 66 | "output_type": "stream", 67 | "text": [ 68 | "Cloning into 'monk_v1'...\n", 69 | "remote: Enumerating objects: 773, done.\u001b[K\n", 70 | "remote: Counting objects: 100% (773/773), done.\u001b[K\n", 71 | "remote: Compressing objects: 100% (482/482), done.\u001b[K\n", 72 | "remote: Total 773 (delta 349), reused 672 (delta 265), pack-reused 0\n", 73 | "Receiving objects: 100% (773/773), 4.74 MiB | 3.68 MiB/s, done.\n", 74 | "Resolving deltas: 100% (349/349), done.\n" 75 | ] 76 | } 77 | ], 78 | "source": [ 79 | "!git clone https://github.com/Tessellate-Imaging/monk_v1" 80 | ] 81 | }, 82 | { 83 | "cell_type": "code", 84 | "execution_count": null, 85 | "metadata": {}, 86 | "outputs": [], 87 | "source": [ 88 | "#!pip install -r monk_v1/installation/requirements_cu9.txt \n", 89 | "#Select Installation file as per the system" 90 | ] 91 | }, 92 | { 93 | "cell_type": "code", 94 | "execution_count": null, 95 | "metadata": {}, 96 | "outputs": [], 97 | "source": [] 98 | }, 99 | { 100 | "cell_type": "code", 101 | "execution_count": null, 102 | "metadata": {}, 103 | "outputs": [], 104 | "source": [] 105 | }, 106 | { 107 | "cell_type": "code", 108 | "execution_count": null, 109 | "metadata": {}, 110 | "outputs": [], 111 | "source": [] 112 | }, 113 | { 114 | "cell_type": "code", 115 | "execution_count": null, 116 | "metadata": {}, 117 | "outputs": [], 118 | "source": [] 119 | }, 120 | { 121 | "cell_type": "code", 122 | "execution_count": null, 123 | "metadata": {}, 124 | "outputs": [], 125 | "source": [] 126 | }, 127 | { 128 | "cell_type": "code", 129 | "execution_count": null, 130 | "metadata": {}, 131 | "outputs": [], 132 | "source": [] 133 | }, 134 | { 135 | "cell_type": "code", 136 | "execution_count": null, 137 | "metadata": {}, 138 | "outputs": [], 139 | "source": [] 140 | }, 141 | { 142 | "cell_type": "code", 143 | "execution_count": 1, 144 | "metadata": {}, 145 | "outputs": [ 146 | { 147 | "name": "stdout", 148 | "output_type": "stream", 149 | "text": [ 150 | "Pytorch Version: 1.2.0\n", 151 | "\n", 152 | "Experiment Details\n", 153 | " Project: exp-1\n", 154 | " Experiment: proj-1\n", 155 | " Dir: /home/abhi/Desktop/Work/tess_tool/gui/v0.3/finetune_models/Resources/v0.1/workspace/exp-1/proj-1/\n", 156 | "\n" 157 | ] 158 | } 159 | ], 160 | "source": [ 161 | "import sys\n", 162 | "sys.path.append(\"monk_v1/monk/\")\n", 163 | "from pytorch_prototype import prototype\n", 164 | "\n", 165 | "# Step 1 - Create experiment\n", 166 | "ptf = prototype(verbose=1);\n", 167 | "ptf.Prototype(\"exp-1\", \"proj-1\");" 168 | ] 169 | }, 170 | { 171 | "cell_type": "code", 172 | "execution_count": null, 173 | "metadata": {}, 174 | "outputs": [], 175 | "source": [ 176 | "'''\n", 177 | "original code - snippet\n", 178 | "\n", 179 | "data_transforms = {\n", 180 | " 'train': transforms.Compose([\n", 181 | " transforms.RandomHorizontalFlip(),\n", 182 | " transforms.ToTensor(),\n", 183 | " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n", 184 | " ]),\n", 185 | " 'val': transforms.Compose([\n", 186 | " transforms.ToTensor(),\n", 187 | " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n", 188 | " ]),\n", 189 | "}\n", 190 | "\n", 191 | "data_dir = 'cat_dog/'\n", 192 | "image_datasets = {x: datasets.ImageFolder(os.path.join(data_dir, x),\n", 193 | " data_transforms[x])\n", 194 | " for x in ['train', 'val']}\n", 195 | " \n", 196 | " \n", 197 | "\n", 198 | "\n", 199 | "batch = 4\n", 200 | "parallel_processors = 3\n", 201 | "\n", 202 | "dataloaders = {x: torch.utils.data.DataLoader(image_datasets[x], batch_size=batch,\n", 203 | " shuffle=True, num_workers=parallel_processors)\n", 204 | " for x in ['train', 'val']}\n", 205 | "dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'val']}\n", 206 | "class_names = image_datasets['train'].classes\n", 207 | "\n", 208 | "'''" 209 | ] 210 | }, 211 | { 212 | "cell_type": "code", 213 | "execution_count": 2, 214 | "metadata": {}, 215 | "outputs": [ 216 | { 217 | "name": "stdout", 218 | "output_type": "stream", 219 | "text": [ 220 | "Dataset Details\n", 221 | " Train path: cat_dog/train\n", 222 | " Val path: cat_dog/val\n", 223 | " CSV train path: None\n", 224 | " CSV val path: None\n", 225 | "\n", 226 | "Dataset Params\n", 227 | " Input Size: 224\n", 228 | " Batch Size: 4\n", 229 | " Data Shuffle: True\n", 230 | " Processors: 3\n", 231 | "\n", 232 | "Pre-Composed Train Transforms\n", 233 | "[{'RandomHorizontalFlip': {'p': 0.5}}, {'Normalize': {'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225]}}]\n", 234 | "\n", 235 | "Pre-Composed Val Transforms\n", 236 | "[{'Normalize': {'mean': [0.485, 0.456, 0.406], 'std': [0.229, 0.224, 0.225]}}]\n", 237 | "\n", 238 | "Dataset Numbers\n", 239 | " Num train images: 200\n", 240 | " Num val images: 50\n", 241 | " Num classes: 2\n", 242 | "\n" 243 | ] 244 | } 245 | ], 246 | "source": [ 247 | "# Replicating same using Monk\n", 248 | "\n", 249 | "\n", 250 | "ptf.Dataset_Params(dataset_path=[\"cat_dog/train\", \"cat_dog/val\"],\n", 251 | " input_size=224, \n", 252 | " batch_size=4, shuffle_data=True, num_processors=3);\n", 253 | "\n", 254 | "# Transform\n", 255 | "ptf.apply_random_horizontal_flip(train=True);\n", 256 | "ptf.apply_normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225], train=True, val=True, test=True);\n", 257 | "\n", 258 | "\n", 259 | "ptf.Dataset();" 260 | ] 261 | }, 262 | { 263 | "cell_type": "code", 264 | "execution_count": null, 265 | "metadata": {}, 266 | "outputs": [], 267 | "source": [] 268 | }, 269 | { 270 | "cell_type": "code", 271 | "execution_count": null, 272 | "metadata": {}, 273 | "outputs": [], 274 | "source": [] 275 | }, 276 | { 277 | "cell_type": "code", 278 | "execution_count": null, 279 | "metadata": {}, 280 | "outputs": [], 281 | "source": [ 282 | "'''\n", 283 | "Original Code Snippet\n", 284 | "\n", 285 | "model_ft = models.resnet18(pretrained=True) # Using pretrained models\n", 286 | "num_ftrs = model_ft.fc.in_features # Adding a new layer to next final layer\n", 287 | "model_ft.fc = nn.Linear(num_ftrs, 2)\n", 288 | "model_ft.cuda()\n", 289 | "\n", 290 | "\n", 291 | "'''" 292 | ] 293 | }, 294 | { 295 | "cell_type": "code", 296 | "execution_count": 3, 297 | "metadata": {}, 298 | "outputs": [ 299 | { 300 | "name": "stdout", 301 | "output_type": "stream", 302 | "text": [ 303 | "Model Params\n", 304 | " Model name: resnet18\n", 305 | " Use Gpu: True\n", 306 | " Use pretrained: True\n", 307 | " Freeze base network: True\n", 308 | "\n", 309 | "Model Details\n", 310 | " Loading pretrained model\n", 311 | " Model Loaded on device\n", 312 | " Model name: resnet18\n", 313 | " Num layers in model: 31\n", 314 | " Num trainable layers: 1\n", 315 | "\n" 316 | ] 317 | } 318 | ], 319 | "source": [ 320 | "# Replicating same using Monk\n", 321 | "\n", 322 | "ptf.Model_Params(model_name=\"resnet18\", freeze_base_network=True, \n", 323 | " use_gpu=True, use_pretrained=True);\n", 324 | "ptf.Model();" 325 | ] 326 | }, 327 | { 328 | "cell_type": "code", 329 | "execution_count": null, 330 | "metadata": {}, 331 | "outputs": [], 332 | "source": [] 333 | }, 334 | { 335 | "cell_type": "code", 336 | "execution_count": null, 337 | "metadata": {}, 338 | "outputs": [], 339 | "source": [] 340 | }, 341 | { 342 | "cell_type": "code", 343 | "execution_count": null, 344 | "metadata": {}, 345 | "outputs": [], 346 | "source": [] 347 | }, 348 | { 349 | "cell_type": "code", 350 | "execution_count": null, 351 | "metadata": {}, 352 | "outputs": [], 353 | "source": [ 354 | "'''\n", 355 | "Original Code Snippet\n", 356 | "\n", 357 | "cross_entropy_loss = nn.CrossEntropyLoss()\n", 358 | "optimizer_ft = optim.SGD(model_ft.parameters(), lr=0.001, momentum=0.9)\n", 359 | "\n", 360 | "'''" 361 | ] 362 | }, 363 | { 364 | "cell_type": "code", 365 | "execution_count": 4, 366 | "metadata": {}, 367 | "outputs": [ 368 | { 369 | "name": "stdout", 370 | "output_type": "stream", 371 | "text": [ 372 | "Optimizer\n", 373 | " Name: sgd\n", 374 | " Learning rate: 0.001\n", 375 | " Params: {'lr': 0.001, 'dampening': 0, 'nesterov': False, 'weight_decay': 0, 'momentum': 0}\n", 376 | "\n", 377 | "Learning rate scheduler\n", 378 | " Name: fixed\n", 379 | " Params: {}\n", 380 | "\n", 381 | "Loss\n", 382 | " Name: softmaxcrossentropy\n", 383 | " Params: {'weight': None, 'size_average': None, 'ignore_index': -100, 'reduce': None, 'reduction': 'mean'}\n", 384 | "\n" 385 | ] 386 | } 387 | ], 388 | "source": [ 389 | "# Replicating same using Monk\n", 390 | "ptf.optimizer_sgd(0.001);\n", 391 | "ptf.lr_fixed();\n", 392 | "ptf.loss_softmax_crossentropy()" 393 | ] 394 | }, 395 | { 396 | "cell_type": "code", 397 | "execution_count": null, 398 | "metadata": {}, 399 | "outputs": [], 400 | "source": [] 401 | }, 402 | { 403 | "cell_type": "code", 404 | "execution_count": null, 405 | "metadata": {}, 406 | "outputs": [], 407 | "source": [] 408 | }, 409 | { 410 | "cell_type": "code", 411 | "execution_count": null, 412 | "metadata": {}, 413 | "outputs": [], 414 | "source": [ 415 | "'''\n", 416 | "Original Code Snippet\n", 417 | "\n", 418 | "def train_model(model, criterion, optimizer, num_epochs=25):\n", 419 | " since = time.time()\n", 420 | "\n", 421 | " # A shallow copy constructs a new compound object and then (to the extent possible) inserts \n", 422 | " # references into it to the objects found in the original. \n", 423 | " # A deep copy constructs a new compound object and then, recursively, inserts copies into it of \n", 424 | " # the objects found in the original.\n", 425 | " best_model_wts = copy.deepcopy(model.state_dict())\n", 426 | " best_acc = 0.0\n", 427 | "\n", 428 | " for epoch in range(num_epochs):\n", 429 | " print('Epoch {}/{}'.format(epoch, num_epochs - 1))\n", 430 | " print('-' * 10)\n", 431 | "\n", 432 | " # Each epoch has a training and validation phase\n", 433 | " for phase in ['train', 'val']:\n", 434 | " if phase == 'train':\n", 435 | " model.train() # Set model to training mode\n", 436 | " else:\n", 437 | " model.eval() # Set model to evaluate mode\n", 438 | "\n", 439 | " running_loss = 0.0\n", 440 | " running_corrects = 0\n", 441 | "\n", 442 | " # Iterate over data.\n", 443 | " for inputs, labels in dataloaders[phase]:\n", 444 | " inputs = inputs.cuda()\n", 445 | " labels = labels.cuda()\n", 446 | "\n", 447 | " # zero the parameter gradients\n", 448 | " optimizer.zero_grad()\n", 449 | "\n", 450 | " # forward\n", 451 | " # track history if only in train\n", 452 | " with torch.set_grad_enabled(phase == 'train'):\n", 453 | " outputs = model(inputs)\n", 454 | " _, preds = torch.max(outputs, 1)\n", 455 | " loss = criterion(outputs, labels)\n", 456 | "\n", 457 | " # backward + optimize only if in training phase\n", 458 | " if phase == 'train':\n", 459 | " loss.backward()\n", 460 | " optimizer.step()\n", 461 | "\n", 462 | " # statistics\n", 463 | " running_loss += loss.item() * inputs.size(0)\n", 464 | " running_corrects += torch.sum(preds == labels.data)\n", 465 | "\n", 466 | " epoch_loss = running_loss / dataset_sizes[phase]\n", 467 | " epoch_acc = running_corrects.double() / dataset_sizes[phase]\n", 468 | "\n", 469 | " print('{} Loss: {:.4f} Acc: {:.4f}'.format(\n", 470 | " phase, epoch_loss, epoch_acc))\n", 471 | "\n", 472 | " # deep copy the model\n", 473 | " if phase == 'val' and epoch_acc > best_acc:\n", 474 | " best_acc = epoch_acc\n", 475 | " best_model_wts = copy.deepcopy(model.state_dict())\n", 476 | "\n", 477 | " print()\n", 478 | "\n", 479 | " time_elapsed = time.time() - since\n", 480 | " print('Training complete in {:.0f}m {:.0f}s'.format(\n", 481 | " time_elapsed // 60, time_elapsed % 60))\n", 482 | " print('Best val Acc: {:4f}'.format(best_acc))\n", 483 | "\n", 484 | " torch.save(model.state_dict(), \"cat_dog_model\")\n", 485 | " \n", 486 | " # load best model weights\n", 487 | " model.load_state_dict(best_model_wts)\n", 488 | " return model\n", 489 | "\n", 490 | "model_ft = train_model(model_ft, cross_entropy_loss, optimizer_ft,\n", 491 | " num_epochs=5)\n", 492 | "\n", 493 | "'''" 494 | ] 495 | }, 496 | { 497 | "cell_type": "code", 498 | "execution_count": 5, 499 | "metadata": {}, 500 | "outputs": [ 501 | { 502 | "name": "stdout", 503 | "output_type": "stream", 504 | "text": [ 505 | "Training params\n", 506 | " Num Epochs: 4\n", 507 | "\n", 508 | "Display params\n", 509 | " Display progress: True\n", 510 | " Display progress realtime: True\n", 511 | " Save Training logs: True\n", 512 | " Save Intermediate models: True\n", 513 | " Intermediate model prefix: intermediate_model_\n", 514 | "\n", 515 | "Training Start\n", 516 | " Epoch 1/4\n", 517 | " ----------\n" 518 | ] 519 | }, 520 | { 521 | "data": { 522 | "application/vnd.jupyter.widget-view+json": { 523 | "model_id": "4db62c227c2247899ffed468e0cdcc4b", 524 | "version_major": 2, 525 | "version_minor": 0 526 | }, 527 | "text/plain": [ 528 | "HBox(children=(IntProgress(value=0, max=50), HTML(value='')))" 529 | ] 530 | }, 531 | "metadata": {}, 532 | "output_type": "display_data" 533 | }, 534 | { 535 | "data": { 536 | "application/vnd.jupyter.widget-view+json": { 537 | "model_id": "5674f74fee064e1e84149ea521d3bd41", 538 | "version_major": 2, 539 | "version_minor": 0 540 | }, 541 | "text/plain": [ 542 | "HBox(children=(IntProgress(value=0, max=13), HTML(value='')))" 543 | ] 544 | }, 545 | "metadata": {}, 546 | "output_type": "display_data" 547 | }, 548 | { 549 | "name": "stdout", 550 | "output_type": "stream", 551 | "text": [ 552 | "\n", 553 | "\n", 554 | " curr_lr - 0.001\n", 555 | " [Epoch 1] Train-acc: 0.570, Train-loss: 0.702 | Val-acc: 0.820000, Val-loss: 0.532, | time: 1.3 sec\n", 556 | "\n", 557 | " Epoch 2/4\n", 558 | " ----------\n" 559 | ] 560 | }, 561 | { 562 | "data": { 563 | "application/vnd.jupyter.widget-view+json": { 564 | "model_id": "cc73ada75ee74da8be64f227bdb7410e", 565 | "version_major": 2, 566 | "version_minor": 0 567 | }, 568 | "text/plain": [ 569 | "HBox(children=(IntProgress(value=0, max=50), HTML(value='')))" 570 | ] 571 | }, 572 | "metadata": {}, 573 | "output_type": "display_data" 574 | }, 575 | { 576 | "data": { 577 | "application/vnd.jupyter.widget-view+json": { 578 | "model_id": "e048fce6802d442a919ce2f6eae7bc0c", 579 | "version_major": 2, 580 | "version_minor": 0 581 | }, 582 | "text/plain": [ 583 | "HBox(children=(IntProgress(value=0, max=13), HTML(value='')))" 584 | ] 585 | }, 586 | "metadata": {}, 587 | "output_type": "display_data" 588 | }, 589 | { 590 | "name": "stdout", 591 | "output_type": "stream", 592 | "text": [ 593 | "\n", 594 | "\n", 595 | " curr_lr - 0.001\n", 596 | " [Epoch 2] Train-acc: 0.825, Train-loss: 0.471 | Val-acc: 0.880000, Val-loss: 0.396, | time: 1.4 sec\n", 597 | "\n", 598 | " Epoch 3/4\n", 599 | " ----------\n" 600 | ] 601 | }, 602 | { 603 | "data": { 604 | "application/vnd.jupyter.widget-view+json": { 605 | "model_id": "3827f55a70fc4ed7bb19bc3a44fc11e2", 606 | "version_major": 2, 607 | "version_minor": 0 608 | }, 609 | "text/plain": [ 610 | "HBox(children=(IntProgress(value=0, max=50), HTML(value='')))" 611 | ] 612 | }, 613 | "metadata": {}, 614 | "output_type": "display_data" 615 | }, 616 | { 617 | "data": { 618 | "application/vnd.jupyter.widget-view+json": { 619 | "model_id": "04db03ced7b14a589fb1a155fd9cc235", 620 | "version_major": 2, 621 | "version_minor": 0 622 | }, 623 | "text/plain": [ 624 | "HBox(children=(IntProgress(value=0, max=13), HTML(value='')))" 625 | ] 626 | }, 627 | "metadata": {}, 628 | "output_type": "display_data" 629 | }, 630 | { 631 | "name": "stdout", 632 | "output_type": "stream", 633 | "text": [ 634 | "\n", 635 | "\n", 636 | " curr_lr - 0.001\n", 637 | " [Epoch 3] Train-acc: 0.830, Train-loss: 0.425 | Val-acc: 0.880000, Val-loss: 0.329, | time: 1.3 sec\n", 638 | "\n", 639 | " Epoch 4/4\n", 640 | " ----------\n" 641 | ] 642 | }, 643 | { 644 | "data": { 645 | "application/vnd.jupyter.widget-view+json": { 646 | "model_id": "9878cb040ae54a1f8199fd9016220abd", 647 | "version_major": 2, 648 | "version_minor": 0 649 | }, 650 | "text/plain": [ 651 | "HBox(children=(IntProgress(value=0, max=50), HTML(value='')))" 652 | ] 653 | }, 654 | "metadata": {}, 655 | "output_type": "display_data" 656 | }, 657 | { 658 | "data": { 659 | "application/vnd.jupyter.widget-view+json": { 660 | "model_id": "a8294ccbb19c4d3a8fc28124e3de3f11", 661 | "version_major": 2, 662 | "version_minor": 0 663 | }, 664 | "text/plain": [ 665 | "HBox(children=(IntProgress(value=0, max=13), HTML(value='')))" 666 | ] 667 | }, 668 | "metadata": {}, 669 | "output_type": "display_data" 670 | }, 671 | { 672 | "name": "stdout", 673 | "output_type": "stream", 674 | "text": [ 675 | "\n", 676 | "\n", 677 | " curr_lr - 0.001\n", 678 | " [Epoch 4] Train-acc: 0.850, Train-loss: 0.386 | Val-acc: 0.960000, Val-loss: 0.265, | time: 1.5 sec\n", 679 | "\n", 680 | " Training completed in: 0m 4s\n", 681 | " Best val Acc: 0.960000\n", 682 | "\n", 683 | "Training End\n", 684 | "\n", 685 | "Training Outputs\n", 686 | " Model Dir: /home/abhi/Desktop/Work/tess_tool/gui/v0.3/finetune_models/Resources/v0.1/workspace/exp-1/proj-1/output/models/\n", 687 | " Log Dir: /home/abhi/Desktop/Work/tess_tool/gui/v0.3/finetune_models/Resources/v0.1/workspace/exp-1/proj-1/output/logs/\n", 688 | " Final model: final\n", 689 | " Best model: best_model\n", 690 | " Log 1 - Validation accuracy history log: val_acc_history.npy\n", 691 | " Log 2 - Validation loss history log: val_loss_history.npy\n", 692 | " Log 3 - Training accuracy history log: train_acc_history.npy\n", 693 | " Log 4 - Training loss history log: train_loss_history.npy\n", 694 | " Log 5 - Training curve: train_loss_history.npy\n", 695 | " Log 6 - Validation curve: train_loss_history.npy\n", 696 | "\n" 697 | ] 698 | }, 699 | { 700 | "data": { 701 | "text/plain": [ 702 | "
" 703 | ] 704 | }, 705 | "metadata": {}, 706 | "output_type": "display_data" 707 | } 708 | ], 709 | "source": [ 710 | "# Replicating using Monk\n", 711 | "\n", 712 | "ptf.Training_Params(num_epochs=4, display_progress=True, display_progress_realtime=True, \n", 713 | " save_intermediate_models=True, intermediate_model_prefix=\"intermediate_model_\", save_training_logs=True);\n", 714 | "ptf.Train();" 715 | ] 716 | }, 717 | { 718 | "cell_type": "code", 719 | "execution_count": null, 720 | "metadata": {}, 721 | "outputs": [], 722 | "source": [] 723 | } 724 | ], 725 | "metadata": { 726 | "kernelspec": { 727 | "display_name": "Python 3", 728 | "language": "python", 729 | "name": "python3" 730 | }, 731 | "language_info": { 732 | "codemirror_mode": { 733 | "name": "ipython", 734 | "version": 3 735 | }, 736 | "file_extension": ".py", 737 | "mimetype": "text/x-python", 738 | "name": "python", 739 | "nbconvert_exporter": "python", 740 | "pygments_lexer": "ipython3", 741 | "version": "3.6.9" 742 | } 743 | }, 744 | "nbformat": 4, 745 | "nbformat_minor": 2 746 | } 747 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Pytorch_Tutorial[![Tweet](https://img.shields.io/twitter/url/https/github.com/tterb/hyde.svg?style=social)](http://twitter.com/share?text=Check%20out%20Pytorch_Tutorial,%20A%20set%20of%20jupyter%20notebooks%20on%20pytorch%20functions%20with%20examples&url=https://github.com/Tessellate-Imaging/Pytorch_Tutorial&hashtags=MonkAI,OpenSource,Notebooks,DeepLearning,Tutorial,Pytorch,Python) [![](http://hits.dwyl.io/Tessellate-Imaging/Pytorch_Tutorial.svg)](http://hits.dwyl.io/Tessellate-Imaging/Pytorch_Tutorial) 2 | A set of jupyter notebooks on pytorch functions with examples 3 |
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5 |
6 | 7 | ## Contents 8 | ![Alt Text](demo.gif) 9 |
10 | 11 | - A) RoadMap 1 - Torch Main 1 - Basic Tensor functions.ipynb 12 | - B) RoadMap 2 - Torch Main2 - Mathematical Operators.ipynb 13 | - C) RoadMap 3 - Torch Main 3 - Linear Algebraic Operations.ipynb 14 | - D) RoadMap 4 - Data 1 - Loader base codes.ipynb 15 | - E) RoadMap 5 - Data 2 - Transformations (General).ipynb 16 | - F) RoadMap 6 - Data 3 - Loader example codes.ipynb 17 | - G) RoadMap 7 - Torch NN 1 - Convolution, Pooling and Padding Layers.ipynb 18 | - H) RoadMap 8 - Torch NN 2 - Activation Layers.ipynb 19 | - I) RoadMap 9 - Torch NN 3 - Other Layers.ipynb 20 | - J) RoadMap 10 - Torch NN 4 - Initializers.ipynb 21 | - K) RoadMap 11 - Torch NN 5 - Loss Functions.ipynb 22 | - L) RoadMap 12 - Torch NN 6 - Base Modules.ipynb 23 | - M) RoadMap 13 - Torch NN 7 - Optimizers and learning rate adjustment.ipynb 24 | - N) RoadMap 14 - Classification 1 - Pytorch model zoo.ipynb 25 | - O) RoadMap 15 - Classification 2 - Training & Validating [Custom CNN, Public Dataset].ipynb 26 | - P) RoadMap 16 - Classification 3 - Training & Validating [Custom CNN, Custom Dataset].ipynb 27 | - Q) RoadMap 17 - Classification 4 - Transfer learning [Custom Dataset, Learning Rate Scheduler, Model saver].ipynb 28 | - R) RoadMap 18 - Appendix 1 - Replicating Classification 4 with Monk.ipynb 29 | - S) RoadMap 19 - Appendix 2 - Fashion Classification with Monk.ipynb 30 | - T) RoadMap 20 - Appendix 3 - Indoor Scene Classification with Monk.ipynb 31 | - U) RoadMap 21 - Appendix 4 - American Sign Language Classification with Monk.ipynb 32 | - V) RoadMap 23 - Appendix 5 - Plant Disease Classification with Monk.ipynb 33 | - W) RoadMap 24 - Appendix 6 - Food Classification with Monk.ipynb 34 |
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36 |
37 | 38 | 39 | 40 | ## Installation 41 | ``` 42 | pip install -r requirements.txt 43 | ``` 44 |
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46 |
47 | 48 | 49 | ## Author 50 | Tessellate Imaging - https://www.tessellateimaging.com/ 51 | 52 | Check out Monk AI - (https://github.com/Tessellate-Imaging/monk_v1) 53 | 54 | Monk features 55 | - low-code 56 | - unified wrapper over major deep learning framework - keras, pytorch, gluoncv 57 | - syntax invariant wrapper 58 | 59 | Enables developers 60 | - to create, manage and version control deep learning experiments 61 | - to compare experiments across training metrics 62 | - to quickly find best hyper-parameters 63 | 64 | To contribute to Monk AI or Pytorch_Tutoral repository raise an issue in the git-repo or dm us on linkedin 65 | - Abhishek - https://www.linkedin.com/in/abhishek-kumar-annamraju/ 66 | - Akash - https://www.linkedin.com/in/akashdeepsingh01/ 67 |
68 |
69 |
70 | 71 | ### Credits to Pytorch Docs: https://pytorch.org/docs/stable/index.html 72 |
73 |
74 |
75 | 76 | ## Copyright 77 | 78 | Copyright 2019 onwards, Tessellate Imaging Private Limited Licensed under the Apache License, Version 2.0 (the "License"); you may not use this project's files except in compliance with the License. A copy of the License is provided in the LICENSE file in this repository. 79 | -------------------------------------------------------------------------------- /U) RoadMap 21 - Appendix 4 - American Sign Language Classification with Monk.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": { 6 | "colab_type": "text", 7 | "id": "tEQYscLq2-Q6" 8 | }, 9 | "source": [ 10 | "# Sign Language Classification with Monk" 11 | ] 12 | }, 13 | { 14 | "cell_type": "markdown", 15 | "metadata": { 16 | "colab_type": "text", 17 | "id": "mmbHTqlc3FJN" 18 | }, 19 | "source": [ 20 | "## Setup Monk" 21 | ] 22 | }, 23 | { 24 | "cell_type": "code", 25 | "execution_count": 0, 26 | "metadata": { 27 | "colab": {}, 28 | "colab_type": "code", 29 | "id": "OhRbYFDd2yD1" 30 | }, 31 | "outputs": [], 32 | "source": [ 33 | "!git clone https://github.com/Tessellate-Imaging/monk_v1.git\n", 34 | "!pip install -r ./monk_v1/installation/requirements_cu10.txt\n", 35 | "import sys\n", 36 | "sys.path.append(\"./monk_v1/monk\")" 37 | ] 38 | }, 39 | { 40 | "cell_type": "code", 41 | "execution_count": 0, 42 | "metadata": { 43 | "colab": {}, 44 | "colab_type": "code", 45 | "id": "I0q9DhKU4z22" 46 | }, 47 | "outputs": [], 48 | "source": [ 49 | "from pytorch_prototype import prototype" 50 | ] 51 | }, 52 | { 53 | "cell_type": "markdown", 54 | "metadata": { 55 | "colab_type": "text", 56 | "id": "1is825QD4v99" 57 | }, 58 | "source": [ 59 | "## Dataset\n", 60 | "\n", 61 | "The ASL alphabet dataset was prepared and hosted by a fellow Kaggler : https://www.kaggle.com/grassknoted/asl-alphabet" 62 | ] 63 | }, 64 | { 65 | "cell_type": "code", 66 | "execution_count": 0, 67 | "metadata": { 68 | "colab": {}, 69 | "colab_type": "code", 70 | "id": "Py_z8TNr4gsI" 71 | }, 72 | "outputs": [], 73 | "source": [ 74 | "!wget https://www.dropbox.com/s/og11tm5l5vb375b/asl-alphabet.zip" 75 | ] 76 | }, 77 | { 78 | "cell_type": "code", 79 | "execution_count": 0, 80 | "metadata": { 81 | "colab": {}, 82 | "colab_type": "code", 83 | "id": "yVcZpW0h5WRu" 84 | }, 85 | "outputs": [], 86 | "source": [ 87 | "!unzip asl-alphabet.zip" 88 | ] 89 | }, 90 | { 91 | "cell_type": "markdown", 92 | "metadata": { 93 | "colab_type": "text", 94 | "id": "XfsGvUls5bNY" 95 | }, 96 | "source": [ 97 | "## Create Experiment" 98 | ] 99 | }, 100 | { 101 | "cell_type": "code", 102 | "execution_count": 0, 103 | "metadata": { 104 | "colab": {}, 105 | "colab_type": "code", 106 | "id": "e2vn1jum5cds" 107 | }, 108 | "outputs": [], 109 | "source": [ 110 | "# Step 1 - Create experiment\n", 111 | "ptf = prototype(verbose=1);\n", 112 | "ptf.Prototype(\"asl\", \"exp1\");" 113 | ] 114 | }, 115 | { 116 | "cell_type": "code", 117 | "execution_count": 0, 118 | "metadata": { 119 | "colab": {}, 120 | "colab_type": "code", 121 | "id": "8bAk9UeM5fbW" 122 | }, 123 | "outputs": [], 124 | "source": [ 125 | "ptf.Default(dataset_path=\"./asl-alphabet/asl_alphabet_train\", model_name=\"resnet50\", freeze_base_network=True, num_epochs=10);" 126 | ] 127 | }, 128 | { 129 | "cell_type": "markdown", 130 | "metadata": { 131 | "colab_type": "text", 132 | "id": "BRp5ZA86582B" 133 | }, 134 | "source": [ 135 | "## Train" 136 | ] 137 | }, 138 | { 139 | "cell_type": "code", 140 | "execution_count": 0, 141 | "metadata": { 142 | "colab": {}, 143 | "colab_type": "code", 144 | "id": "t67AkSCO5-AC" 145 | }, 146 | "outputs": [], 147 | "source": [ 148 | "ptf.Train()" 149 | ] 150 | }, 151 | { 152 | "cell_type": "markdown", 153 | "metadata": { 154 | "colab_type": "text", 155 | "id": "OR5QiAJt6BLM" 156 | }, 157 | "source": [ 158 | "## Download Workspace" 159 | ] 160 | }, 161 | { 162 | "cell_type": "code", 163 | "execution_count": 0, 164 | "metadata": { 165 | "colab": {}, 166 | "colab_type": "code", 167 | "id": "_lWd-4gQ6AeS" 168 | }, 169 | "outputs": [], 170 | "source": [ 171 | "!zip -r workspace.zip workspace" 172 | ] 173 | }, 174 | { 175 | "cell_type": "code", 176 | "execution_count": 0, 177 | "metadata": { 178 | "colab": {}, 179 | "colab_type": "code", 180 | "id": "1HliRhg-6F_1" 181 | }, 182 | "outputs": [], 183 | "source": [ 184 | "from google.colab import files\n", 185 | "\n", 186 | "files.download('workspace.zip')" 187 | ] 188 | }, 189 | { 190 | "cell_type": "markdown", 191 | "metadata": { 192 | "colab_type": "text", 193 | "id": "rXeqcVyg6S8H" 194 | }, 195 | "source": [ 196 | "## Code for Realtime Video Classification\n", 197 | "\n", 198 | "- Place the workspace folder inside your project directory to load the experiment\n", 199 | "- Download and setup Monk to your local environment : [DOCS](https://clever-noyce-f9d43f.netlify.com/#/setup/setup)" 200 | ] 201 | }, 202 | { 203 | "cell_type": "code", 204 | "execution_count": 0, 205 | "metadata": { 206 | "colab": {}, 207 | "colab_type": "code", 208 | "id": "sE8rRfJ46SUd" 209 | }, 210 | "outputs": [], 211 | "source": [ 212 | "import os\n", 213 | "import sys\n", 214 | "sys.path.append(\"./monk_v1/monk/\");\n", 215 | "import psutil\n", 216 | "from pytorch_prototype import prototype\n", 217 | "from imutils.video import VideoStream\n", 218 | "import cv2\n", 219 | "\n", 220 | "ptf = prototype(verbose=1)\n", 221 | "ptf.Prototype(\"asl\", \"exp1\", eval_infer=True);\n", 222 | "\n", 223 | "if __name__ == '__main__':\n", 224 | "\n", 225 | " vs = VideoStream().start()\n", 226 | "\n", 227 | " while True:\n", 228 | " # Read Frame and process\n", 229 | " frame = vs.read()\n", 230 | " frame = cv2.resize(frame, (640, 480))\n", 231 | "\n", 232 | " #Select and store ROI\n", 233 | " cv2.rectangle(frame, (350,50), (600,300), (255,0,0) , 3, 1)\n", 234 | "\n", 235 | " roi = frame[50:300,350:600]\n", 236 | " roi = cv2.cvtColor(roi, cv2.COLOR_BGR2RGB)\n", 237 | " cv2.imwrite(\"roi.jpg\",roi)\n", 238 | "\n", 239 | " # Run classification\n", 240 | " predictions = ptf.Infer(img_name=\"roi.jpg\", return_raw=False);\n", 241 | " cv2.putText(frame, predictions['predicted_class'],(350,40),cv2.FONT_HERSHEY_SIMPLEX, 1, (0,255,0), 2)\n", 242 | " \n", 243 | " # Display Output\n", 244 | " cv2.imshow('Detection', cv2.cvtColor(frame, cv2.COLOR_RGB2BGR))\n", 245 | " if cv2.waitKey(25) & 0xFF == ord('q'):\n", 246 | " cv2.destroyAllWindows()\n", 247 | " vs.stop()\n", 248 | " break" 249 | ] 250 | } 251 | ], 252 | "metadata": { 253 | "accelerator": "GPU", 254 | "colab": { 255 | "collapsed_sections": [], 256 | "name": "ASL_Classification.ipynb", 257 | "provenance": [], 258 | "toc_visible": true 259 | }, 260 | "kernelspec": { 261 | "display_name": "Python 3", 262 | "language": "python", 263 | "name": "python3" 264 | }, 265 | "language_info": { 266 | "codemirror_mode": { 267 | "name": "ipython", 268 | "version": 3 269 | }, 270 | "file_extension": ".py", 271 | "mimetype": "text/x-python", 272 | "name": "python", 273 | "nbconvert_exporter": "python", 274 | "pygments_lexer": "ipython3", 275 | "version": "3.6.9" 276 | } 277 | }, 278 | "nbformat": 4, 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