{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "Lo6GRDSIwj6O"
},
"source": [
"\n",
"اگر روی گوگل کولب اجرا میکنید این خطوط را از حالت کامنت خارج نمائید.\n",
"
"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "sSLNRXy7wj6V",
"outputId": "dfc8730b-104c-400d-a517-61c956937f37"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"--2023-12-02 15:07:39-- https://raw.githubusercontent.com/Alireza-Akhavan/deeplearning-tensorflow2-notebooks/master/dataset.py\n",
"Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
"Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 917 [text/plain]\n",
"Saving to: ‘dataset.py’\n",
"\n",
"dataset.py 100%[===================>] 917 --.-KB/s in 0s \n",
"\n",
"2023-12-02 15:07:39 (52.2 MB/s) - ‘dataset.py’ saved [917/917]\n",
"\n",
"--2023-12-02 15:07:40-- https://raw.githubusercontent.com/Alireza-Akhavan/deeplearning-tensorflow2-notebooks/master/dataset/Data_hoda_full.mat\n",
"Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.110.133, 185.199.108.133, ...\n",
"Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 3989009 (3.8M) [application/octet-stream]\n",
"Saving to: ‘dataset/Data_hoda_full.mat’\n",
"\n",
"Data_hoda_full.mat 100%[===================>] 3.80M --.-KB/s in 0.01s \n",
"\n",
"2023-12-02 15:07:40 (254 MB/s) - ‘dataset/Data_hoda_full.mat’ saved [3989009/3989009]\n",
"\n"
]
}
],
"source": [
"!wget https://raw.githubusercontent.com/Alireza-Akhavan/deeplearning-tensorflow2-notebooks/master/dataset.py\n",
"!wget https://raw.githubusercontent.com/Alireza-Akhavan/deeplearning-tensorflow2-notebooks/master/dataset/Data_hoda_full.mat -P dataset"
]
},
{
"cell_type": "code",
"source": [
"!pip install onnx==1.14.1.\n",
"!pip install tf2onnx onnxruntime"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "jXwiIMr07InI",
"outputId": "3da6239a-1fe2-41c0-a45a-e3f4136b30ed"
},
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Collecting onnx==1.14.1.\n",
" Downloading onnx-1.14.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (14.6 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m14.6/14.6 MB\u001b[0m \u001b[31m34.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from onnx==1.14.1.) (1.23.5)\n",
"Requirement already satisfied: protobuf>=3.20.2 in /usr/local/lib/python3.10/dist-packages (from onnx==1.14.1.) (3.20.3)\n",
"Requirement already satisfied: typing-extensions>=3.6.2.1 in /usr/local/lib/python3.10/dist-packages (from onnx==1.14.1.) (4.5.0)\n",
"Installing collected packages: onnx\n",
"Successfully installed onnx-1.14.1\n",
"Collecting tf2onnx\n",
" Downloading tf2onnx-1.15.1-py3-none-any.whl (454 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m454.7/454.7 kB\u001b[0m \u001b[31m7.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting onnxruntime\n",
" Downloading onnxruntime-1.16.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (6.4 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.4/6.4 MB\u001b[0m \u001b[31m75.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: numpy>=1.14.1 in /usr/local/lib/python3.10/dist-packages (from tf2onnx) (1.23.5)\n",
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"Requirement already satisfied: flatbuffers>=1.12 in /usr/local/lib/python3.10/dist-packages (from tf2onnx) (23.5.26)\n",
"Requirement already satisfied: protobuf~=3.20.2 in /usr/local/lib/python3.10/dist-packages (from tf2onnx) (3.20.3)\n",
"Collecting coloredlogs (from onnxruntime)\n",
" Downloading coloredlogs-15.0.1-py2.py3-none-any.whl (46 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m46.0/46.0 kB\u001b[0m \u001b[31m6.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from onnxruntime) (23.2)\n",
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"Requirement already satisfied: typing-extensions>=3.6.2.1 in /usr/local/lib/python3.10/dist-packages (from onnx>=1.4.1->tf2onnx) (4.5.0)\n",
"Collecting humanfriendly>=9.1 (from coloredlogs->onnxruntime)\n",
" Downloading humanfriendly-10.0-py2.py3-none-any.whl (86 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m86.8/86.8 kB\u001b[0m \u001b[31m3.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->tf2onnx) (3.3.2)\n",
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"Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->tf2onnx) (2.0.7)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->tf2onnx) (2023.11.17)\n",
"Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->onnxruntime) (1.3.0)\n",
"Installing collected packages: humanfriendly, tf2onnx, coloredlogs, onnxruntime\n",
"Successfully installed coloredlogs-15.0.1 humanfriendly-10.0 onnxruntime-1.16.3 tf2onnx-1.15.1\n"
]
}
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"id": "JD8mjdxOwj6X"
},
"outputs": [],
"source": [
"# 1. Import libraries and modules\n",
"import tensorflow as tf\n",
"from tensorflow import keras\n",
"from keras import layers\n",
"import numpy as np\n",
"from dataset import load_hoda\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "_ZzJnlNJwj6Z"
},
"outputs": [],
"source": [
"# Load pre-shuffled HODA data into train and test sets\n",
"X_train, y_train, X_test, y_test = load_hoda(\n",
" training_sample_size=5500,\n",
" test_sample_size=400,size=28)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"id": "_b4CGdlDwj6c"
},
"outputs": [],
"source": [
"# Reshape to original image shape (n x 784) ==> (n x 28 x 28 x 1)\n",
"X_train = X_train.reshape(-1,28,28,1).astype('float32')\n",
"X_test = X_test.reshape(-1,28,28,1).astype('float32')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "PDPH-7Zpwj6d"
},
"outputs": [],
"source": [
"\n",
"# Define residual block\n",
"def residual_block(x, filters):\n",
" y = layers.Conv2D(filters, (3, 3), padding='same')(x)\n",
" y = layers.BatchNormalization()(y)\n",
" y = layers.Activation('relu')(y)\n",
"\n",
" y = layers.Conv2D(filters, (3, 3), padding='same')(y)\n",
" y = layers.BatchNormalization()(y)\n",
"\n",
" # Add the residual connection\n",
" y = layers.add([x, y])\n",
" y = layers.Activation('relu')(y)\n",
"\n",
" return y\n",
"\n",
"# Define model architecture with residual connections\n",
"inp = keras.Input(shape=(28,28,1))\n",
"x = layers.Rescaling(1./127.5, offset=-1)(inp)\n",
"x = layers.Conv2D(32, (3, 3), activation='relu')(x)\n",
"x = layers.BatchNormalization()(x)\n",
"x = layers.MaxPooling2D((2, 2))(x)\n",
"\n",
"# Add first residual block\n",
"x = residual_block(x, filters=32)\n",
"\n",
"x = layers.Conv2D(64, (3, 3), activation='relu')(x)\n",
"x = layers.BatchNormalization()(x)\n",
"x = layers.MaxPooling2D((2, 2))(x)\n",
"\n",
"# Add second residual block\n",
"x = residual_block(x, filters=64)\n",
"\n",
"x = layers.BatchNormalization()(x)\n",
"x = layers.GlobalAveragePooling2D()(x)\n",
"x = layers.Dropout(0.5)(x)\n",
"out = layers.Dense(10, activation='softmax')(x)\n",
"\n",
"model = keras.Model(inp, out)"
]
},
{
"cell_type": "code",
"source": [
"keras.utils.plot_model(model, show_shapes=True)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "Ez1fT4JPEIGv",
"outputId": "d64f5029-7d72-4bc2-aaa1-8d776c6215e9"
},
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"execution_count": 7
}
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "XtPSJ5SJwj6e",
"outputId": "2f62481d-dfb3-4566-ff8b-98492237f000"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch 1/100\n",
"20/20 [==============================] - 18s 51ms/step - loss: 1.1530 - accuracy: 0.6956 - val_loss: 2.0021 - val_accuracy: 0.5782 - lr: 0.0010\n",
"Epoch 2/100\n",
"20/20 [==============================] - 0s 16ms/step - loss: 0.3748 - accuracy: 0.9218 - val_loss: 2.1812 - val_accuracy: 0.1218 - lr: 0.0010\n",
"Epoch 3/100\n",
"20/20 [==============================] - 0s 16ms/step - loss: 0.2067 - accuracy: 0.9596 - val_loss: 2.6175 - val_accuracy: 0.1182 - lr: 0.0010\n",
"Epoch 4/100\n",
"20/20 [==============================] - 0s 16ms/step - loss: 0.1373 - accuracy: 0.9715 - val_loss: 2.8976 - val_accuracy: 0.1182 - lr: 0.0010\n",
"Epoch 5/100\n",
"20/20 [==============================] - 0s 16ms/step - loss: 0.0990 - accuracy: 0.9828 - val_loss: 3.6635 - val_accuracy: 0.1182 - lr: 0.0010\n",
"Epoch 6/100\n",
"20/20 [==============================] - 0s 16ms/step - loss: 0.0808 - accuracy: 0.9832 - val_loss: 4.0595 - val_accuracy: 0.1182 - lr: 0.0010\n",
"Epoch 7/100\n",
"20/20 [==============================] - 0s 16ms/step - loss: 0.0679 - accuracy: 0.9859 - val_loss: 3.9929 - val_accuracy: 0.1182 - lr: 0.0010\n",
"Epoch 8/100\n",
"20/20 [==============================] - 0s 16ms/step - loss: 0.0474 - accuracy: 0.9937 - val_loss: 4.0378 - val_accuracy: 0.1582 - lr: 0.0010\n",
"Epoch 9/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0375 - accuracy: 0.9945 - val_loss: 4.3725 - val_accuracy: 0.1182 - lr: 0.0010\n",
"Epoch 10/100\n",
"20/20 [==============================] - 0s 16ms/step - loss: 0.0610 - accuracy: 0.9867 - val_loss: 3.5772 - val_accuracy: 0.1673 - lr: 0.0010\n",
"Epoch 11/100\n",
"20/20 [==============================] - 0s 16ms/step - loss: 0.0371 - accuracy: 0.9935 - val_loss: 3.9867 - val_accuracy: 0.1309 - lr: 0.0010\n",
"Epoch 12/100\n",
"20/20 [==============================] - 0s 16ms/step - loss: 0.0245 - accuracy: 0.9984 - val_loss: 3.9251 - val_accuracy: 0.1564 - lr: 1.0000e-04\n",
"Epoch 13/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0199 - accuracy: 1.0000 - val_loss: 3.7438 - val_accuracy: 0.1636 - lr: 1.0000e-04\n",
"Epoch 14/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0202 - accuracy: 0.9994 - val_loss: 3.2837 - val_accuracy: 0.2036 - lr: 1.0000e-04\n",
"Epoch 15/100\n",
"20/20 [==============================] - 0s 18ms/step - loss: 0.0183 - accuracy: 0.9996 - val_loss: 2.9039 - val_accuracy: 0.2236 - lr: 1.0000e-04\n",
"Epoch 16/100\n",
"20/20 [==============================] - 0s 18ms/step - loss: 0.0170 - accuracy: 0.9994 - val_loss: 2.4366 - val_accuracy: 0.2745 - lr: 1.0000e-04\n",
"Epoch 17/100\n",
"20/20 [==============================] - 0s 19ms/step - loss: 0.0176 - accuracy: 0.9992 - val_loss: 1.9763 - val_accuracy: 0.3182 - lr: 1.0000e-04\n",
"Epoch 18/100\n",
"20/20 [==============================] - 0s 17ms/step - loss: 0.0165 - accuracy: 0.9994 - val_loss: 1.4992 - val_accuracy: 0.4345 - lr: 1.0000e-04\n",
"Epoch 19/100\n",
"20/20 [==============================] - 0s 17ms/step - loss: 0.0161 - accuracy: 0.9998 - val_loss: 1.0756 - val_accuracy: 0.5891 - lr: 1.0000e-04\n",
"Epoch 20/100\n",
"20/20 [==============================] - 0s 18ms/step - loss: 0.0155 - accuracy: 0.9996 - val_loss: 0.7563 - val_accuracy: 0.7145 - lr: 1.0000e-04\n",
"Epoch 21/100\n",
"20/20 [==============================] - 0s 17ms/step - loss: 0.0154 - accuracy: 0.9996 - val_loss: 0.5107 - val_accuracy: 0.8109 - lr: 1.0000e-04\n",
"Epoch 22/100\n",
"20/20 [==============================] - 0s 17ms/step - loss: 0.0154 - accuracy: 0.9996 - val_loss: 0.3643 - val_accuracy: 0.8745 - lr: 1.0000e-04\n",
"Epoch 23/100\n",
"20/20 [==============================] - 0s 18ms/step - loss: 0.0154 - accuracy: 0.9990 - val_loss: 0.2435 - val_accuracy: 0.9182 - lr: 1.0000e-04\n",
"Epoch 24/100\n",
"20/20 [==============================] - 0s 18ms/step - loss: 0.0145 - accuracy: 0.9994 - val_loss: 0.1622 - val_accuracy: 0.9455 - lr: 1.0000e-04\n",
"Epoch 25/100\n",
"20/20 [==============================] - 0s 17ms/step - loss: 0.0138 - accuracy: 0.9998 - val_loss: 0.1170 - val_accuracy: 0.9636 - lr: 1.0000e-04\n",
"Epoch 26/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0146 - accuracy: 0.9992 - val_loss: 0.0829 - val_accuracy: 0.9745 - lr: 1.0000e-04\n",
"Epoch 27/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0135 - accuracy: 0.9996 - val_loss: 0.0636 - val_accuracy: 0.9818 - lr: 1.0000e-04\n",
"Epoch 28/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0138 - accuracy: 0.9996 - val_loss: 0.0555 - val_accuracy: 0.9855 - lr: 1.0000e-04\n",
"Epoch 29/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0130 - accuracy: 0.9996 - val_loss: 0.0452 - val_accuracy: 0.9873 - lr: 1.0000e-04\n",
"Epoch 30/100\n",
"20/20 [==============================] - 0s 16ms/step - loss: 0.0130 - accuracy: 0.9994 - val_loss: 0.0385 - val_accuracy: 0.9891 - lr: 1.0000e-04\n",
"Epoch 31/100\n",
"20/20 [==============================] - 0s 16ms/step - loss: 0.0121 - accuracy: 0.9998 - val_loss: 0.0364 - val_accuracy: 0.9927 - lr: 1.0000e-04\n",
"Epoch 32/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0117 - accuracy: 0.9998 - val_loss: 0.0316 - val_accuracy: 0.9927 - lr: 1.0000e-04\n",
"Epoch 33/100\n",
"20/20 [==============================] - 0s 14ms/step - loss: 0.0111 - accuracy: 0.9996 - val_loss: 0.0297 - val_accuracy: 0.9927 - lr: 1.0000e-04\n",
"Epoch 34/100\n",
"20/20 [==============================] - 0s 14ms/step - loss: 0.0112 - accuracy: 1.0000 - val_loss: 0.0311 - val_accuracy: 0.9927 - lr: 1.0000e-04\n",
"Epoch 35/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0117 - accuracy: 0.9992 - val_loss: 0.0286 - val_accuracy: 0.9927 - lr: 1.0000e-04\n",
"Epoch 36/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0110 - accuracy: 0.9994 - val_loss: 0.0271 - val_accuracy: 0.9927 - lr: 1.0000e-04\n",
"Epoch 37/100\n",
"20/20 [==============================] - 0s 14ms/step - loss: 0.0103 - accuracy: 0.9998 - val_loss: 0.0272 - val_accuracy: 0.9927 - lr: 1.0000e-04\n",
"Epoch 38/100\n",
"20/20 [==============================] - 0s 14ms/step - loss: 0.0102 - accuracy: 0.9996 - val_loss: 0.0270 - val_accuracy: 0.9927 - lr: 1.0000e-04\n",
"Epoch 39/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0100 - accuracy: 1.0000 - val_loss: 0.0272 - val_accuracy: 0.9927 - lr: 1.0000e-04\n",
"Epoch 40/100\n",
"20/20 [==============================] - 0s 14ms/step - loss: 0.0093 - accuracy: 1.0000 - val_loss: 0.0254 - val_accuracy: 0.9927 - lr: 1.0000e-04\n",
"Epoch 41/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0094 - accuracy: 0.9998 - val_loss: 0.0262 - val_accuracy: 0.9909 - lr: 1.0000e-04\n",
"Epoch 42/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0090 - accuracy: 0.9998 - val_loss: 0.0261 - val_accuracy: 0.9909 - lr: 1.0000e-05\n",
"Epoch 43/100\n",
"20/20 [==============================] - 0s 14ms/step - loss: 0.0095 - accuracy: 1.0000 - val_loss: 0.0257 - val_accuracy: 0.9909 - lr: 1.0000e-05\n",
"Epoch 44/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0100 - accuracy: 0.9998 - val_loss: 0.0256 - val_accuracy: 0.9909 - lr: 1.0000e-05\n",
"Epoch 45/100\n",
"20/20 [==============================] - 0s 14ms/step - loss: 0.0085 - accuracy: 1.0000 - val_loss: 0.0254 - val_accuracy: 0.9909 - lr: 1.0000e-05\n",
"Epoch 46/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0096 - accuracy: 0.9998 - val_loss: 0.0252 - val_accuracy: 0.9927 - lr: 1.0000e-05\n",
"Epoch 47/100\n",
"20/20 [==============================] - 0s 14ms/step - loss: 0.0091 - accuracy: 1.0000 - val_loss: 0.0254 - val_accuracy: 0.9927 - lr: 1.0000e-05\n",
"Epoch 48/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0094 - accuracy: 1.0000 - val_loss: 0.0258 - val_accuracy: 0.9927 - lr: 1.0000e-05\n",
"Epoch 49/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0093 - accuracy: 1.0000 - val_loss: 0.0259 - val_accuracy: 0.9927 - lr: 1.0000e-05\n",
"Epoch 50/100\n",
"20/20 [==============================] - 0s 14ms/step - loss: 0.0090 - accuracy: 0.9994 - val_loss: 0.0261 - val_accuracy: 0.9927 - lr: 1.0000e-05\n",
"Epoch 51/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0093 - accuracy: 0.9996 - val_loss: 0.0261 - val_accuracy: 0.9927 - lr: 1.0000e-05\n",
"Epoch 52/100\n",
"20/20 [==============================] - 0s 14ms/step - loss: 0.0095 - accuracy: 0.9994 - val_loss: 0.0261 - val_accuracy: 0.9927 - lr: 1.0000e-06\n",
"Epoch 53/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0093 - accuracy: 1.0000 - val_loss: 0.0260 - val_accuracy: 0.9927 - lr: 1.0000e-06\n",
"Epoch 54/100\n",
"20/20 [==============================] - 0s 14ms/step - loss: 0.0092 - accuracy: 0.9996 - val_loss: 0.0260 - val_accuracy: 0.9927 - lr: 1.0000e-06\n",
"Epoch 55/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0093 - accuracy: 1.0000 - val_loss: 0.0260 - val_accuracy: 0.9927 - lr: 1.0000e-06\n",
"Epoch 56/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0098 - accuracy: 0.9996 - val_loss: 0.0260 - val_accuracy: 0.9927 - lr: 1.0000e-06\n",
"Epoch 57/100\n",
"20/20 [==============================] - 0s 14ms/step - loss: 0.0089 - accuracy: 1.0000 - val_loss: 0.0259 - val_accuracy: 0.9927 - lr: 1.0000e-06\n",
"Epoch 58/100\n",
"20/20 [==============================] - 0s 15ms/step - loss: 0.0095 - accuracy: 0.9996 - val_loss: 0.0259 - val_accuracy: 0.9927 - lr: 1.0000e-06\n",
"Epoch 59/100\n",
"20/20 [==============================] - 0s 20ms/step - loss: 0.0091 - accuracy: 0.9998 - val_loss: 0.0258 - val_accuracy: 0.9927 - lr: 1.0000e-06\n",
"Epoch 60/100\n",
"20/20 [==============================] - 0s 17ms/step - loss: 0.0096 - accuracy: 0.9998 - val_loss: 0.0259 - val_accuracy: 0.9927 - lr: 1.0000e-06\n",
"Epoch 61/100\n",
"20/20 [==============================] - 0s 19ms/step - loss: 0.0091 - accuracy: 0.9996 - val_loss: 0.0259 - val_accuracy: 0.9927 - lr: 1.0000e-06\n"
]
}
],
"source": [
"early_stopping_patience = 30\n",
"reduce_lr_patience=10\n",
"\n",
"# Add early stopping\n",
"early_stopping = keras.callbacks.EarlyStopping(\n",
" monitor=\"val_accuracy\", patience=early_stopping_patience, restore_best_weights=True\n",
")\n",
"reduce_lr = keras.callbacks.ReduceLROnPlateau(monitor='val_accuracy', factor=0.1, patience=reduce_lr_patience)\n",
"\n",
"# 6. Compile model\n",
"model.compile(loss='sparse_categorical_crossentropy',\n",
" optimizer='adam',\n",
" metrics=['accuracy'])\n",
"\n",
"\n",
"# 7. Fit model on training data\n",
"history = model.fit(X_train, y_train,\n",
" epochs=100, batch_size=256, validation_split=0.1,\n",
" callbacks=[early_stopping, reduce_lr])"
]
},
{
"cell_type": "code",
"source": [
"model.evaluate(X_test, y_test)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "LK0b3YOrx0d_",
"outputId": "2ca3e34a-ef20-426d-dffb-d3a4762230f8"
},
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"13/13 [==============================] - 0s 13ms/step - loss: 0.0474 - accuracy: 0.9825\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[0.04735103249549866, 0.9825000166893005]"
]
},
"metadata": {},
"execution_count": 9
}
]
},
{
"cell_type": "markdown",
"source": [
"## Save TF/Keras model"
],
"metadata": {
"id": "d-tY1y-bAXc6"
}
},
{
"cell_type": "code",
"source": [
"model.save('persian_number_recognizer.keras')"
],
"metadata": {
"id": "B4u00nHq3e_b"
},
"execution_count": 10,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## Reload model"
],
"metadata": {
"id": "FJpsAmbzAcsq"
}
},
{
"cell_type": "code",
"source": [
"model = keras.models.load_model('persian_number_recognizer.keras')"
],
"metadata": {
"id": "kCx7ew1b7kgf"
},
"execution_count": 11,
"outputs": []
},
{
"cell_type": "code",
"source": [
"keras_prediction = model.predict(X_test)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "h3OnX9B29rsa",
"outputId": "07b79305-4409-4c99-d400-f9e4d4af103e"
},
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"13/13 [==============================] - 0s 4ms/step\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"## Convert to ONNX using the Python API"
],
"metadata": {
"id": "aB_N5jqbASDj"
}
},
{
"cell_type": "code",
"source": [
"import tf2onnx\n",
"import onnxruntime as rt\n",
"import tensorflow as tf\n",
"\n",
"spec = (tf.TensorSpec((None, 28, 28, 1), tf.float32, name=\"input\"),)\n",
"\n",
"model_proto, _ = tf2onnx.convert.from_keras(model, input_signature=spec, output_path=\"export.onnx\")\n",
"output_names = [n.name for n in model_proto.graph.output]"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "sjeBZRdv5rIx",
"outputId": "59289b7d-e52e-4f21-bfe7-95169d5f84b3"
},
"execution_count": 18,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"WARNING:tf2onnx.tf_loader:Could not search for non-variable resources. Concrete function internal representation may have changed.\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"## Run the ONNX model"
],
"metadata": {
"id": "KjnLG4rNAMZj"
}
},
{
"cell_type": "code",
"source": [
"providers = ['CPUExecutionProvider']\n",
"m = rt.InferenceSession('export.onnx', providers=providers)"
],
"metadata": {
"id": "u14Eo6xr8NeS"
},
"execution_count": 19,
"outputs": []
},
{
"cell_type": "code",
"source": [
"onnx_prediction = m.run(output_names, {\"input\": X_test})"
],
"metadata": {
"id": "eJMmQanS8uay"
},
"execution_count": 20,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## Keras Vs Onnx comparison"
],
"metadata": {
"id": "UGcRWM0BAhmK"
}
},
{
"cell_type": "code",
"source": [
"# make sure ONNX and keras have the same results\n",
"np.testing.assert_allclose(keras_prediction, onnx_prediction[0], rtol=1e-4)"
],
"metadata": {
"id": "eJs967-w9hrj"
},
"execution_count": 22,
"outputs": []
},
{
"cell_type": "code",
"source": [
"%timeit model.predict(X_test, verbose=0)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "kK3JGoMx-iLV",
"outputId": "d4720f3f-9257-437e-811e-f6b453d271c4"
},
"execution_count": 23,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"181 ms ± 49.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"%timeit m.run(output_names, {\"input\": X_test})"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "E03OJH8P_BDn",
"outputId": "73df4eba-01c9-47b0-a8ea-def9535fe8f5"
},
"execution_count": 24,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"235 ms ± 20.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
]
}
],
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