{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Training Hello world model for Microcontrollers\n", "> In this post, we'll cover the basic tutorial for training simple regression model with tensorflow lite for for Microcontrollers(TFLM). This post is the summary of youtube video \"TinyML Book Screencast - Training the Hello World model\", presented by peter warden.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Deep_Learning, Tensorflow-Keras, Tensorflow-Lite]\n", "- image: " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import tensorflow as tf\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "plt.rcParams['figure.figsize'] = (16, 10)\n", "plt.rcParams['text.usetex'] = True\n", "plt.rc('font', size=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tensorflow Lite for Microcontrollers\n", "[TensorFlow Lite for Microcontrollers](https://www.tensorflow.org/lite/microcontrollers) (TFLM for short) is designed to run machine learning models on microcontrollers and other devices with only few kilobytes of memory. For the purpose of deploying machine learning model on embedded devices, it is also called [TinyML](https://tinyml.org/home/). As you know already, Tensorflow is one of commonly-used deep learning frameworks, and from version 2.x they offer some machine learning features for embedded systems via tensorflow lite. Unlike high performance mobile processor(like cortex-A series), Microcontroller (Cortex-M series or ESP32) has low power consumptions and it can deploy in various ways of customer products, like refrigerator, wash-machine and so on. \n", "\n", "Google introduced several supported boards for test,\n", "\n", "- [Arduino Nano 33 BLE Sense](https://store.arduino.cc/usa/nano-33-ble-sense-with-headers) (using Arduino IDE)\n", "- [SparkFun Edge](https://www.sparkfun.com/products/15170) (building directly from source)\n", "- [STM32F746 Discovery kit](https://www.st.com/en/evaluation-tools/32f746gdiscovery.html) (using Mbed)\n", "- [Adafruit EdgeBadge](https://www.adafruit.com/product/4400) (using Arduino IDE)\n", "- [Adafruit TensorFlow Lite for Microcontrollers Kit](https://www.adafruit.com/product/4317) (using Arduino IDE)\n", "- [Adafruit Circuit Playground Bluefruit](https://learn.adafruit.com/tensorflow-lite-for-circuit-playground-bluefruit-quickstart?view=all) (using Arduino IDE)\n", "- [Espressif ESP32-DevKitC](https://www.espressif.com/en/products/hardware/esp32-devkitc/overview) (using ESP IDF)\n", "- [Espressif ESP-EYE](https://www.espressif.com/en/products/hardware/esp-eye/overview) (using ESP IDF)\n", "\n", "Here, we'll implement the simple regression model in **Sparkfun Edge**. Most of contents are covered in Pete Warden's screencast. More informations are included in his [book](https://www.oreilly.com/library/view/tinyml/9781492052036/).\n", "\n", "> youtube: https://www.youtube.com/watch?v=8N6-WQsxwxA&t=205s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prerequisites for implementation\n", "Before beginning, it requires some hardwares and basic knowledges,\n", "\n", "- hardware\n", " - Sparkfun edge\n", " - CH340c USB-c to UART converter\n", " - Desktop PC for training model (or you can use google colab)\n", "- Knowledge\n", " - Python\n", " - C/C++\n", " - Basic knowledge related on OS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hello world\n", "Actually, \"Hello world\" may be the first program we faced, since it can show simple interaction between human and computer. TinyML also has simple example of \"Hello world\". Instead of Printing, we will build a model to generate the sine wave. So maybe our hypothesis will be like this,\n", "\n", "$$ \\tilde{H(x)} = \\sin(x) $$\n", "\n", "At first, we load the required packages," ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import tensorflow as tf\n", "import matplotlib.pyplot as plt\n", "import math\n", "\n", "plt.rcParams['figure.figsize'] = (16, 10)\n", "plt.rc('font', size=15)\n", "\n", "# define random seed for reproducibility\n", "np.random.seed(1) # numpy seed\n", "tf.random.set_seed(1) # tensorflow global random seed" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Numpy: 1.18.1\n", "Tensorflow: 2.2.0\n" ] } ], "source": [ "print('Numpy: {}'.format(np.__version__))\n", "print('Tensorflow: {}'.format(tf.__version__))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To train the model, it requires a sort of data, namely training data. In our case, we will sample the random data from numpy and generate the actual output from known model(the sine function)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Generate a uniformly distributed set of random numbers in the range from\n", "# 0 to 2π, which covers a complete sine wave oscillation\n", "X = np.random.uniform(\n", " low=0, high=2*math.pi, size=10000).astype(np.float32)\n", "\n", "# Shuffle the values to guarantee they're not in order\n", "np.random.shuffle(X)\n", "\n", "# Calculate the corresponding sine values\n", "y = np.sin(X).astype(np.float32)\n", "\n", "# Plot our data. The 'b.' argument tells the library to print blue dots.\n", "plt.plot(X, y, 'b.')\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But this data doesn't reflect the real-world data, because there is no variation of distribution in dataset, also known as noise. We can add random data for each x, so it makes to seem more randomly distributed." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Add a small random number to each y value\n", "y += 0.1 * np.random.randn(*y.shape)\n", "\n", "# Plot our data\n", "plt.plot(X, y, 'b.')\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Through this, we expect that the model is approximated with sinusoid curve if it is well trained.\n", "\n", "To use it for training, we are going to preprocess the data. We'll split it with following proportions,\n", " \n", "- Train data: 60%\n", "- Validation data: 20%\n", "- Test data: 20%" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=1)\n", "X_train, X_val, y_train, y_val = train_test_split(X_train, y_train, test_size=0.25, random_state=1)\n", "\n", "# Plot the data in each partition in different colors:\n", "plt.plot(X_train, y_train, 'b.', label=\"Train\")\n", "plt.plot(X_val, y_val, 'y.', label=\"Validate\")\n", "plt.plot(X_test, y_test, 'r.', label=\"Test\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To train the model, we will use sequential model in tensorflow-keras, and add two Dense layer. Then we will add adam optimizer, and set mean squared error for loss." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sine\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "dense_2 (Dense) (None, 16) 32 \n", "_________________________________________________________________\n", "dense_3 (Dense) (None, 1) 17 \n", "=================================================================\n", "Total params: 49\n", "Trainable params: 49\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "model = tf.keras.Sequential(name='sine')\n", "model.add(tf.keras.layers.Dense(16, activation='relu', input_shape=(1, )))\n", "model.add(tf.keras.layers.Dense(1))\n", "\n", "model.summary()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "model.compile(optimizer='adam', loss='mse', metrics=['accuracy', 'mae'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, it's time to train the model." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "history = model.fit(X_train, y_train, epochs=1000, batch_size=15, validation_data=(X_val, y_val), verbose=False)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Draw a graph of the loss, which is the distance between\n", "# the predicted and actual values during training and validation.\n", "loss = history.history['loss']\n", "val_loss = history.history['val_loss']\n", "\n", "epochs = range(1, len(loss) + 1)\n", "\n", "plt.plot(epochs, loss, 'g.', label='Training loss')\n", "plt.plot(epochs, val_loss, 'b', label='Validation loss')\n", "plt.title('Training and validation loss')\n", "plt.xlabel('Epochs')\n", "plt.ylabel('Loss')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Exclude the first few epochs so the graph is easier to read\n", "SKIP = 50\n", "\n", "plt.plot(epochs[SKIP:], loss[SKIP:], 'g.', label='Training loss')\n", "plt.plot(epochs[SKIP:], val_loss[SKIP:], 'b.', label='Validation loss')\n", "plt.title('Training and validation loss')\n", "plt.xlabel('Epochs')\n", "plt.ylabel('Loss')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "63/63 [==============================] - 0s 1ms/step - loss: 0.0135 - accuracy: 0.0000e+00 - mae: 0.0921\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Calculate and print the loss on our test dataset\n", "loss = model.evaluate(X_test, y_test)\n", "\n", "# Make predictions based on our test dataset\n", "predictions = model.predict(X_test)\n", "\n", "# Graph the predictions against the actual values\n", "plt.clf()\n", "plt.title('Comparison of predictions and actual values')\n", "plt.plot(X_test, y_test, 'b.', label='Actual')\n", "plt.plot(X_test, predictions, 'r.', label='Predicted')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sine2\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "dense_7 (Dense) (None, 16) 32 \n", "_________________________________________________________________\n", "dense_8 (Dense) (None, 16) 272 \n", "_________________________________________________________________\n", "dense_9 (Dense) (None, 1) 17 \n", "=================================================================\n", "Total params: 321\n", "Trainable params: 321\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "model_2 = tf.keras.Sequential(name='sine2')\n", "\n", "# First layer takes a scalar input and feeds it through 16 \"neurons\". The\n", "# neurons decide whether to activate based on the 'relu' activation function.\n", "model_2.add(tf.keras.layers.Dense(16, activation='relu', input_shape=(1,)))\n", "\n", "# The new second layer may help the network learn more complex representations\n", "model_2.add(tf.keras.layers.Dense(16, activation='relu'))\n", "\n", "# Final layer is a single neuron, since we want to output a single value\n", "model_2.add(tf.keras.layers.Dense(1))\n", "\n", "# Compile the model using a standard optimizer and loss function for regression\n", "model_2.compile(optimizer='adam', loss='mse', metrics=['accuracy', 'mae'])\n", "\n", "model_2.summary()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "history = model_2.fit(X_train, y_train, epochs=500, batch_size=64,\n", " validation_data=(X_val, y_val), verbose=False)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Draw a graph of the loss, which is the distance between\n", "# the predicted and actual values during training and validation.\n", "loss = history.history['loss']\n", "val_loss = history.history['val_loss']\n", "\n", "epochs = range(1, len(loss) + 1)\n", "\n", "# Exclude the first few epochs so the graph is easier to read\n", "SKIP = 100\n", "\n", "plt.figure()\n", "plt.subplot(1, 2, 1)\n", "\n", "plt.plot(epochs[SKIP:], loss[SKIP:], 'g.', label='Training loss')\n", "plt.plot(epochs[SKIP:], val_loss[SKIP:], 'b.', label='Validation loss')\n", "plt.title('Training and validation loss')\n", "plt.xlabel('Epochs')\n", "plt.ylabel('Loss')\n", "plt.legend()\n", "\n", "plt.subplot(1, 2, 2)\n", "\n", "# Draw a graph of mean absolute error, which is another way of\n", "# measuring the amount of error in the prediction.\n", "mae = history.history['mae']\n", "val_mae = history.history['val_mae']\n", "\n", "plt.plot(epochs[SKIP:], mae[SKIP:], 'g.', label='Training MAE')\n", "plt.plot(epochs[SKIP:], val_mae[SKIP:], 'b.', label='Validation MAE')\n", "plt.title('Training and validation mean absolute error')\n", "plt.xlabel('Epochs')\n", "plt.ylabel('MAE')\n", "plt.legend()\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "63/63 [==============================] - 0s 972us/step - loss: 0.0111 - accuracy: 0.0000e+00 - mae: 0.0840\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Calculate and print the loss on our test dataset\n", "loss = model_2.evaluate(X_test, y_test)\n", "\n", "# Make predictions based on our test dataset\n", "predictions = model_2.predict(X_test)\n", "\n", "# Graph the predictions against the actual values\n", "plt.clf()\n", "plt.title('Comparison of predictions and actual values')\n", "plt.plot(X_test, y_test, 'b.', label='Actual')\n", "plt.plot(X_test, predictions, 'r.', label='Predicted')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "import os\n", "MODEL_DIR = './models/'\n", "if not os.path.exists(MODEL_DIR):\n", " os.mkdir(MODEL_DIR)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2672" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Convert the model to the TensorFlow Lite format without quantization\n", "converter = tf.lite.TFLiteConverter.from_keras_model(model_2)\n", "model_no_quant_tflite = converter.convert()\n", "\n", "# # Save the model to disk\n", "open(MODEL_DIR + 'model_no_quant.tflite', \"wb\").write(model_no_quant_tflite)\n", "\n", "# Convert the model to the TensorFlow Lite format with quantization\n", "def representative_dataset():\n", " for i in range(500):\n", " yield([X_train[i].reshape(1, 1)])\n", "# Set the optimization flag.\n", "converter.optimizations = [tf.lite.Optimize.DEFAULT]\n", "# Enforce full-int8 quantization (except inputs/outputs which are always float)\n", "converter.target_spec.supported_ops = [tf.lite.OpsSet.TFLITE_BUILTINS_INT8]\n", "# Provide a representative dataset to ensure we quantize correctly.\n", "converter.representative_dataset = representative_dataset\n", "model_tflite = converter.convert()\n", "\n", "# Save the model to disk\n", "open(MODEL_DIR + 'model.tflite', \"wb\").write(model_tflite)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model is 2656 bytes\n", "Quantized model is 2672 bytes\n", "Difference is -16 bytes\n" ] } ], "source": [ "model_no_quant_size = os.path.getsize(MODEL_DIR + 'model_no_quant.tflite')\n", "print(\"Model is %d bytes\" % model_no_quant_size)\n", "model_size = os.path.getsize(MODEL_DIR + 'model.tflite')\n", "print(\"Quantized model is %d bytes\" % model_size)\n", "difference = model_no_quant_size - model_size\n", "print(\"Difference is %d bytes\" % difference)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Instantiate an interpreter for each model\n", "model_no_quant = tf.lite.Interpreter(MODEL_DIR + 'model_no_quant.tflite')\n", "model = tf.lite.Interpreter(MODEL_DIR + 'model.tflite')\n", "\n", "# Allocate memory for each model\n", "model_no_quant.allocate_tensors()\n", "model.allocate_tensors()\n", "\n", "# Get the input and output tensors so we can feed in values and get the results\n", "model_no_quant_input = model_no_quant.tensor(model_no_quant.get_input_details()[0][\"index\"])\n", "model_no_quant_output = model_no_quant.tensor(model_no_quant.get_output_details()[0][\"index\"])\n", "model_input = model.tensor(model.get_input_details()[0][\"index\"])\n", "model_output = model.tensor(model.get_output_details()[0][\"index\"])\n", "\n", "# Create arrays to store the results\n", "model_no_quant_predictions = np.empty(X_test.size)\n", "model_predictions = np.empty(X_test.size)\n", "\n", "# Run each model's interpreter for each value and store the results in arrays\n", "for i in range(X_test.size):\n", " model_no_quant_input().fill(X_test[i])\n", " model_no_quant.invoke()\n", " model_no_quant_predictions[i] = model_no_quant_output()[0]\n", "\n", " model_input().fill(X_test[i])\n", " model.invoke()\n", " model_predictions[i] = model_output()[0]\n", "\n", "# See how they line up with the data\n", "plt.clf()\n", "plt.title('Comparison of various models against actual values')\n", "plt.plot(X_test, y_test, 'bo', label='Actual values', alpha=0.4)\n", "plt.plot(X_test, predictions, 'ro', label='Original predictions')\n", "plt.plot(X_test, model_no_quant_predictions, 'bx', label='Lite predictions')\n", "plt.plot(X_test, model_predictions, 'gx', label='Lite quantized predictions')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "!xxd -i {MODEL_DIR + 'model.tflite'} > {MODEL_DIR + 'model.cc'}" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "unsigned char __models_model_tflite[] = {\r\n", " 0x20, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x00, 0x00, 0x00, 0x00,\r\n", " 0x00, 0x00, 0x12, 0x00, 0x1c, 0x00, 0x04, 0x00, 0x08, 0x00, 0x0c, 0x00,\r\n", " 0x10, 0x00, 0x14, 0x00, 0x00, 0x00, 0x18, 0x00, 0x12, 0x00, 0x00, 0x00,\r\n", " 0x03, 0x00, 0x00, 0x00, 0xfc, 0x09, 0x00, 0x00, 0x14, 0x03, 0x00, 0x00,\r\n", " 0xfc, 0x02, 0x00, 0x00, 0x3c, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,\r\n", " 0x01, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x08, 0x00, 0x0c, 0x00,\r\n", " 0x04, 0x00, 0x08, 0x00, 0x08, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00,\r\n", " 0x0b, 0x00, 0x00, 0x00, 0x13, 0x00, 0x00, 0x00, 0x6d, 0x69, 0x6e, 0x5f,\r\n", " 0x72, 0x75, 0x6e, 0x74, 0x69, 0x6d, 0x65, 0x5f, 0x76, 0x65, 0x72, 0x73,\r\n", " 0x69, 0x6f, 0x6e, 0x00, 0x0c, 0x00, 0x00, 0x00, 0xa8, 0x02, 0x00, 0x00,\r\n", " 0x94, 0x02, 0x00, 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0x00, 0x00, 0x00, 0x09, 0x04, 0x00, 0x00, 0x00\r\n", "};\r\n", "unsigned int __models_model_tflite_len = 2672;\r\n" ] } ], "source": [ "!cat {MODEL_DIR + 'model.cc'}" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }