Category Archives: Linux

Quick-n-dirty data acquisition with a Teensy 3.1

The Problem

I am working on a project that involves a Li-Ion battery charger. I’ve never built one of these circuits before and I wanted to test the battery over its entire charge-discharge cycle to make sure it wasn’t going to burst into flame because I set some resistor wrong. The battery itself is very tiny (100mAH, 2.5mm thick) and is going to be powering an extremely low-power circuit, hopefully over the course of many weeks between charges.

Battery Charger

Battery charger breadboard

After about 2 days of taking meter measurements every 6 hours or so to see what the voltage level had dropped to, I decided to try to automate this process. I had my trusty Teensy 3.1 lying around, so I thought that it should be pretty simple to turn it into a simple data logger, measuring the voltage at a very slow rate (maybe 1 measurement per 5 seconds). Thus was born the EZDAQ.

All code for this project is located in the repository at https://github.com/kcuzner/ezdaq

Setting up the Teensy 3.1 ADC

I’ve never used the ADC before on the Teensy 3.1. I don’t use the Teensy Cores HAL/Arduino Library because I find it more fun to twiddle the bits and write the makefiles myself. Of course, this also means that I don’t always get a project working within 30 minutes.

The ADC on the Teensy 3.1 (or the Kinetis MK20DX256) is capable of doing 16-bit conversions at 400-ish ksps. It is also quite complex and can do conversions in many different ways. It is one of the larger and more configurable peripherals on the device, probably rivaled only by the USB module. The module does not come pre-calibrated and requires a calibration cycle to be performed before its accuracy will match that specified in the datasheet. My initialization code is as follows:

Following the recommendations in the datasheet, I selected a clock that would bring the ADC clock speed down to <4MHz and turned on hardware averaging before starting the calibration. The calibration is initiated by setting a flag in ADC0_SC3 and when completed, the calibration results will be found in the several ADC0_CL* registers. I’m not 100% certain how this calibration works, but I believe what it is doing is computing some values which will trim some value in the SAR logic (probably something in the internal DAC) in order to shift the converted values into spec.

One thing to note is that I did not end up using the 16-bit conversion capability. I was a little rushed and was put off by the fact that I could not get it to use the full 0-65535 dynamic range of a 16-bit result variable. It was more like 0-10000. This made figuring out my “volts-per-value” value a little difficult. However, the 12-bit mode gave me 0-4095 with no problems whatsoever. Perhaps I’ll read a little further and figure out what is wrong with the way I was doing the 16-bit conversions, but for now 12 bits is more than sufficient. I’m just measuring some voltages.

Since I planned to measure the voltages coming off a Li-Ion battery, I needed to make sure I could handle the range of 3.0V-4.2V. Most of this is outside the Teensy’s ADC range (max is 3.3V), so I had to make myself a resistor divider attenuator (with a parallel capacitor for added stability). It might have been better to use some sort of active circuit, but this is supposed to be a quick and dirty DAQ. I’ll talk a little more about handling issues spawning from the use of this resistor divider in the section about the host software.

Quick and dirty USB device-side driver

For this project I used my device-side USB driver software that I wrote in this project. Since we are gathering data quite slowly, I figured that a simple control transfer should be enough to handle the requisite bandwidth.

I added a control request (0x01) which uses the wIndex (not to be confused with the cleaning product) value to select a channel to read. The host software can now issue a vendor control request 0x01, setting the wIndex value accordingly, and get the raw value last read from a particular analog channel. In order to keep things easy, I labeled the analog channels using the same format as the standard Teensy 3.1 layout. Thus, wIndex 0 corresponds to A0, wIndex 1 corresponds to A1, and so forth. The adc_get_value function reads the last read ADC value for a particular channel. Sampling is done by the ADC continuously, so the USB read doesn’t initiate a conversion or anything like that. It just reads what happened on the channel during the most recent conversion.

Host software

Since libusb is easy to use with Python, via PyUSB, I decided to write out the whole thing in Python. Originally I planned on some sort of fancy gui until I realized that it would far simpler just to output a CSV and use MATLAB or Excel to process the data. The software is simple enough that I can just put the entire thing here:

Basically, I just use the argparse module to take some command line inputs, find the device using PyUSB, and spit out the requested channel values in a CSV format to stdout every so often.

In addition to simply displaying the data, the program also processes the raw ADC values into some useful voltage values. I contemplated doing this on the device, but it was simpler to configure if I didn’t have to reflash it every time I wanted to make an adjustment. One thing this lets me do is a sort of calibration using the “attenuation” values that I put into the host. The idea with these values is to compensate for a voltage divider in front of the analog input in order so that I can measure higher voltages, even though the Teensy 3.1 only supports voltages up to 3.3V.

For example, if I plugged my 50%-ish resistor divider on channel A0 into 3.3V, I would run the following command:

We now have 1.799 for the “voltage” seen at the pin with an attenuation factor of 1. If we divide 1.799 by 3.3 we get 0.545 for our attenuation value. Now we run the following to get our newly calibrated value:

This process highlights an issue with using standard resistors. Unless the resistors are precision resistors, the values will not ever really match up very well. I used 4 1meg resistors to make two voltage dividers. One of them had about a 46% division and the other was close to 48%. Sure, those seem close, but in this circuit I needed to be accurate to at least 50mV. The difference between 46% and 48% is enough to throw this off. So, when doing something like this with trying to derive an input voltage after using an imprecise voltage divider, some form of calibration is definitely needed.

Conclusion

Battery Charger with EZDAQ

Battery Charger with EZDAQ Attached (don’t mind the O-Scope probes…those are for another test)

After hooking everything up and getting everything to run, it was fairly simple for me to take some two-channel measurements:

This will dump the output of my program into the charge.csv file (which is measuring the charge cycle on the battery). I will get samples every 5 seconds. Later, I can use this data to make sure my circuit is working properly and observe its behavior over long periods of time. While crude, this quick and dirty DAQ solution works quite well for my purposes.

Dev boards? Where we’re going we won’t need dev boards…

A complete tutorial for using an STM32 without a dev board

Introduction

STM32F103C8 Tray from eBay

STM32F103C8 Tray from eBay

About two years ago I started working with the Teensy 3.1 (which uses a Freescale Kinetis ARM-Cortex microcontroller) and I was super impressed with the ARM processor, both for its power and relative simplicity (it is not simple…its just relatively simple for the amount of power you get for the cost IMO). Almost all my projects before that point had consisted of AVRs and PICs (I’m in the AVR camp now), but now ARM-based microcontrollers had become serious contenders for something that I could go to instead. I soon began working on a small development board project also involving some Freescale Kinetis microcontrollers since those are what I have become the most familiar with. Sadly, I have had little success since I have been trying to make a programmer myself (the official one is a minimum of $200). During the course of this project I came across a LOT of STM32 stuff and it seemed that it was actually quite easy to set up. Lots of the projects used the STM32 Discovery and similar dev boards, which are a great tools and provide an easy introduction to ARM microcontrollers. However, my interest is more towards doing very bare metal development. Like soldering the chip to a board and hooking it up to a programmer. Who needs any of that dev board stuff? For some reason I just find doing embedded development without a development board absolutely fascinating. Some people might interpret doing things this way as a form of masochism. Perhaps I should start seeing a doctor…

Having seen how common the STM32 family was (both in dev boards and in commercial products) and noting that they were similarly priced to the Freescale Kinetis series, I looked in to exactly what I would need to program these, saw that the stuff was cheap, and bought it. After receiving my parts and soldering everything up, I plugged everything into my computer and had a program running on the STM32 in a matter of hours. Contrast that to a year spent trying to program a Kinetis KL26 with only partial success.

This post is a complete step-by-step tutorial on getting an STM32 microcontroller up and running without using a single dev board (breakout boards don’t count as dev boards for the purposes of this tutorial). I’m writing this because I could not find a standalone tutorial for doing this with an ARM microcontroller and I ended up having to piece it together bit by bit with a lot of googling. My objective is to walk you through the process of purchasing the appropriate parts, writing a small program, and uploading it to the microcontroller.

I make the following assumptions:

  • The reader is familiar with electronics and soldering.
  • The reader is familiar with flash-based microcontrollers in general (PIC, AVR, ARM, etc) and has programmed a few using a separate standalone programmer before.
  • The reader knows how to read a datasheet.
  • The reader knows C and is at least passingly familiar with the overall embedded build process of compilation-linking-flashing.
  • The reader knows about makefiles.
  • The reader is ridiculously excited about ARM microcontrollers and is strongly motivated to overlook any mistakes here and try this out for themselves (srsly tho…if you see a problem or have a suggestion, leave it in the comments. I really do appreciate feedback.)

All code, makefiles, and configuration stuff can be found in the project repository on github.

Project Repository: https://github.com/kcuzner/stm32f103c8-blink

Materials

You will require the following materials:

  • A computer running Linux. If you run Windows only, please don’t be dissuaded. I’m just lazy and don’t want to test this for Windows. It may require some finagling. Manufacturer support is actually better for Windows since they provide some interesting configuration and programming software that is Windows only…but who needs that stuff anyway?
  • A STLinkv2 Clone from eBay. Here’s one very similar to the one I bought. ~$3
  • Some STM32F103C8’s from eBay. Try going with the TQFP-48 package. Why this microcontroller? Because for some reason it is all over the place on eBay. I suspect that the lot I bought (and all of the ones on eBay) is probably not authentic from ST. I hear that Chinese STM32 clones abound nowadays. I got 10 for $12.80.
  • A breakout board for a TQFP-48 with 0.5mm pitch. Yes, you will need to solder surface mount. I found mine for $1. I’m sure you can find one for a similar price.
  • 4x 0.1uF capacitors for decoupling. Mine are surface mount in the 0603 package. These will be soldered creatively to the breakout board between the power pins to provide some decoupling since we will probably have wires flying all over. I had mine lying around in a parts bin, left over from my development board project. Digikey is great for getting these, but I’m sure you could find them on eBay or Amazon as well.
  • Some dupont wires for connecting the programmer to the STM32. You will need at least 4. These are the ones that are sold for Arduinos. These came with my programmer, but you may have some in your parts box. They are dang cheap on Amazon.
  • Regular wires.
  • An LED and a resistor.

I was able to acquire all of these parts for less than $20. Now, I did have stuff like the capacitors, led, resistor, and wires lying around in parts boxes, but those are quite cheap anyway.

Side note: Here is an excellent video by the EE guru Dave Jones on surface mount soldering if the prospect is less than palatable to you: https://www.youtube.com/watch?v=b9FC9fAlfQE

Step 1: Download the datasheets

Above we decided to use the STM32F103C8 ARM Cortex-M3 microcontroller in a TQFP-48 package. This microcontroller has so many peripherals its no wonder its the one all over eBay. I could see this microcontroller easily satisfying the requirements for all of my projects. Among other things it has:

  • 64K flash, 20K RAM
  • 72MHz capability with an internal PLL
  • USB
  • CAN
  • I2C & SPI
  • Lots of timers
  • Lots of PWM
  • Lots of GPIO

All this for ~$1.20/part no less! Of course, its like $6 on digikey, but for my purposes having an eBay-sourced part is just fine.

Ok, so when messing with any microcontroller we need to look at its datasheet to know where to plug stuff in. For almost all ARM Microcontrollers there will be no less than 2 datasheet-like documents you will need: The part datasheet and the family reference manual. The datasheet contains information such as the specific pinouts and electrical characteristics and the family reference manual contains the detailed information on how the microcontroller works (core and peripherals). These are both extremely important and will be indispensable for doing anything at all with one of these microcontrollers bare metal.

Find the STM32F103C8 datasheet and family reference manual here (datasheet is at the top of the page, reference manual is at the bottom): http://www.st.com/en/microcontrollers/stm32f103c8.html. They are also found in the “ref” folder of the repository.

Step 2: Figure out where to solder and do it

STM32F103C8 Pins of interest

STM32F103C8 Pins of interest

After getting the datasheet we need to solder the microcontroller down to the breakout board so that we can start working with it on a standard breadboard. If you prefer to go build your own PCB and all that (I usually do actually) then do that instead of this. However, you will still need to know which pins to hook up.

On the pin diagram posted here you will find the highlighted pins of interest for hooking this thing up. We need the following pins at a minimum:

  • Shown in Red/Blue: All power pins, VDD, VSS, AVDD, and AVSS. There are four pairs: 3 for the VDD/VSS and one AVDD/AVSS. The AVDD/AVSS pair is specifically used to power the analog/mixed signal circuitry and is separate to give us the opportunity to perform some additional filtering on those lines and remove supply noise induced by all the switching going on inside the microcontroller; an opportunity I won’t take for now.
  • Shown in Yellow/Green: The SWD (Serial Wire Debug) pins. These are used to connect to the STLinkV2 programmer that you purchased earlier. These can be used for so much more than just programming (debugging complete with breakpoints, for a start), but for now we will just use it to talk to the flash on the microcontroller.
  • Shown in Cyan: Two fun GPIOs to blink our LEDs with. I chose PB0 and PB1. You could choose others if you would like, but just make sure that they are actually GPIOs and not something unexpected.

Below you will find a picture of my breakout board. I soldered a couple extra pins since I want to experiment with USB.

STM32F103C8 Breakout

STM32F103C8 Breakout

Very important: You may notice that I have some little tiny capacitors (0.1uF) soldered between the power pins (the one on the top is the most visible in the picture). You need to mount your capacitors between each pair of VDD/VSS pins (including AVDD/AVSS). How you do this is completely up to you, but it must be done and they should be rather close to the microcontroller itself. If you don’t it is entirely possible that when the microcontroller first turns on and powers up (specifically at the first falling edge of the internal clock cycle), the inductance created by the flying power wires we have will create a voltage spike that will either cause a malfunction or damage. I’ve broken microcontrollers by forgetting the decoupling caps and I’m not eager to do it again.

Step 3: Connect the breadboard and programmer

Cheap STLinkV2 Clone

Cheap STLinkV2 Clone

Don’t do this with the programmer plugged in.

On the right you will see my STLinkV2 clone which I will use for this project. Barely visible is the pinout. We will need the following pins connected from the programmer onto our breadboard. These come off the header on the non-USB end of the programmer. Pinouts may vary. Double check your programmer!

  • 3.3V: We will be using the programmer to actually power the microcontroller since that is the simplest option. I believe this pin is Pin 7 on my header.
  • GND: Obviously we need the ground. On mine this was Pin 4.
  • SWDIO: This is the data for the SWD bus. Mine has this at Pin 2.
  • SWCLK: This is the clock for the SWD bus. Mine has this at Pin 6.

You may notice in the above picture that I have an IDC cable coming off my programmer rather than the dupont wires. I borrowed the cable from my AVR USBASP programmer since it was more available at the time rather than finding the dupont cables that came with the STLinkV2.

Next, we need to connect the following pins on the breadboard:

  • STM32 [A]VSS pins 8, 23, 35, and 47 connected to ground.
  • STM32 [A]VDD pins 9, 24, 36, and 48 connected to 3.3V.
  • STM32 pin 34 to SWDIO.
  • STM32 pin 37 to SWCLK.
  • STM32 PB0 pin 18 to a resistor connected to the anode of an LED. The cathode of the LED goes to ground. Pin 19 (PB1) can also be connected in a similar fashion if you should so choose.

Here is my breadboard setup:

STM32F103C8 Breadboard Setup

STM32F103C8 Breadboard Setup

Step 4: Download the STM32F1xx C headers

Project Repository: https://github.com/kcuzner/stm32f103c8-blink

Since we are going to write a program, we need the headers. These are part of the STM32CubeF1 library found here.

Visit the page and download the STM32CubeF1 zip file. It will ask for an email address. If you really don’t want to give them your email address, the necessary headers can be found in the project github repository.

Alternately, just clone the repository. You’ll miss all the fun of poking around the zip file, but sometimes doing less work is better.

The STM32CubeF1 zip file contains several components which are designed to help people get started quickly when programming STM32s. This is one thing that ST definitely does better than Freescale. It was so difficult to find the headers for the Kinetis microcontrollers that almost gave up at that point. Anyway, inside the zip file we are only interested in the following:

  • The contents of Drivers/CMSIS/Device/ST/STM32F1xx/Include. These headers contain the register definitions among other things which we will use in our program to reference the peripherals on the device.
  • Drivers/CMSIS/Device/ST/STM32F1xx/Source/Templates/gcc/startup_stm32f103xb.s. This contains the assembly code used to initialize the microcontroller immediately after reset. We could easily write this ourselves, but why reinvent the wheel?
  • Drivers/CMSIS/Device/ST/STM32F1xx/Source/Templates/system_stm32f1xx.c. This contains the common system startup routines referenced by the assembly file above.
  • Drivers/CMSIS/Device/ST/STM32F1xx/Source/Templates/gcc/linker/STM32F103XB_FLASH.ld. This is the linker script for the next model up of the microcontroller we have (we just have to change the “128K” to a “64K” near the beginning of the file in the MEMORY section (line 43 in my file) and we are good to go). This is used to tell the linker where to put all the parts of the program inside the microcontroller’s flash and RAM. Mine had a “0” on every blank line. If you see this in yours, delete those “0”s. They will cause errors.
  • The contents of Drivers/CMSIS/Include. These are the core header files for the ARM Cortex-M3 and the definitions contained therein are used in all the other header files we reference.

I copied all the files referenced above to various places in my project structure so they could be compiled into the final program. Please visit the repository for the exact locations and such. My objective with this tutorial isn’t really to talk too much about project structure, and so I think that’s best left as an exercise for the reader.

Step 5: Install the required software

We need to be able to compile the program and flash the resulting binary file to the microcontroller. In order to do this, we will require the following programs to be installed:

  • The arm-none-eabi toolchain. I use arch linux and had to install “arm-none-eabi-gcc”. On Ubuntu this is called “gcc-arm-none-eabi”. This is the cross-compiler for the ARM Cortex cores. The naming “none-eabi” comes from the fact that it is designed to compile for an environment where the program is the only thing running on the target processor. There is no underlying operating system talking to the application binary file (ABI = application binary interface, none-eabi = No ABI) in order to load it into memory and execute it. This means that it is ok with outputting raw binary executable programs. Contrast this with Linux which likes to use the ELF format (which is a part of an ABI specification) and the OS will interpret that file format and load the program from it.
  • arm-none-eabi binutils. In Arch the package is “arm-none-eabi-binutils”. In Ubuntu this is “binutils-arm-none-eabi”. This contains some utilities such as “objdump” and “objcopy” which we use to convert the output ELF format into the raw binary format we will use for flashing the microcontroller.
  • Make. We will be using a makefile, so obviously you will need make installed.
  • OpenOCD. I’m using 0.9.0, which I believe is available for both Arch and Ubuntu. This is the program that we will use to talk to the STLinkV2 which in turn talks to the microcontroller. While we are just going to use it to flash the microcontroller, it can be also used for debugging a program on the processor using gdb.

Once you have installed all of the above programs, you should be good to go for ARM development. As for an editor or IDE, I use vim. You can use whatever. It doesn’t matter really.

Step 6: Write and compile the program

Ok, so we need to write a program for this microcontroller. We are going to simply toggle on and off a GPIO pin (PB0). After reset, the processor uses the internal RC oscillator as its system clock and so it runs at a reasonable 8MHz or so I believe. There are a few steps that we need to go through in order to actually write to the GPIO, however:

  1. Enable the clock to PORTB. Most ARM microcontrollers, the STM32 included, have a clock gating system that actually turns off the clock to pretty much all peripherals after system reset. This is a power saving measure as it allows parts of the microcontroller to remain dormant and not consume power until needed. So, we need to turn on the GPIO port before we can use it.
  2. Set PB0 to a push-pull output. This microcontroller has many different options for the pins including analog input, an open-drain output, a push-pull output, and an alternate function (usually the output of a peripheral such as a timer PWM). We don’t want to run our LED open drain for now (though we certainly could), so we choose the push-pull output. Most microcontrollers have push-pull as the default method for driving their outputs.
  3. Toggle the output state on. Once we get to this point, it’s success! We can control the GPIO by just flipping a bit in a register.
  4. Toggle the output state off. Just like the previous step.

Here is my super-simple main program that does all of the above:

If we turn to our trusty family reference manual, we will see that the clock gating functionality is located in the Reset and Clock Control (RCC) module (section 7 of the manual). The gates to the various peripherals are sorted by the exact data bus they are connected to and have appropriately named registers. The PORTB module is located on the APB2 bus, and so we use the RCC->APB2ENR to turn on the clock for port B (section 7.3.7 of the manual).

The GPIO block is documented in section 9. We first talk to the low control register (CRL) which controls pins 0-7 of the 16-pin port. There are 4 bits per pin which describe the configuration grouped in to two 2-bit (see how many “2” sounding words I had there?) sections: The Mode and Configuration. The Mode sets the analog/input/output state and the Configuration handles the specifics of the particular mode. We have chosen output (Mode is 0b11) and the 50MHZ-capable output mode (Cfg is 0b00). I’m not fully sure what the 50MHz refers to yet, so I just kept it at 50MHz because that was the default value.

After talking to the CRL, we get to talk to the BSRR register. This register allows us to write a “1” to a bit in the register in order to either set or reset the pin’s output value. We start by writing to the BS0 bit to set PB0 high and then writing to the BR0 bit to reset PB0 low. Pretty straightfoward.

It’s not a complicated program. Half the battle is knowing where all the pieces fit. The STM32F1Cube zip file contains some examples which could prove quite revealing into the specifics on using the various peripherals on the device. In fact, it includes an entire hardware abstraction layer (HAL) which you could compile into your program if you wanted to. However, I have heard some bad things about it from a software engineering perspective (apparently it’s badly written and quite ugly). I’m sure it works, though.

So, the next step is to compile the program. See the makefile in the repository. Basically what we are going to do is first compile the main source file, the assembly file we pulled in from the STM32Cube library, and the C file we pulled in from the STM32Cube library. We will then link them using the linker script from the STM32Cube and then dump the output into a binary file.

The result of this makefile is that it will create a file called “bin/blink.bin” which contains our compiled program. We can then flash this to our microcontroller using openocd.

Step 7: Flashing the program to the microcontroller

Source for this step: https://github.com/rogerclarkmelbourne/Arduino_STM32/wiki/Programming-an-STM32F103XXX-with-a-generic-%22ST-Link-V2%22-programmer-from-Linux

This is the very last step. We get to do some openocd configuration. Firstly, we need to write a small configuration script that will tell openocd how to flash our program. Here it is:

Firstly, we init and halt the processor (reset halt). When the processor is first powered up, it is going to be running whatever program was previously flashed onto the microcontroller. We want to stop this execution before we overwrite the flash. Next we execute “flash write_image erase” which will first erase the flash memory (if needed) and then write our program to it. After writing the program, we then tell the processor to execute the program we just flashed (reset run) and we shutdown openocd.

Now, openocd requires knowledge of a few things. It first needs to know what programmer to use. Next, it needs to know what device is attached to the programmer. Both of these requirements must be satisfied before we can run our script above. We know that we have an stlinkv2 for a programmer and an stm32f1xx attached on the other end. It turns out that openocd actually comes with configuration files for these. On my installation these are located at “/usr/share/openocd/scripts/interface/stlink-v2.cfg” and “/usr/share/openocd/scripts/target/stm32f1x.cfg”, respectively. We can execute all three files (stlink, stm32f1, and our flashing routine (which I have named “openocd.cfg”)) with openocd as follows:

So, small sidenote: If we left off the “shutdown” command, openocd would actually continue running in “daemon” mode, listening for connections to it. If you wanted to use gdb to interact with the program running on the microcontroller, that is what you would use to do it. You would tell gdb that there is a “remote target” at port 3333 (or something like that). Openocd will be listening at that port and so when gdb starts talking to it and trying to issue debug commands, openocd will translate those through the STLinkV2 and send back the translated responses from the microcontroller. Isn’t that sick?

In the makefile earlier, I actually made this the “install” target, so running “sudo make install” will actually flash the microcontroller. Here is my output from that command for your reference:

After doing that I saw the following awesomeness:

STM32F103C8 with LED turned on

STM32F103C8 with LED turned on

Wooo!!! The LED blinks! At this point, you have successfully flashed an ARM Cortex-M3 microcontroller with little more than a cheap programmer from eBay, a breakout board, and a few stray wires. Feel happy about yourself.

Conclusion

For me, this marks the end of one journey and the beginning of another. I can now feel free to experiment with ARM microcontrollers without having to worry about ruining a nice shiny development board. I can buy a obscenely powerful $1 STM32 microcontroller from eBay and put it into any project I want. If I were to try to do that with AVRs, I would be stuck with the ultra-low-end 8-pin ATTiny13A since that’s about it for ~$1 AVR eBay offerings (don’t worry…I’ve got plenty of ATMega328PB’s…though they weren’t $1). I sincerely hope that you found this tutorial useful and that it might serve as a springboard for doing your own dev board-free ARM development.

If you have any questions or comments (or want to let me know about any errors I may have made), let me know in the comments section here. I will try my best to help you out, although I can’t always find the time to address every issue.

Teensy 3.1 bare metal: Writing a USB driver

One of the things that has intrigued me for the past couple years is making embedded USB devices. It’s an industry standard bus that just about any piece of computing hardware can connect with yet is complex enough that doing it yourself is a bit of a chore.

Traditionally I have used the work of others, mainly the V-USB driver for AVR, to get my devices connected. Lately I have been messing around more with the ARM processor on a Teensy 3.1 which has an integrated USB module. The last microcontrollers I used that had these were the PIC18F4550s that I used in my dot matrix project. Even with those, I used microchip’s library and drivers.

Teensy 3.1

Teensy 3.1

Over the thanksgiving break I started cobbling together some software with the intent of writing a driver for the USB module in the Teensy myself. I started originally with my bare metal stuff, but I ended up going with something closer to Karl Lunt’s solution. I configured code::blocks to use the arm-none-eabi compiler that I had installed and created a code blocks project for my code and used that to build it (with a post-compile event translating the generated elf file into a hex file).

This is a work in progress and the git repository will be updated as things progress since it’s not a dedicated demonstration of the USB driver.

The github repository here will be eventually turned in to a really really rudimentary 500-800ksps oscilloscope.

The code: https://github.com/kcuzner/teensy-oscilloscope

The code for this post was taken from the following commit:

https://github.com/kcuzner/teensy-oscilloscope/tree/9a5a4c9108717cfec0174709a72edeab93fcf2b8

At the end of this post, I will have outlined all of the pieces needed to have a simple USB device setup that responds with a descriptor on endpoint 0.

Contents

USB Basics

The Freescale K20 Family and their USB module

Part 1: The clocks

Part 2: The startup sequence

Part 3: The interrupt handler state machine

Part 4: Token processing & descriptors

Where to go from here

Conclusion

USB Basics

I will actually not be talking about these here as I am most definitely no expert. However, I will point to the page that I found most helpful when writing this:

http://www.usbmadesimple.co.uk/index.html

This site explained very clearly exactly what was going on with USB. Coupled with my previous knowledge, it was almost all I needed in terms of getting the protocol.

The Freescale K20 Family and their USB module

The one thing that I don’t like about all of these great microcontrollers that come out with USB support is that all of them have their very own special USB module which doesn’t work like anyone else. Sure, there are similarities, but there are no two exactly alike. Since I have a Teensy and the K20 family of microcontrollers seem to be relatively popular, I don’t feel bad about writing such specific software.

There are two documents I found to be essential to writing this driver:

  1. The family manual. Getting a correct version for the MK20DX256VLH7 (the processor on the Teensy) can be a pain. PJRC comes to the rescue here: http://www.pjrc.com/teensy/K20P64M72SF1RM.pdf (note, the Teensies based on the MK20DX128VLH5 use a different manual)
  2. The Kinetis Peripheral Module Quick Reference: http://cache.freescale.com/files/32bit/doc/quick_ref_guide/KQRUG.pdf. This specifies the initialization sequence and other things that will be needed for the module.

There are a few essential parts to understand about the USB module:

  • It needs a specific memory layout. Since it doesn’t have any dedicated user-accessible memory, it requires that the user specify where things should be. There are specific valid locations for its Buffer Descriptor Table (more on that later) and the endpoint buffers. The last one bit me for several days until I figured it out.
  • It has several different clock inputs and all of them must be enabled. Identifying the different signals is the most difficult part. After that, its not hard.
  • The module only handles the electrical aspect of things. It doesn’t handle sending descriptors or anything like that. The only real things it handles are the signaling levels, responding to USB packets in a valid manner, and routing data into buffers by endpoint. Other than that, its all user software.
  • The module can act as both a host (USB On-the-go (OTG)) and a device. We will be exclusively focusing on using it as a device here.

In writing this, I must confess that I looked quite a lot at the Teensyduino code along with the V-USB driver code (even though V-USB is for AVR and is pure software). Without these “references”, this would have been a very difficult project. Much of the structure found in the last to parts of this document reflects the Teensyduino USB driver since they did it quite efficiently and I didn’t spend a lot of time coming up with a “better” way to do it, given the scope of this project. I will likely make more changes as I customize it for my end use-case.

Part 1: The clocks

The K20 family of microcontrollers utilizes a miraculous hardware module which they call the “Multipurpose Clock Generator” (hereafter called the MCG). This is a module which basically allows the microcontroller to take any clock input between a few kilohertz and several megahertz and transform it into a higher frequency clock source that the microcontroller can actually use. This is how the Teensy can have a rated speed of 96Mhz but only use a 16Mhz crystal. The configuration that this project uses is the Phase Locked Loop (PLL) from the high speed crystal source. The exact setup of this configuration is done by the sysinit code.

The PLL operates by using a divider-multiplier setup where we give it a divisor to divide the input clock frequency by and then a multiplier to multiply that result by to give us the final clock speed. After that, it heads into the System Integration Module (SIM) which distributes the clock. Since the Teensy uses a 16Mhz crystal and we need a 96Mhz system clock (the reason will become apparent shortly), we set our divisor to 4 and our multiplier to 24 (see common.h). If the other type of Teensy 3 is being used (the one with the MK20DX128VLH5), the divisor would be 8 and the multiplier 36 to give us 72Mhz.

Every module on a K20 microcontroller has a gate on its clock. This saves power since there are many modules on the microcontroller that are not being used in any given application. Distributing the clock to each of these is expensive in terms of power and would be wasted if that module wasn’t used. The SIM handles this gating in the SIM_SCGC* registers. Before using any module, its clock gate must be enabled. If this is not done, the microcontroller will “crash” and stop executing when it tries to talk to the module registers (I think a handler for this can be specified, but I’m not sure). I had this happen once or twice while messing with this. So, the first step is to “turn on” the USB module by setting the appropriate bit in SIM_SCGC4 (per the family manual mentioned above, page 252):

Now, the USB module is a bit different than the other modules. In addition to the module clock it needs a reference clock for USB. The USB module requires that this reference clock be at 48Mhz. There are two sources for this clock: an internal source generated by the MCG/SIM or an external source from a pin. We will use the internal source:

The first line here selects that the USB reference clock will come from an internal source. It also specifies that the internal source will be using the output from the PLL in the MCG (the other option is the FLL (frequency lock loop), which we are not using). The second line sets the divider needed to give us 48Mhz from the PLL clock. Once again there are two values: The divider and the multiplier. The multiplier can only be 1 or 2 and the divider can be anywhere from 1 to 16. Since we have a 96Mhz clock, we simply divide by 2 (the value passed is a 1 since 0 = “divide by 1”, 1 = “divide by 2”, etc). If we were using the 72Mhz clock, we would first multiply by 2 before dividing by 3.

With that, the clock to the USB module has been activated and the module can now be initialized.

Part 2: The startup sequence

The Peripheral Module Quick Reference guide mentioned earlier contains a flowchart which outlines the exact sequence needed to initialize the USB module to act as a device. I don’t know if I can copy it here (yay copyright!), but it can be found on page 134, figure 15-6. There is another flowchart specifying the initialization sequence for using the module as a host.

Our startup sequence goes as follows:

The first two steps were covered in the last section. The next one is relatively straightfoward: We ask the module to perform a “reset” on itself. This places the module to its initial state which allows us to configure it as needed. I don’t know if the while loop is necessary since the manual says that the reset bit always reads low and it only says we must “wait two USB clock cycles”. In any case, enough of a wait seems to be executed by the above code to allow it to reset properly.

The next section (4: Set BDT base registers) requires some explanation. Since the USB module doesn’t have a dedicated memory block, we have to provide it. The BDT is the “Buffer Descriptor Table” and contains 16 * 4 entries that look like so:

“desc” is a descriptor for the buffer and “addr” is the address of the buffer. The exact bits of the “desc” are explained in the manual (p. 971, Table 41-4), but they basically specify ownership of the buffer (user program or USB module) and the USB token that generated the data in the buffer (if applicable).

Each entry in the BDT corresponds to one of 4 buffers in one of the 16 USB endpoints: The RX even, RX odd, TX even, and TX odd. The RX and TX are pretty self explanatory…the module needs somewhere to read the data its going to send and somewhere to write the data it just received. The even and odd are a configuration that I have seen before in the PIC 18F4550 USB module: Ping-pong buffers. While one buffer is being sent/received by the module, the other can be in use by user code reading/writing (ping). When the user code is done with its buffers, it swaps buffers, giving the usb module control over the ones it was just using (pong). This allows seamless communication between the host and the device and minimizes the need for copying data between buffers. I have declared the BDT in my code as follows:

One caveat of the BDT is that it must be aligned with a 512-byte boundary in memory. Our code above showed that only 3 bytes of the 4 byte address of “table” are passed to the module. This is because the last byte is basically the index along the table (the specification of this is found in section 41.4.3, page 970 of the manual). The #define directly above the declaration is a helper macro for referencing entries in the table for specific endpoints (this is used later in the interrupt). Now, accomplishing this boundary alignment requires some modification of the linker script. Before this, I had never had any need to modify a linker script. We basically need to create a special area of memory (in the above, it is called “.usbdescriptortable” and the attribute declaration tells the compiler to place that variable’s reference inside of it) which is aligned to a 512-byte boundary in RAM. I declared mine like so:

The position of this in the file is mildly important, so looking at the full linker script would probably be good. This particular declaration I more or less lifted from the Teensyduino linker script, with some changes to make it fit into my linker script.

Steps 5-6 set up the interrupts. There is only one USB interrupt, but there are two registers of flags. We first reset all of the flags. Interestingly, to reset a flag we write back a ‘1’ to the particular flag bit. This has the effect of being able to set a flag register to itself to reset all of the flags since a flag bit is ‘1’ when it is triggered. After resetting the flags, we enable the interrupt in the NVIC (Nested Vector Interrupt Controller). I won’t discuss the NVIC much, but it is a fairly complex piece of hardware. It has support for lots and lots of interrupts (over 100) and separate priorities for each one. I don’t have reliable code for setting interrupt priorities yet, but eventually I’ll get around to messing with that. The “enable_irq()” call is a function that is provided in arm_cm4.c and all that it does is enable the interrupt specified by the passed vector number. These numbers are specified in the datasheet, but we have a #define specified in the mk20d7 header file (warning! 12000 lines ahead) which gives us the number.

The very last step in initialization is to set the internal pullup on D+. According to the USB specification, a pullup on D- specifies a low speed device (1.2Mbit/s) and a pullup on D+ specifies a full speed device (12Mbit/s). We want to use the higher speed grade. The Kinetis USB module does not support high speed (480Mbit/s) mode.

Part 3: The interrupt handler state machine

The USB protocol can be interpreted in the context of a state machine with each call to the interrupt being a “tick” in the machine. The interrupt handler must process all of the flags to determine what happened and where to go from there.

The above code will be executed whenever the IRQ for the USB module fires. This function is set up in the crt0.S file, but with a weak reference, allowing us to override it easily by simply defining a function called USBOTG_IRQHandler. We then proceed to handle all of the USB interrupt flags. If we don’t handle all of the flags, the interrupt will execute again, giving us the opportunity to fully process all of them.

Reading through the code is should be obvious that I have not done much with many of the flags, including USB sleep, errors, and stall. For the purposes of this super simple driver, we really only care about USB resets and USB token decoding.

The very first interrupt that we care about which will be called when we connect the USB device to a host is the Reset. The host performs this by bringing both data lines low for a certain period of time (read the USB basics stuff for more information). When we do this, we need to reset our USB state into its initial and ready state. We do a couple things in sequence:

  1. Initialize the buffers for endpoint 0. We set the RX buffers to point to some static variables we have defined which are simply uint8_t arrays of length “ENDP0_SIZE”. The TX buffers are reset to null since nothing is going to be transmitted. One thing to note is that the ODDRST bit is flipped on in the USB0_CTL register. This is very important since it “syncronizes” the USB module with our code in terms of knowing whether the even or odd buffer should be used next for transmitting. When we do ODDRST, it sets the next buffer to be used to be the even buffer. We have a “user-space” flag (endp0_odd) which we reset at the same time so that we stay in sync with the buffer that the USB module is going to use.
  2. We enable endpoint 0. Specifically, we say that it can transmit, receive, and handshake. Enabled endpoints always handshake, but endpoints can either send, receive, or both. Endpoint 0 is specified as a reading and writing endpoint in the USB specification. All of the other endpoints are device-specific.
  3. We clear all of the interrupts. If this is a reset we obviously won’t be doing much else.
  4. Set our USB address to 0. Each device on the USB bus gets an address between 0 and 127. Endpoint 0 is reserved for devices that haven’t been assigned an address yet (i.e. have been reset), so that becomes our address. We will receive an address later via a command sent to endpoint 0.
  5. Activate all necessary interrupts. In the previous part where we discussed the initialization sequence we only enabled the reset interrupt. After being reset, we get to enable all of the interrupts that we will need to be able to process USB events.

After a reset the USB module will begin decoding tokens. While there are a couple different types of tokens, the USB module has a single interrupt for all of them. When a token is decoded the module gives us information about what endpoint the token was for and what BDT entry should be used. This information is contained in the USB0_STAT register.

The exact method for processing these tokens is up to the individual developer. My choice for the moment was to make a dynamic jump table of sorts which stores 16 function pointers which will be called in order to process the tokens. Initially, these pointers point to dummy functions that do nothing. The code for the endpoint 0 handler will be discussed in the next section.

Our code here uses USB0_STAT to determine which endpoint the token was decoded for, finds the appropriate function pointer, and calls it with the value of USB0_STAT.

Part 4: Token processing & descriptors

This is one part of the driver that isn’t something that must be done a certain way, but however it is done, it must accomplish the task correctly. My super-simple driver processes this in two stages: Processing the token type and processing the token itself.

As mentioned in the previous section, I had a handler for each endpoint that would be called after a token was decoded. The handler for endpoint 0 is as follows:

The very first step in handling a token is determining the buffer which contains the data for the token transmitted. This is done by the first statement which finds the appropriate address for the buffer in the table using the BDT_INDEX macro which simply implements the addressing form found in Figure 41-3 in the family manual.

After determining where the data received is located, we need to determine which token exactly was decoded. We only do things with four of the tokens. Right now, if a token comes through that we don’t understand, we don’t really do anything. My thought is that I should be initiating an endpoint stall, but I haven’t seen anywhere that specifies what exactly I should do for an unrecognized token.

The main token that we care about with endpoint 0 is the SETUP token. The data attached to this token will be in the format described by setup_t, so the first step is that we dereference and cast the buffer into which the data was loaded into a setup_t. This token will be stored statically since we need to look at it again for tokens that follow, especially in the case of the IN token following the request to be assigned an address.

One part of processing a setup token that tripped me up for a while was what the next DATA state should be. The USB standard specifies that the data in a frame is either marked DATA0 or DATA1 and it alternates by frame. This information is stored in a flag that the USB module will read from the first 4 bytes of the BDT (the “desc” field). Immediately following a SETUP token, the next DATA transmitted must be a DATA1.

After this, the setup function is run (more on that next) and as a final step, the USB module is “unfrozen”. Whenever a token is being processed, the USB module “freezes” so that processing can occur. While I haven’t yet read enough documentation on the subject, it seems to me that this is to give the user program some time to actually handle a token before the USB module decodes another one. I’m not sure what happens if the user program takes to long, but I imagine some error flag will go off.

The guts of handling a SETUP request are as follows:

This is the part that took me the longest once I managed to get the module talking. Handling of SETUP tokens on endpoint 0 must be done in a rather exact fashion and the slightest mistake gives some very cryptic errors.

This is a very very very minimalistic setup token handler and is not by any means complete. It does only what is necessary to get the computer to see the device successfully read its descriptors. There is no functionality for actually doing things with the USB device. Most of the space is devoted to actually returning the various descriptors. In this example, the descriptor is for a device with a single configuration and a single interface which uses no additional endpoints. In a real device, this would almost certainly not be the case (unless one uses V-USB…this is how V-USB sets up their device if no other endpoints are compiled in).

The SETUP packet comes with a “request” and a “type”. We process these as one word for simplicity. The above shows only the necessary commands to actually get this thing to connect to a Linux machine running the standard USB drivers that come with the kernel. I have not tested it on Windows and it may require some modification to work since it doesn’t implement all of the necessary functionality. A description of the functionality follows:

  • Set address (0x0500): This is a very simple command. All it does is wait for the next IN token. Upon receipt of this token, the address is considered “committed” and the USB module is told of its new address (see the endpoint 0 handler function above (not the setup handler)).
  • Set configuration (0x0900): This command can be complex, but I have stripped it down for the purposes of this example. Normally, during this command the USB module would be set up with all the requisite BDT entries for the endpoints described by the selected configuration. Since we only have one possible configuration and it doesn’t use any additional endpoints, we basically do nothing. Once I start added other endpoints to this, all of the setup for those endpoints will go in here. This is the equivalent of the RESET handler for non-zero endpoints in terms of the operations that occur. If the Set Interface command was implemented, it would have similar functionality. More about this command can be read in the referenced USB basics website.
  • Get descriptor (0x0680, 0x0681): In reality, this is two commands: Get descriptor and get interface. However, due to the structure we have chosen in storing the descriptors, these two commands can be merged. This is the most complex part of this particular driver and is influenced heavily by the way things are done with the Teensyduino driver since I thought they had a very efficient pattern. Basically, it uses the wIndex and wValue to find a pointer to some data to return, whether that be the device descriptor, the configuration descriptor, a string, or something else. In our case, we have only the device descriptor and the configuration descriptor. Adding a string would be trivial, however, and the exact wIndex and wValue combination for that is described in the USB basics. The wIndex for strings matches with any of the several i* (iManufacturer, iProduct, etc) which may be specified.
  • default: When an unrecognized command is received, we enter a stall. This is basically the USB way of saying “uhh…I don’t know what to do here” and requires the host to un-stall the endpoint before it can continue. From what I gather, there isn’t really much the user code has to do other than declare that a stall has occurred. The USB module seems to take care of the rest of that.

After handling a command and determining that it isn’t a stall, the transmission is set up. At the moment, I only have transmission set up for a maximum of 64 bytes. In reality, this is limited by the wLength transmitted with the setup packet (note the if statement before the call to usb_endp0_transmit), but as far as I have seen this is generally the same as the length of the endpoint (I could be very wrong here…so watch out for that one). However, it would be fairly straightfoward to allow it to transmit more bytes: Upon receipt of an IN token, just check if we have reached the end of what we are supposed to transmit. If not, point the next TX buffer to the correct starting point and subtract the endpoint size from the remaining length until we have transmitted all of the bytes. Although the endpoint size is 64 bytes, it is easy to transmit much more than that; it just takes multiple IN requests. The data length is given by the descriptors, so the host can determine when to stop sending IN requests.

During transmission, both the even and data flags are toggled. This ensures that we are always using the correct TX buffer (even/odd) and the DATA flag transmitted is valid.

The descriptors are the one part that can’t really be screwed up here. Screwing up the descriptors causes interesting errors when the host tries to communicate. I did not like how the “reference” usb drivers I looked at generally defined descriptors: They used a char array. This works very well for the case where there are a variable number of entries in the descriptor, but for my purposes I decided to use named structs so that I could match the values I had specified on my device to values I read from the host machine without resorting to counting bytes in the array. It’s simply for easier reading and doesn’t really give much more than that. It may even be more error prone because I am relying on the compiler packing the struct into memory in the correct order for transmission and in later versions I may end up using the char array method.

I won’t delve into a long and drawn out description of what the USB descriptor has in it, but I will give a few points:

  • In Linux, the device descriptor is requested first and then the configuration descriptor after that. They are two separate commands, hence the two separate descriptor entries in my descriptor table.
  • The device descriptor must NOT be “const”. For my compiler at least, this causes it to be placed into flash which, while a perfectly valid memory address that in general can be read, is inaccessible to the USB module. I spent a long time banging my head on this one saying “but it should work! why doesn’t it work???” Moral of the story: Anything that is pointed to by a BDT entry (transmit buffers, receive buffers) must be located in main RAM, not in the flash. It must not be const.
  • A device must have at least one configuration. Linux, at least, didn’t seem to like it very much when there were zero configurations and would put lots of errors into my log.
  • The configuration needs to have at least one interface. Specifying no interfaces caused the same problems as not specifying any configurations.
  • The configuration indices (bConfigurationValue) are 1-based and the interface indices (bInterfaceNumber) are zero based. I haven’t fooled around with these enough to test the veracity of this claim fully, but it was the only configuration that I managed to get things working in.
  • The length values are very important. If these are not correct, the host will have some serious troubles reading the descriptors. I spend a while troubleshooting these. The main one to make sure of is the wTotalLength value in the configuration descriptor. Most of the others are pretty much always going to be the same.

Where to go from here

The driver I have implemented leaves much to be desired. This isn’t meant to be a fully featured driver. Instead, its meant to be something of an introduction to getting the USB module to work on the bare metal without the support of some external dependency. A few things that would definitely need to be implemented are:

  • The full set of commands for the endpoint 0 SETUP token processing
  • A more expansive configuration that allows for having some bulk endpoints for sending data. The 64-byte limitation of packet size for endpoint 0 can cause some issues when attempting to actually utilize the full 12Mbit/s bandwidth. The USB protocol does actually add overhead and the less times that a token has to be invoked, the better.
  • Strings in the configuration. Right now, the configuration is essentially “blank” because it uses a shared VID/PID and doesn’t specify a manufacturer, product, or serial number. It would be rather hard to identify this device using libusb on a system with multiple devices using that VID/PID combination.
  • Real error handling. Right now, the interrupt basically ignores the errors. In a real application, these would need to be handled.
  • A better structure. I am not a real fan of how I have structured this, but my idea was to make it “expandable” without needing to recompile usb.c every time a change was made. It doesn’t achieve that yet, but in future iterations I hope to have a relatively portable usb driver module that I can port to other projects without modification, placing the other device-specific things into another, mimimalistic, file.

Conclusion

I can only hope that this discussion has been helpful. I spent a long time reading documentation, writing code, smashing my keyboard, and figuring things out and I would like to see that someone else could benefit from this. I hope as I learn more about using the modules on my Teensy that I will become more competent in understanding how many of the systems I rely on on a daily basis function.

The code I have included above isn’t always complete, so I would definitely recommend actually reading the code in the repository referenced at the beginning of this article.

If there are any mistakes in the above, please let me know in the comments or shoot me an email.

Teensy 3.1 Bare-Metal

Introduction

A couple of weeks ago I saw a link on hackaday to an article by Karl Lunt about using the Teensy 3.1 without the Arduino IDE and building for the bare metal. I was very intrigued as the Arduino IDE was my only major beef with developing stuff for the Teensy 3.1 and I wanted to be able to do things without having to use the IDE. I read through the article and although it was geared towards windows, I decided to try to adapt it to my development style. There were a few things I wanted to do:

  • No additional code dependencies other than the teensyduino installation which I already had
  • Use local binaries for compilation, not the ones included with teensyduino (it just felt uncomfortable to use theirs)
  • Separation of src, obj, and bin directories
  • Mixture of c and cpp files in the src directory
  • Not needing to explicitly list the files in the src directory to compile
  • Selective inclusion of features from the teensyduino installation

I have very little experience writing more complex Makefiles. When I say “complex” I am referring to makefiles which have the src, obj, bin separation and pull in objects from multiple sources. While this may not seem complex to many people, its something I have very little experience actually doing by hand (I would normally use a generator of some sort).

I’m writing this in the hope that those without mad Makefile skills, such as myself, can liberate themselves from the Arduino IDE when developing for an awesome platform like the Teensy 3.1.

All code for this example can be found here: https://github.com/kcuzner/teensy31-blinky-bare-metal

Prerequisites

As my first order of business, I located the arm-none-eabi binaries for my linux distribution. These can also be found for Windows as noted in Karl Lunt’s article. Random sidenote: I found this description of why arm-none-eabi is called arm-none-eabi. Very informative. Anyway, for those who run archlinux, the following packages are needed:

  • arm-none-eabi-gcc (contains the compilers)
  • arm-none-eabi-binutils (contains the linker, objdump, and other things for manipulating the binaries into hex files)
  • make (we are using a makefile…)

Hopefully this gives a bit of a hint on what packages may need to be installed on other systems. For Windows, the compiler is here and make can be found here or by googling around. I haven’t tested any of this on Windows and would advocate using Linux for this, but it shouldn’t be hard to modify the Makefile for Windows.

My Flow

For C and C++ development I have a particular flow that I like to follow. This is heavily influenced by my usage of Code::Blocks and Visual Studio. I like to have a src directory where I put all of my sources, an include directory where I put all of my headers, an obj directory for all the obj, d, & lst files, and a bin directory for my executable output. I’ve always had such a hard time with raw Makefiles because I could never quite get that directory structure working. I was never quite satisfied with my feeble Makefile attempts which ended up placing the object files in the root directory where the sources had to be. This Makefile represents my first time I was ever able to actually have a real bin, obj, src structure that works.

Compiling object files to obj & looking in src for source

A working description of this can be found in the Makefile in my github repository I mentioned earlier.

Makefiles work by defining a series of “targets” which have “dependencies”. Every dependency can also be the name of a target and a target may have multiple ways of being resolved (this I never realized before). So, here is the parts of the Makefile which enable searching in src for both c and cpp and doing specific actions for each, comping them into the obj directory:

Each section above has a specific purpose and the order can be rather important. The first part uses $(wildcard …) to pick up all of the C++ and C files. The CPP_FILES variable, for example, will become “src/file1.cpp src/file2.cpp src/etc.cpp” if we had “file1.cpp”, “file2.cpp” and “etc.cpp” in the src directory. Similarly, the C_FILES would pick up any files in src with a c file extension. Next, the filenames are transformed into object filenames living in the obj directory. This is done by first changing the file extension of the files to .o using the $(CPP_FILES:.cpp=.o) or $(C_FILES:.c=.o) syntax. However, these files still look like they are in the src directory (e.g. src/file1.o) so the directory is next stripped off each file using $(nodir…). Removing the directory doesn’t allow for a nested src directory, but that wasn’t one of our objectives here. At this point, the files are just names with no directories (e.g. file1.o) and so the last step is to change them to live in the obj directory using $(addprefix $(OBJDIR)/,..). This completes our transformation, populating OBJ_FILES to look like “obj/file1.o obj/file2.o” etc.

The next part is where we take that list of object files and use them as dependencies for a target. Targets are defined by <target name>: <dependency list> followed by a list of commands to execute after resolving the dependencies. IMPORTANT: The list of commands needs to be indented by a tab (t) character. Spaces will not work (it will say something like “missing separator” with a line number). A target is anything that we pass into make. The default target is ‘all’. The “dependencies” are files which much be “up to date” before the target is run.

In our example, we use $(OBJ_FILES) as a dependency of “$(OUTPUTDIR)/$(PROJECT).elf” which is required as a dependency of “build”. This tells make that when we run “make build”, it needs to try to resolve the dependency of “bin/<project>.elf” which in turn needs to resolve “obj/file1.o”, “obj/file2.o”, and “obj/etc.o” (going from our example in the previous paragraph). This is where the next couple targets come in. A target will only be executed if it can find some rule to resolve all of the dependencies. We will use “obj/file1.o” as an example here. There are 2 targets with that name, actually: “$(OBJDIR)/%.o: $(SRCDIR)/%.c” and “$(OBJDIR)/%.o: $(SRCDIR)/%.cpp”. It would be good to note that the target names here the exact same even though the dependencies are different. Now, how does “$(OBJDIR)%.o” match “obj/file1.o”? A Makefile does something called “pattern matching” when the % sign is used. It says “match something that looks like $(OBJDIR)<some file>.o” which our “obj/file1.o” happens to match. The cool part is that once the target name is resolved using a %, the dependencies get to use % to substitute the exact same thing. Thus, our % here is “file1”, so it follows that its dependency must be “$(SRCDIR)/file1.c”. Now, our example used “file1.cpp”, not “file1.c” and this is where defining multiple targets with the same names but different dependencies comes in. A target will only be executed if the dependencies can be resolved to either an actual file and/or another target. Our first target won’t be a match since it says that the source file should be a C file. So, it goes to the next target that matches the name which has a dependency of “$(SRCDIR)/file1.cpp”. This one matches, and so commands following that target are executed.

When executing a target (“$(OBJDIR)/%.o: $(SRCDIR)/%.cpp” in our example), there are some special variables which are available for use. These are described here, but I will discuss two important ones that I used: $@ and $<. $@ is the name of the target (so, “obj/file.o” in our case) and $< is the name of the first dependency (“src/file.cpp” in our case). This lets us pass these arguments into the commands that we execute. Our Makefile will first create the obj directory by calling “mkdir -p $(dir $@)” which is translated into “mkdir -p obj” since $(dir $@) will give us “obj”. Next, we actually compile the $< (which is translated to “src/file.cpp”), outputting it to $< which is translated to “obj/file.o”.

Outputting everything to bin

Compared to the pattern matching and multiple target definitions that we discussed above, this is comparatively simple. We simply get to prefix all of our “binary” output files with some directory which is set as $(OUTPUTDIR) in my Makefile. Here is an example:

We see here that any output that we are creating as a result of the compilation (.elf, .hex, .bin) is going to end up in $(OUTPUTDIR). Futher, we see that our “all” target asks the Makefile to create both a bin file and a hex file along with two other targets called “stats” and “dump”. These are just scripts that execute the “size” and “objdump” commands on our bin file.

Using Teensyduino without compiling everything

This was by far the most frustrating part to get working. Everything about the makefiles was readily available online, with some serious googling. However, getting things to actually compile was a little different story.

The thing that makes this complex is the fact that it seems the Teensyduino libraries were not designed to be used independently of each other. I will cover, in order, what steps I had to take in order to get this to work.

The most important file we need is called “mk20dx128.c”. This sets up a lot of things relating to interrupts along with the Phase Lock Loop (PLL) which controls the speed of the Teensy’s processor. Without this configuration, we don’t get interrupts and the processor runs at a pitiful 16Mhz. The only problem is that “mk20dx128” references a few functions that are either part of the standard library and not used often (making them difficult to search for) or are defined in other files, increasing our dependency count.

My first mistake was explicitly using the linker to link all of my object files (wait…aren’t we supposed to use the linker? Read on.). Since arm-none-eabi is not dependent on a specific architecture, it doesn’t know which standard library (libc) to use. This results in an undefined reference to “__libc_init_array()”, a function used during the initialization phase of a program which is not often invoked in code outside the standard library itself. mk20dx128.c uses this function in its custom startup code which prepares the processor for running our program. To solve this, I wanted to tell the linker that I was using a cortex-m4 cpu so that it would know which libc to include and thereby resolve the reference. However, this proved difficult to do when directly invoking the linker. Instead, I took a hint from the Makefile that comes with Teensyduino and used the following command to link the objects:

Which more or less translates to (using our example from earlier):

We would have thought that we should be using arm-none-eabi-ld instead of arm-none-eabi-gcc. However, by using arm-non-eabi-gcc I was able to pass the argument “-mcpu=cortex-m4” which then allowed GCC to instruct the linker which standard library to use. Wonderful, right? So all of our problems are solved? Not yet.

The next thing is that mk20dx128.c has a lot of external dependencies. It uses a function defined in pins_teensy.c which in turn requires functions defined in both analog.c and usb_dev.c which opens another can of worms. Ugh. I didn’t want this many dependencies and I couldn’t see a way to escape compiling nearly the entire Teensyduino library just to run my simple blinking program. Then, it dawned on me: I could use the same technique that mk20dx128.c uses to define its ISRs to “define” the functions that pins_teensy.c was calling that I didn’t really want. So, I made a file called “shim.c” which contained the following:

I decided that I would include “yield.c” and “analog.c” since those weren’t too big. This left just the usb stuff. The only function that was actually called from pins_teensy.c was “usb_init”. What the above statement says to the compiler is “I am defining usb_init(void) here (which points to unused_void(void)) unless you find another definition of usb_init(void) somewhere”. The “weak” attribute makes this “strong” symbol of usb_init a “weak” symbol reference to which is basically the same as just making a declaration (in contrast to the definition a function, which is usually a strong reference). Sidenote: A program can have any number of weak symbol references to a specific function/variable (declarations), but only one strong symbol reference (definition) of that function/variable. The “alias” attribute allows us to say “when I say usb_init I really mean unused_void”. The end result of this is that if nobody defines usb_init(void) anywhere, as would be situation if I were to decide not to include usb_dev.c, any calls to usb_init(void) will actually call unused_void(void). However, if somebody did define usb_init(void), my definition of usb_init would be ignored in favor of using their definition. This lets me include usb support in the future if I wanted to. Isn’t that cool? That fixed all of my reference issues and let me actually build the project.

Conclusion

Armed with my new Makefile and a better understanding of how the Teensy 3.1 works from a software perspective, I managed to compile and upload my “blinky” program which just blinks the onboard LED (pin 13) on and off every 1/4 second. The overall program size was 3% of the total space, which is much more reasonable compared to the 10-20% it was taking when compiled using the Arduino IDE.

Again, all files from this escapade can be found here: https://github.com/kcuzner/teensy31-blinky-bare-metal

First thoughts on the Teensy 3.1

Wow it has been a while; I have not written since August.

I entered a contest of sorts this past week which involves building an autonomous turret which uses an ultrasonic sensor to locate a target within 10 feet and fire at it with a tiny dart gun. The entire assembly is to be mounted on servos. This is something my University is doing as an extra-curricular for engineers and so when a friend of mine asked if I wanted to join forces with him and conquer, I readily agreed.

The most interesting part to me, by far, is the processor to be used. It is going to be a Teensy 3.1:

Teensy 3.1

Teensy 3.1

This board contains a Freescale ARM Cortex-M4 microcontroller along with a smaller non-user-programmable microcontroller for assistance in the USB bootloading process (the exact details of that interaction are mostly unknown to me at the moment). I have never used an ARM microcontroller before and never a microcontroller with as many peripherals as this one has. The datasheet is 1200 pages long and is not really even being very verbose in my opinion. It could easily be 3000 pages if they included the level of detail usually included in AVR and PIC datasheets (code examples, etc). The processor runs at 96Mhz as well, making it the most powerful embedded computer I have used aside from my Raspberry Pi.

The Teensy 3.1 is Arduino-compliant and is designed that way. However, it can also be used without the Arduino software. I have not used an Arduino before since I rather enjoy using microcontrollers in a bare-bones fashion. However, it is become increasingly more difficult for me to be able to experiment with the latest in microcontroller developments using breadboards since the packages are becoming increasingly more surface mount.

The Arduino IDE

Oh my goodness. Worst ever. Ok, not really, but I really have a hard time justifying using it other than the fact that it makes downloading to the Teensy really easy. This post isn’t meant to be a review of the arduino IDE, but the editor could use some serious improvements IMHO:

  • Tab indentation level: Some of us would like to use something other than 2 spaces, thank you very much. We don’t live in the 70’s where horizontal space is at a premium and I prefer 4 spaces. Purely personal preference, but I feel like the option should be there
  • Ability to reload files: The inability to reload the files and the fact that it seems to compile from a cache rather than from the file itself makes the arduino IDE basically incompatible with git or any other source control system. This is a serious problem, in my opinion, and requires me to restart the editor frequently whenever I check out a different branch.
  • Real project files: I understand the aim for simplicity here, but when you have a chip with 256Kb of flash on it, your program is not going to be 100 lines and fit into one file. At the moment, the editor just takes everything in the directory and compiles it by file extension. No subdirectories and every file will be displayed as a separate tab with no way to close it. I am in the habit of separating my source and not having the ability to structure my files how I please really makes me feel hampered. To make matters worse, the IDE saves the original sketch file (which is just a cpp file that will be run through their preprocessor) with its own special file extension (*.ino) which makes it look like it should be a project file, but in reality it is not.

There are few things I do like, however. I do like their library of things that make working with this new and foreign processor rather easy. I also like that their build system is very cross-platform and easy to use.

First impression of the processor

I must first say that the level of work that has gone into the surrounding software (the header files, the teensy loader, etc) truly shows and makes it a good experience to use the Teensy, even if the Arduino IDE sucks. I tried a Makefile approach using Code::Blocks, but it was difficult for me to get it to compile cross-platform and I was afraid that I would accidentally overwrite some bootloader code that I hadn’t known about. So, I ended up just going with the Ardiuno IDE for safety reasons.

The peripherals on this processor are many and it is hard at times to figure out basic functions, such as the GPIO. The manual for the peripherals is in the neighborhood of 60 chapters long, with each chapter describing a peripheral. So far, I have messed with just the GPIOs and pin interrupts, but I plan on moving on to the timer module very soon. This project likely won’t require the DMA or the variety of onboard bus modules (CAN, I2C, SPI, USB, etc), but in the future I hope to have a Teensy of my own to experiment on. The sheer number of registers combined with the 32-bit width of everything is a totally new experience for me. Combine that with the fact that I don’t have to worry as much about the overhead of using certain C constructs (struct and function pointers for example) and I am super duper excited about this processor. Tack on the stuff that PJRC created for using the Teensy such as the nice header files and the overall compatibility with some Arduino libraries, and I have had an easier time getting this thing to work than with most of my other projects I have done.

Conclusion

Although the Teensy is for a specific contest project right now, at the price of $19.80 for the amount of power that it gives, I believe I will buy one for myself to mess around with. I am looking forward to getting more familiar with this processor and although I resent the IDE I have to work with at the moment, I hope that I will be able to move along to better compilation options that will let me move away from the arduino IDE.

Raspberry Pi as an AVR Programmer

Introduction

Recently, I got my hands on a Raspberry Pi and one of the first things I wanted to do with it was to turn it into my complete AVR development environment. As part of that I wanted to make avrdude be able to program an AVR directly from the Raspberry Pi with no programmer. I know there is this linuxgpio programmer type that was recently added, but it is so recent that it isn’t yet included in the repos and it also requires a compile-time option to enable it. I noticed that the Raspberry Pi happens to expose its SPI interface on its expansion header and so I thought to myself, “Why not use this thing instead of bitbanging GPIOs? Wouldn’t that be more efficient?” Thus, I began to decipher the avrdude code and write my addition. My hope is that things like this will allow the Raspberry Pi to be used to explore further embedded development for those who want to get into microcontrollers, but blew all their money on the Raspberry Pi. Also, in keeping with the purpose that the Raspberry Pi was originally designed for, using it like this makes it fairly simple for people in educational surroundings to expand into different aspects of small computer and embedded device programming.

As my addition to avrdude, I created a new programmer type called “linuxspi” which uses the userspace SPI drivers available since around Linux ~2.6 or so to talk to a programmer. It also requires an additional GPIO to operate as the reset. My initial thought was to use the chip select as the reset output, but sadly, the documentation for the SPI functions mentioned that the chip enable line is only held low so long as the transaction is going. While I guess I could compress all the transactions avrdude makes into one giant burst of data, this would be very error prone and isn’t compatible with avrdude’s program structure. So, the GPIO route was chosen. It just uses the sysfs endpoints found in /sys/class/gpio to manipulate a GPIO chosen in avrdude.conf into either being in a hi-z input state or an output low state. This way, the reset can be connected via a resistor to Vcc and then the Raspberry Pi just holds reset down when it needs to program the device. Another consequence which I will mention here of choosing to use the Linux SPI drivers is that this should actually be compatible with any Linux-based device that exposes its SPI or has an AVR connected to the SPI; not just the Raspberry Pi.

Programming an AVR

Raspberry Pi Programming an AVR

Usage

So, down to the nitty gritty: How can I use it? Well, at the moment it is in a github repository at https://github.com/kcuzner/avrdude. As with any project that uses the expansion header on the Raspberry Pi, there is a risk that a mistake could cause your Raspberry Pi to die (or let out the magic smoke, so to speak). I assume no responsibility for any damage that may occur as a result of following these directions or using my addition to avrdude. Just be careful when doing anything involving hooking stuff up to the expansion port and use common sense. Remember to measure twice and cut once. So, with that out of the way, I will proceed to outline here the basic steps for installation and usage.

Installation

The best option here until I bother creating packages for it is to  do a git clone directly into a directory on the Raspberry Pi and build it from there on the Raspberry Pi itself. I remember having to install the following packages to get it to compile (If I missed any, let me know):

  • bison
  • autoconf
  • make
  • gcc
  • flex

Also, if your system doesn’t have a header at “linux/spi/spidev.h” in your path, you probably need to install that driver. I was using Arch Linux and it already had the driver there, so for all I know its always installed. You also should take a look to make sure that “/dev/spidev0.0” and “/dev/spidev0.1” or something like that exist. Those are the sort of endpoints that are to be used with this. If they do not exist, try executing a “sudo modprobe spi_bcm2708”. If the endpoints still aren’t there after that, then SPI support probably isn’t installed or enabled for your kernel.

After cloning the repo and installing those packages, run the “./boostrap” script which is found in the avrdude directory. This will run all the autoconf things and create the build scripts. The next step is to run “./configure” and wait for it to complete. After the configure script, it should say whether or not “linuxspi” is enabled or disabled. If it is disabled, it was not able to find the header I mentioned before. Then run “make” and wait for it to complete. Remember that the Raspberry Pi is a single core ARM processor and so building may take a while. Afterwards, simply do “sudo make install” and you will magically have avrdude installed on your computer in /usr/local. It would probably be worthwhile to note here that you probably want to uninstall any avrdude you may have had installed previously either manually or through a package manager. The one here is built on top of the latest version (as of May 26th, 2013), so it should work quite well and be all up to date and stuff for just using it like a normal avrdude. I made no changes to any of the programmer types other than the one I added.

To check to see if the avrdude you have is the right one, you should see an output similar to the following if you run this command (tiny-tim is the name of my Raspberry Pi until I think of something better):

Note that right under “linuxgpio” there is now a “linuxspi” driver. If it says “(not available)” after the “linuxspi” description, “./configure” was not able to find the “linux/spi/spidev.h” file and did not compile the linuxspi programmer into avrdude.

Configuration

There is a little bit of configuration that happens here on the Raspberry Pi side before proceeding to wiring it up. You must now decide which GPIO to sacrifice to be the reset pin. I chose 25 because it is next to the normal chip enable pins, but it doesn’t matter which you choose. To change which pin is to be used, you need to edit “/usr/local/etc/avrdude.conf” (it will be just “/etc/avrdude.conf” if it wasn’t built and installed manually like above). Find the section of the file that looks like so:

The “reset = ” line needs to be changed to have the number of the GPIO that you have decided to turn into the reset pin for the programmer. The default is 25, but that’s just because of my selfishness in not wanting to set it to something more generic and having to then edit the file every time I re-installed avrdude. Perhaps a better default would be “0” since that will cause the programmer to say that it hasn’t been set up yet.

Wiring

After setting up avrdude.conf to your desired configuration, you can now connect the appropriate wires from your Raspberry Pi’s header to your microchip. A word of extreme caution: The Raspberry Pi’s GPIOs are NOT 5V tolerant, and that includes the SPI pins. You must do either one of two things: a) Run the AVR and everything around it at 3.3V so that you never see 5V on ANY of the Raspberry Pi pins at any time (including after programming is completed and the device is running) or b) Use a level translator between the AVR and the SPI. I happen to have a level translator lying around (its a fun little TSSOP I soldered to a breakout board a few years back), but I decided to go the 3.3V route since I was trying to get this thing to work. If you have not ever had to hook up in-circuit serial programming to your AVR before, perhaps this would be a great time to learn. You need to consult the datasheet for your AVR and find the pins named RESET (bar above it), MOSI, MISO, and SCK. These 4 pins are connected so that RESET goes to your GPIO with a pullup resistor to the Vcc on your AVR, MOSI goes to the similarly named MOSI on the Raspberry Pi header, MISO goes to the like-named pin on the header, and SCK goes to the SPI clock pin (named SCLK on the diagram on elinux.org). After doing this and double checking to make sure 5V will never be present to the Raspberry Pi, you can power on your AVR and it should be able to be programmed through avrdude. Here is a demonstration of me loading a simple test program I made that flashes the PORTD LEDs:

There are two major things to note here:

  • I set the programmer type (-c option) to be “linuxspi”. This tells avrdude to use my addition as the programming interface
  • I set the port (-P option) to be “/dev/spidev0.0”. On my Raspberry Pi, this maps to the SPI bus using CE0 as the chip select. Although we don’t actually use CE0 to connect to the AVR, it still gets used by the spidev interface and will toggle several times during normal avrdude operation. Your exact configuration may end up being different, but this is more or less how the SPI should be set. If the thing you point to isn’t an SPI device, avrdude should fail with a bunch of messages saying that it couldn’t send an SPI message.

Other than that, usage is pretty straightforward and should be the same as if you were using any other programmer type.

Future

As issues crop up, I hope to add improvements like changing the clock frequency and maybe someday adding TPI support (not sure if necessary since this is using the dedicated SPI and as far as I know, TPI doesn’t use SPI).

I hope that those using this can find it helpful in their fun and games with the Raspberry Pi. If there are any issues compiling and stuff, either open an issue on github or mention it in the comments here.

256Mb doesn’t do what it used to…

So, this last week I got an email from rackspace saying that my server was thrashing the hard drives and lowering performance of everyone else on that same machine. In consequence, they had rebooted my server for me.

I made a few mistakes in the setup of this first iteration of my server: I didn’t restart it after kernel updates, I ran folding@home on it while running nodejs, and I didn’t have backups turned on. I had it running for well over 200 days without a reboot while there had been a dozen or so kernel updates. When they hard rebooted my server, it wouldn’t respond at all to pings, ssh, or otherwise. In fact, it behaved like the firewalls were shut (hanging on the “waiting” step rather than saying “connection refused”). I ended up having to go into their handy rescue mode and copy out all the files. I only copied my www directory and the mysql binary table files, but as you can see, I was able to restore the server from those.

This gave me an excellent opportunity to actually set up my server correctly. I no longer have to be root to edit my website files (yay!), I have virtual hosts set up in a fashion that makes sense and actually works, and overall performance seems to be improved. From now on, I will be doing the updates less frequently and when I do I will be rebooting the machine. That should fix the problem with breaking everything if a hard reboot happens.

I do pay for the hosting for this, 1.5 cents per hour per 256Mb of RAM with extra for bandwidth. I only have 256Mb and since I don’t make any profit off this server whatsoever at the moment, I plan on keeping it that way for now. Considering that back in the day, 256Mb was a ton of memory, it clearly no longer suffices for running too much on my server (httpd + mysql + nodejs + folding@home = crash and burn).

MMO Asteroids in Node.js…but for real.

Many people saw this april fools joke where the author said that he had created an asteroids MMO using Node.js. In reality, it was completely client side and was a bunch of bots. However, I did find the whole thing rather intriguing and decided to see what I could do with Node.js along this line. Last week I started on the project and this weekend I made enough progress that I can publish v0.0.1. It leaves several things to be desired, including a better game background so that one can tell when the view is shifting and user tracking so that you accumulate your scores over time. It does work and from what I can see its not horribly bad performance. While it certainly won’t be able to handle thousands of clients, I expect that it should be able to handle somewhere between 50-100 before it starts dying. At the moment, its quite limited by the memory on my server and the client side scripting gives the impression of “stuttering” with the dead reckoning system used to make the animations smooth. The stuttering is caused by the linear and angular damping that I have running on the server side not being factored into the projected location on the client side.

For physics I am using Box2Dweb in a Node.js module which may be overkill, but its the simplest Javascript physics engine I could find since I didn’t feel like writing my own. The server keeps track of all of the entities in the game and each client requests a “view” of an area of the room. The client is informed which player is them, but other than that it just sees all players and entities in the same list. The actual rendering function draws the entities onto the canvas dependent upon the type of the object.

I have made the source available on github here: https://github.com/kcuzner/mmo-asteroids

The MMO itself can be viewed here: http://kevincuzner.com:8080/. Note that at times it may be down since I am messing with my firewall right now and I might accidentally close the port. Just leave me a note in the comments and I’ll try to get it working.

Simulink clone…now in C++

I took the plunge and decided to re-implement what I had in Python using C++. I had to change up my structure a bit, but I made the switch because of the following reasons:

  • The Qt Framework. While there are bindings for Python, I really liked Qt-Creator. Also, Qt is extremely cross platform (at least that is how it seems) and has a large amount of libraries. I’ve been messing around with it now for a bit trying to get a few things to work.
  • This is redundant of the above, but I really like the Qt Plugin system. After struggling with it for a bit, I finally was able to get a plugin to load. I will explain a little bit below exactly what I plan on doing with these.
  • As awesome as Python is, it doesn’t support true multithreading (it does multiprocessing…and to do what I wanted to do using multiprocessing would have required me to jump through some hula hoops)
  • C++ should have the potential to run faster than Python for mathematical things, which in this situation is a good trade off for ease of programming.
  • Writing the application entirely in C++ with Qt lowers the number of dependencies that would have to be installed on a client machine.

Now, the biggest advantages I see are: Speed and Extensibility. Python is extremely extensible, but it doesn’t have the greatest speed. C++ has the potential to run faster and then by using Qt, the extensibility part was brought in. I also prefer strongly typed systems since they keep me from stepping on my toes programmatically.

By far the coolest part of all this is the Plugins. After discovering that ALL communication between Plugins and the application must be done using interfaces, I realized that if I were to implement the entire thing using interfaces it could be extended to do many awesome things. So far, however, I have only really added interfaces to allow for adding computational “blocks” to the system for use in schematics. The system itself will define no blocks since I have decided to separate the engine from the actual blocks.

I will be posting later a bit about Qt plugins since that is what I have spent the most time on. Google was definitely my friend on that one. Most people it seems just use Qt Plugins for extending Qt itself rather than doing the “low level” extending the application stuff.

In terms of development time, C++ is quite a bit slower for me than Python. However, my potential to write good code is much higher since I am much more familiar with C++ coding conventions and I am more able to clean code while being confident nothing is being broken since in Python, there are no compile-time errors to tell you that you switched the arguments to a function.