From 61b9a0be031bd1b4d598c646df7f16499fe24418 Mon Sep 17 00:00:00 2001 From: Irit Date: Tue, 29 Sep 2020 13:40:50 +0100 Subject: [PATCH 01/27] Creating baseline --- docs/reference/TensorFlow.md | 405 +++++++++++++++++++++++++++++++++++ 1 file changed, 405 insertions(+) create mode 100644 docs/reference/TensorFlow.md diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md new file mode 100644 index 0000000000..af77577552 --- /dev/null +++ b/docs/reference/TensorFlow.md @@ -0,0 +1,405 @@ +# Overview + +As an IoT developer, you might think of machine learning as a server-side technology. In the traditional view, sensors on your device capture data and send it to the cloud, where Machine Learning (ML) models on hefty machines make sense of it. A network connection is obligatory, and you are going to expect some latency, not to mention hosting costs. + +But more and more, developers want to deploy their ML models to the edge, on IoT devices themselves. If you bring ML closer to your sensors, you remove your reliance on a network connection, and you can achieve much lower latency without a round trip to the server. + +This is especially exciting for IoT, because less network utilization means lower power consumption. Also, you can better guarantee the security and privacy of your users, since you do not need to send data back to the cloud unless you know for sure that it is relevant. + +In the following guide, you will learn how you can perform machine learning inference on an Arm Cortex-M microcontroller with TensorFlow Lite for Microcontrollers. + +**About TensorFlow Lite** + +TensorFlow Lite is a set of tools for running machine learning models on-device. TensorFlow Lite powers billions of mobile app installs, including Google Photos, Gmail, and devices made by Nest and Google Home. + +With the launch of TensorFlow Lite for Microcontrollers, developers can run machine learning inference on extremely low-powered devices, like the Cortex-M microcontroller series. Watch the video to learn more about the announcement: + +[![An introduction to TensorFlow Lite](http://img.youtube.com/vi/DKosV_-4pdQ/0.jpg)](http://www.youtube.com/watch?v=DKosV_-4pdQ) + +# Getting Started + +**Before you begin** + +Here is what you will need to complete the guide: + +* Computer that supports Mbed CLI (version 1.10.4) + +* NXP FRDM K66F + +* Mini-USB cable + +* Python 2.7. Using pyenv is recommended to manage python versions. + +For Windows users, install Ubuntu 20.04 LTS in a VirtualBox. Refer to the following videos to set up: + +**How to install VirtalBox 6.0.10 on Windows 10** + +![IMAGE ALT TEXT HERE](http://img.youtube.com/vi/8mns5yqMfZk/0.jpg) + +[Watch here](http://www.youtube.com/watch?v=8mns5yqMfZk) + +**How to install Ubuntu 20.04 on VirtualBox in Windows 10** + +![IMAGE ALT TEXT HERE](http://img.youtube.com/vi/x5MhydijWmc/0.jpg) + +[Watch here](http://www.youtube.com/watch?v=x5MhydijWmc) + + +**Getting started** + +TensorFlow Lite for Microcontrollers supports several devices out of the box, and is relatively easy to extend to new devices. For this guide, we will focus on the **NXP FRDM K66F**. + +![IMAGE ALT TEXT HERE](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/nxp_k66f_board.jpeg) + + +We will deploy a sample application that uses the microphone on the K66F and a TensorFlow machine learning model to detect the words “yes” and “no”. + +To do this, we will show you how to complete the following steps: + +1. Download and build the sample application + + +2. Deploy the sample to your K66F + + +3. Use new trained models to recognize different words + +# Download and build the sample application + +**Install Arm toolchain and Mbed CLI** +- Download [Arm cross compilation](https://developer.arm.com/tools-and-software/open-source-software/developer-tools/gnu-toolchain/gnu-rm/downloads) toolchain. Select the correct toolchain for the OS that your computer is running. For Windows users, if you have already set up the Linux virtual environment, install the toolchain there. + +- To build and deploy the application, we will use the [Mbed CLI](https://github.com/ARMmbed/mbed-cli). We recommend that you install Mbed CLI with our installer. If you need more customization, you can perform a manual install. Although this is not recommended. + + If you do not already have Mbed CLI installed, download the installer: + + [Mac installer](https://github.com/ARMmbed/mbed-cli-osx-installer/releases/tag/v0.0.10) +- After Mbed CLI is installed, tell Mbed where to find the Arm embedded toolchain. + ``` + mbed config -G GCC_ARM_PATH /bin + ``` + +**Important:** We recommend running the following commands from inside the Mbed CLI terminal that gets launched with the Mbed CLI Application. This is because it will be much quicker to set up, because it resolves all your environment dependencies automatically. + + +# Build and compile micro speech example + +Navigate to the directory where you keep code projects. Run the following command to download TensorFlow Lite source code. + +```git clone https://github.com/tensorflow/tensorflow.git``` + +While you wait for the project to download, let’s explore the project files on [GitHub](https://github.com/tensorflow/tensorflow/tree/master/tensorflow/lite/micro/examples/micro_speech) and learn how this TensorFlow Lite for Microcontrollers example works. + +The code samples audio from the microphone on the K66F. The audio is run through a Fast Fourier transform to create a spectrogram. The spectrogram is then fed into a pre-trained machine learning model. The model uses a [convolutional neural network](https://developers.google.com/machine-learning/practica/image-classification/convolutional-neural-networks) to identify whether the sample represents either the command “yes” or “no”, silence, or an unknown input. We will explore how this works in more detail later in the guide. + +Here are descriptions of some interesting source files: + +- nxp_k66f[/audio_provider.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/nxp_k66f/audio_provider.cc) captures audio from the microphone on the device. + +- [micro_features/micro_features_generator.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/micro_features/micro_features_generator.cc): uses a Fast Fourier transform to create a spectrogram from audio. + +- [micro_features/model.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/micro_features/model.cc). This file is the machine learning model itself, represented by a large array of unsigned char values. + +- [command_responder.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/command_responder.cc) is called every time a potential command has been identified. + +- [main.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/main.cc). This file is the entry point for the Mbed program, which runs the machine learning model using TensorFlow Lite for Microcontrollers. + + +After the project has downloaded, you can run the following commands to navigate into the project directory and build it: + +```cd tensorflow``` + + +```make -f tensorflow/lite/micro/tools/make/Makefile TARGET=mbed TAGS="nxp_k66f" generate_micro_speech_mbed_project``` + +This will create a folder in ```tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed``` that contains the source and header files, Mbed driver files, and a README. + +```cd tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed``` + + Execute the following while remembering to use Python 2.7 (you can do this by using a virtual environment with pip): +```mbed config root . ``` + +```mbed deploy``` + +```mbed compile -m K66F -t GCC_ARM``` + +For some Mbed compilers, you may get compile error in mbed_rtc_time.cpp. Go to mbed-os/platform/mbed_rtc_time.h and comment line 32 and line 37: + +``` +//#if !defined(__GNUC__) || defined(__CC_ARM) || defined(__clang__) struct timeval { +time_t tv_sec; int32_t tv_usec; +}; +//#endif +``` + +If your system does not recognize the board with the mbed detect command. Follow the instructions for setting up [DAPLink](https://armmbed.github.io/DAPLink/?board=FRDM-K66F) for the [K66F](https://os.mbed.com/platforms/FRDM-K66F/). + +Connect the USB cable to the micro USB port. When the Ethernet port is facing towards you, the micro USB port is left of the Ethernet port. + +Now, we are ready to flash the device: + +```mbed compile -m K66F -t GCC_ARM –flash``` + +Disconnect USB cable from the device to power down the device and connect back the power cable to start running the model. + +Connect to serial port with baud rate of 9600 and correct serial device to view the output from the MCU. In linux, you can run the following screen command if the serial device is /dev/ttyACM0: + +```sudo screen /dev/ttyACM0 9600``` + +Saying "Yes" will print "Yes" and "No" will print "No" on the serial port. + +# Project structure +While the project builds, we can look in more detail at how it works. + +### Convolutional neural networks +Convolutional networks are a type of deep neural network. These networks are designed to identify features in multidimensional vectors. The information in these vectors is contained in the relationships between groups of adjacent values. + +These networks are usually used to analyze images. An image is a good example of the multidimensional vectors described above, in which a group of adjacent pixels might represent a shape, a pattern, or a texture. During training, a convolutional network can identify these features and learn what they represent. The network can learn how simple image features, like lines or edges, fit together into more complex features, like an eye, or an ear. The network can also learn, how those features are combined to form an input image, like a photo of a human face. This means that a convolutional network can learn to distinguish between different classes of input image, for example a photo of a person and a photo of a dog. + +While they are often applied to images, which are 2D grids of pixels, a convolutional network can be used with any multidimensional vector input. In the example we are building in this guide, a convolutional network has been trained on a spectrogram that represents 1 second of audio bucketed into multiple frequencies. + +The following image is a visual representation of the audio. The network in our sample has learned which features in this image come together to represent a "yes", and which come together to represent a "no". + +![enter image description here](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/spectogram2.jpeg?auto=compress,format&w=680&h=510&fit=max) + +To generate this spectrogram, we use an interesting technique that is described in the next section. + +# Feature generation with Fast Fourier transform +In our code, each spectrogram is represented as a 2D array, with 43 columns and 49 rows. Each row represents a 30ms sample of audio that is split into 43 frequency buckets. + +To create each row, we run a 30ms slice of audio input through a Fast Fourier transform. Fast Fourier transform analyzes the frequency distribution of audio in the sample and creates an array of 256 frequency buckets, each with a value from 0 to 255. These buckets are averaged together into groups of 6, leaving us with 43 buckets. The code in the file [micro_features/micro_features_generator.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/micro_features/micro_features_generator.cc) performs this action. + +To build the entire 2D array, we combine the results of running the Fast Fourier transform on 49 consecutive 30ms slices of audio, with each slice overlapping the last by 10ms. The following diagram should make this clearer: +![enter image description here](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/fft.jpeg?auto=compress,format&w=680&h=510&fit=max) + +You can see how the 30ms sample window is moved forward by 20ms each time until it has covered the full one-second sample. The resulting spectrogram is passed into the convolutional model. + +# Recognition and windowing +The process of capturing one second of audio and converting it into a spectrogram leaves us with something that our ML model can interpret. The model outputs a probability score for each category it understands (yes, no, unknown, and silence). The probability score indicates whether the audio is likely to belong to that category. + +The model was trained on one-second samples of audio. In the training data, the word “yes” or “no” is spoken at the start of the sample, and the entire word is contained within that one-second. However, when this code is running, there is no guarantee that a user will begin speaking at the very beginning of our one-second sample. + +If the user starts saying “yes” at the end of the sample instead of the beginning, the model might not be able to understand the word. This is because the model uses the position of the features within the sample to help predict which word was spoken. + +To solve this problem, our code runs inference as often as it can, depending on the speed of the device, and averages all of the results within a rolling 1000ms window. The code in the file [recognize_commands.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/recognize_commands.cc) performs this action. When the average for a given category in a set of predictions goes above the threshold, as defined in [recognize_commands.h](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/recognize_commands.h), we can assume a valid result. + +# Interpreting the results + +The RespondToCommand method in [command_responder.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/command_responder.cc) is called when a command has been recognized. Currently, this results in a line being printed to the serial port. Later in this guide, we will modify the code to display the result on the screen. + +# Deploy the example to your K66F + +In the previous section of this guide, we explained the build process for a keyword spotting example application. + +Now that the build has completed, we will look in this section of the guide at how to deploy the binary to the K66F and test to see if it works. + +First, plug in your K66F board via USB. The board should show up on your machine as a USB mass storage device. Copy the binary file that we built earlier to the USB storage. + +Note: if you have skipped the previous steps, download the [binary file]() to proceed. + +Use the following command: + +```cp ./BUILD/K66F/GCC_ARM/mbed.bin /Volumes/K66F/``` + +Depending on your platform, the exact copy command and paths may vary. When you have copied the file, the LEDs on the board should start flashing, and the board will eventually reboot with the sample program running. + +# Test keyword spotting + +The program outputs recognition results to its serial port. To see the output of the program, we will need to establish a serial connection with the board at 9600 baud. + +The board’s USB UART shows up as ```/dev/tty.usbmodemXXXXXXX```.We can use ‘screen’ to access the serial console. Although, ‘screen’ is not installed on Linux by default, you can use apt-get install screen to install the package. + +Run the following command in a separate terminal: + +```screen /dev/tty.usbmodemXXXXXX 9600``` + +**Note**: this command may very depending on where your board is plugged. + +Try saying the word “yes” several times. You should see some output like the following: + +``` +Heard yes (208) @116448ms +Heard unknown (241) @117984ms +Heard no (201) @124992ms + +``` + +Congratulations! You are now running a machine learning model that can recognize keywords on an Arm Cortex-M4 microcontroller, directly on your K66F. + +It is easy to change the behavior of our program, but is it difficult to modify the machine learning model itself? The answer is no, and the next section of this guide, [Retrain the machine learning model](https://developer.arm.com/solutions/machine-learning-on-arm/developer-material/how-to-guides/build-arm-cortex-m-voice-assistant-with-google-tensorflow-lite/retrain-the-machine-learning-model), will show you how. + +# Retrain the machine learning model + +The model that we are using for speech recognition was trained on a dataset of one-second spoken commands called the [Speech Commands Dataset](https://ai.googleblog.com/2017/08/launching-speech-commands-dataset.html). The dataset includes examples of the following ten different words: + +yes, no, up, down, left, right, on, off, stop, go + +While the model in this sample was originally trained to recognize “yes” and “no”, the TensorFlow Lite for Microcontrollers source contains scripts that make it easy to retrain the model to classify any other combination of these words. + +We are going to use another pre-trained model to recognize “up” and “down”, instead. If you are interested in the full flow including the training of the model refer to the [Supplementary information: model training](https://developer.arm.com/solutions/machine-learning-on-arm/developer-material/how-to-guides/build-arm-cortex-m-voice-assistant-with-google-tensorflow-lite/supplementary-information-model-training) section of this guide. + +To build our new ML application we will now follow these steps: + +- Download a pretrained model that has been trained and frozen using TensorFlow. + +- Look at how the TensorFlow model gets converted to the TensorFlow Lite format. + +- Convert the TensorFlow Lite model into a C source file. + +- Modify the code and deploy to the device. + + +Note: Building TensorFlow and training the model will each take a couple of hours on an average computer. We will not perform this at this stage. For a full guide on how to do this, refer to the [Supplementary information: model training](https://developer.arm.com/solutions/machine-learning-on-arm/developer-material/how-to-guides/build-arm-cortex-m-voice-assistant-with-google-tensorflow-lite/supplementary-information-model-training) section in this guide. + +# Convert the model + +Starting from the trained model to obtain a converted model that can run on the controller itself, we need to run a conversion script: the [TensorFlow Lite converter](https://www.tensorflow.org/lite/convert). This tool uses clever tricks to make our model as small and efficient as possible, and to convert it to a TensorFlow Lite FlatBuffer. To reduce the size of the model, we used a technique called [quantization](https://www.tensorflow.org/lite/performance/post_training_quantization). All weights and activations in the model get converted from 32-bit floating point format to an 8-bit and fixed-point format, as you can see in the following command: + +![Convert the model to the TensorFlow Lite format code image](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/convert_model.png) +This conversion will not only reduce the size of the network, but will avoid floating point computations that are more computationally expensive. + +To save time, we will skip this step and instead download the [tiny_conv.tflite](https://developer.arm.com/-/media/Files/downloads/Machine%20learning%20how-to%20guides/tiny_conv.tflite?revision=495eb362-4325-49b8-b3ba-3141df0c9b95&la=en&hash=0F37BA2C5DE95A1561979CDD18973171767A47C3). + +The final step in the process is to convert this model into a C file that we can drop into our Mbed project. + +To do this conversion, we will use a tool called xxd. Issue the following command: + +```xxd -i tiny_conv.tflite > ../micro_features/model.cc``` + +Next, we need to update model.cc so that it is compatible with our code. First, open the file. The top two lines should look similar to the following code, although the exact variable name and hex values may be different: +``` +const unsigned char g_model[] DATA_ALIGN_ATTRIBUTE = { +0x18, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x00, 0x00, 0x0e, 0x00, +``` +You need to add the include from the following snippet and change the variable declaration without changing the hex values: +``` +#include "tensorflow/lite/micro/examples/micro_speech/micro_features/model.h" +const unsigned char g_tiny_conv_micro_features_model_data[] = { +0x18, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x00, 0x00, 0x0e, 0x00, +``` +Next, go to the very bottom of the file and find the unsigned int variable. +``` +unsigned int tiny_conv_tflite_len = 18216; +``` +Change the declaration to the following code, but do not change the number assigned to it, even if your number is different from the one in this guide. +``` +const int g_tiny_conv_micro_features_model_data_len = 18216; +``` +Finally, save the file, then copy the ```tiny_conv_micro_features_model_data.cc```file into the ```tensorflow/tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed/tensorflow/lite/micro/examples/micro_speech/micro_features``` directory. + +# Modify the device code + +If you build and run your code now, your device should respond to the words “up” and “down”. However, the code was written to assume that the words are “yes” and “no”. Let’s update the references and the user interface so that the appropriate words are printed. + +First, go to the following directory: + +```tensorflow/lite/micro/examples/micro_speech/``` + +and open the file: + +```micro_features/micro_model_settings.cc``` + +You will see the following category labels: +``` +const char* kCategoryLabels[kCategoryCount] = { +"silence", +"unknown", +"yes", +"no", +}; +``` +The code uses this array to map the output of the model to the correct value. Because we specified our wanted_words as “up, down”in the training script, we should update this array to reflect these words in the same order. Edit the code so it appears as follows: +``` +const char* kCategoryLabels[kCategoryCount] = { +"silence", +"unknown", +"up", +"down", +}; +``` +Next, we will update the code in command_responder.cc to reflect these new labels, modifying the if statements and the DisplayStringAt call: +``` +void RespondToCommand(tflite::ErrorReporter* error_reporter, +int32_t current_time, const char* found_command, +uint8_t score, bool is_new_command) { +if (is_new_command) { +error_reporter->Report("Heard %s (%d) @%dms", found_command, score, +current_time); +if(strcmp(found_command, "up") == 0) { +lcd.Clear(0xFF0F9D58); +lcd.DisplayStringAt(0, LINE(5), (uint8_t *)"Heard up", CENTER_MODE); +} else if(strcmp(found_command, "down") == 0) { +lcd.Clear(0xFFDB4437); +lcd.DisplayStringAt(0, LINE(5), (uint8_t *)"Heard down", CENTER_MODE); +} else if(strcmp(found_command, "unknown") == 0) { +lcd.Clear(0xFFF4B400); +lcd.DisplayStringAt(0, LINE(5), (uint8_t *)"Heard unknown", CENTER_MODE); +} else { +lcd.Clear(0xFF4285F4); +lcd.DisplayStringAt(0, LINE(5), (uint8_t *)"Heard silence", CENTER_MODE); +} +} +} +``` +Now that we have updated the code, go back to the mbed directory: +``` +cd /tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed +``` +and run the following command to rebuild the project: + +```mbed compile -m K66F -t GCC_ARM``` + +Finally, copy the binary to the USB storage of the device, using the same method that you used earlier. You should now be able to say “up” and “down” to update the display. + +# Troubleshooting + +We have found some common errors that users face and have listed them here to help you get started with your application as quickly as possible. +If you encounter: + +```Mbed CLI issues or Error: collect2: error: ld returned 1 exit status``` + +Purge the cache with the following command: + +```mbed cache purge``` + +You probably also have a stale BUILD folder. Clean up your directory and try again: + +```rm -rf BUILD``` + +Error: Prompt wrapping around line + +If your terminal is wrapping your text as show here: + +![Error prompt wrapping around line image](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/troubleshooting.png) + +In your terminal type: + +```export PS1='\u@\h: '``` + +For a more minimalist type: + +```export PS1='> '``` + +Error: "Requires make version 3.82 or later (current is 3.81)" + +If you encounter this error, install the brew and make by typing the following code: + +``` +ruby -e "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install)" +``` + +``` +brew install make +``` + +**Note**: On a Mac, you might have to use gmake instead of make, to run your commands. + +Error: -bash: mbed: command not found + +If you encounter this error, try the following fixes. + +For Mac: + +We recommend using the [installer](https://github.com/ARMmbed/mbed-cli-osx-installer/releases/tag/v0.0.10) and running the downloaded Mbed CLI App. This app will automatically launch a shell with all the dependencies solved for you. + +If installed manually, make sure to follow these [instructions](https://os.mbed.com/docs/mbed-os/v5.12/tools/macos.html). From 43f87d92098afd217337b6e3eeadd8cb05419f73 Mon Sep 17 00:00:00 2001 From: Irit Date: Wed, 30 Sep 2020 07:03:53 +0100 Subject: [PATCH 02/27] Generating preview --- docs.json | 3 ++ docs/reference/TensorFlow.md | 89 ++++++++++++++++++++++++------------ 2 files changed, 63 insertions(+), 29 deletions(-) diff --git a/docs.json b/docs.json index 54f08361f3..d5f5ddba89 100644 --- a/docs.json +++ b/docs.json @@ -1444,6 +1444,9 @@ }, { "path": "docs/ref-designs/going_to_production.md" + }, + { + "path": "docs/ref-designs/TensorFlow.md" } ] }, diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index af77577552..95e7f50aec 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -1,5 +1,5 @@ # Overview - + As an IoT developer, you might think of machine learning as a server-side technology. In the traditional view, sensors on your device capture data and send it to the cloud, where Machine Learning (ML) models on hefty machines make sense of it. A network connection is obligatory, and you are going to expect some latency, not to mention hosting costs. But more and more, developers want to deploy their ML models to the edge, on IoT devices themselves. If you bring ML closer to your sensors, you remove your reliance on a network connection, and you can achieve much lower latency without a round trip to the server. @@ -16,9 +16,8 @@ With the launch of TensorFlow Lite for Microcontrollers, developers can run mach [![An introduction to TensorFlow Lite](http://img.youtube.com/vi/DKosV_-4pdQ/0.jpg)](http://www.youtube.com/watch?v=DKosV_-4pdQ) -# Getting Started -**Before you begin** +## Before you begin Here is what you will need to complete the guide: @@ -44,8 +43,7 @@ For Windows users, install Ubuntu 20.04 LTS in a VirtualBox. Refer to the follow [Watch here](http://www.youtube.com/watch?v=x5MhydijWmc) - -**Getting started** +## Getting Started TensorFlow Lite for Microcontrollers supports several devices out of the box, and is relatively easy to extend to new devices. For this guide, we will focus on the **NXP FRDM K66F**. @@ -64,7 +62,7 @@ To do this, we will show you how to complete the following steps: 3. Use new trained models to recognize different words -# Download and build the sample application +### Download and build the sample application **Install Arm toolchain and Mbed CLI** - Download [Arm cross compilation](https://developer.arm.com/tools-and-software/open-source-software/developer-tools/gnu-toolchain/gnu-rm/downloads) toolchain. Select the correct toolchain for the OS that your computer is running. For Windows users, if you have already set up the Linux virtual environment, install the toolchain there. @@ -82,11 +80,13 @@ To do this, we will show you how to complete the following steps: **Important:** We recommend running the following commands from inside the Mbed CLI terminal that gets launched with the Mbed CLI Application. This is because it will be much quicker to set up, because it resolves all your environment dependencies automatically. -# Build and compile micro speech example +### Build and compile micro speech example Navigate to the directory where you keep code projects. Run the following command to download TensorFlow Lite source code. -```git clone https://github.com/tensorflow/tensorflow.git``` +``` +git clone https://github.com/tensorflow/tensorflow.git +``` While you wait for the project to download, let’s explore the project files on [GitHub](https://github.com/tensorflow/tensorflow/tree/master/tensorflow/lite/micro/examples/micro_speech) and learn how this TensorFlow Lite for Microcontrollers example works. @@ -107,21 +107,31 @@ Here are descriptions of some interesting source files: After the project has downloaded, you can run the following commands to navigate into the project directory and build it: -```cd tensorflow``` +``` +cd tensorflow +``` -```make -f tensorflow/lite/micro/tools/make/Makefile TARGET=mbed TAGS="nxp_k66f" generate_micro_speech_mbed_project``` +``` +make -f tensorflow/lite/micro/tools/make/Makefile TARGET=mbed TAGS="nxp_k66f" generate_micro_speech_mbed_project +``` This will create a folder in ```tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed``` that contains the source and header files, Mbed driver files, and a README. -```cd tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed``` +``` +cd tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed +``` Execute the following while remembering to use Python 2.7 (you can do this by using a virtual environment with pip): -```mbed config root . ``` -```mbed deploy``` +``` +mbed config root . -```mbed compile -m K66F -t GCC_ARM``` +mbed deploy + +mbed compile -m K66F -t GCC_ARM + +``` For some Mbed compilers, you may get compile error in mbed_rtc_time.cpp. Go to mbed-os/platform/mbed_rtc_time.h and comment line 32 and line 37: @@ -138,17 +148,21 @@ Connect the USB cable to the micro USB port. When the Ethernet port is facing to Now, we are ready to flash the device: -```mbed compile -m K66F -t GCC_ARM –flash``` +``` +mbed compile -m K66F -t GCC_ARM –flash +``` Disconnect USB cable from the device to power down the device and connect back the power cable to start running the model. Connect to serial port with baud rate of 9600 and correct serial device to view the output from the MCU. In linux, you can run the following screen command if the serial device is /dev/ttyACM0: -```sudo screen /dev/ttyACM0 9600``` +``` +sudo screen /dev/ttyACM0 9600 +``` Saying "Yes" will print "Yes" and "No" will print "No" on the serial port. -# Project structure +## Project structure While the project builds, we can look in more detail at how it works. ### Convolutional neural networks @@ -164,7 +178,7 @@ The following image is a visual representation of the audio. The network in our To generate this spectrogram, we use an interesting technique that is described in the next section. -# Feature generation with Fast Fourier transform +## Feature generation with Fast Fourier transform In our code, each spectrogram is represented as a 2D array, with 43 columns and 49 rows. Each row represents a 30ms sample of audio that is split into 43 frequency buckets. To create each row, we run a 30ms slice of audio input through a Fast Fourier transform. Fast Fourier transform analyzes the frequency distribution of audio in the sample and creates an array of 256 frequency buckets, each with a value from 0 to 255. These buckets are averaged together into groups of 6, leaving us with 43 buckets. The code in the file [micro_features/micro_features_generator.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/micro_features/micro_features_generator.cc) performs this action. @@ -174,7 +188,7 @@ To build the entire 2D array, we combine the results of running the Fast Fourier You can see how the 30ms sample window is moved forward by 20ms each time until it has covered the full one-second sample. The resulting spectrogram is passed into the convolutional model. -# Recognition and windowing +## Recognition and windowing The process of capturing one second of audio and converting it into a spectrogram leaves us with something that our ML model can interpret. The model outputs a probability score for each category it understands (yes, no, unknown, and silence). The probability score indicates whether the audio is likely to belong to that category. The model was trained on one-second samples of audio. In the training data, the word “yes” or “no” is spoken at the start of the sample, and the entire word is contained within that one-second. However, when this code is running, there is no guarantee that a user will begin speaking at the very beginning of our one-second sample. @@ -183,11 +197,11 @@ If the user starts saying “yes” at the end of the sample instead of the begi To solve this problem, our code runs inference as often as it can, depending on the speed of the device, and averages all of the results within a rolling 1000ms window. The code in the file [recognize_commands.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/recognize_commands.cc) performs this action. When the average for a given category in a set of predictions goes above the threshold, as defined in [recognize_commands.h](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/recognize_commands.h), we can assume a valid result. -# Interpreting the results +## Interpreting the results The RespondToCommand method in [command_responder.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/command_responder.cc) is called when a command has been recognized. Currently, this results in a line being printed to the serial port. Later in this guide, we will modify the code to display the result on the screen. -# Deploy the example to your K66F +## Deploy the example to your K66F In the previous section of this guide, we explained the build process for a keyword spotting example application. @@ -199,11 +213,13 @@ Note: if you have skipped the previous steps, download the [binary file]() to pr Use the following command: -```cp ./BUILD/K66F/GCC_ARM/mbed.bin /Volumes/K66F/``` +``` +cp ./BUILD/K66F/GCC_ARM/mbed.bin /Volumes/K66F/ +``` Depending on your platform, the exact copy command and paths may vary. When you have copied the file, the LEDs on the board should start flashing, and the board will eventually reboot with the sample program running. -# Test keyword spotting +## Test keyword spotting The program outputs recognition results to its serial port. To see the output of the program, we will need to establish a serial connection with the board at 9600 baud. @@ -211,7 +227,9 @@ The board’s USB UART shows up as ```/dev/tty.usbmodemXXXXXXX```.We can use Run the following command in a separate terminal: -```screen /dev/tty.usbmodemXXXXXX 9600``` +``` +screen /dev/tty.usbmodemXXXXXX 9600 +``` **Note**: this command may very depending on where your board is plugged. @@ -228,7 +246,7 @@ Congratulations! You are now running a machine learning model that can recognize It is easy to change the behavior of our program, but is it difficult to modify the machine learning model itself? The answer is no, and the next section of this guide, [Retrain the machine learning model](https://developer.arm.com/solutions/machine-learning-on-arm/developer-material/how-to-guides/build-arm-cortex-m-voice-assistant-with-google-tensorflow-lite/retrain-the-machine-learning-model), will show you how. -# Retrain the machine learning model +## Retrain the machine learning model The model that we are using for speech recognition was trained on a dataset of one-second spoken commands called the [Speech Commands Dataset](https://ai.googleblog.com/2017/08/launching-speech-commands-dataset.html). The dataset includes examples of the following ten different words: @@ -251,7 +269,7 @@ To build our new ML application we will now follow these steps: Note: Building TensorFlow and training the model will each take a couple of hours on an average computer. We will not perform this at this stage. For a full guide on how to do this, refer to the [Supplementary information: model training](https://developer.arm.com/solutions/machine-learning-on-arm/developer-material/how-to-guides/build-arm-cortex-m-voice-assistant-with-google-tensorflow-lite/supplementary-information-model-training) section in this guide. -# Convert the model +## Convert the model Starting from the trained model to obtain a converted model that can run on the controller itself, we need to run a conversion script: the [TensorFlow Lite converter](https://www.tensorflow.org/lite/convert). This tool uses clever tricks to make our model as small and efficient as possible, and to convert it to a TensorFlow Lite FlatBuffer. To reduce the size of the model, we used a technique called [quantization](https://www.tensorflow.org/lite/performance/post_training_quantization). All weights and activations in the model get converted from 32-bit floating point format to an 8-bit and fixed-point format, as you can see in the following command: @@ -264,30 +282,40 @@ The final step in the process is to convert this model into a C file that we can To do this conversion, we will use a tool called xxd. Issue the following command: -```xxd -i tiny_conv.tflite > ../micro_features/model.cc``` +``` +xxd -i tiny_conv.tflite > ../micro_features/model.cc +``` Next, we need to update model.cc so that it is compatible with our code. First, open the file. The top two lines should look similar to the following code, although the exact variable name and hex values may be different: + ``` const unsigned char g_model[] DATA_ALIGN_ATTRIBUTE = { 0x18, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x00, 0x00, 0x0e, 0x00, ``` + You need to add the include from the following snippet and change the variable declaration without changing the hex values: + ``` #include "tensorflow/lite/micro/examples/micro_speech/micro_features/model.h" const unsigned char g_tiny_conv_micro_features_model_data[] = { 0x18, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x00, 0x00, 0x0e, 0x00, ``` + Next, go to the very bottom of the file and find the unsigned int variable. + ``` unsigned int tiny_conv_tflite_len = 18216; ``` + Change the declaration to the following code, but do not change the number assigned to it, even if your number is different from the one in this guide. + ``` const int g_tiny_conv_micro_features_model_data_len = 18216; ``` + Finally, save the file, then copy the ```tiny_conv_micro_features_model_data.cc```file into the ```tensorflow/tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed/tensorflow/lite/micro/examples/micro_speech/micro_features``` directory. -# Modify the device code +## Modify the device code If you build and run your code now, your device should respond to the words “up” and “down”. However, the code was written to assume that the words are “yes” and “no”. Let’s update the references and the user interface so that the appropriate words are printed. @@ -341,17 +369,20 @@ lcd.DisplayStringAt(0, LINE(5), (uint8_t *)"Heard silence", CENTER_MODE); } } ``` + Now that we have updated the code, go back to the mbed directory: + ``` cd /tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed ``` + and run the following command to rebuild the project: ```mbed compile -m K66F -t GCC_ARM``` Finally, copy the binary to the USB storage of the device, using the same method that you used earlier. You should now be able to say “up” and “down” to update the display. -# Troubleshooting +## Troubleshooting We have found some common errors that users face and have listed them here to help you get started with your application as quickly as possible. If you encounter: From 574fb6daacdf523e89484e63dab81e9fa68647df Mon Sep 17 00:00:00 2001 From: Irit Date: Wed, 30 Sep 2020 07:11:25 +0100 Subject: [PATCH 03/27] Moving file --- docs/{reference => ref-designs}/TensorFlow.md | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename docs/{reference => ref-designs}/TensorFlow.md (100%) diff --git a/docs/reference/TensorFlow.md b/docs/ref-designs/TensorFlow.md similarity index 100% rename from docs/reference/TensorFlow.md rename to docs/ref-designs/TensorFlow.md From 6a940f6d60a43f69280284ce30ca40b7142ee8de Mon Sep 17 00:00:00 2001 From: Irit Date: Wed, 30 Sep 2020 09:23:11 +0100 Subject: [PATCH 04/27] Edit part 1: getting the example application running --- docs/ref-designs/TensorFlow.md | 175 ++++++++++++++------------------- 1 file changed, 72 insertions(+), 103 deletions(-) diff --git a/docs/ref-designs/TensorFlow.md b/docs/ref-designs/TensorFlow.md index 95e7f50aec..86cd84a374 100644 --- a/docs/ref-designs/TensorFlow.md +++ b/docs/ref-designs/TensorFlow.md @@ -1,92 +1,118 @@ -# Overview +# Machine learning with TensorFlow and Mbed OS -As an IoT developer, you might think of machine learning as a server-side technology. In the traditional view, sensors on your device capture data and send it to the cloud, where Machine Learning (ML) models on hefty machines make sense of it. A network connection is obligatory, and you are going to expect some latency, not to mention hosting costs. +As an IoT developer, you might think of machine learning as a server-side technology: sensors on your device capture data and send it to the cloud, where Machine Learning (ML) models on hefty machines make sense of it. A network connection is obligatory, and you are going to expect some latency, not to mention hosting costs. -But more and more, developers want to deploy their ML models to the edge, on IoT devices themselves. If you bring ML closer to your sensors, you remove your reliance on a network connection, and you can achieve much lower latency without a round trip to the server. +But with the launch of [TensorFlow Lite for Microcontrollers](https://www.tensorflow.org/lite/microcontrollers), you can run machine learning inference on extremely low-powered devices, like the Cortex-M microcontroller series. You can deploy your ML models to the IoT devices themselves, bring ML closer to your sensors, remove your reliance on a network connection, and skip the round trip to the server for lower latency. -This is especially exciting for IoT, because less network utilization means lower power consumption. Also, you can better guarantee the security and privacy of your users, since you do not need to send data back to the cloud unless you know for sure that it is relevant. +This is especially exciting for IoT, because lower network use means lower power consumption. You can also better guarantee the security and privacy of your users, since you do not need to send data back to the cloud unless you know for sure that it is relevant. -In the following guide, you will learn how you can perform machine learning inference on an Arm Cortex-M microcontroller with TensorFlow Lite for Microcontrollers. +In this guide, you will learn how to perform machine learning inference on an Arm Cortex-M microcontroller with TensorFlow Lite for Microcontrollers. You will deploy a sample application we wrote that uses the microphone on the K66F and a TensorFlow machine learning model to detect the words “yes” and “no”. -**About TensorFlow Lite** +The guide has step by step instructions for installing and running the application, followed by information about how TensorFlow and the application work. -TensorFlow Lite is a set of tools for running machine learning models on-device. TensorFlow Lite powers billions of mobile app installs, including Google Photos, Gmail, and devices made by Nest and Google Home. +## Using the example application -With the launch of TensorFlow Lite for Microcontrollers, developers can run machine learning inference on extremely low-powered devices, like the Cortex-M microcontroller series. Watch the video to learn more about the announcement: + +**Important:** We recommend running the following commands from inside the Mbed CLI terminal that gets launched with the Mbed CLI Application. This is because it will be much quicker to set up, because it resolves all your environment dependencies automatically. -[![An introduction to TensorFlow Lite](http://img.youtube.com/vi/DKosV_-4pdQ/0.jpg)](http://www.youtube.com/watch?v=DKosV_-4pdQ) +### Prerequisites +Here is what you will need to complete the guide: -## Before you begin +* Git. -Here is what you will need to complete the guide: +* Ubuntu 20.04 LTS. If you are using a Windows machine, install [VirtualBox](https://www.virtualbox.org/wiki/Downloads) and then [Install Ubunto on it](https://www.virtualbox.org/wiki/Linux_Downloads). -* Computer that supports Mbed CLI (version 1.10.4) +* [Mbed CLI (version 1.10.4)](../build-tools/install-and-set-up.html). -* NXP FRDM K66F +* The [GNU Arm Embedded](https://developer.arm.com/tools-and-software/open-source-software/developer-tools/gnu-toolchain/gnu-rm/downloads) toolchain [that Mbed CLI supports](../build-tools/index.html). For Windows users, if you have already set up the Linux virtual environment, install the toolchain there. -* Mini-USB cable + Configure Mbed CLI to find your GNU installation: -* Python 2.7. Using pyenv is recommended to manage python versions. + ``` + mbed config -G GCC_ARM_PATH /bin + ``` -For Windows users, install Ubuntu 20.04 LTS in a VirtualBox. Refer to the following videos to set up: +* Make 3.82 or newer. -**How to install VirtalBox 6.0.10 on Windows 10** +* A development board that can run [TensorFlow Lite for Microcontrollers](https://www.tensorflow.org/lite/microcontrollers#supported_platforms). We tested on the [NXP FRDM-K66F](https://os.mbed.com/platforms/FRDM-K66F/) development board. -![IMAGE ALT TEXT HERE](http://img.youtube.com/vi/8mns5yqMfZk/0.jpg) +* A mini-USB cable. -[Watch here](http://www.youtube.com/watch?v=8mns5yqMfZk) +* Python 2.7. We recommend [using pyenv to manage Python versions](https://pypi.org/project/pyenv/). -**How to install Ubuntu 20.04 on VirtualBox in Windows 10** + +### Download, build and install the application -![IMAGE ALT TEXT HERE](http://img.youtube.com/vi/x5MhydijWmc/0.jpg) +1. Navigate to the directory where you keep code projects. +1. Download the TensorFlow Lite source code: -[Watch here](http://www.youtube.com/watch?v=x5MhydijWmc) + ``` + git clone https://github.com/tensorflow/tensorflow.git + ``` -## Getting Started +1. Navigate into the project directory and build it: -TensorFlow Lite for Microcontrollers supports several devices out of the box, and is relatively easy to extend to new devices. For this guide, we will focus on the **NXP FRDM K66F**. + ``` + cd tensorflow -![IMAGE ALT TEXT HERE](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/nxp_k66f_board.jpeg) + make -f tensorflow/lite/micro/tools/make/Makefile TARGET=mbed TAGS="nxp_k66f" generate_micro_speech_mbed_project + ``` + + This creates a folder in `tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed` that contains the source and header files for the example application, Mbed OS driver files, and a README. -We will deploy a sample application that uses the microphone on the K66F and a TensorFlow machine learning model to detect the words “yes” and “no”. +1. Navigate into the `mbed` folder: -To do this, we will show you how to complete the following steps: + ``` + cd tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed + ``` -1. Download and build the sample application +1. Execute the following (on an environment that runs Python 2.7): + + + ``` + mbed config root . + mbed deploy -2. Deploy the sample to your K66F + mbed compile -m K66F -t GCC_ARM + ``` -3. Use new trained models to recognize different words + For some compilers, you may get a compilation error in `mbed_rtc_time.cpp`. Go to `mbed-os/platform/mbed_rtc_time.h` and comment out line 32 and line 37: -### Download and build the sample application + ``` + //#if !defined(__GNUC__) || defined(__CC_ARM) || defined(__clang__) struct timeval { + time_t tv_sec; int32_t tv_usec; + }; + //#endif + ``` -**Install Arm toolchain and Mbed CLI** -- Download [Arm cross compilation](https://developer.arm.com/tools-and-software/open-source-software/developer-tools/gnu-toolchain/gnu-rm/downloads) toolchain. Select the correct toolchain for the OS that your computer is running. For Windows users, if you have already set up the Linux virtual environment, install the toolchain there. +1. Connect your board to your computer over USB. On your board, when the Ethernet port is facing you, the micro USB port is to its left. -- To build and deploy the application, we will use the [Mbed CLI](https://github.com/ARMmbed/mbed-cli). We recommend that you install Mbed CLI with our installer. If you need more customization, you can perform a manual install. Although this is not recommended. + Your board appears as storage on your computer. If your system does not recognize the board with the `mbed detect` command, follow the instructions for setting up [DAPLink](https://armmbed.github.io/DAPLink/?board=FRDM-K66F). - If you do not already have Mbed CLI installed, download the installer: +1. Flash the application to the device: + + ``` + mbed compile -m K66F -t GCC_ARM –flash + ``` - [Mac installer](https://github.com/ARMmbed/mbed-cli-osx-installer/releases/tag/v0.0.10) -- After Mbed CLI is installed, tell Mbed where to find the Arm embedded toolchain. - ``` - mbed config -G GCC_ARM_PATH /bin - ``` +1. Disconnect the device from USB to power it down. +1. Connect the device's power cable to start running the model. +1. To view output, connect your device to a serial port. The baud rate is 9600. -**Important:** We recommend running the following commands from inside the Mbed CLI terminal that gets launched with the Mbed CLI Application. This is because it will be much quicker to set up, because it resolves all your environment dependencies automatically. + For example, if you're on Linux and the serial device is `/dev/ttyACM0`, run: + ``` + sudo screen /dev/ttyACM0 9600 + ``` -### Build and compile micro speech example +1. Speak to your device: Saying "Yes" will print "Yes" and "No" will print "No" on the serial port. -Navigate to the directory where you keep code projects. Run the following command to download TensorFlow Lite source code. -``` -git clone https://github.com/tensorflow/tensorflow.git -``` +## How TensorFlow and the application work While you wait for the project to download, let’s explore the project files on [GitHub](https://github.com/tensorflow/tensorflow/tree/master/tensorflow/lite/micro/examples/micro_speech) and learn how this TensorFlow Lite for Microcontrollers example works. @@ -105,63 +131,6 @@ Here are descriptions of some interesting source files: - [main.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/main.cc). This file is the entry point for the Mbed program, which runs the machine learning model using TensorFlow Lite for Microcontrollers. -After the project has downloaded, you can run the following commands to navigate into the project directory and build it: - -``` -cd tensorflow -``` - - -``` -make -f tensorflow/lite/micro/tools/make/Makefile TARGET=mbed TAGS="nxp_k66f" generate_micro_speech_mbed_project -``` - -This will create a folder in ```tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed``` that contains the source and header files, Mbed driver files, and a README. - -``` -cd tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed -``` - - Execute the following while remembering to use Python 2.7 (you can do this by using a virtual environment with pip): - -``` -mbed config root . - -mbed deploy - -mbed compile -m K66F -t GCC_ARM - -``` - -For some Mbed compilers, you may get compile error in mbed_rtc_time.cpp. Go to mbed-os/platform/mbed_rtc_time.h and comment line 32 and line 37: - -``` -//#if !defined(__GNUC__) || defined(__CC_ARM) || defined(__clang__) struct timeval { -time_t tv_sec; int32_t tv_usec; -}; -//#endif -``` - -If your system does not recognize the board with the mbed detect command. Follow the instructions for setting up [DAPLink](https://armmbed.github.io/DAPLink/?board=FRDM-K66F) for the [K66F](https://os.mbed.com/platforms/FRDM-K66F/). - -Connect the USB cable to the micro USB port. When the Ethernet port is facing towards you, the micro USB port is left of the Ethernet port. - -Now, we are ready to flash the device: - -``` -mbed compile -m K66F -t GCC_ARM –flash -``` - -Disconnect USB cable from the device to power down the device and connect back the power cable to start running the model. - -Connect to serial port with baud rate of 9600 and correct serial device to view the output from the MCU. In linux, you can run the following screen command if the serial device is /dev/ttyACM0: - -``` -sudo screen /dev/ttyACM0 9600 -``` - -Saying "Yes" will print "Yes" and "No" will print "No" on the serial port. - ## Project structure While the project builds, we can look in more detail at how it works. From c3b7506395c276023159b067af7e63470cfc42f2 Mon Sep 17 00:00:00 2001 From: Irit Date: Wed, 30 Sep 2020 10:01:01 +0100 Subject: [PATCH 05/27] Edit part 2: how it works --- docs/ref-designs/TensorFlow.md | 123 ++++++++++++++------------------- 1 file changed, 50 insertions(+), 73 deletions(-) diff --git a/docs/ref-designs/TensorFlow.md b/docs/ref-designs/TensorFlow.md index 86cd84a374..069bd01d24 100644 --- a/docs/ref-designs/TensorFlow.md +++ b/docs/ref-designs/TensorFlow.md @@ -8,7 +8,7 @@ This is especially exciting for IoT, because lower network use means lower power In this guide, you will learn how to perform machine learning inference on an Arm Cortex-M microcontroller with TensorFlow Lite for Microcontrollers. You will deploy a sample application we wrote that uses the microphone on the K66F and a TensorFlow machine learning model to detect the words “yes” and “no”. -The guide has step by step instructions for installing and running the application, followed by information about how TensorFlow and the application work. +The guide has step by step instructions for installing and running the application, followed by information about how TensorFlow and the application work. Finally, it shows you how to retrain the ML model with new words. ## Using the example application @@ -71,13 +71,13 @@ Here is what you will need to complete the guide: 1. Execute the following (on an environment that runs Python 2.7): + ``` mbed config root . mbed deploy mbed compile -m K66F -t GCC_ARM - ``` For some compilers, you may get a compilation error in `mbed_rtc_time.cpp`. Go to `mbed-os/platform/mbed_rtc_time.h` and comment out line 32 and line 37: @@ -98,6 +98,21 @@ Here is what you will need to complete the guide: ``` mbed compile -m K66F -t GCC_ARM –flash ``` +1. Deploy the example to your K66F + + Copy the binary file that we built earlier to the USB storage. + + Note: if you have skipped the previous steps, download the [binary file]() to proceed. + + The file is at: + + ``` + cp ./BUILD/K66F/GCC_ARM/mbed.bin /Volumes/K66F/ + ``` + + Depending on your operating system , the exact copy command and paths may vary. + + When you have copied the file, the LEDs on the board start flashing, and the board will eventually reboot with the sample program running. 1. Disconnect the device from USB to power it down. 1. Connect the device's power cable to start running the model. @@ -109,111 +124,73 @@ Here is what you will need to complete the guide: sudo screen /dev/ttyACM0 9600 ``` -1. Speak to your device: Saying "Yes" will print "Yes" and "No" will print "No" on the serial port. +1. Speak to your device: Saying "Yes" will print "Yes" and "No" will print "No" on the serial port: + ``` + Heard yes (208) @116448ms + Heard unknown (241) @117984ms + Heard no (201) @124992ms + ``` -## How TensorFlow and the application work +Congratulations! You are now running a machine learning model that can recognise keywords on an Arm Cortex-M4 microcontroller, directly on your K66F. -While you wait for the project to download, let’s explore the project files on [GitHub](https://github.com/tensorflow/tensorflow/tree/master/tensorflow/lite/micro/examples/micro_speech) and learn how this TensorFlow Lite for Microcontrollers example works. +It is easy to change the behavior of our program, but is it difficult to modify the machine learning model itself? The answer is no, and the section [Retrain the machine learning model](https://developer.arm.com/solutions/machine-learning-on-arm/developer-material/how-to-guides/build-arm-cortex-m-voice-assistant-with-google-tensorflow-lite/retrain-the-machine-learning-model) will show you how. First, let's review what the application is doing - and how. -The code samples audio from the microphone on the K66F. The audio is run through a Fast Fourier transform to create a spectrogram. The spectrogram is then fed into a pre-trained machine learning model. The model uses a [convolutional neural network](https://developers.google.com/machine-learning/practica/image-classification/convolutional-neural-networks) to identify whether the sample represents either the command “yes” or “no”, silence, or an unknown input. We will explore how this works in more detail later in the guide. +## How TensorFlow and the application work -Here are descriptions of some interesting source files: +Let’s explore the project files on [for the speech example](https://github.com/tensorflow/tensorflow/tree/master/tensorflow/lite/micro/examples/micro_speech) and learn how this TensorFlow Lite for Microcontrollers example works. -- nxp_k66f[/audio_provider.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/nxp_k66f/audio_provider.cc) captures audio from the microphone on the device. +The application samples audio from the microphone on the K66F. The audio is run through a Fast Fourier transform to create a spectrogram. The spectrogram is then fed into a pre-trained machine learning model. The model uses a [convolutional neural network](https://developers.google.com/machine-learning/practica/image-classification/convolutional-neural-networks) to identify whether the sample represents “yes”, “no”, an unknown input or silence. We will explore how this works in more detail later in the guide. -- [micro_features/micro_features_generator.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/micro_features/micro_features_generator.cc): uses a Fast Fourier transform to create a spectrogram from audio. +Here are descriptions of some interesting source files: -- [micro_features/model.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/micro_features/model.cc). This file is the machine learning model itself, represented by a large array of unsigned char values. +- [nxp_k66f/audio_provider.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/nxp_k66f/audio_provider.cc): Captures audio from the microphone on the device. -- [command_responder.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/command_responder.cc) is called every time a potential command has been identified. +- [micro_features/micro_features_generator.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/micro_features/micro_features_generator.cc): Uses a Fast Fourier transform to create a spectrogram from audio. -- [main.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/main.cc). This file is the entry point for the Mbed program, which runs the machine learning model using TensorFlow Lite for Microcontrollers. +- [micro_features/model.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/micro_features/model.cc): This file is the machine learning model itself, represented by a large array of unsigned char values. +- [command_responder.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/command_responder.cc): Called every time a potential command has been identified. -## Project structure -While the project builds, we can look in more detail at how it works. +- [main.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/main.cc): The entry point for the Mbed OS program, which runs the machine learning model using TensorFlow Lite for Microcontrollers. ### Convolutional neural networks + Convolutional networks are a type of deep neural network. These networks are designed to identify features in multidimensional vectors. The information in these vectors is contained in the relationships between groups of adjacent values. -These networks are usually used to analyze images. An image is a good example of the multidimensional vectors described above, in which a group of adjacent pixels might represent a shape, a pattern, or a texture. During training, a convolutional network can identify these features and learn what they represent. The network can learn how simple image features, like lines or edges, fit together into more complex features, like an eye, or an ear. The network can also learn, how those features are combined to form an input image, like a photo of a human face. This means that a convolutional network can learn to distinguish between different classes of input image, for example a photo of a person and a photo of a dog. +These networks are usually used to analyse images. An image is a good example of the multidimensional vectors described above, in which a group of adjacent pixels might represent a shape, a pattern, or a texture. During training, a convolutional network can identify these features and learn what they represent. The network can learn how simple image features, like lines or edges, fit together into more complex features, like an eye or an ear. The network can also learn how those features are combined to form an input image, like a photo of a human face. This means that a convolutional network can learn to distinguish between different classes of input image, for example a photo of a person and a photo of a dog. -While they are often applied to images, which are 2D grids of pixels, a convolutional network can be used with any multidimensional vector input. In the example we are building in this guide, a convolutional network has been trained on a spectrogram that represents 1 second of audio bucketed into multiple frequencies. +While they are often applied to images, which are 2D grids of pixels, a convolutional network can be used with any multidimensional vector input. In the example in this guide, a convolutional network has been trained on a spectrogram that represents 1 second of audio bucketed into multiple frequencies. The following image is a visual representation of the audio. The network in our sample has learned which features in this image come together to represent a "yes", and which come together to represent a "no". -![enter image description here](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/spectogram2.jpeg?auto=compress,format&w=680&h=510&fit=max) +![Spectrogram of "yes" and "no"](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/spectogram2.jpeg?auto=compress,format&w=680&h=510&fit=max) To generate this spectrogram, we use an interesting technique that is described in the next section. -## Feature generation with Fast Fourier transform -In our code, each spectrogram is represented as a 2D array, with 43 columns and 49 rows. Each row represents a 30ms sample of audio that is split into 43 frequency buckets. - -To create each row, we run a 30ms slice of audio input through a Fast Fourier transform. Fast Fourier transform analyzes the frequency distribution of audio in the sample and creates an array of 256 frequency buckets, each with a value from 0 to 255. These buckets are averaged together into groups of 6, leaving us with 43 buckets. The code in the file [micro_features/micro_features_generator.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/micro_features/micro_features_generator.cc) performs this action. - -To build the entire 2D array, we combine the results of running the Fast Fourier transform on 49 consecutive 30ms slices of audio, with each slice overlapping the last by 10ms. The following diagram should make this clearer: -![enter image description here](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/fft.jpeg?auto=compress,format&w=680&h=510&fit=max) - -You can see how the 30ms sample window is moved forward by 20ms each time until it has covered the full one-second sample. The resulting spectrogram is passed into the convolutional model. - -## Recognition and windowing -The process of capturing one second of audio and converting it into a spectrogram leaves us with something that our ML model can interpret. The model outputs a probability score for each category it understands (yes, no, unknown, and silence). The probability score indicates whether the audio is likely to belong to that category. - -The model was trained on one-second samples of audio. In the training data, the word “yes” or “no” is spoken at the start of the sample, and the entire word is contained within that one-second. However, when this code is running, there is no guarantee that a user will begin speaking at the very beginning of our one-second sample. - -If the user starts saying “yes” at the end of the sample instead of the beginning, the model might not be able to understand the word. This is because the model uses the position of the features within the sample to help predict which word was spoken. - -To solve this problem, our code runs inference as often as it can, depending on the speed of the device, and averages all of the results within a rolling 1000ms window. The code in the file [recognize_commands.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/recognize_commands.cc) performs this action. When the average for a given category in a set of predictions goes above the threshold, as defined in [recognize_commands.h](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/recognize_commands.h), we can assume a valid result. - -## Interpreting the results - -The RespondToCommand method in [command_responder.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/command_responder.cc) is called when a command has been recognized. Currently, this results in a line being printed to the serial port. Later in this guide, we will modify the code to display the result on the screen. - -## Deploy the example to your K66F - -In the previous section of this guide, we explained the build process for a keyword spotting example application. - -Now that the build has completed, we will look in this section of the guide at how to deploy the binary to the K66F and test to see if it works. - -First, plug in your K66F board via USB. The board should show up on your machine as a USB mass storage device. Copy the binary file that we built earlier to the USB storage. - -Note: if you have skipped the previous steps, download the [binary file]() to proceed. - -Use the following command: +### Feature generation with Fast Fourier transform -``` -cp ./BUILD/K66F/GCC_ARM/mbed.bin /Volumes/K66F/ -``` - -Depending on your platform, the exact copy command and paths may vary. When you have copied the file, the LEDs on the board should start flashing, and the board will eventually reboot with the sample program running. - -## Test keyword spotting +In our code, each spectrogram is represented as a 2D array, with 43 columns and 49 rows. Each row represents a 30ms sample of audio that is split into 43 frequency buckets. -The program outputs recognition results to its serial port. To see the output of the program, we will need to establish a serial connection with the board at 9600 baud. +To create each row, we run a 30ms slice of audio input through a Fast Fourier transform. Fast Fourier transform analyses the frequency distribution of audio in the sample and creates an array of 256 frequency buckets, each with a value from 0 to 255. These buckets are averaged together into groups of 6, leaving us with 43 buckets. The code in the file [micro_features/micro_features_generator.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/micro_features/micro_features_generator.cc) performs this action. -The board’s USB UART shows up as ```/dev/tty.usbmodemXXXXXXX```.We can use ‘screen’ to access the serial console. Although, ‘screen’ is not installed on Linux by default, you can use apt-get install screen to install the package. +To build the entire 2D array, we combine the results of running the Fast Fourier transform on 49 consecutive 30ms slices of audio, with each slice overlapping the last by 10ms, as illustrated below: -Run the following command in a separate terminal: +![Diagram of audio sampling](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/fft.jpeg?auto=compress,format&w=680&h=510&fit=max) -``` -screen /dev/tty.usbmodemXXXXXX 9600 -``` +You can see how the 30ms sample window is moved forward by 20ms each time until it has covered the full one-second sample. The resulting spectrogram is passed into the convolutional model. -**Note**: this command may very depending on where your board is plugged. +### Recognition and windowing -Try saying the word “yes” several times. You should see some output like the following: +The process of capturing one second of audio and converting it into a spectrogram leaves us with something that our ML model can interpret. The model outputs a probability score for each category it understands (yes, no, unknown, and silence). The probability score indicates whether the audio is likely to belong to that category. -``` -Heard yes (208) @116448ms -Heard unknown (241) @117984ms -Heard no (201) @124992ms +The model was trained on the one-second samples of audio we saw above. In the training data, the word “yes” or “no” is spoken at the start of the sample, and the entire word is contained within that one-second. However, when the application is running, there is no guarantee that a user will begin speaking at the very beginning of our one-second sample. If the user starts saying “yes” at the end of the sample instead of the beginning, the model might not be able to understand the word. This is because the model uses the position of the features within the sample to help predict which word was spoken. -``` +To solve this problem, our code runs inference as often as it can, depending on the speed of the device, and averages all of the results within a rolling 1000ms window. The code in the file [recognize_commands.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/recognize_commands.cc) performs this action. When the average for a given category in a set of predictions goes above the threshold, as defined in [recognize_commands.h](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/recognize_commands.h), we can assume a valid result. -Congratulations! You are now running a machine learning model that can recognize keywords on an Arm Cortex-M4 microcontroller, directly on your K66F. +### Interpreting the results -It is easy to change the behavior of our program, but is it difficult to modify the machine learning model itself? The answer is no, and the next section of this guide, [Retrain the machine learning model](https://developer.arm.com/solutions/machine-learning-on-arm/developer-material/how-to-guides/build-arm-cortex-m-voice-assistant-with-google-tensorflow-lite/retrain-the-machine-learning-model), will show you how. +The RespondToCommand method in [command_responder.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/command_responder.cc) is called when a command a user speals has been recognised. Currently, this results in a line being printed to the serial port. Later in this guide, we will modify the code to display the result on the screen. ## Retrain the machine learning model From 934e9e40c929798346cfb79b3016de1ecb433fb0 Mon Sep 17 00:00:00 2001 From: Irit Date: Wed, 30 Sep 2020 10:54:26 +0100 Subject: [PATCH 06/27] First draft ready --- docs/ref-designs/TensorFlow.md | 298 +++++++++++++++++---------------- 1 file changed, 155 insertions(+), 143 deletions(-) diff --git a/docs/ref-designs/TensorFlow.md b/docs/ref-designs/TensorFlow.md index 069bd01d24..d2a19f5448 100644 --- a/docs/ref-designs/TensorFlow.md +++ b/docs/ref-designs/TensorFlow.md @@ -19,8 +19,6 @@ The guide has step by step instructions for installing and running the applicati Here is what you will need to complete the guide: -* Git. - * Ubuntu 20.04 LTS. If you are using a Windows machine, install [VirtualBox](https://www.virtualbox.org/wiki/Downloads) and then [Install Ubunto on it](https://www.virtualbox.org/wiki/Linux_Downloads). * [Mbed CLI (version 1.10.4)](../build-tools/install-and-set-up.html). @@ -33,14 +31,20 @@ Here is what you will need to complete the guide: mbed config -G GCC_ARM_PATH /bin ``` -* Make 3.82 or newer. +* Make 3.82 or newer (if you are using an older version, see the troubleshooting section for instructions). + + **Note**: On a Mac, you might have to use gmake instead of make. + +* Python 2.7. We recommend [using pyenv to manage Python versions](https://pypi.org/project/pyenv/). + +* Git. + +* xxd. * A development board that can run [TensorFlow Lite for Microcontrollers](https://www.tensorflow.org/lite/microcontrollers#supported_platforms). We tested on the [NXP FRDM-K66F](https://os.mbed.com/platforms/FRDM-K66F/) development board. * A mini-USB cable. -* Python 2.7. We recommend [using pyenv to manage Python versions](https://pypi.org/project/pyenv/). - ### Download, build and install the application @@ -68,9 +72,7 @@ Here is what you will need to complete the guide: cd tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed ``` -1. Execute the following (on an environment that runs Python 2.7): - - +1. Execute the following (on an environment that runs Python 2.7): ``` mbed config root . @@ -80,7 +82,11 @@ Here is what you will need to complete the guide: mbed compile -m K66F -t GCC_ARM ``` - For some compilers, you may get a compilation error in `mbed_rtc_time.cpp`. Go to `mbed-os/platform/mbed_rtc_time.h` and comment out line 32 and line 37: + + + + + For some compilers, you may get a compilation error in `mbed_rtc_time.cpp`. Go to `mbed-os/platform/mbed_rtc_time.h` and comment out line 32 and line 37: ``` //#if !defined(__GNUC__) || defined(__CC_ARM) || defined(__clang__) struct timeval { @@ -93,7 +99,7 @@ Here is what you will need to complete the guide: Your board appears as storage on your computer. If your system does not recognize the board with the `mbed detect` command, follow the instructions for setting up [DAPLink](https://armmbed.github.io/DAPLink/?board=FRDM-K66F). -1. Flash the application to the device: +1. Flash the application to the board: ``` mbed compile -m K66F -t GCC_ARM –flash @@ -114,9 +120,9 @@ Here is what you will need to complete the guide: When you have copied the file, the LEDs on the board start flashing, and the board will eventually reboot with the sample program running. -1. Disconnect the device from USB to power it down. -1. Connect the device's power cable to start running the model. -1. To view output, connect your device to a serial port. The baud rate is 9600. +1. Disconnect the board from USB to power it down. +1. Connect the board's power cable to start running the model. +1. To view output, connect your board to a serial port. The baud rate is 9600. For example, if you're on Linux and the serial device is `/dev/ttyACM0`, run: @@ -124,7 +130,7 @@ Here is what you will need to complete the guide: sudo screen /dev/ttyACM0 9600 ``` -1. Speak to your device: Saying "Yes" will print "Yes" and "No" will print "No" on the serial port: +1. Speak into the board's microphone: Saying "Yes" will print "Yes" and "No" will print "No" on the serial port: ``` Heard yes (208) @116448ms @@ -144,7 +150,7 @@ The application samples audio from the microphone on the K66F. The audio is run Here are descriptions of some interesting source files: -- [nxp_k66f/audio_provider.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/nxp_k66f/audio_provider.cc): Captures audio from the microphone on the device. +- [nxp_k66f/audio_provider.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/nxp_k66f/audio_provider.cc): Captures audio from the microphone on the board. - [micro_features/micro_features_generator.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/micro_features/micro_features_generator.cc): Uses a Fast Fourier transform to create a spectrogram from audio. @@ -164,7 +170,7 @@ While they are often applied to images, which are 2D grids of pixels, a convolut The following image is a visual representation of the audio. The network in our sample has learned which features in this image come together to represent a "yes", and which come together to represent a "no". -![Spectrogram of "yes" and "no"](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/spectogram2.jpeg?auto=compress,format&w=680&h=510&fit=max) +![Spectrogram of "yes" and "no"](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/spectogram2.jpeg?auto=compress,format&w=680&h=510&fit=max) To generate this spectrogram, we use an interesting technique that is described in the next section. @@ -176,7 +182,7 @@ To create each row, we run a 30ms slice of audio input through a Fast Fourier tr To build the entire 2D array, we combine the results of running the Fast Fourier transform on 49 consecutive 30ms slices of audio, with each slice overlapping the last by 10ms, as illustrated below: -![Diagram of audio sampling](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/fft.jpeg?auto=compress,format&w=680&h=510&fit=max) +![Diagram of audio sampling](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/fft.jpeg?auto=compress,format&w=680&h=510&fit=max) You can see how the 30ms sample window is moved forward by 20ms each time until it has covered the full one-second sample. The resulting spectrogram is passed into the convolutional model. @@ -194,189 +200,195 @@ The RespondToCommand method in [command_responder.cc](https://github.com/tensorf ## Retrain the machine learning model -The model that we are using for speech recognition was trained on a dataset of one-second spoken commands called the [Speech Commands Dataset](https://ai.googleblog.com/2017/08/launching-speech-commands-dataset.html). The dataset includes examples of the following ten different words: +The model that we are using for speech recognition was trained on a dataset of one-second spoken commands called the [Speech Commands Dataset](https://ai.googleblog.com/2017/08/launching-speech-commands-dataset.html). The dataset contains examples of ten words: yes, no, up, down, left, right, on, off, stop, go. -yes, no, up, down, left, right, on, off, stop, go +While the model in this sample was originally trained to recognise “yes” and “no”, the TensorFlow Lite for Microcontrollers source contains scripts that make it easy to retrain the model to classify any other combination of these words. -While the model in this sample was originally trained to recognize “yes” and “no”, the TensorFlow Lite for Microcontrollers source contains scripts that make it easy to retrain the model to classify any other combination of these words. +We are going to use another pre-trained model to recognise “up” and “down”: -We are going to use another pre-trained model to recognize “up” and “down”, instead. If you are interested in the full flow including the training of the model refer to the [Supplementary information: model training](https://developer.arm.com/solutions/machine-learning-on-arm/developer-material/how-to-guides/build-arm-cortex-m-voice-assistant-with-google-tensorflow-lite/supplementary-information-model-training) section of this guide. +1. Look at how the TensorFlow model gets converted to the TensorFlow Lite format. +1. Download a model that has been trained and frozen using TensorFlow. +1. Convert the TensorFlow Lite model into a C source file. +1. Modify the code and deploy to the board. -To build our new ML application we will now follow these steps: +**Tip:** Building TensorFlow and training the model will each take a couple of hours on an average computer. We will not perform this at this stage. If you are interested in the full flow, including the training of the model, refer to the [Supplementary information: model training](https://developer.arm.com/solutions/machine-learning-on-arm/developer-material/how-to-guides/build-arm-cortex-m-voice-assistant-with-google-tensorflow-lite/supplementary-information-model-training) guide. -- Download a pretrained model that has been trained and frozen using TensorFlow. +## Background: Converting the trained model -- Look at how the TensorFlow model gets converted to the TensorFlow Lite format. +To get a converted model that can run on the controller itself from the trained model, we need to run a conversion script: the [TensorFlow Lite converter](https://www.tensorflow.org/lite/convert). This tool makes our model as small and efficient as possible, and converts it to a TensorFlow Lite FlatBuffer. To reduce the size of the model, we used a technique called [quantization](https://www.tensorflow.org/lite/performance/post_training_quantization). All weights and activations in the model get converted from 32-bit floating point format to an 8-bit and fixed-point format, as you can see in the following command: -- Convert the TensorFlow Lite model into a C source file. +![Convert the model to the TensorFlow Lite format code](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/convert_model.png) -- Modify the code and deploy to the device. +This conversion will not only reduce the size of the network traffic, but will also avoid the more computationally expensive floating points. +To save time, in this guide we skip the conversion step and instead download a converted model. -Note: Building TensorFlow and training the model will each take a couple of hours on an average computer. We will not perform this at this stage. For a full guide on how to do this, refer to the [Supplementary information: model training](https://developer.arm.com/solutions/machine-learning-on-arm/developer-material/how-to-guides/build-arm-cortex-m-voice-assistant-with-google-tensorflow-lite/supplementary-information-model-training) section in this guide. +## Downloading the model and creating a C file -## Convert the model +1. Download the [tiny_conv.tflite file](https://developer.arm.com/-/media/Files/downloads/Machine%20learning%20how-to%20guides/tiny_conv.tflite?revision=495eb362-4325-49b8-b3ba-3141df0c9b95&la=en&hash=0F37BA2C5DE95A1561979CDD18973171767A47C3). +1. Convert this model into a C file that works with Mbed OS projects. -Starting from the trained model to obtain a converted model that can run on the controller itself, we need to run a conversion script: the [TensorFlow Lite converter](https://www.tensorflow.org/lite/convert). This tool uses clever tricks to make our model as small and efficient as possible, and to convert it to a TensorFlow Lite FlatBuffer. To reduce the size of the model, we used a technique called [quantization](https://www.tensorflow.org/lite/performance/post_training_quantization). All weights and activations in the model get converted from 32-bit floating point format to an 8-bit and fixed-point format, as you can see in the following command: + Use a tool called xxd to generate a file called `model.cc`: -![Convert the model to the TensorFlow Lite format code image](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/convert_model.png) -This conversion will not only reduce the size of the network, but will avoid floating point computations that are more computationally expensive. + ``` + xxd -i tiny_conv.tflite > ../micro_features/model.cc + ``` -To save time, we will skip this step and instead download the [tiny_conv.tflite](https://developer.arm.com/-/media/Files/downloads/Machine%20learning%20how-to%20guides/tiny_conv.tflite?revision=495eb362-4325-49b8-b3ba-3141df0c9b95&la=en&hash=0F37BA2C5DE95A1561979CDD18973171767A47C3). +1. Update `model.cc` so that it is compatible with our code: -The final step in the process is to convert this model into a C file that we can drop into our Mbed project. + 1. Open the file. The top two lines should look similar to the following code, although the exact variable name and hex values may be different: -To do this conversion, we will use a tool called xxd. Issue the following command: + ``` + const unsigned char g_model[] DATA_ALIGN_ATTRIBUTE = { + 0x18, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x00, 0x00, 0x0e, 0x00, + ``` -``` -xxd -i tiny_conv.tflite > ../micro_features/model.cc -``` + 1. Add the `include` from the following snippet and change the variable declaration without changing the hex values: -Next, we need to update model.cc so that it is compatible with our code. First, open the file. The top two lines should look similar to the following code, although the exact variable name and hex values may be different: + ``` + #include "tensorflow/lite/micro/examples/micro_speech/micro_features/model.h" + const unsigned char g_tiny_conv_micro_features_model_data[] = { + 0x18, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x00, 0x00, 0x0e, 0x00, + ``` -``` -const unsigned char g_model[] DATA_ALIGN_ATTRIBUTE = { -0x18, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x00, 0x00, 0x0e, 0x00, -``` + 1. Go to the bottom of the file and find the unsigned int variable: -You need to add the include from the following snippet and change the variable declaration without changing the hex values: + ``` + unsigned int tiny_conv_tflite_len = 18216; + ``` -``` -#include "tensorflow/lite/micro/examples/micro_speech/micro_features/model.h" -const unsigned char g_tiny_conv_micro_features_model_data[] = { -0x18, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x00, 0x00, 0x0e, 0x00, -``` + 1. Change the declaration to the following code, but do not change the number assigned to it, even if your number is different from the one in this guide: -Next, go to the very bottom of the file and find the unsigned int variable. + ``` + const int g_tiny_conv_micro_features_model_data_len = 18216; + ``` -``` -unsigned int tiny_conv_tflite_len = 18216; -``` + 1. Save the file. -Change the declaration to the following code, but do not change the number assigned to it, even if your number is different from the one in this guide. +1. Copy the `tiny_conv_micro_features_model_data.cc` file into the `tensorflow/tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed/tensorflow/lite/micro/examples/micro_speech/micro_features` directory. -``` -const int g_tiny_conv_micro_features_model_data_len = 18216; -``` +## Modify the application code -Finally, save the file, then copy the ```tiny_conv_micro_features_model_data.cc```file into the ```tensorflow/tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed/tensorflow/lite/micro/examples/micro_speech/micro_features``` directory. +If you build and run your code now, your ML model knows the words “up” and “down”, but your application assumes that the words are “yes” and “no”. Let’s update the references and the user interface so that the appropriate words are printed. -## Modify the device code +1. Navigate to the `tensorflow/lite/micro/examples/micro_speech/` directory and open the file `micro_features/micro_model_settings.cc`. -If you build and run your code now, your device should respond to the words “up” and “down”. However, the code was written to assume that the words are “yes” and “no”. Let’s update the references and the user interface so that the appropriate words are printed. + You see the following category labels: -First, go to the following directory: + ``` + const char* kCategoryLabels[kCategoryCount] = { + "silence", + "unknown", + "yes", + "no", + }; + ``` -```tensorflow/lite/micro/examples/micro_speech/``` + The code uses this array to map the output of the model to the correct value. Because we specified our wanted_words as “up, down” in the training script, we should update this array to reflect these words in the same order. -and open the file: +1. Edit the code so that "up" replaces "yes" and "down" replaces "no": -```micro_features/micro_model_settings.cc``` + ``` + const char* kCategoryLabels[kCategoryCount] = { + "silence", + "unknown", + "up", + "down", + }; + ``` -You will see the following category labels: -``` -const char* kCategoryLabels[kCategoryCount] = { -"silence", -"unknown", -"yes", -"no", -}; -``` -The code uses this array to map the output of the model to the correct value. Because we specified our wanted_words as “up, down”in the training script, we should update this array to reflect these words in the same order. Edit the code so it appears as follows: -``` -const char* kCategoryLabels[kCategoryCount] = { -"silence", -"unknown", -"up", -"down", -}; -``` -Next, we will update the code in command_responder.cc to reflect these new labels, modifying the if statements and the DisplayStringAt call: -``` -void RespondToCommand(tflite::ErrorReporter* error_reporter, -int32_t current_time, const char* found_command, -uint8_t score, bool is_new_command) { -if (is_new_command) { -error_reporter->Report("Heard %s (%d) @%dms", found_command, score, -current_time); -if(strcmp(found_command, "up") == 0) { -lcd.Clear(0xFF0F9D58); -lcd.DisplayStringAt(0, LINE(5), (uint8_t *)"Heard up", CENTER_MODE); -} else if(strcmp(found_command, "down") == 0) { -lcd.Clear(0xFFDB4437); -lcd.DisplayStringAt(0, LINE(5), (uint8_t *)"Heard down", CENTER_MODE); -} else if(strcmp(found_command, "unknown") == 0) { -lcd.Clear(0xFFF4B400); -lcd.DisplayStringAt(0, LINE(5), (uint8_t *)"Heard unknown", CENTER_MODE); -} else { -lcd.Clear(0xFF4285F4); -lcd.DisplayStringAt(0, LINE(5), (uint8_t *)"Heard silence", CENTER_MODE); -} -} -} -``` +1. Update the code in `command_responder.cc` to reflect these new labels, modifying the if statements and the DisplayStringAt call: -Now that we have updated the code, go back to the mbed directory: + ``` + void RespondToCommand(tflite::ErrorReporter* error_reporter, + int32_t current_time, const char* found_command, + uint8_t score, bool is_new_command) { + if (is_new_command) { + error_reporter->Report("Heard %s (%d) @%dms", found_command, score, + current_time); + if(strcmp(found_command, "up") == 0) { + lcd. Clear(0xFF0F9D58); + lcd.DisplayStringAt(0, LINE(5), (uint8_t *)"Heard up", CENTER_MODE); + } else if(strcmp(found_command, "down") == 0) { + lcd.Clear(0xFFDB4437); + lcd.DisplayStringAt(0, LINE(5), (uint8_t *)"Heard down", CENTER_MODE); + } else if(strcmp(found_command, "unknown") == 0) { + lcd.Clear(0xFFF4B400); + lcd.DisplayStringAt(0, LINE(5), (uint8_t *)"Heard unknown", CENTER_MODE); + } else { + lcd.Clear(0xFF4285F4); + lcd.DisplayStringAt(0, LINE(5), (uint8_t *)"Heard silence", CENTER_MODE); + } + } + } + ``` + -``` -cd /tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed -``` +1. Navigate back to the mbed directory: -and run the following command to rebuild the project: - -```mbed compile -m K66F -t GCC_ARM``` - -Finally, copy the binary to the USB storage of the device, using the same method that you used earlier. You should now be able to say “up” and “down” to update the display. + ``` + cd /tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed + ``` -## Troubleshooting +1. Rebuilt the project: -We have found some common errors that users face and have listed them here to help you get started with your application as quickly as possible. -If you encounter: + ``` + mbed compile -m K66F -t GCC_ARM + ``` -```Mbed CLI issues or Error: collect2: error: ld returned 1 exit status``` +1. Copy the binary to the USB storage of the device, using the same method that you used earlier. -Purge the cache with the following command: +You can now say “up” and “down” to update the display. -```mbed cache purge``` +## Troubleshooting -You probably also have a stale BUILD folder. Clean up your directory and try again: +We have found some common errors that users face and have listed them here to help you get started with your application as quickly as possible. -```rm -rf BUILD``` +- If you encounter: -Error: Prompt wrapping around line + ``` + Mbed CLI issues or Error: collect2: error: ld returned 1 exit status + ``` -If your terminal is wrapping your text as show here: + Purge the cache with the following command: -![Error prompt wrapping around line image](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/troubleshooting.png) + ``` + mbed cache purge + ``` -In your terminal type: + You probably also have a stale BUILD folder. Clean up your directory and try again: -```export PS1='\u@\h: '``` + ``` + rm -rf BUILD + ``` -For a more minimalist type: +- If your terminal is wrapping your text as show here: -```export PS1='> '``` + ![Error prompt wrapping around line](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/troubleshooting.png) -Error: "Requires make version 3.82 or later (current is 3.81)" + In your terminal, type: -If you encounter this error, install the brew and make by typing the following code: + ``` + export PS1='\u@\h: ' + ``` -``` -ruby -e "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install)" -``` + For a more minimalist type: -``` -brew install make -``` + ``` + export PS1='> ' + ``` -**Note**: On a Mac, you might have to use gmake instead of make, to run your commands. +- Error: `Requires make version 3.82 or later (current is 3.81)` -Error: -bash: mbed: command not found + If you encounter this error, install Brew and Make: -If you encounter this error, try the following fixes. + ``` + ruby -e "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install)" -For Mac: + brew install make + ``` +- Error: `-bash: mbed: command not found` -We recommend using the [installer](https://github.com/ARMmbed/mbed-cli-osx-installer/releases/tag/v0.0.10) and running the downloaded Mbed CLI App. This app will automatically launch a shell with all the dependencies solved for you. + Your Mbed CLI installation isn't working properly. We recommend [using the installers](../build-tools/install-and-set-up.html). -If installed manually, make sure to follow these [instructions](https://os.mbed.com/docs/mbed-os/v5.12/tools/macos.html). + If you installed manually, make sure to follow the [instructions for configuring the compiler location](../build-tools/install-and-set-up.html). From 5b4e027e385bb68cd0e61f6d581f77517d8a45e7 Mon Sep 17 00:00:00 2001 From: Irit Date: Wed, 30 Sep 2020 11:17:21 +0100 Subject: [PATCH 07/27] Moving file --- docs.json | 2 +- docs/{ref-designs => reference}/TensorFlow.md | 0 2 files changed, 1 insertion(+), 1 deletion(-) rename docs/{ref-designs => reference}/TensorFlow.md (100%) diff --git a/docs.json b/docs.json index d5f5ddba89..e6c9e1e688 100644 --- a/docs.json +++ b/docs.json @@ -1446,7 +1446,7 @@ "path": "docs/ref-designs/going_to_production.md" }, { - "path": "docs/ref-designs/TensorFlow.md" + "path": "docs/reference/TensorFlow.md" } ] }, diff --git a/docs/ref-designs/TensorFlow.md b/docs/reference/TensorFlow.md similarity index 100% rename from docs/ref-designs/TensorFlow.md rename to docs/reference/TensorFlow.md From b828a0f5c7b7c0566c8f598081d21e1fccab2f78 Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Tue, 13 Oct 2020 15:19:25 +0100 Subject: [PATCH 08/27] Updated instructions to work with Mbed OS 6.3.0 --- docs/reference/TensorFlow.md | 74 ++++++++++++------------------------ 1 file changed, 25 insertions(+), 49 deletions(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index d2a19f5448..cf7999852d 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -55,10 +55,26 @@ Here is what you will need to complete the guide: git clone https://github.com/tensorflow/tensorflow.git ``` -1. Navigate into the project directory and build it: +1. Navigate into the project directory: ``` - cd tensorflow + cd tensorflow/tensorflow/lite/micro/mbed/ + ``` + +1. Change the DebugLog function to use UnbufferedSerial instead since the Serial API was deprecated in Mbed OS 6: + ``` + nano debug_log.cc + + extern "C" void DebugLog(const char* s) { + UnbufferedSerial pc(USBTX, USBRX,9600); + FILE *out = fdopen(&pc,"w"); + fprintf(out, s); + } + ``` +1. Build the project + + ``` + cd ../../../../ make -f tensorflow/lite/micro/tools/make/Makefile TARGET=mbed TAGS="nxp_k66f" generate_micro_speech_mbed_project ``` @@ -71,65 +87,25 @@ Here is what you will need to complete the guide: ``` cd tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed ``` - -1. Execute the following (on an environment that runs Python 2.7): +1. Connect your board to your computer over USB. On your board, when the Ethernet port is facing you, the micro USB port is to its left. + Your board appears as storage on your computer. If your system does not recognize the board with the `mbed detect` command, follow the instructions for setting up [DAPLink](https://armmbed.github.io/DAPLink/?board=FRDM-K66F). + +1. Execute the following to flash the application onto the board: ``` mbed config root . mbed deploy + + mbed update mbed-os-6.3.0 - mbed compile -m K66F -t GCC_ARM + mbed compile -m K66F -t GCC_ARM --flash --sterm ``` - For some compilers, you may get a compilation error in `mbed_rtc_time.cpp`. Go to `mbed-os/platform/mbed_rtc_time.h` and comment out line 32 and line 37: - - ``` - //#if !defined(__GNUC__) || defined(__CC_ARM) || defined(__clang__) struct timeval { - time_t tv_sec; int32_t tv_usec; - }; - //#endif - ``` - -1. Connect your board to your computer over USB. On your board, when the Ethernet port is facing you, the micro USB port is to its left. - - Your board appears as storage on your computer. If your system does not recognize the board with the `mbed detect` command, follow the instructions for setting up [DAPLink](https://armmbed.github.io/DAPLink/?board=FRDM-K66F). - -1. Flash the application to the board: - - ``` - mbed compile -m K66F -t GCC_ARM –flash - ``` -1. Deploy the example to your K66F - - Copy the binary file that we built earlier to the USB storage. - - Note: if you have skipped the previous steps, download the [binary file]() to proceed. - - The file is at: - - ``` - cp ./BUILD/K66F/GCC_ARM/mbed.bin /Volumes/K66F/ - ``` - - Depending on your operating system , the exact copy command and paths may vary. - - When you have copied the file, the LEDs on the board start flashing, and the board will eventually reboot with the sample program running. - -1. Disconnect the board from USB to power it down. -1. Connect the board's power cable to start running the model. -1. To view output, connect your board to a serial port. The baud rate is 9600. - - For example, if you're on Linux and the serial device is `/dev/ttyACM0`, run: - - ``` - sudo screen /dev/ttyACM0 9600 - ``` - 1. Speak into the board's microphone: Saying "Yes" will print "Yes" and "No" will print "No" on the serial port: ``` From 436315f9fda5138583dbe5e48f0d8c19f3b6b8ff Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Wed, 11 Nov 2020 15:14:08 +0000 Subject: [PATCH 09/27] Update TensorFlow.md Adding explanation for terminal output in reference to this [comment](https://github.com/ARMmbed/mbed-os-5-docs/pull/1369#discussion_r512675715) --- docs/reference/TensorFlow.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index cf7999852d..aab366c62b 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -113,7 +113,7 @@ Here is what you will need to complete the guide: Heard unknown (241) @117984ms Heard no (201) @124992ms ``` - +the output shows found_command, score and current_time as described in the command_responder.cc file. Congratulations! You are now running a machine learning model that can recognise keywords on an Arm Cortex-M4 microcontroller, directly on your K66F. It is easy to change the behavior of our program, but is it difficult to modify the machine learning model itself? The answer is no, and the section [Retrain the machine learning model](https://developer.arm.com/solutions/machine-learning-on-arm/developer-material/how-to-guides/build-arm-cortex-m-voice-assistant-with-google-tensorflow-lite/retrain-the-machine-learning-model) will show you how. First, let's review what the application is doing - and how. From 6334f27c90e647ab6b165f06ac931d43c19cd288 Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Fri, 13 Nov 2020 11:06:23 +0000 Subject: [PATCH 10/27] Update docs/reference/TensorFlow.md Fixing a few spelling mistakes and explanation of the benefits of local ML inference. Co-authored-by: Donatien Garnier --- docs/reference/TensorFlow.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index aab366c62b..11a323c789 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -2,7 +2,7 @@ As an IoT developer, you might think of machine learning as a server-side technology: sensors on your device capture data and send it to the cloud, where Machine Learning (ML) models on hefty machines make sense of it. A network connection is obligatory, and you are going to expect some latency, not to mention hosting costs. -But with the launch of [TensorFlow Lite for Microcontrollers](https://www.tensorflow.org/lite/microcontrollers), you can run machine learning inference on extremely low-powered devices, like the Cortex-M microcontroller series. You can deploy your ML models to the IoT devices themselves, bring ML closer to your sensors, remove your reliance on a network connection, and skip the round trip to the server for lower latency. +But with the launch of [TensorFlow Lite for Microcontrollers](https://www.tensorflow.org/lite/microcontrollers), you can run machine learning inference on extremely low-power devices, like Arm Cortex-M series-based microcontrollers. You can deploy your ML models to the IoT devices themselves, bringing ML closer to your sensors, remove your reliance on a network connection, and skip the round trip to the server for lower latency. A primary benefit of doing local inference is that you're reducing your power consumption compared to transferring data over a wireless connection for instance. This is especially exciting for IoT, because lower network use means lower power consumption. You can also better guarantee the security and privacy of your users, since you do not need to send data back to the cloud unless you know for sure that it is relevant. From ae740e51b465b45b35e68329e056ea56c1b60b05 Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Fri, 13 Nov 2020 11:16:34 +0000 Subject: [PATCH 11/27] Updating prerequisites --- docs/reference/TensorFlow.md | 13 +++++-------- 1 file changed, 5 insertions(+), 8 deletions(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index 11a323c789..dfc7011c86 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -19,11 +19,9 @@ The guide has step by step instructions for installing and running the applicati Here is what you will need to complete the guide: -* Ubuntu 20.04 LTS. If you are using a Windows machine, install [VirtualBox](https://www.virtualbox.org/wiki/Downloads) and then [Install Ubunto on it](https://www.virtualbox.org/wiki/Linux_Downloads). - * [Mbed CLI (version 1.10.4)](../build-tools/install-and-set-up.html). -* The [GNU Arm Embedded](https://developer.arm.com/tools-and-software/open-source-software/developer-tools/gnu-toolchain/gnu-rm/downloads) toolchain [that Mbed CLI supports](../build-tools/index.html). For Windows users, if you have already set up the Linux virtual environment, install the toolchain there. +* The [GNU Arm Embedded](https://developer.arm.com/tools-and-software/open-source-software/developer-tools/gnu-toolchain/gnu-rm/downloads) toolchain [that Mbed CLI supports](../build-tools/index.html). Configure Mbed CLI to find your GNU installation: @@ -35,17 +33,16 @@ Here is what you will need to complete the guide: **Note**: On a Mac, you might have to use gmake instead of make. -* Python 2.7. We recommend [using pyenv to manage Python versions](https://pypi.org/project/pyenv/). - -* Git. +* Python 3.7. -* xxd. +* [xxd](https://www.tutorialspoint.com/unix_commands/xxd.htm) which is a command-line utility that creates a hex dump of a given file or standard input. It can also convert a hex dump back to its original binary form. * A development board that can run [TensorFlow Lite for Microcontrollers](https://www.tensorflow.org/lite/microcontrollers#supported_platforms). We tested on the [NXP FRDM-K66F](https://os.mbed.com/platforms/FRDM-K66F/) development board. * A mini-USB cable. - + **Note**: This tutorial has been tested on Ubuntu 20.04 LTS. If you are using a Windows machine, we recommend using virtualization software to create a virtual Linux machine to run this tutorial. + ### Download, build and install the application 1. Navigate to the directory where you keep code projects. From d34adc121f105a9e2d0c84aa3a940bcd176820f0 Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Fri, 13 Nov 2020 11:19:17 +0000 Subject: [PATCH 12/27] Improving wording of the introduction to the demo --- docs/reference/TensorFlow.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index dfc7011c86..188eb7bc98 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -2,7 +2,7 @@ As an IoT developer, you might think of machine learning as a server-side technology: sensors on your device capture data and send it to the cloud, where Machine Learning (ML) models on hefty machines make sense of it. A network connection is obligatory, and you are going to expect some latency, not to mention hosting costs. -But with the launch of [TensorFlow Lite for Microcontrollers](https://www.tensorflow.org/lite/microcontrollers), you can run machine learning inference on extremely low-power devices, like Arm Cortex-M series-based microcontrollers. You can deploy your ML models to the IoT devices themselves, bringing ML closer to your sensors, remove your reliance on a network connection, and skip the round trip to the server for lower latency. A primary benefit of doing local inference is that you're reducing your power consumption compared to transferring data over a wireless connection for instance. +But with the launch of [TensorFlow Lite for Microcontrollers](https://www.tensorflow.org/lite/microcontrollers), you can run machine learning inference on extremely low-power devices, like Arm Cortex-M series-based microcontrollers. You can deploy your ML models to the IoT devices themselves, bringing ML closer to your sensors, remove your reliance on a network connection, and skip the round trip to the server for lower latency whilst having the benefit of reducing your power consumption compared to transferring data over a wireless connection. This is especially exciting for IoT, because lower network use means lower power consumption. You can also better guarantee the security and privacy of your users, since you do not need to send data back to the cloud unless you know for sure that it is relevant. From 9c496e4d81bc43c0054165b715b0a7cf83160e15 Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Fri, 13 Nov 2020 11:28:37 +0000 Subject: [PATCH 13/27] Clarification as to why mbed config root is used --- docs/reference/TensorFlow.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index 188eb7bc98..8eb307c5c7 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -94,12 +94,12 @@ Here is what you will need to complete the guide: mbed deploy - mbed update mbed-os-6.3.0 + mbed update mbed-os-6.4.0 mbed compile -m K66F -t GCC_ARM --flash --sterm ``` - - + **Note**: The `mbed config root .` command is a non-standard method used by TensorFlow to initialize the project in the current directoy. The typical way for mbed projects to do this is with the use `mbed init`. + From 34bf7bb700ae5932ccd1820f1b861018bffa9d53 Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Fri, 13 Nov 2020 11:30:41 +0000 Subject: [PATCH 14/27] Missing word --- docs/reference/TensorFlow.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index 8eb307c5c7..7ce19f1d2b 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -98,7 +98,7 @@ Here is what you will need to complete the guide: mbed compile -m K66F -t GCC_ARM --flash --sterm ``` - **Note**: The `mbed config root .` command is a non-standard method used by TensorFlow to initialize the project in the current directoy. The typical way for mbed projects to do this is with the use `mbed init`. + **Note**: The `mbed config root .` command is a non-standard method used by TensorFlow to initialize the project in the current directoy. The typical way for mbed projects to do this is with the use of `mbed init`. From a1e98e834e5f8c3b39f00464e1735e0ec7d207e0 Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Fri, 13 Nov 2020 11:36:39 +0000 Subject: [PATCH 15/27] Removing Make version error We are putting the version in the prerequisites. --- docs/reference/TensorFlow.md | 8 -------- 1 file changed, 8 deletions(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index 7ce19f1d2b..eb4d6a2394 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -351,15 +351,7 @@ We have found some common errors that users face and have listed them here to he export PS1='> ' ``` -- Error: `Requires make version 3.82 or later (current is 3.81)` - If you encounter this error, install Brew and Make: - - ``` - ruby -e "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install)" - - brew install make - ``` - Error: `-bash: mbed: command not found` Your Mbed CLI installation isn't working properly. We recommend [using the installers](../build-tools/install-and-set-up.html). From 37ffa6a39ab63b29a63dbd8402984e417c848ffb Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Fri, 13 Nov 2020 13:10:47 +0000 Subject: [PATCH 16/27] Spelling mistake and wrong RespondToCommand info --- docs/reference/TensorFlow.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index eb4d6a2394..a06f3467fd 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -169,7 +169,7 @@ To solve this problem, our code runs inference as often as it can 1. Navigate back to the mbed directory: From 3a4df201e6eb60d4407e16d9c92d54fca322d156 Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Fri, 13 Nov 2020 13:23:22 +0000 Subject: [PATCH 18/27] Explaining the model size constant --- docs/reference/TensorFlow.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index 5861ba77d0..c419b18bf9 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -230,7 +230,7 @@ To save time, in this guide we skip the conversion step and instead download a c unsigned int tiny_conv_tflite_len = 18216; ``` - 1. Change the declaration to the following code, but do not change the number assigned to it, even if your number is different from the one in this guide: + 1. Change the declaration to the following code, but do not change the value assigned to it, as it is automatically generated to indicate the size of the model. Even if your number is different from the one in this guide:" ``` const int g_tiny_conv_micro_features_model_data_len = 18216; From adda305794bedd082719649c5c22c578cbb09594 Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Fri, 13 Nov 2020 13:27:22 +0000 Subject: [PATCH 19/27] adding the --flash and --sterm flags In reference to [this](https://github.com/ARMmbed/mbed-os-5-docs/pull/1369#discussion_r506128030) --- docs/reference/TensorFlow.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index c419b18bf9..e63e9a0fcc 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -280,7 +280,7 @@ If you build and run your code now, your ML model knows the words “up” and 1. Rebuilt the project: ``` - mbed compile -m K66F -t GCC_ARM + mbed compile -m K66F -t GCC_ARM --flash --sterm ``` 1. Copy the binary to the USB storage of the device, using the same method that you used earlier. From 97313a88cc2abf5eac60b0ba786ebf645439c442 Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Fri, 13 Nov 2020 13:31:09 +0000 Subject: [PATCH 20/27] Correct constant from Python script In reference to [this](https://github.com/ARMmbed/mbed-os-5-docs/pull/1369#discussion_r506127746) --- docs/reference/TensorFlow.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index e63e9a0fcc..48b25ef769 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -257,7 +257,7 @@ If you build and run your code now, your ML model knows the words “up” and }; ``` - The code uses this array to map the output of the model to the correct value. Because we specified our wanted_words as “up, down” in the training script, we should update this array to reflect these words in the same order. + The code uses this array to map the output of the model to the correct value. Because we specified our `WANTED_WORDS` as “up, down” in the training script, we should update this array to reflect these words in the same order. 1. Edit the code so that "up" replaces "yes" and "down" replaces "no": From 19144d413779334b8120ecf11a63967596356e04 Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Fri, 13 Nov 2020 13:40:12 +0000 Subject: [PATCH 21/27] Fixing file name changed in TensorFlow repo In reference to [this](https://github.com/ARMmbed/mbed-os-5-docs/pull/1369#discussion_r506127549) --- docs/reference/TensorFlow.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index 48b25ef769..ac810a7933 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -238,7 +238,7 @@ To save time, in this guide we skip the conversion step and instead download a c 1. Save the file. -1. Copy the `tiny_conv_micro_features_model_data.cc` file into the `tensorflow/tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed/tensorflow/lite/micro/examples/micro_speech/micro_features` directory. +1. Copy the `model.cc` file into the `tensorflow/tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed/tensorflow/lite/micro/examples/micro_speech/micro_features` directory. ## Modify the application code From aa73e65325059f97c9c668721237d9cd08340210 Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Fri, 13 Nov 2020 13:43:30 +0000 Subject: [PATCH 22/27] Removing comments In reference to [this suggested change](https://github.com/ARMmbed/mbed-os-5-docs/pull/1369#discussion_r506126637) --- docs/reference/TensorFlow.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index ac810a7933..3fcabd7763 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -165,7 +165,7 @@ The process of capturing one second of audio and converting it into a spectrogra The model was trained on the one-second samples of audio we saw above. In the training data, the word “yes” or “no” is spoken at the start of the sample, and the entire word is contained within that one-second. However, when the application is running, there is no guarantee that a user will begin speaking at the very beginning of our one-second sample. If the user starts saying “yes” at the end of the sample instead of the beginning, the model might not be able to understand the word. This is because the model uses the position of the features within the sample to help predict which word was spoken. -To solve this problem, our code runs inference as often as it can, depending on the speed of the device, and averages all of the results within a rolling 1000ms window. The code in the file [recognize_commands.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/recognize_commands.cc) performs this action. When the average for a given category in a set of predictions goes above the threshold, as defined in [recognize_commands.h](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/recognize_commands.h), we can assume a valid result. +To solve this problem, our code runs inference as often as it can, depending on the speed of the device, and averages all of the results within a rolling 1000ms window. The code in the file [recognize_commands.cc](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/recognize_commands.cc) performs this action. When the average for a given category in a set of predictions goes above the threshold, as defined in [recognize_commands.h](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/lite/micro/examples/micro_speech/recognize_commands.h), we can assume a valid result. ### Interpreting the results From 101e3cba3d1fa91cf8845a1ec2c79ac779c90896 Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Fri, 13 Nov 2020 13:47:00 +0000 Subject: [PATCH 23/27] Removed instruction to move binary to the board Instead we just use the --flash command again. In reference to [this](https://github.com/ARMmbed/mbed-os-5-docs/pull/1369#discussion_r506128080). --- docs/reference/TensorFlow.md | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index 3fcabd7763..73a6eb8281 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -277,13 +277,12 @@ If you build and run your code now, your ML model knows the words “up” and cd /tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed ``` -1. Rebuilt the project: +1. Rebuild the project: ``` mbed compile -m K66F -t GCC_ARM --flash --sterm ``` -1. Copy the binary to the USB storage of the device, using the same method that you used earlier. You can now say “up” and “down” to update the display. From c8e3aeca505c78f7c300a1b6598b18c35418a10c Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Fri, 13 Nov 2020 14:36:44 +0000 Subject: [PATCH 24/27] Fixing images link to make them local ./image/x --- docs/reference/TensorFlow.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index 73a6eb8281..7ecdaee8e2 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -143,7 +143,7 @@ While they are often applied to images, which are 2D grids of pixels, a convolut The following image is a visual representation of the audio. The network in our sample has learned which features in this image come together to represent a "yes", and which come together to represent a "no". -![Spectrogram of "yes" and "no"](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/spectogram2.jpeg?auto=compress,format&w=680&h=510&fit=max) +![Spectrogram of "yes" and "no"](./images/spectogram2.jpeg?auto=compress,format&w=680&h=510&fit=max) To generate this spectrogram, we use an interesting technique that is described in the next section. @@ -155,7 +155,7 @@ To create each row, we run a 30ms slice of audio input through a Fast Fourier tr To build the entire 2D array, we combine the results of running the Fast Fourier transform on 49 consecutive 30ms slices of audio, with each slice overlapping the last by 10ms, as illustrated below: -![Diagram of audio sampling](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/fft.jpeg?auto=compress,format&w=680&h=510&fit=max) +![Diagram of audio sampling](./images/fft.jpeg?auto=compress,format&w=680&h=510&fit=max) You can see how the 30ms sample window is moved forward by 20ms each time until it has covered the full one-second sample. The resulting spectrogram is passed into the convolutional model. @@ -190,7 +190,7 @@ We are going to use another pre-trained model to recognise “up” and “down To get a converted model that can run on the controller itself from the trained model, we need to run a conversion script: the [TensorFlow Lite converter](https://www.tensorflow.org/lite/convert). This tool makes our model as small and efficient as possible, and converts it to a TensorFlow Lite FlatBuffer. To reduce the size of the model, we used a technique called [quantization](https://www.tensorflow.org/lite/performance/post_training_quantization). All weights and activations in the model get converted from 32-bit floating point format to an 8-bit and fixed-point format, as you can see in the following command: -![Convert the model to the TensorFlow Lite format code](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/convert_model.png) +![Convert the model to the TensorFlow Lite format code](./images/convert_model.png) This conversion will not only reduce the size of the network traffic, but will also avoid the more computationally expensive floating points. @@ -310,7 +310,7 @@ We have found some common errors that users face and have listed them here to he - If your terminal is wrapping your text as show here: - ![Error prompt wrapping around line](https://raw.githubusercontent.com/COTASPAR/K66F/master/images/troubleshooting.png) + ![Error prompt wrapping around line](./images/troubleshooting.png) In your terminal, type: From 7bd97794fb5348e2316748cd8010e20d0bb3c96b Mon Sep 17 00:00:00 2001 From: Carlo Grisafi Date: Fri, 13 Nov 2020 16:18:32 +0000 Subject: [PATCH 25/27] Adding images folder --- docs/reference/images/Spectrogram-images.png | Bin 0 -> 5571 bytes docs/reference/images/convert_model.png | Bin 0 -> 31635 bytes docs/reference/images/fft.jpeg | Bin 0 -> 26441 bytes docs/reference/images/heard.png | Bin 0 -> 197897 bytes docs/reference/images/nxp_k66f_board.jpeg | Bin 0 -> 222818 bytes docs/reference/images/spectogram2.jpeg | Bin 0 -> 31405 bytes docs/reference/images/troubleshooting.png | Bin 0 -> 3259 bytes 7 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 docs/reference/images/Spectrogram-images.png create mode 100644 docs/reference/images/convert_model.png create mode 100644 docs/reference/images/fft.jpeg create mode 100644 docs/reference/images/heard.png create mode 100644 docs/reference/images/nxp_k66f_board.jpeg create mode 100644 docs/reference/images/spectogram2.jpeg create mode 100644 docs/reference/images/troubleshooting.png diff --git 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z>$JziQ^T6Iu?r^s`2Q2dc%Y-5AaS!GbOWcp)iANMQ1z~pQtBI{iF#zql%HRg Date: Fri, 13 Nov 2020 18:03:19 +0000 Subject: [PATCH 26/27] Fixed image links --- .../tf_convert_model.png} | Bin .../images/fft.jpeg => images/tf_fft.jpeg} | Bin .../tf_spectogram2.jpeg} | Bin .../tf_troubleshooting.png} | Bin docs/reference/TensorFlow.md | 8 ++++---- docs/reference/images/Spectrogram-images.png | Bin 5571 -> 0 bytes docs/reference/images/heard.png | Bin 197897 -> 0 bytes docs/reference/images/nxp_k66f_board.jpeg | Bin 222818 -> 0 bytes 8 files changed, 4 insertions(+), 4 deletions(-) rename docs/{reference/images/convert_model.png => images/tf_convert_model.png} (100%) rename docs/{reference/images/fft.jpeg => images/tf_fft.jpeg} (100%) rename docs/{reference/images/spectogram2.jpeg => images/tf_spectogram2.jpeg} (100%) rename docs/{reference/images/troubleshooting.png => images/tf_troubleshooting.png} (100%) delete mode 100644 docs/reference/images/Spectrogram-images.png delete mode 100644 docs/reference/images/heard.png delete mode 100644 docs/reference/images/nxp_k66f_board.jpeg diff --git a/docs/reference/images/convert_model.png b/docs/images/tf_convert_model.png similarity index 100% rename from docs/reference/images/convert_model.png rename to docs/images/tf_convert_model.png diff --git a/docs/reference/images/fft.jpeg b/docs/images/tf_fft.jpeg similarity index 100% rename from docs/reference/images/fft.jpeg rename to docs/images/tf_fft.jpeg diff --git a/docs/reference/images/spectogram2.jpeg b/docs/images/tf_spectogram2.jpeg similarity index 100% rename from docs/reference/images/spectogram2.jpeg rename to docs/images/tf_spectogram2.jpeg diff --git a/docs/reference/images/troubleshooting.png b/docs/images/tf_troubleshooting.png similarity index 100% rename from docs/reference/images/troubleshooting.png rename to docs/images/tf_troubleshooting.png diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index 7ecdaee8e2..9e1981edc9 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -143,7 +143,7 @@ While they are often applied to images, which are 2D grids of pixels, a convolut The following image is a visual representation of the audio. The network in our sample has learned which features in this image come together to represent a "yes", and which come together to represent a "no". -![Spectrogram of "yes" and "no"](./images/spectogram2.jpeg?auto=compress,format&w=680&h=510&fit=max) +![Spectrogram of "yes" and "no"](../images/tf_spectogram2.jpeg) To generate this spectrogram, we use an interesting technique that is described in the next section. @@ -155,7 +155,7 @@ To create each row, we run a 30ms slice of audio input through a Fast Fourier tr To build the entire 2D array, we combine the results of running the Fast Fourier transform on 49 consecutive 30ms slices of audio, with each slice overlapping the last by 10ms, as illustrated below: -![Diagram of audio sampling](./images/fft.jpeg?auto=compress,format&w=680&h=510&fit=max) +![Diagram of audio sampling](../images/tf_fft.jpeg) You can see how the 30ms sample window is moved forward by 20ms each time until it has covered the full one-second sample. The resulting spectrogram is passed into the convolutional model. @@ -190,7 +190,7 @@ We are going to use another pre-trained model to recognise “up” and “down To get a converted model that can run on the controller itself from the trained model, we need to run a conversion script: the [TensorFlow Lite converter](https://www.tensorflow.org/lite/convert). This tool makes our model as small and efficient as possible, and converts it to a TensorFlow Lite FlatBuffer. To reduce the size of the model, we used a technique called [quantization](https://www.tensorflow.org/lite/performance/post_training_quantization). All weights and activations in the model get converted from 32-bit floating point format to an 8-bit and fixed-point format, as you can see in the following command: -![Convert the model to the TensorFlow Lite format code](./images/convert_model.png) +![Convert the model to the TensorFlow Lite format code](../images/tf_convert_model.png) This conversion will not only reduce the size of the network traffic, but will also avoid the more computationally expensive floating points. @@ -310,7 +310,7 @@ We have found some common errors that users face and have listed them here to he - If your terminal is wrapping your text as show here: - ![Error prompt wrapping around line](./images/troubleshooting.png) + ![Error prompt wrapping around line](../images/tf_troubleshooting.png) In your terminal, type: diff --git a/docs/reference/images/Spectrogram-images.png b/docs/reference/images/Spectrogram-images.png deleted file mode 100644 index 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uFKP8$o|={DC1yb`Ns7;ZwOamfzn*{pZo+@R!CTb--h+SRJwW@j@IL^-|0G!e From 6e3b76ef55834a4c32f0e3c55ccc3b6281d41b4e Mon Sep 17 00:00:00 2001 From: Donatien Garnier Date: Fri, 13 Nov 2020 18:06:15 +0000 Subject: [PATCH 27/27] Removed inline comments --- docs/reference/TensorFlow.md | 10 ++-------- 1 file changed, 2 insertions(+), 8 deletions(-) diff --git a/docs/reference/TensorFlow.md b/docs/reference/TensorFlow.md index 9e1981edc9..503f0e1991 100644 --- a/docs/reference/TensorFlow.md +++ b/docs/reference/TensorFlow.md @@ -1,5 +1,4 @@ # Machine learning with TensorFlow and Mbed OS - As an IoT developer, you might think of machine learning as a server-side technology: sensors on your device capture data and send it to the cloud, where Machine Learning (ML) models on hefty machines make sense of it. A network connection is obligatory, and you are going to expect some latency, not to mention hosting costs. But with the launch of [TensorFlow Lite for Microcontrollers](https://www.tensorflow.org/lite/microcontrollers), you can run machine learning inference on extremely low-power devices, like Arm Cortex-M series-based microcontrollers. You can deploy your ML models to the IoT devices themselves, bringing ML closer to your sensors, remove your reliance on a network connection, and skip the round trip to the server for lower latency whilst having the benefit of reducing your power consumption compared to transferring data over a wireless connection. @@ -12,7 +11,6 @@ The guide has step by step instructions for installing and running the applicati ## Using the example application - **Important:** We recommend running the following commands from inside the Mbed CLI terminal that gets launched with the Mbed CLI Application. This is because it will be much quicker to set up, because it resolves all your environment dependencies automatically. ### Prerequisites @@ -75,8 +73,7 @@ Here is what you will need to complete the guide: make -f tensorflow/lite/micro/tools/make/Makefile TARGET=mbed TAGS="nxp_k66f" generate_micro_speech_mbed_project ``` - - + This creates a folder in `tensorflow/lite/micro/tools/make/gen/mbed_cortex-m4/prj/micro_speech/mbed` that contains the source and header files for the example application, Mbed OS driver files, and a README. 1. Navigate into the `mbed` folder: @@ -99,9 +96,6 @@ Here is what you will need to complete the guide: mbed compile -m K66F -t GCC_ARM --flash --sterm ``` **Note**: The `mbed config root .` command is a non-standard method used by TensorFlow to initialize the project in the current directoy. The typical way for mbed projects to do this is with the use of `mbed init`. - - - 1. Speak into the board's microphone: Saying "Yes" will print "Yes" and "No" will print "No" on the serial port: @@ -257,7 +251,7 @@ If you build and run your code now, your ML model knows the words “up” and }; ``` - The code uses this array to map the output of the model to the correct value. Because we specified our `WANTED_WORDS` as “up, down” in the training script, we should update this array to reflect these words in the same order. + The code uses this array to map the output of the model to the correct value. Because we specified our `WANTED_WORDS` as “up, down” in the training script, we should update this array to reflect these words in the same order. 1. Edit the code so that "up" replaces "yes" and "down" replaces "no":

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