• public and private Git hosting
• continuous integration (Jenkins)
• code review (Gerrit)
• file sharing (e.g. git-annex + webdav)
• wiki
• issue tracking
• virtual windows systems for Internet Explorer testing
• MySQL / Postgres databases
• PaaS for PHP, Python, Ruby, Java
• staging environment
• Mails, Mailing Lists
• simple calendar, CRM
• monitoring

• The infrastructure itself should be open (but not free of charge), like the OpenStack Project Infrastructure as presented at LCA. I especially like how they review their puppet config with Gerrit.
• The process to become an admin for the infrastructure should work much the same like the process to become a Debian Developer. I d also like the same attitude towards quality as present in Debian.

Advice for buyers Those are things I wish I would have known before buying:

1. consider buying 4 USB-C expansion cards, or at least a mix of 4 USB-A or USB-C cards, as they use less power than other cards and you do want to fill those expansion slots otherwise they snag around and feel insecure
2. you will likely need a dock or at least a USB hub if you want a two-monitor setup, otherwise you'll run out of ports
3. you have to do some serious tuning to get proper (10h+ idle, 10 days suspend) power savings
4. in particular, beware that the HDMI, DisplayPort and particularly the SSD and MicroSD cards take a significant amount power, even when sleeping, up to 2-6W for the latter two
5. beware that the MicroSD card is what it says: Micro, normal SD cards won't fit, and while there might be full sized one eventually, it's currently only at the prototyping stage
6. the Framework monitor has an unusual aspect ratio (3:2): I like it (and it matches classic and digital photography aspect ratio), but it might surprise you

Current status I have the framework! It's setup with a fresh new Debian bookworm installation. I've ran through a large number of tests and burn in. I have decided to use the Framework as my daily driver, and had to buy a USB-C dock to get my two monitors connected, which was own adventure. Update: Framework just (2023-03-23) just announced a whole bunch of new stuff:

• AMD Ryzen 7040 and 13th gen Intel board
• 16" laptop version (pre-order) with an expansion "bay" for an upgradeable graphics module which could also fit M.2 storage
• audio expansion card, since the 16 laptop doesn't have a combo jack
• official mainboard case (back-ordered)
• official battery case (no site yet)
• new bezel colors, including transluscent, green, purple and red (back-ordered)
• new, louder (80dB) speakers
• new 61Wh battery
• matte display
• new hinge

The recording is available in this video and it's not your typical keynote. It starts ~25 minutes late, audio is crap, lightning and camera are crap, clapping seems to be from whatever staff they managed to get together in a room, decor is bizarre, colors are shit. It's amazing.

Specifications Those are the specifications of the 12th gen, in general terms. Your build will of course vary according to your needs.

• CPU: i5-1240P, i7-1260P, or i7-1280P (Up to 4.4-4.8 GHz, 4+8 cores), Iris Xe graphics
• Storage: 250-4000GB NVMe (or bring your own)
• Memory: 8-64GB DDR4-3200 (or bring your own)
• WiFi 6e (AX210, vPro optional, or bring your own)
• 296.63mm X 228.98mm X 15.85mm, 1.3Kg
• 13.5" display, 3:2 ratio, 2256px X 1504px, 100% sRGB, >400 nit
• 4 x USB-C user-selectable expansion ports, including
  • USB-C
  • USB-A
  • HDMI
  • DP
  • Ethernet
  • MicroSD
  • 250-1000GB SSD
• 3.5mm combo headphone jack
• Kill switches for microphone and camera
• Battery: 55Wh
• Camera: 1080p 60fps
• Biometrics: Fingerprint Reader
• Backlit keyboard
• Power Adapter: 60W USB-C (or bring your own)
• ships with a screwdriver/spludger
• 1 year warranty
• base price: 1000$CAD, but doesn't give you much, typical builds around 1500-2000$CAD

Actual build This is the actual build I ordered. Amounts in CAD. (1CAD = ~0.75EUR/USD.)

Base configuration

• CPU: Intel Core i5-1240P (AKA Alder Lake P 8 4.4GHz P-threads, 8 3.2GHz E-threads, 16 total, 28-64W), 1079$
• Memory: 16GB (1 x 16GB) DDR4-3200, 104$

Customization

• Keyboard: US English, included

Expansion Cards

• 2 USB-C $24
• 3 USB-A $36
• 2 HDMI $50
• 1 DP $50
• 1 MicroSD $25
• 1 Storage 1TB $199
• Sub-total: 384$

Accessories

• Power Adapter - US/Canada $64.00

Total

• Before tax: 1606$
• After tax and duties: 1847$
• Free shipping

Quick evaluation This is basically the TL;DR: here, just focusing on broad pros/cons of the laptop.

Pros

• easily repairable (complete with QR codes pointing to repair guides!), the 11th gen received a 10/10 score from ifixit.com, which they call "exceedingly rare", the 12th gen has a similar hardware design and would probably rate similarly
• replaceable motherboard!!! can be reused as a NUC-like device, with a 3d-printed case, 12th gen board can be bought standalone and retrofitted into an 11th gen case
• not a passing fad: they made a first laptop with the 11th gen Intel chipset in 2021, and a second motherboard with the 12th Intel chipset in 2022
• four modular USB-C ports which can fit HDMI, USB-C (pass-through, can provide power on both sides), USB-A, DisplayPort, MicroSD, external storage (250GB, 1TB), active modding community
• nice power led indicating power level (charging, charged, etc) when plugged
• test account on fwupd.org, "expressed interest to port to coreboot" (according to the Fedora developer) and are testing firmware updates over fwupd, present on LVFS testing, but including for the 12th gen, latest BIOS (3.06) was shipped through LVFS
• excellent documentation of the (proprietary) BIOS
• explicit Linux support with install guides, although you'll have to live with a bit of proprietary firmware, and not everything works correctly
• the 11th gen had good reviews: Ars Technica, Fedora developer, iFixit teardown, phoronix, amazing keyboard and touch pad, according to Linux After Dark, most exciting laptops I've ever broken (Cory Doctorow) ; more critical review from an OpenBSD developer
• the EC (Embedded Controller) is open source so of course people are hacking at it, some documentation on what's possible (e.g. changing LED colors, fan curves, etc), see also

Cons

• the 11th gen is out of stock, except for the higher-end CPUs, which are much less affordable (700$+)
• the 12th gen has compatibility issues with Debian, followup in the DebianOn page, but basically: brightness hotkeys, power management, wifi, the webcam is okay even though the chipset is the infamous alder lake because it does not have the fancy camera; most issues currently seem solvable, and upstream is working with mainline to get their shit working
• 12th gen might have issues with thunderbolt docks
• they used to have some difficulty keeping up with the orders: first two batches shipped, third batch sold out, fourth batch should have shipped in October 2021. they generally seem to keep up with shipping. update (august 2022): they rolled out a second line of laptops (12th gen), first batch shipped, second batch shipped late, September 2022 batch was generally on time, see this spreadsheet for a crowdsourced effort to track those supply chain issues seem to be under control as of early 2023. I got the Ethernet expansion card shipped within a week.
• compared to my previous laptop (Purism Librem 13v4), it feels strangely bulkier and heavier; it's actually lighter than the purism (1.3kg vs 1.4kg) and thinner (15.85mm vs 18mm) but the design of the Purism laptop (tapered edges) makes it feel thinner
• no space for a 2.5" drive
• rather bright LED around power button, but can be dimmed in the BIOS (not low enough to my taste) I got used to it
• fan quiet when idle, but can be noisy when running, for example if you max a CPU for a while
• battery described as "mediocre" by Ars Technica (above), confirmed poor in my tests (see below)
• no RJ-45 port, and attempts at designing ones are failing because the modular plugs are too thin to fit (according to Linux After Dark), so unlikely to have one in the future Update: they cracked that nut and ship an 2.5 gbps Ethernet expansion card with a realtek chipset, without any firmware blob
• a bit pricey for the performance, especially when compared to the competition (e.g. Dell XPS, Apple M1)
• 12th gen Intel has glitchy graphics, seems like Intel hasn't fully landed proper Linux support for that chipset yet

Initial hardware setup A breeze.

Accessing the board The internals are accessed through five TorX screws, but there's a nice screwdriver/spudger that works well enough. The screws actually hold in place so you can't even lose them. The first setup is a bit counter-intuitive coming from the Librem laptop, as I expected the back cover to lift and give me access to the internals. But instead the screws is release the keyboard and touch pad assembly, so you actually need to flip the laptop back upright and lift the assembly off to get access to the internals. Kind of scary. I also actually unplugged a connector in lifting the assembly because I lifted it towards the monitor, while you actually need to lift it to the right. Thankfully, the connector didn't break, it just snapped off and I could plug it back in, no harm done. Once there, everything is well indicated, with QR codes all over the place supposedly leading to online instructions.

Bad QR codes Unfortunately, the QR codes I tested (in the expansion card slot, the memory slot and CPU slots) did not actually work so I wonder how useful those actually are. After all, they need to point to something and that means a URL, a running website that will answer those requests forever. I bet those will break sooner than later and in fact, as far as I can tell, they just don't work at all. I prefer the approach taken by the MNT reform here which designed (with the 100 rabbits folks) an actual paper handbook (PDF). The first QR code that's immediately visible from the back of the laptop, in an expansion cord slot, is a 404. It seems to be some serial number URL, but I can't actually tell because, well, the page is a 404. I was expecting that bar code to lead me to an introduction page, something like "how to setup your Framework laptop". Support actually confirmed that it should point a quickstart guide. But in a bizarre twist, they somehow sent me the URL with the plus (+) signs escaped, like this:

https://guides.frame.work/Guide/Framework\+Laptop\+DIY\+Edition\+Quick\+Start\+Guide/57

... which Firefox immediately transforms in:

https://guides.frame.work/Guide/Framework/+Laptop/+DIY/+Edition/+Quick/+Start/+Guide/57

I'm puzzled as to why they would send the URL that way, the proper URL is of course:

https://guides.frame.work/Guide/Framework+Laptop+DIY+Edition+Quick+Start+Guide/57

(They have also "let the team know about this for feedback and help resolve the problem with the link" which is a support code word for "ha-ha! nope! not my problem right now!" Trust me, I know, my own code word is "can you please make a ticket?")

Seating disks and memory The "DIY" kit doesn't actually have that much of a setup. If you bought RAM, it's shipped outside the laptop in a little plastic case, so you just seat it in as usual. Then you insert your NVMe drive, and, if that's your fancy, you also install your own mPCI WiFi card. If you ordered one (which was my case), it's pre-installed. Closing the laptop is also kind of amazing, because the keyboard assembly snaps into place with magnets. I have actually used the laptop with the keyboard unscrewed as I was putting the drives in and out, and it actually works fine (and will probably void your warranty, so don't do that). (But you can.) (But don't, really.)

Hardware review

Keyboard and touch pad The keyboard feels nice, for a laptop. I'm used to mechanical keyboard and I'm rather violent with those poor things. Yet the key travel is nice and it's clickety enough that I don't feel too disoriented. At first, I felt the keyboard as being more laggy than my normal workstation setup, but it turned out this was a graphics driver issues. After enabling a composition manager, everything feels snappy. The touch pad feels good. The double-finger scroll works well enough, and I don't have to wonder too much where the middle button is, it just works. Taps don't work, out of the box: that needs to be enabled in Xorg, with something like this:

cat > /etc/X11/xorg.conf.d/40-libinput.conf <<EOF
Section "InputClass"
      Identifier "libinput touch pad catchall"
      MatchIsTouchpad "on"
      MatchDevicePath "/dev/input/event*"
      Driver "libinput"
      Option "Tapping" "on"
      Option "TappingButtonMap" "lmr"
EndSection
EOF

But be aware that once you enable that tapping, you'll need to deal with palm detection... So I have not actually enabled this in the end.

Power button The power button is a little dangerous. It's quite easy to hit, as it's right next to one expansion card where you are likely to plug in a cable power. And because the expansion cards are kind of hard to remove, you might squeeze the laptop (and the power key) when trying to remove the expansion card next to the power button. So obviously, don't do that. But that's not very helpful. An alternative is to make the power button do something else. With systemd-managed systems, it's actually quite easy. Add a HandlePowerKey stanza to (say) /etc/systemd/logind.conf.d/power-suspends.conf:

[Login]
HandlePowerKey=suspend
HandlePowerKeyLongPress=poweroff

You might have to create the directory first:

mkdir /etc/systemd/logind.conf.d/

Then restart logind:

systemctl restart systemd-logind

And the power button will suspend! Long-press to power off doesn't actually work as the laptop immediately suspends... Note that there's probably half a dozen other ways of doing this, see this, this, or that.

Special keybindings There is a series of "hidden" (as in: not labeled on the key) keybindings related to the fn keybinding that I actually find quite useful.

Key	Equivalent	Effect	Command
p	Pause	lock screen	xset s activate
b	Break	?	?
k	ScrLk	switch keyboard layout	N/A

It looks like those are defined in the microcontroller so it would be possible to add some. For example, the SysRq key is almost bound to fn s in there. Note that most other shortcuts like this are clearly documented (volume, brightness, etc). One key that's less obvious is F12 that only has the Framework logo on it. That actually calls the keysym XF86AudioMedia which, interestingly, does absolutely nothing here. By default, on Windows, it opens your browser to the Framework website and, on Linux, your "default media player". The keyboard backlight can be cycled with fn-space. The dimmer version is dim enough, and the keybinding is easy to find in the dark. A skinny elephant would be performed with alt PrtScr (above F11) KEY, so for example alt fn F11 b should do a hard reset. This comment suggests you need to hold the fn only if "function lock" is on, but that's actually the opposite of my experience. Out of the box, some of the fn keys don't work. Mute, volume up/down, brightness, monitor changes, and the airplane mode key all do basically nothing. They don't send proper keysyms to Xorg at all. This is a known problem and it's related to the fact that the laptop has light sensors to adjust the brightness automatically. Somehow some of those keys (e.g. the brightness controls) are supposed to show up as a different input device, but don't seem to work correctly. It seems like the solution is for the Framework team to write a driver specifically for this, but so far no progress since July 2022. In the meantime, the fancy functionality can be supposedly disabled with:

echo 'blacklist hid_sensor_hub'   sudo tee /etc/modprobe.d/framework-als-blacklist.conf

... and a reboot. This solution is also documented in the upstream guide. Note that there's another solution flying around that fixes this by changing permissions on the input device but I haven't tested that or seen confirmation it works.

Kill switches The Framework has two "kill switches": one for the camera and the other for the microphone. The camera one actually disconnects the USB device when turned off, and the mic one seems to cut the circuit. It doesn't show up as muted, it just stops feeding the sound. Both kill switches are around the main camera, on top of the monitor, and quite discreet. Then turn "red" when enabled (i.e. "red" means "turned off").

Monitor The monitor looks pretty good to my untrained eyes. I have yet to do photography work on it, but some photos I looked at look sharp and the colors are bright and lively. The blacks are dark and the screen is bright. I have yet to use it in full sunlight. The dimmed light is very dim, which I like.

Screen backlight I bind brightness keys to xbacklight in i3, but out of the box I get this error:

sep 29 22:09:14 angela i3[5661]: No outputs have backlight property

It just requires this blob in /etc/X11/xorg.conf.d/backlight.conf:

Section "Device"
    Identifier  "Card0"
    Driver      "intel"
    Option      "Backlight"  "intel_backlight"
EndSection

This way I can control the actual backlight power with the brightness keys, and they do significantly reduce power usage.

Multiple monitor support I have been able to hook up my two old monitors to the HDMI and DisplayPort expansion cards on the laptop. The lid closes without suspending the machine, and everything works great. I actually run out of ports, even with a 4-port USB-A hub, which gives me a total of 7 ports:

1. power (USB-C)
2. monitor 1 (DisplayPort)
3. monitor 2 (HDMI)
4. USB-A hub, which adds:
5. keyboard (USB-A)
6. mouse (USB-A)
7. Yubikey
8. external sound card

Now the latter, I might be able to get rid of if I switch to a combo-jack headset, which I do have (and still need to test). But still, this is a problem. I'll probably need a powered USB-C dock and better monitors, possibly with some Thunderbolt chaining, to save yet more ports. But that means more money into this setup, argh. And figuring out my monitor situation is the kind of thing I'm not that big of a fan of. And neither is shopping for USB-C (or is it Thunderbolt?) hubs. My normal autorandr setup doesn't work: I have tried saving a profile and it doesn't get autodetected, so I also first need to do:

autorandr -l framework-external-dual-lg-acer

The magic:

autorandr -l horizontal

... also works well. The worst problem with those monitors right now is that they have a radically smaller resolution than the main screen on the laptop, which means I need to reset the font scaling to normal every time I switch back and forth between those monitors and the laptop, which means I actually need to do this:

autorandr -l horizontal &&
eho Xft.dpi: 96   xrdb -merge &&
systemctl restart terminal xcolortaillog background-image emacs &&
i3-msg restart

Kind of disruptive.

Expansion ports I ordered a total of 10 expansion ports. I did manage to initialize the 1TB drive as an encrypted storage, mostly to keep photos as this is something that takes a massive amount of space (500GB and counting) and that I (unfortunately) don't work on very often (but still carry around). The expansion ports are fancy and nice, but not actually that convenient. They're a bit hard to take out: you really need to crimp your fingernails on there and pull hard to take them out. There's a little button next to them to release, I think, but at first it feels a little scary to pull those pucks out of there. You get used to it though, and it's one of those things you can do without looking eventually. There's only four expansion ports. Once you have two monitors, the drive, and power plugged in, bam, you're out of ports; there's nowhere to plug my Yubikey. So if this is going to be my daily driver, with a dual monitor setup, I will need a dock, which means more crap firmware and uncertainty, which isn't great. There are actually plans to make a dual-USB card, but that is blocked on designing an actual board for this. I can't wait to see more expansion ports produced. There's a ethernet expansion card which quickly went out of stock basically the day it was announced, but was eventually restocked. I would like to see a proper SD-card reader. There's a MicroSD card reader, but that obviously doesn't work for normal SD cards, which would be more broadly compatible anyways (because you can have a MicroSD to SD card adapter, but I have never heard of the reverse). Someone actually found a SD card reader that fits and then someone else managed to cram it in a 3D printed case, which is kind of amazing. Still, I really like that idea that I can carry all those little adapters in a pouch when I travel and can basically do anything I want. It does mean I need to shuffle through them to find the right one which is a little annoying. I have an elastic band to keep them lined up so that all the ports show the same side, to make it easier to find the right one. But that quickly gets undone and instead I have a pouch full of expansion cards. Another awesome thing with the expansion cards is that they don't just work on the laptop: anything that takes USB-C can take those cards, which means you can use it to connect an SD card to your phone, for backups, for example. Heck, you could even connect an external display to your phone that way, assuming that's supported by your phone of course (and it probably isn't). The expansion ports do take up some power, even when idle. See the power management section below, and particularly the power usage tests for details.

USB-C charging One thing that is really a game changer for me is USB-C charging. It's hard to overstate how convenient this is. I often have a USB-C cable lying around to charge my phone, and I can just grab that thing and pop it in my laptop. And while it will obviously not charge as fast as the provided charger, it will stop draining the battery at least. (As I wrote this, I had the laptop plugged in the Samsung charger that came with a phone, and it was telling me it would take 6 hours to charge the remaining 15%. With the provided charger, that flew down to 15 minutes. Similarly, I can power the laptop from the power grommet on my desk, reducing clutter as I have that single wire out there instead of the bulky power adapter.) I also really like the idea that I can charge my laptop with a power bank or, heck, with my phone, if push comes to shove. (And vice-versa!) This is awesome. And it works from any of the expansion ports, of course. There's a little led next to the expansion ports as well, which indicate the charge status:

• red/amber: charging
• white: charged
• off: unplugged

I couldn't find documentation about this, but the forum answered. This is something of a recurring theme with the Framework. While it has a good knowledge base and repair/setup guides (and the forum is awesome) but it doesn't have a good "owner manual" that shows you the different parts of the laptop and what they do. Again, something the MNT reform did well. Another thing that people are asking about is an external sleep indicator: because the power LED is on the main keyboard assembly, you don't actually see whether the device is active or not when the lid is closed. Finally, I wondered what happens when you plug in multiple power sources and it turns out the charge controller is actually pretty smart: it will pick the best power source and use it. The only downside is it can't use multiple power sources, but that seems like a bit much to ask.

Multimedia and other devices Those things also work:

• webcam: splendid, best webcam I've ever had (but my standards are really low)
• onboard mic: works well, good gain (maybe a bit much)
• onboard speakers: sound okay, a little metal-ish, loud enough to be annoying, see this thread for benchmarks, apparently pretty good speakers
• combo jack: works, with slight hiss, see below

There's also a light sensor, but it conflicts with the keyboard brightness controls (see above). There's also an accelerometer, but it's off by default and will be removed from future builds.

Combo jack mic tests The Framework laptop ships with a combo jack on the left side, which allows you to plug in a CTIA (source) headset. In human terms, it's a device that has both a stereo output and a mono input, typically a headset or ear buds with a microphone somewhere. It works, which is better than the Purism (which only had audio out), but is on par for the course for that kind of onboard hardware. Because of electrical interference, such sound cards very often get lots of noise from the board. With a Jabra Evolve 40, the built-in USB sound card generates basically zero noise on silence (invisible down to -60dB in Audacity) while plugging it in directly generates a solid -30dB hiss. There is a noise-reduction system in that sound card, but the difference is still quite striking. On a comparable setup (curie, a 2017 Intel NUC), there is also a his with the Jabra headset, but it's quieter, more in the order of -40/-50 dB, a noticeable difference. Interestingly, testing with my Mee Audio Pro M6 earbuds leads to a little more hiss on curie, more on the -35/-40 dB range, close to the Framework. Also note that another sound card, the Antlion USB adapter that comes with the ModMic 4, also gives me pretty close to silence on a quiet recording, picking up less than -50dB of background noise. It's actually probably picking up the fans in the office, which do make audible noises. In other words, the hiss of the sound card built in the Framework laptop is so loud that it makes more noise than the quiet fans in the office. Or, another way to put it is that two USB sound cards (the Jabra and the Antlion) are able to pick up ambient noise in my office but not the Framework laptop. See also my audio page.

Performance tests

Compiling Linux 5.19.11 On a single core, compiling the Debian version of the Linux kernel takes around 100 minutes:

5411.85user 673.33system 1:37:46elapsed 103%CPU (0avgtext+0avgdata 831700maxresident)k
10594704inputs+87448000outputs (9131major+410636783minor)pagefaults 0swaps

This was using 16 watts of power, with full screen brightness. With all 16 cores (make -j16), it takes less than 25 minutes:

19251.06user 2467.47system 24:13.07elapsed 1494%CPU (0avgtext+0avgdata 831676maxresident)k
8321856inputs+87427848outputs (30792major+409145263minor)pagefaults 0swaps

I had to plug the normal power supply after a few minutes because battery would actually run out using my desk's power grommet (34 watts). During compilation, fans were spinning really hard, quite noisy, but not painfully so. The laptop was sucking 55 watts of power, steadily:

  Time    User  Nice   Sys  Idle    IO  Run Ctxt/s  IRQ/s Fork Exec Exit  Watts
-------- ----- ----- ----- ----- ----- ---- ------ ------ ---- ---- ---- ------
 Average  87.9   0.0  10.7   1.4   0.1 17.8 6583.6 5054.3 233.0 223.9 233.1  55.96
 GeoMean  87.9   0.0  10.6   1.2   0.0 17.6 6427.8 5048.1 227.6 218.7 227.7  55.96
  StdDev   1.4   0.0   1.2   0.6   0.2  3.0 1436.8  255.5 50.0 47.5 49.7   0.20
-------- ----- ----- ----- ----- ----- ---- ------ ------ ---- ---- ---- ------
 Minimum  85.0   0.0   7.8   0.5   0.0 13.0 3594.0 4638.0 117.0 111.0 120.0  55.52
 Maximum  90.8   0.0  12.9   3.5   0.8 38.0 10174.0 5901.0 374.0 362.0 375.0  56.41
-------- ----- ----- ----- ----- ----- ---- ------ ------ ---- ---- ---- ------
Summary:
CPU:  55.96 Watts on average with standard deviation 0.20
Note: power read from RAPL domains: package-0, uncore, package-0, core, psys.
These readings do not cover all the hardware in this device.

memtest86+ I ran Memtest86+ v6.00b3. It shows something like this:

Memtest86+ v6.00b3        12th Gen Intel(R) Core(TM) i5-1240P
CLK/Temp: 2112MHz    78/78 C   Pass  2% #
L1 Cache:   48KB    414 GB/s   Test 46% ##################
L2 Cache: 1.25MB    118 GB/s   Test #3 [Moving inversions, 1s & 0s] 
L3 Cache:   12MB     43 GB/s   Testing: 16GB - 18GB [1GB of 15.7GB]
Memory  :  15.7GB  14.9 GB/s   Pattern: 
--------------------------------------------------------------------------------
CPU: 4P+8E-Cores (16T)    SMP: 8T (PAR))    Time:  0:27:23  Status: Pass     \
RAM: 1600MHz (DDR4-3200) CAS 22-22-22-51    Pass:  1        Errors: 0
--------------------------------------------------------------------------------
Memory SPD Information
----------------------
 - Slot 2: 16GB DDR-4-3200 - Crucial CT16G4SFRA32A.C16FP (2022-W23)
                          Framework FRANMACP04
 <ESC> Exit  <F1> Configuration  <Space> Scroll Lock            6.00.unknown.x64

So about 30 minutes for a full 16GB memory test.

Software setup Once I had everything in the hardware setup, I figured, voil , I'm done, I'm just going to boot this beautiful machine and I can get back to work. I don't understand why I am so na ve some times. It's mind boggling. Obviously, it didn't happen that way at all, and I spent the best of the three following days tinkering with the laptop.

Secure boot and EFI First, I couldn't boot off of the NVMe drive I transferred from the previous laptop (the Purism) and the BIOS was not very helpful: it was just complaining about not finding any boot device, without dropping me in the real BIOS. At first, I thought it was a problem with my NVMe drive, because it's not listed in the compatible SSD drives from upstream. But I figured out how to enter BIOS (press F2 manically, of course), which showed the NVMe drive was actually detected. It just didn't boot, because it was an old (2010!!) Debian install without EFI. So from there, I disabled secure boot, and booted a grml image to try to recover. And by "boot" I mean, I managed to get to the grml boot loader which promptly failed to load its own root file system somehow. I still have to investigate exactly what happened there, but it failed some time after the initrd load with:

Unable to find medium containing a live file system

This, it turns out, was fixed in Debian lately, so a daily GRML build will not have this problems. The upcoming 2022 release (likely 2022.10 or 2022.11) will also get the fix. I did manage to boot the development version of the Debian installer which was a surprisingly good experience: it mounted the encrypted drives and did everything pretty smoothly. It even offered me to reinstall the boot loader, but that ultimately (and correctly, as it turns out) failed because I didn't have a /boot/efi partition. At this point, I realized there was no easy way out of this, and I just proceeded to completely reinstall Debian. I had a spare NVMe drive lying around (backups FTW!) so I just swapped that in, rebooted in the Debian installer, and did a clean install. I wanted to switch to bookworm anyways, so I guess that's done too.

Storage limitations Another thing that happened during setup is that I tried to copy over the internal 2.5" SSD drive from the Purism to the Framework 1TB expansion card. There's no 2.5" slot in the new laptop, so that's pretty much the only option for storage expansion. I was tired and did something wrong. I ended up wiping the partition table on the original 2.5" drive. Oops. It might be recoverable, but just restoring the partition table didn't work either, so I'm not sure how I recover the data there. Normally, everything on my laptops and workstations is designed to be disposable, so that wasn't that big of a problem. I did manage to recover most of the data thanks to git-annex reinit, but that was a little hairy.

Bootstrapping Puppet Once I had some networking, I had to install all the packages I needed. The time I spent setting up my workstations with Puppet has finally paid off. What I actually did was to restore two critical directories:

/etc/ssh
/var/lib/puppet

So that I would keep the previous machine's identity. That way I could contact the Puppet server and install whatever was missing. I used my Puppet optimization trick to do a batch install and then I had a good base setup, although not exactly as it was before. 1700 packages were installed manually on angela before the reinstall, and not in Puppet. I did not inspect each one individually, but I did go through /etc and copied over more SSH keys, for backups and SMTP over SSH.

LVFS support It looks like there's support for the (de-facto) standard LVFS firmware update system. At least I was able to update the UEFI firmware with a simple:

apt install fwupd-amd64-signed
fwupdmgr refresh
fwupdmgr get-updates
fwupdmgr update

Nice. The 12th gen BIOS updates, currently (January 2023) beta, can be deployed through LVFS with:

fwupdmgr enable-remote lvfs-testing
echo 'DisableCapsuleUpdateOnDisk=true' >> /etc/fwupd/uefi_capsule.conf 
fwupdmgr update

Those instructions come from the beta forum post. I performed the BIOS update on 2023-01-16T16:00-0500.

Resolution tweaks The Framework laptop resolution (2256px X 1504px) is big enough to give you a pretty small font size, so welcome to the marvelous world of "scaling". The Debian wiki page has a few tricks for this.

Console This will make the console and grub fonts more readable:

cat >> /etc/default/console-setup <<EOF
FONTFACE="Terminus"
FONTSIZE=32x16
EOF
echo GRUB_GFXMODE=1024x768 >> /etc/default/grub
update-grub

Xorg Adding this to your .Xresources will make everything look much bigger:

! 1.5*96
Xft.dpi: 144

Apparently, some of this can also help:

! These might also be useful depending on your monitor and personal preference:
Xft.autohint: 0
Xft.lcdfilter:  lcddefault
Xft.hintstyle:  hintfull
Xft.hinting: 1
Xft.antialias: 1
Xft.rgba: rgb

It my experience it also makes things look a little fuzzier, which is frustrating because you have this awesome monitor but everything looks out of focus. Just bumping Xft.dpi by a 1.5 factor looks good to me. The Debian Wiki has a page on HiDPI, but it's not as good as the Arch Wiki, where the above blurb comes from. I am not using the latter because I suspect it's causing some of the "fuzziness". TODO: find the equivalent of this GNOME hack in i3? (gsettings set org.gnome.mutter experimental-features "['scale-monitor-framebuffer']"), taken from this Framework guide

Issues

BIOS configuration The Framework BIOS has some minor issues. One issue I personally encountered is that I had disabled Quick boot and Quiet boot in the BIOS to diagnose the above boot issues. This, in turn, triggers a bug where the BIOS boot manager (F12) would just hang completely. It would also fail to boot from an external USB drive. The current fix (as of BIOS 3.03) is to re-enable both Quick boot and Quiet boot. Presumably this is something that will get fixed in a future BIOS update. Note that the following keybindings are active in the BIOS POST check:

Key	Meaning
F2	Enter BIOS setup menu
F12	Enter BIOS boot manager
Delete	Enter BIOS setup menu

WiFi compatibility issues I couldn't make WiFi work at first. Obviously, the default Debian installer doesn't ship with proprietary firmware (although that might change soon) so the WiFi card didn't work out of the box. But even after copying the firmware through a USB stick, I couldn't quite manage to find the right combination of ip/iw/wpa-supplicant (yes, after repeatedly copying a bunch more packages over to get those bootstrapped). (Next time I should probably try something like this post.) Thankfully, I had a little USB-C dongle with a RJ-45 jack lying around. That also required a firmware blob, but it was a single package to copy over, and with that loaded, I had network. Eventually, I did managed to make WiFi work; the problem was more on the side of "I forgot how to configure a WPA network by hand from the commandline" than anything else. NetworkManager worked fine and got WiFi working correctly. Note that this is with Debian bookworm, which has the 5.19 Linux kernel, and with the firmware-nonfree (firmware-iwlwifi, specifically) package.

Battery life I was having between about 7 hours of battery on the Purism Librem 13v4, and that's after a year or two of battery life. Now, I still have about 7 hours of battery life, which is nicer than my old ThinkPad X220 (20 minutes!) but really, it's not that good for a new generation laptop. The 12th generation Intel chipset probably improved things compared to the previous one Framework laptop, but I don't have a 11th gen Framework to compare with). (Note that those are estimates from my status bar, not wall clock measurements. They should still be comparable between the Purism and Framework, that said.) The battery life doesn't seem up to, say, Dell XPS 13, ThinkPad X1, and of course not the Apple M1, where I would expect 10+ hours of battery life out of the box. That said, I do get those kind estimates when the machine is fully charged and idle. In fact, when everything is quiet and nothing is plugged in, I get dozens of hours of battery life estimated (I've seen 25h!). So power usage fluctuates quite a bit depending on usage, which I guess is expected. Concretely, so far, light web browsing, reading emails and writing notes in Emacs (e.g. this file) takes about 8W of power:

Time    User  Nice   Sys  Idle    IO  Run Ctxt/s  IRQ/s Fork Exec Exit  Watts
-------- ----- ----- ----- ----- ----- ---- ------ ------ ---- ---- ---- ------
 Average   1.7   0.0   0.5  97.6   0.2  1.2 4684.9 1985.2 126.6 39.1 128.0   7.57
 GeoMean   1.4   0.0   0.4  97.6   0.1  1.2 4416.6 1734.5 111.6 27.9 113.3   7.54
  StdDev   1.0   0.2   0.2   1.2   0.0  0.5 1584.7 1058.3 82.1 44.0 80.2   0.71
-------- ----- ----- ----- ----- ----- ---- ------ ------ ---- ---- ---- ------
 Minimum   0.2   0.0   0.2  94.9   0.1  1.0 2242.0  698.2 82.0 17.0 82.0   6.36
 Maximum   4.1   1.1   1.0  99.4   0.2  3.0 8687.4 4445.1 463.0 249.0 449.0   9.10
-------- ----- ----- ----- ----- ----- ---- ------ ------ ---- ---- ---- ------
Summary:
System:   7.57 Watts on average with standard deviation 0.71

Expansion cards matter a lot in the battery life (see below for a thorough discussion), my normal setup is 2xUSB-C and 1xUSB-A (yes, with an empty slot, and yes, to save power). Interestingly, playing a video in a (720p) window in a window takes up more power (10.5W) than in full screen (9.5W) but I blame that on my desktop setup (i3 + compton)... Not sure if mpv hits the VA-API, maybe not in windowed mode. Similar results with 1080p, interestingly, except the window struggles to keep up altogether. Full screen playback takes a relatively comfortable 9.5W, which means a solid 5h+ of playback, which is fine by me. Fooling around the web, small edits, youtube-dl, and I'm at around 80% battery after about an hour, with an estimated 5h left, which is a little disappointing. I had a 7h remaining estimate before I started goofing around Discourse, so I suspect the website is a pretty big battery drain, actually. I see about 10-12 W, while I was probably at half that (6-8W) just playing music with mpv in the background... In other words, it looks like editing posts in Discourse with Firefox takes a solid 4-6W of power. Amazing and gross. (When writing about abusive power usage generates more power usage, is that an heisenbug? Or schr dinbug?)

Power management Compared to the Purism Librem 13v4, the ongoing power usage seems to be slightly better. An anecdotal metric is that the Purism would take 800mA idle, while the more powerful Framework manages a little over 500mA as I'm typing this, fluctuating between 450 and 600mA. That is without any active expansion card, except the storage. Those numbers come from the output of tlp-stat -b and, unfortunately, the "ampere" unit makes it quite hard to compare those, because voltage is not necessarily the same between the two platforms.

• TODO: review Arch Linux's tips on power saving
• TODO: i915 driver has a lot of parameters, including some about power saving, see, again, the arch wiki, and particularly enable_fbc=1

TL:DR; power management on the laptop is an issue, but there's various tweaks you can make to improve it. Try:

• powertop --auto-tune
• apt install tlp && systemctl enable tlp
• nvme.noacpi=1 mem_sleep_default=deep on the kernel command line may help with standby power usage
• keep only USB-C expansion cards plugged in, all others suck power even when idle
• consider upgrading the BIOS to latest beta (3.06 at the time of writing), unverified power savings
• latest Linux kernels (6.2) promise power savings as well (unverified)

Update: also try to follow the official optimization guide. It was made for Ubuntu but will probably also work for your distribution of choice with a few tweaks. They recommend using tlpui but it's not packaged in Debian. There is, however, a Flatpak release. In my case, it resulted in the following diff to tlp.conf: tlp.patch.

Background on CPU architecture There were power problems in the 11th gen Framework laptop, according to this report from Linux After Dark, so the issues with power management on the Framework are not new. The 12th generation Intel CPU (AKA "Alder Lake") is a big-little architecture with "power-saving" and "performance" cores. There used to be performance problems introduced by the scheduler in Linux 5.16 but those were eventually fixed in 5.18, which uses Intel's hardware as an "intelligent, low-latency hardware-assisted scheduler". According to Phoronix, the 5.19 release improved the power saving, at the cost of some penalty cost. There were also patch series to make the scheduler configurable, but it doesn't look those have been merged as of 5.19. There was also a session about this at the 2022 Linux Plumbers, but they stopped short of talking more about the specific problems Linux is facing in Alder lake:

Specifically, the kernel's energy-aware scheduling heuristics don't work well on those CPUs. A number of features present there complicate the energy picture; these include SMT, Intel's "turbo boost" mode, and the CPU's internal power-management mechanisms. For many workloads, running on an ostensibly more power-hungry Pcore can be more efficient than using an Ecore. Time for discussion of the problem was lacking, though, and the session came to a close.

All this to say that the 12gen Intel line shipped with this Framework series should have better power management thanks to its power-saving cores. And Linux has had the scheduler changes to make use of this (but maybe is still having trouble). In any case, this might not be the source of power management problems on my laptop, quite the opposite. Also note that the firmware updates for various chipsets are supposed to improve things eventually. On the other hand, The Verge simply declared the whole P-series a mistake...

Attempts at improving power usage I did try to follow some of the tips in this forum post. The tricks powertop --auto-tune and tlp's PCIE_ASPM_ON_BAT=powersupersave basically did nothing: I was stuck at 10W power usage in powertop (600+mA in tlp-stat). Apparently, I should be able to reach the C8 CPU power state (or even C9, C10) in powertop, but I seem to be stock at C7. (Although I'm not sure how to read that tab in powertop: in the Core(HW) column there's only C3/C6/C7 states, and most cores are 85% in C7 or maybe C6. But the next column over does show many CPUs in C10 states... As it turns out, the graphics card actually takes up a good chunk of power unless proper power management is enabled (see below). After tweaking this, I did manage to get down to around 7W power usage in powertop. Expansion cards actually do take up power, and so does the screen, obviously. The fully-lit screen takes a solid 2-3W of power compared to the fully dimmed screen. When removing all expansion cards and making the laptop idle, I can spin it down to 4 watts power usage at the moment, and an amazing 2 watts when the screen turned off.

Caveats Abusive (10W+) power usage that I initially found could be a problem with my desktop configuration: I have this silly status bar that updates every second and probably causes redraws... The CPU certainly doesn't seem to spin down below 1GHz. Also note that this is with an actual desktop running with everything: it could very well be that some things (I'm looking at you Signal Desktop) take up unreasonable amount of power on their own (hello, 1W/electron, sheesh). Syncthing and containerd (Docker!) also seem to take a good 500mW just sitting there. Beyond my desktop configuration, this could, of course, be a Debian-specific problem; your favorite distribution might be better at power management.

Idle power usage tests Some expansion cards waste energy, even when unused. Here is a summary of the findings from the powerstat page. I also include other devices tested in this page for completeness:

Device	Minimum	Average	Max	Stdev	Note
Screen, 100%	2.4W	2.6W	2.8W	N/A
Screen, 1%	30mW	140mW	250mW	N/A
Backlight 1	290mW	?	?	?	fairly small, all things considered
Backlight 2	890mW	1.2W	3W?	460mW?	geometric progression
Backlight 3	1.69W	1.5W	1.8W?	390mW?	significant power use
Radios	100mW	250mW	N/A	N/A
USB-C	N/A	N/A	N/A	N/A	negligible power drain
USB-A	10mW	10mW	?	10mW	almost negligible
DisplayPort	300mW	390mW	600mW	N/A	not passive
HDMI	380mW	440mW	1W?	20mW	not passive
1TB SSD	1.65W	1.79W	2W	12mW	significant, probably higher when busy
MicroSD	1.6W	3W	6W	1.93W	highest power usage, possibly even higher when busy
Ethernet	1.69W	1.64W	1.76W	N/A	comparable to the SSD card

So it looks like all expansion cards but the USB-C ones are active, i.e. they draw power with idle. The USB-A cards are the least concern, sucking out 10mW, pretty much within the margin of error. But both the DisplayPort and HDMI do take a few hundred miliwatts. It looks like USB-A connectors have this fundamental flaw that they necessarily draw some powers because they lack the power negotiation features of USB-C. At least according to this post:

It seems the USB A must have power going to it all the time, that the old USB 2 and 3 protocols, the USB C only provides power when there is a connection. Old versus new.

Apparently, this is a problem specific to the USB-C to USB-A adapter that ships with the Framework. Some people have actually changed their orders to all USB-C because of this problem, but I'm not sure the problem is as serious as claimed in the forums. I couldn't reproduce the "one watt" power drains suggested elsewhere, at least not repeatedly. (A previous version of this post did show such a power drain, but it was in a less controlled test environment than the series of more rigorous tests above.) The worst offenders are the storage cards: the SSD drive takes at least one watt of power and the MicroSD card seems to want to take all the way up to 6 watts of power, both just sitting there doing nothing. This confirms claims of 1.4W for the SSD (but not 5W) power usage found elsewhere. The former post has instructions on how to disable the card in software. The MicroSD card has been reported as using 2 watts, but I've seen it as high as 6 watts, which is pretty damning. The Framework team has a beta update for the DisplayPort adapter but currently only for Windows (LVFS technically possible, "under investigation"). A USB-A firmware update is also under investigation. It is therefore likely at least some of those power management issues will eventually be fixed. Note that the upcoming Ethernet card has a reported 2-8W power usage, depending on traffic. I did my own power usage tests in powerstat-wayland and they seem lower than 2W. The upcoming 6.2 Linux kernel might also improve battery usage when idle, see this Phoronix article for details, likely in early 2023.

Idle power usage tests under Wayland Update: I redid those tests under Wayland, see powerstat-wayland for details. The TL;DR: is that power consumption is either smaller or similar.

Idle power usage tests, 3.06 beta BIOS I redid the idle tests after the 3.06 beta BIOS update and ended up with this results:

Device	Minimum	Average	Max	Stdev	Note
Baseline	1.96W	2.01W	2.11W	30mW	1 USB-C, screen off, backlight off, no radios
2 USB-C	1.95W	2.16W	3.69W	430mW	USB-C confirmed as mostly passive...
3 USB-C	1.95W	2.16W	3.69W	430mW	... although with extra stdev
1TB SSD	3.72W	3.85W	4.62W	200mW	unchanged from before upgrade
1 USB-A	1.97W	2.18W	4.02W	530mW	unchanged
2 USB-A	1.97W	2.00W	2.08W	30mW	unchanged
3 USB-A	1.94W	1.99W	2.03W	20mW	unchanged
MicroSD w/o card	3.54W	3.58W	3.71W	40mW	significant improvement! 2-3W power saving!
MicroSD w/ card	3.53W	3.72W	5.23W	370mW	new measurement! increased deviation
DisplayPort	2.28W	2.31W	2.37W	20mW	unchanged
1 HDMI	2.43W	2.69W	4.53W	460mW	unchanged
2 HDMI	2.53W	2.59W	2.67W	30mW	unchanged
External USB	3.85W	3.89W	3.94W	30mW	new result
Ethernet	3.60W	3.70W	4.91W	230mW	unchanged

Note that the table summary is different than the previous table: here we show the absolute numbers while the previous table was doing a confusing attempt at showing relative (to the baseline) numbers. Conclusion: the 3.06 BIOS update did not significantly change idle power usage stats except for the MicroSD card which has significantly improved. The new "external USB" test is also interesting: it shows how the provided 1TB SSD card performs (admirably) compared to existing devices. The other new result is the MicroSD card with a card which, interestingly, uses less power than the 1TB SSD drive.

Standby battery usage I wrote some quick hack to evaluate how much power is used during sleep. Apparently, this is one of the areas that should have improved since the first Framework model, let's find out. My baseline for comparison is the Purism laptop, which, in 10 minutes, went from this:

sep 28 11:19:45 angela systemd-sleep[209379]: /sys/class/power_supply/BAT/charge_now                      =   6045 [mAh]

... to this:

sep 28 11:29:47 angela systemd-sleep[209725]: /sys/class/power_supply/BAT/charge_now                      =   6037 [mAh]

That's 8mAh per 10 minutes (and 2 seconds), or 48mA, or, with this battery, about 127 hours or roughly 5 days of standby. Not bad! In comparison, here is my really old x220, before:

sep 29 22:13:54 emma systemd-sleep[176315]: /sys/class/power_supply/BAT0/energy_now                     =   5070 [mWh]

... after:

sep 29 22:23:54 emma systemd-sleep[176486]: /sys/class/power_supply/BAT0/energy_now                     =   4980 [mWh]

... which is 90 mwH in 10 minutes, or a whopping 540mA, which was possibly okay when this battery was new (62000 mAh, so about 100 hours, or about 5 days), but this battery is almost dead and has only 5210 mAh when full, so only 10 hours standby. And here is the Framework performing a similar test, before:

sep 29 22:27:04 angela systemd-sleep[4515]: /sys/class/power_supply/BAT1/charge_full                    =   3518 [mAh]
sep 29 22:27:04 angela systemd-sleep[4515]: /sys/class/power_supply/BAT1/charge_now                     =   2861 [mAh]

... after:

sep 29 22:37:08 angela systemd-sleep[4743]: /sys/class/power_supply/BAT1/charge_now                     =   2812 [mAh]

... which is 49mAh in a little over 10 minutes (and 4 seconds), or 292mA, much more than the Purism, but half of the X220. At this rate, the battery would last on standby only 12 hours!! That is pretty bad. Note that this was done with the following expansion cards:

• 2 USB-C
• 1 1TB SSD drive
• 1 USB-A with a hub connected to it, with keyboard and LAN

Preliminary tests without the hub (over one minute) show that it doesn't significantly affect this power consumption (300mA). This guide also suggests booting with nvme.noacpi=1 but this still gives me about 5mAh/min (or 300mA). Adding mem_sleep_default=deep to the kernel command line does make a difference. Before:

sep 29 23:03:11 angela systemd-sleep[3699]: /sys/class/power_supply/BAT1/charge_now                     =   2544 [mAh]

... after:

sep 29 23:04:25 angela systemd-sleep[4039]: /sys/class/power_supply/BAT1/charge_now                     =   2542 [mAh]

... which is 2mAh in 74 seconds, which is 97mA, brings us to a more reasonable 36 hours, or a day and a half. It's still above the x220 power usage, and more than an order of magnitude more than the Purism laptop. It's also far from the 0.4% promised by upstream, which would be 14mA for the 3500mAh battery. It should also be noted that this "deep" sleep mode is a little more disruptive than regular sleep. As you can see by the timing, it took more than 10 seconds for the laptop to resume, which feels a little alarming as your banging the keyboard to bring it back to life. You can confirm the current sleep mode with:

# cat /sys/power/mem_sleep
s2idle [deep]

In the above, deep is selected. You can change it on the fly with:

printf s2idle > /sys/power/mem_sleep

Here's another test:

sep 30 22:25:50 angela systemd-sleep[32207]: /sys/class/power_supply/BAT1/charge_now                     =   1619 [mAh]
sep 30 22:31:30 angela systemd-sleep[32516]: /sys/class/power_supply/BAT1/charge_now                     =   1613 [mAh]

... better! 6 mAh in about 6 minutes, works out to 63.5mA, so more than two days standby. A longer test:

oct 01 09:22:56 angela systemd-sleep[62978]: /sys/class/power_supply/BAT1/charge_now                     =   3327 [mAh]
oct 01 12:47:35 angela systemd-sleep[63219]: /sys/class/power_supply/BAT1/charge_now                     =   3147 [mAh]

That's 180mAh in about 3.5h, 52mA! Now at 66h, or almost 3 days. I wasn't sure why I was seeing such fluctuations in those tests, but as it turns out, expansion card power tests show that they do significantly affect power usage, especially the SSD drive, which can take up to two full watts of power even when idle. I didn't control for expansion cards in the above tests running them with whatever card I had plugged in without paying attention so it's likely the cause of the high power usage and fluctuations. It might be possible to work around this problem by disabling USB devices before suspend. TODO. See also this post. In the meantime, I have been able to get much better suspend performance by unplugging all modules. Then I get this result:

oct 04 11:15:38 angela systemd-sleep[257571]: /sys/class/power_supply/BAT1/charge_now                     =   3203 [mAh]
oct 04 15:09:32 angela systemd-sleep[257866]: /sys/class/power_supply/BAT1/charge_now                     =   3145 [mAh]

Which is 14.8mA! Almost exactly the number promised by Framework! With a full battery, that means a 10 days suspend time. This is actually pretty good, and far beyond what I was expecting when starting down this journey. So, once the expansion cards are unplugged, suspend power usage is actually quite reasonable. More detailed standby tests are available in the standby-tests page, with a summary below. There is also some hope that the Chromebook edition specifically designed with a specification of 14 days standby time could bring some firmware improvements back down to the normal line. Some of those issues were reported upstream in April 2022, but there doesn't seem to have been any progress there since. TODO: one final solution here is suspend-then-hibernate, which Windows uses for this TODO: consider implementing the S0ix sleep states , see also troubleshooting TODO: consider https://github.com/intel/pm-graph

Standby expansion cards test results This table is a summary of the more extensive standby-tests I have performed:

Device	Wattage	Amperage	Days	Note
baseline	0.25W	16mA	9	sleep=deep nvme.noacpi=1
s2idle	0.29W	18.9mA	~7	sleep=s2idle nvme.noacpi=1
normal nvme	0.31W	20mA	~7	sleep=s2idle without nvme.noacpi=1
1 USB-C	0.23W	15mA	~10
2 USB-C	0.23W	14.9mA		same as above
1 USB-A	0.75W	48.7mA	3	+500mW (!!) for the first USB-A card!
2 USB-A	1.11W	72mA	2	+360mW
3 USB-A	1.48W	96mA	<2	+370mW
1TB SSD	0.49W	32mA	<5	+260mW
MicroSD	0.52W	34mA	~4	+290mW
DisplayPort	0.85W	55mA	<3	+620mW (!!)
1 HDMI	0.58W	38mA	~4	+250mW
2 HDMI	0.65W	42mA	<4	+70mW

Conclusions:

• USB-C cards take no extra power on suspend, possibly less than empty slots, more testing required
• USB-A cards take a lot more power on suspend (300-500mW) than on regular idle (~10mW, almost negligible)
• 1TB SSD and MicroSD cards seem to take a reasonable amount of power (260-290mW), compared to their runtime equivalents (1-6W!)
• DisplayPort takes a surprising lot of power (620mW), almost double its average runtime usage (390mW)
• HDMI cards take, surprisingly, less power (250mW) in standby than the DP card (620mW)
• and oddly, a second card adds less power usage (70mW?!) than the first, maybe a circuit is used by both?

A discussion of those results is in this forum post.

Standby expansion cards test results, 3.06 beta BIOS Framework recently (2022-11-07) announced that they will publish a firmware upgrade to address some of the USB-C issues, including power management. This could positively affect the above result, improving both standby and runtime power usage. The update came out in December 2022 and I redid my analysis with the following results:

Device	Wattage	Amperage	Days	Note
baseline	0.25W	16mA	9	no cards, same as before upgrade
1 USB-C	0.25W	16mA	9	same as before
2 USB-C	0.25W	16mA	9	same
1 USB-A	0.80W	62mA	3	+550mW!! worse than before
2 USB-A	1.12W	73mA	<2	+320mW, on top of the above, bad!
Ethernet	0.62W	40mA	3-4	new result, decent
1TB SSD	0.52W	34mA	4	a bit worse than before (+2mA)
MicroSD	0.51W	22mA	4	same
DisplayPort	0.52W	34mA	4+	upgrade improved by 300mW
1 HDMI	?	38mA	?	same
2 HDMI	?	45mA	?	a bit worse than before (+3mA)
Normal	1.08W	70mA	~2	Ethernet, 2 USB-C, USB-A

Full results in standby-tests-306. The big takeaway for me is that the update did not improve power usage on the USB-A ports which is a big problem for my use case. There is a notable improvement on the DisplayPort power consumption which brings it more in line with the HDMI connector, but it still doesn't properly turn off on suspend either. Even worse, the USB-A ports now sometimes fails to resume after suspend, which is pretty annoying. This is a known problem that will hopefully get fixed in the final release.

Battery wear protection The BIOS has an option to limit charge to 80% to mitigate battery wear. There's a way to control the embedded controller from runtime with fw-ectool, partly documented here. The command would be:

sudo ectool fwchargelimit 80

I looked at building this myself but failed to run it. I opened a RFP in Debian so that we can ship this in Debian, and also documented my work there. Note that there is now a counter that tracks charge/discharge cycles. It's visible in tlp-stat -b, which is a nice improvement:

root@angela:/home/anarcat# tlp-stat -b
--- TLP 1.5.0 --------------------------------------------
+++ Battery Care
Plugin: generic
Supported features: none available
+++ Battery Status: BAT1
/sys/class/power_supply/BAT1/manufacturer                   = NVT
/sys/class/power_supply/BAT1/model_name                     = Framewo
/sys/class/power_supply/BAT1/cycle_count                    =      3
/sys/class/power_supply/BAT1/charge_full_design             =   3572 [mAh]
/sys/class/power_supply/BAT1/charge_full                    =   3541 [mAh]
/sys/class/power_supply/BAT1/charge_now                     =   1625 [mAh]
/sys/class/power_supply/BAT1/current_now                    =    178 [mA]
/sys/class/power_supply/BAT1/status                         = Discharging
/sys/class/power_supply/BAT1/charge_control_start_threshold = (not available)
/sys/class/power_supply/BAT1/charge_control_end_threshold   = (not available)
Charge                                                      =   45.9 [%]
Capacity                                                    =   99.1 [%]

One thing that is still missing is the charge threshold data (the (not available) above). There's been some work to make that accessible in August, stay tuned? This would also make it possible implement hysteresis support.

Ethernet expansion card The Framework ethernet expansion card is a fancy little doodle: "2.5Gbit/s and 10/100/1000Mbit/s Ethernet", the "clear housing lets you peek at the RTL8156 controller that powers it". Which is another way to say "we didn't completely finish prod on this one, so it kind of looks like we 3D-printed this in the shop".... The card is a little bulky, but I guess that's inevitable considering the RJ-45 form factor when compared to the thin Framework laptop. I have had a serious issue when trying it at first: the link LEDs just wouldn't come up. I made a full bug report in the forum and with upstream support, but eventually figured it out on my own. It's (of course) a power saving issue: if you reboot the machine, the links come up when the laptop is running the BIOS POST check and even when the Linux kernel boots. I first thought that the problem is likely related to the powertop service which I run at boot time to tweak some power saving settings. It seems like this:

echo 'on' > '/sys/bus/usb/devices/4-2/power/control'

... is a good workaround to bring the card back online. You can even return to power saving mode and the card will still work:

echo 'auto' > '/sys/bus/usb/devices/4-2/power/control'

Further research by Matt_Hartley from the Framework Team found this issue in the tlp tracker that shows how the USB_AUTOSUSPEND setting enables the power saving even if the driver doesn't support it, which, in retrospect, just sounds like a bad idea. To quote that issue:

By default, USB power saving is active in the kernel, but not force-enabled for incompatible drivers. That is, devices that support suspension will suspend, drivers that do not, will not.

So the fix is actually to uninstall tlp or disable that setting by adding this to /etc/tlp.conf:

USB_AUTOSUSPEND=0

... but that disables auto-suspend on all USB devices, which may hurt other power usage performance. I have found that a a combination of:

USB_AUTOSUSPEND=1
USB_DENYLIST="0bda:8156"

and this on the kernel commandline:

usbcore.quirks=0bda:8156:k

... actually does work correctly. I now have this in my /etc/default/grub.d/framework-tweaks.cfg file:

# net.ifnames=0: normal interface names ffs (e.g. eth0, wlan0, not wlp166
s0)
# nvme.noacpi=1: reduce SSD disk power usage (not working)
# mem_sleep_default=deep: reduce power usage during sleep (not working)
# usbcore.quirk is a workaround for the ethernet card suspend bug: https:
//guides.frame.work/Guide/Fedora+37+Installation+on+the+Framework+Laptop/
108?lang=en
GRUB_CMDLINE_LINUX="net.ifnames=0 nvme.noacpi=1 mem_sleep_default=deep usbcore.quirks=0bda:8156:k"
# fix the resolution in grub for fonts to not be tiny
GRUB_GFXMODE=1024x768

Other than that, I haven't been able to max out the card because I don't have other 2.5Gbit/s equipment at home, which is strangely satisfying. But running against my Turris Omnia router, I could pretty much max a gigabit fairly easily:

[ ID] Interval           Transfer     Bitrate         Retr
[  5]   0.00-10.00  sec  1.09 GBytes   937 Mbits/sec  238             sender
[  5]   0.00-10.00  sec  1.09 GBytes   934 Mbits/sec                  receiver

The card doesn't require any proprietary firmware blobs which is surprising. Other than the power saving issues, it just works. In my power tests (see powerstat-wayland), the Ethernet card seems to use about 1.6W of power idle, without link, in the above "quirky" configuration where the card is functional but without autosuspend.

Proprietary firmware blobs The framework does need proprietary firmware to operate. Specifically:

• the WiFi network card shipped with the DIY kit is a AX210 card that requires a 5.19 kernel or later, and the firmware-iwlwifi non-free firmware package
• the Bluetooth adapter also loads the firmware-iwlwifi package (untested)
• the graphics work out of the box without firmware, but certain power management features come only with special proprietary firmware, normally shipped in the firmware-misc-nonfree but currently missing from the package

Note that, at the time of writing, the latest i915 firmware from linux-firmware has a serious bug where loading all the accessible firmware results in noticeable I estimate 200-500ms lag between the keyboard (not the mouse!) and the display. Symptoms also include tearing and shearing of windows, it's pretty nasty. One workaround is to delete the two affected firmware files:

cd /lib/firmware && rm adlp_guc_70.1.1.bin adlp_guc_69.0.3.bin
update-initramfs -u

You will get the following warning during build, which is good as it means the problematic firmware is disabled:

W: Possible missing firmware /lib/firmware/i915/adlp_guc_69.0.3.bin for module i915
W: Possible missing firmware /lib/firmware/i915/adlp_guc_70.1.1.bin for module i915

But then it also means that critical firmware isn't loaded, which means, among other things, a higher battery drain. I was able to move from 8.5-10W down to the 7W range after making the firmware work properly. This is also after turning the backlight all the way down, as that takes a solid 2-3W in full blast. The proper fix is to use some compositing manager. I ended up using compton with the following systemd unit:

[Unit]
Description=start compositing manager
PartOf=graphical-session.target
ConditionHost=angela
[Service]
Type=exec
ExecStart=compton --show-all-xerrors --backend glx --vsync opengl-swc
Restart=on-failure
[Install]
RequiredBy=graphical-session.target

compton is orphaned however, so you might be tempted to use picom instead, but in my experience the latter uses much more power (1-2W extra, similar experience). I also tried compiz but it would just crash with:

anarcat@angela:~$ compiz --replace
compiz (core) - Warn: No XI2 extension
compiz (core) - Error: Another composite manager is already running on screen: 0
compiz (core) - Fatal: No manageable screens found on display :0

When running from the base session, I would get this instead:

compiz (core) - Warn: No XI2 extension
compiz (core) - Error: Couldn't load plugin 'ccp'
compiz (core) - Error: Couldn't load plugin 'ccp'

Thanks to EmanueleRocca for figuring all that out. See also this discussion about power management on the Framework forum. Note that Wayland environments do not require any special configuration here and actually work better, see my Wayland migration notes for details.

Also note that the iwlwifi firmware also looks incomplete. Even with the package installed, I get those errors in dmesg:

[   19.534429] Intel(R) Wireless WiFi driver for Linux
[   19.534691] iwlwifi 0000:a6:00.0: enabling device (0000 -> 0002)
[   19.541867] iwlwifi 0000:a6:00.0: firmware: failed to load iwlwifi-ty-a0-gf-a0-72.ucode (-2)
[   19.541881] iwlwifi 0000:a6:00.0: firmware: failed to load iwlwifi-ty-a0-gf-a0-72.ucode (-2)
[   19.541882] iwlwifi 0000:a6:00.0: Direct firmware load for iwlwifi-ty-a0-gf-a0-72.ucode failed with error -2
[   19.541890] iwlwifi 0000:a6:00.0: firmware: failed to load iwlwifi-ty-a0-gf-a0-71.ucode (-2)
[   19.541895] iwlwifi 0000:a6:00.0: firmware: failed to load iwlwifi-ty-a0-gf-a0-71.ucode (-2)
[   19.541896] iwlwifi 0000:a6:00.0: Direct firmware load for iwlwifi-ty-a0-gf-a0-71.ucode failed with error -2
[   19.541903] iwlwifi 0000:a6:00.0: firmware: failed to load iwlwifi-ty-a0-gf-a0-70.ucode (-2)
[   19.541907] iwlwifi 0000:a6:00.0: firmware: failed to load iwlwifi-ty-a0-gf-a0-70.ucode (-2)
[   19.541908] iwlwifi 0000:a6:00.0: Direct firmware load for iwlwifi-ty-a0-gf-a0-70.ucode failed with error -2
[   19.541913] iwlwifi 0000:a6:00.0: firmware: failed to load iwlwifi-ty-a0-gf-a0-69.ucode (-2)
[   19.541916] iwlwifi 0000:a6:00.0: firmware: failed to load iwlwifi-ty-a0-gf-a0-69.ucode (-2)
[   19.541917] iwlwifi 0000:a6:00.0: Direct firmware load for iwlwifi-ty-a0-gf-a0-69.ucode failed with error -2
[   19.541922] iwlwifi 0000:a6:00.0: firmware: failed to load iwlwifi-ty-a0-gf-a0-68.ucode (-2)
[   19.541926] iwlwifi 0000:a6:00.0: firmware: failed to load iwlwifi-ty-a0-gf-a0-68.ucode (-2)
[   19.541927] iwlwifi 0000:a6:00.0: Direct firmware load for iwlwifi-ty-a0-gf-a0-68.ucode failed with error -2
[   19.541933] iwlwifi 0000:a6:00.0: firmware: failed to load iwlwifi-ty-a0-gf-a0-67.ucode (-2)
[   19.541937] iwlwifi 0000:a6:00.0: firmware: failed to load iwlwifi-ty-a0-gf-a0-67.ucode (-2)
[   19.541937] iwlwifi 0000:a6:00.0: Direct firmware load for iwlwifi-ty-a0-gf-a0-67.ucode failed with error -2
[   19.544244] iwlwifi 0000:a6:00.0: firmware: direct-loading firmware iwlwifi-ty-a0-gf-a0-66.ucode
[   19.544257] iwlwifi 0000:a6:00.0: api flags index 2 larger than supported by driver
[   19.544270] iwlwifi 0000:a6:00.0: TLV_FW_FSEQ_VERSION: FSEQ Version: 0.63.2.1
[   19.544523] iwlwifi 0000:a6:00.0: firmware: failed to load iwl-debug-yoyo.bin (-2)
[   19.544528] iwlwifi 0000:a6:00.0: firmware: failed to load iwl-debug-yoyo.bin (-2)
[   19.544530] iwlwifi 0000:a6:00.0: loaded firmware version 66.55c64978.0 ty-a0-gf-a0-66.ucode op_mode iwlmvm

Some of those are available in the latest upstream firmware package (iwlwifi-ty-a0-gf-a0-71.ucode, -68, and -67), but not all (e.g. iwlwifi-ty-a0-gf-a0-72.ucode is missing) . It's unclear what those do or don't, as the WiFi seems to work well without them. I still copied them in from the latest linux-firmware package in the hope they would help with power management, but I did not notice a change after loading them. There are also multiple knobs on the iwlwifi and iwlmvm drivers. The latter has a power_schmeme setting which defaults to 2 (balanced), setting it to 3 (low power) could improve battery usage as well, in theory. The iwlwifi driver also has power_save (defaults to disabled) and power_level (1-5, defaults to 1) settings. See also the output of modinfo iwlwifi and modinfo iwlmvm for other driver options.

Graphics acceleration After loading the latest upstream firmware and setting up a compositing manager (compton, above), I tested the classic glxgears. Running in a window gives me odd results, as the gears basically grind to a halt:

Running synchronized to the vertical refresh.  The framerate should be
approximately the same as the monitor refresh rate.
137 frames in 5.1 seconds = 26.984 FPS
27 frames in 5.4 seconds =  5.022 FPS

Ouch. 5FPS! But interestingly, once the window is in full screen, it does hit the monitor refresh rate:

300 frames in 5.0 seconds = 60.000 FPS

I'm not really a gamer and I'm not normally using any of that fancy graphics acceleration stuff (except maybe my browser does?). I installed intel-gpu-tools for the intel_gpu_top command to confirm the GPU was engaged when doing those simulations. A nice find. Other useful diagnostic tools include glxgears and glxinfo (in mesa-utils) and (vainfo in vainfo). Following to this post, I also made sure to have those settings in my about:config in Firefox, or, in user.js:

user_pref("media.ffmpeg.vaapi.enabled", true);

Note that the guide suggests many other settings to tweak, but those might actually be overkill, see this comment and its parents. I did try forcing hardware acceleration by setting gfx.webrender.all to true, but everything became choppy and weird. The guide also mentions installing the intel-media-driver package, but I could not find that in Debian. The Arch wiki has, as usual, an excellent reference on hardware acceleration in Firefox.

Chromium / Signal desktop bugs It looks like both Chromium and Signal Desktop misbehave with my compositor setup (compton + i3). The fix is to add a persistent flag to Chromium. In Arch, it's conveniently in ~/.config/chromium-flags.conf but that doesn't actually work in Debian. I had to put the flag in /etc/chromium.d/disable-compositing, like this:

export CHROMIUM_FLAGS="$CHROMIUM_FLAGS --disable-gpu-compositing"

It's possible another one of the hundreds of flags might fix this issue better, but I don't really have time to go through this entire, incomplete, and unofficial list (!?!). Signal Desktop is a similar problem, and doesn't reuse those flags (because of course it doesn't). Instead I had to rewrite the wrapper script in /usr/local/bin/signal-desktop to use this instead:

exec /usr/bin/flatpak run --branch=stable --arch=x86_64 org.signal.Signal --disable-gpu-compositing "$@"

This was mostly done in this Puppet commit. I haven't figured out the root of this problem. I did try using picom and xcompmgr; they both suffer from the same issue. Another Debian testing user on Wayland told me they haven't seen this problem, so hopefully this can be fixed by switching to wayland.

Graphics card hangs I believe I might have this bug which results in a total graphical hang for 15-30 seconds. It's fairly rare so it's not too disruptive, but when it does happen, it's pretty alarming. The comments on that bug report are encouraging though: it seems this is a bug in either mesa or the Intel graphics driver, which means many people have this problem so it's likely to be fixed. There's actually a merge request on mesa already (2022-12-29). It could also be that bug because the error message I get is actually:

Jan 20 12:49:10 angela kernel: Asynchronous wait on fence 0000:00:02.0:sway[104431]:cb0ae timed out (hint:intel_atomic_commit_ready [i915]) 
Jan 20 12:49:15 angela kernel: i915 0000:00:02.0: [drm] GPU HANG: ecode 12:0:00000000 
Jan 20 12:49:15 angela kernel: i915 0000:00:02.0: [drm] Resetting chip for stopped heartbeat on rcs0 
Jan 20 12:49:15 angela kernel: i915 0000:00:02.0: [drm] GuC firmware i915/adlp_guc_70.1.1.bin version 70.1 
Jan 20 12:49:15 angela kernel: i915 0000:00:02.0: [drm] HuC firmware i915/tgl_huc_7.9.3.bin version 7.9 
Jan 20 12:49:15 angela kernel: i915 0000:00:02.0: [drm] HuC authenticated 
Jan 20 12:49:15 angela kernel: i915 0000:00:02.0: [drm] GuC submission enabled 
Jan 20 12:49:15 angela kernel: i915 0000:00:02.0: [drm] GuC SLPC enabled

It's a solid 30 seconds graphical hang. Maybe the keyboard and everything else keeps working. The latter bug report is quite long, with many comments, but this one from January 2023 seems to say that Sway 1.8 fixed the problem. There's also an earlier patch to add an extra kernel parameter that supposedly fixes that too. There's all sorts of other workarounds in there, for example this:

echo "options i915 enable_dc=1 enable_guc_loading=1 enable_guc_submission=1 edp_vswing=0 enable_guc=2 enable_fbc=1 enable_psr=1 disable_power_well=0"   sudo tee /etc/modprobe.d/i915.conf

from this comment... So that one is unsolved, as far as the upstream drivers are concerned, but maybe could be fixed through Sway.

Weird USB hangs / graphical glitches I have had weird connectivity glitches better described in this post, but basically: my USB keyboard and mice (connected over a USB hub) drop keys, lag a lot or hang, and I get visual glitches. The fix was to tighten the screws around the CPU on the motherboard (!), which is, thankfully, a rather simple repair.

USB docks are hell Note that the monitors are hooked up to angela through a USB-C / Thunderbolt dock from Cable Matters, with the lovely name of 201053-SIL. It has issues, see this blog post for an in-depth discussion.

Shipping details I ordered the Framework in August 2022 and received it about a month later, which is sooner than expected because the August batch was late. People (including me) expected this to have an impact on the September batch, but it seems Framework have been able to fix the delivery problems and keep up with the demand. As of early 2023, their website announces that laptops ship "within 5 days". I have myself ordered a few expansion cards in November 2022, and they shipped on the same day, arriving 3-4 days later.

The supply pipeline There are basically 6 steps in the Framework shipping pipeline, each (except the last) accompanied with an email notification:

1. pre-order
2. preparing batch
3. preparing order
4. payment complete
5. shipping
6. (received)

This comes from the crowdsourced spreadsheet, which should be updated when the status changes here. I was part of the "third batch" of the 12th generation laptop, which was supposed to ship in September. It ended up arriving on my door step on September 27th, about 33 days after ordering. It seems current orders are not processed in "batches", but in real time, see this blog post for details on shipping.

Shipping trivia I don't know about the others, but my laptop shipped through no less than four different airplane flights. Here are the hops it took:

• Taoyuan, Taiwan 2022-09-23
• Anchorage, Alaska, USA (?!) 2022-09-24
• Memphis, Tennessee, USA 2022-09-25
• Winnipeg, Manitoba, Canada (!! back the wrong way!) 2022-09-26
• Mirabel, Qu bec, Canada 2022-09-27
• Montr al, Qu bec, Canada

I can't quite figure out how to calculate exactly how much mileage that is, but it's huge. The ride through Alaska is surprising enough but the bounce back through Winnipeg is especially weird. I guess the route happens that way because of Fedex shipping hubs. There was a related oddity when I had my Purism laptop shipped: it left from the west coast and seemed to enter on an endless, two week long road trip across the continental US.

Other resources

• dock questions:
  • list of compatible USB-C docks but beware of the above compatibility problems on the 12th gen
  • see also this comprehensive post on USB/TB/DP/docks which has a section on the Framework specifically
  • anelki recommended the OWC docks which primarily target Macs but apparently "make really good ones"
  • someone else recommended buying "Thunderbolt" docks instead of "USB-C" as the latter don't necessarily include the former, recommending CalDigit docks
• mods:
  • desktop mod (from this discussion), also a normal desktop adapter to reuse an existing case (from this thread)
  • mainboard case (official!)
  • battery case (!), the verge has extra photos of the mainboard and battery cases
  • tablet mod (kind of clunky, but works!)
  • keyboard mod (i.e. turn the Framework keyboard, touch pad, fingerprint reader and power buttons into a "normal" USB keyboard and hub)
  • triple screen laptop mod (video)
  • Thinkpad 701C transplant
  • Braille laptop
• Debian installation report, has good tips on the firmware hacks necessary
• Excellent 12th gen review from an Arch Linux user
• cool expansion port mods:
  • empty drawer
  • dual USB-C (mockup only), expansion hub (just an idea, references other discussions), actually seriously considered by Framework, limited by existing chipsets for now
  • full-size SD card reader
  • magnetic charger
  • Yubikey 5 case and solokey case
  • screwdriver
  • Ethernet (official, back-order as of 2022-09-13, now shipping as of 2023)
  • votes seem to go towards Ethernet and full-sized SD card reader
  • 3D printed expansion card holder
  • LTE modem card (design stage)
  • check out this forum category for a cornucopia of those
• upstream resources:
  • community forum, lots of information, much support, wow!
  • knowledge base
  • repair guides
  • Linux-specific guides
  • blog (RSS)
  • chat is on Discord, but bridged with Matrix, there's talk of bridging it with IRC as well, for now there's a handful of us in #framework on https://libera.chat/
  • GitHub organization, interesting repositories include the Expansion Cards, Input Modules, Expansion Bay, mainboard, EmbeddedController

DDoS detection Let s assume we want to detect DDoS targeting our customers. As an example, we consider a DDoS attack as a collection of flows over one minute targeting a single customer IP address, from a single source port and matching one of these conditions:

• an average bandwidth of 1 Gbps,
• an average bandwidth of 200 Mbps when the protocol is UDP,
• more than 20 source IP addresses and an average bandwidth of 100 Mbps, or
• more than 10 source countries and an average bandwidth of 100 Mbps.

Here is the SQL query to detect such attacks over the last 5 minutes:

SELECT *
FROM (
  SELECT
    toStartOfMinute(TimeReceived) AS TimeReceived,
    DstAddr,
    SrcPort,
    dictGetOrDefault('protocols', 'name', Proto, '???') AS Proto,
    SUM(((((Bytes * SamplingRate) * 8) / 1000) / 1000) / 1000) / 60 AS Gbps,
    uniq(SrcAddr) AS sources,
    uniq(SrcCountry) AS countries
  FROM flows
  WHERE TimeReceived > now() - INTERVAL 5 MINUTE
    AND DstNetRole = 'customers'
  GROUP BY
    TimeReceived,
    DstAddr,
    SrcPort,
    Proto
)
WHERE (Gbps > 1)
   OR ((Proto = 'UDP') AND (Gbps > 0.2)) 
   OR ((sources > 20) AND (Gbps > 0.1)) 
   OR ((countries > 10) AND (Gbps > 0.1))
ORDER BY
  TimeReceived DESC,
  Gbps DESC

Here is an example output¹ where two of our users are under attack. One from what looks like an NTP amplification attack, the other from a DNS amplification attack:

TimeReceived	DstAddr	SrcPort	Proto	Gbps	sources	countries
2023-02-26 17:44:00	::ffff:203.0.113.206	123	UDP	0.102	109	13
2023-02-26 17:43:00	::ffff:203.0.113.206	123	UDP	0.130	133	17
2023-02-26 17:43:00	::ffff:203.0.113.68	53	UDP	0.129	364	63
2023-02-26 17:43:00	::ffff:203.0.113.206	123	UDP	0.113	129	21
2023-02-26 17:42:00	::ffff:203.0.113.206	123	UDP	0.139	50	14
2023-02-26 17:42:00	::ffff:203.0.113.206	123	UDP	0.105	42	14
2023-02-26 17:40:00	::ffff:203.0.113.68	53	UDP	0.121	340	65

DDoS remediation Once detected, there are at least two ways to stop the attack at the network level:

• blackhole the traffic to the targeted user (RTBH), or
• selectively drop packets matching the attack patterns (Flowspec).

Traffic blackhole The easiest method is to sacrifice the attacked user. While this helps the attacker, this protects your network. It is a method supported by all routers. You can also offload this protection to many transit providers. This is useful if the attack volume exceeds your internet capacity. This works by advertising with BGP a route to the attacked user with a specific community. The border router modifies the next hop address of these routes to a specific IP address configured to forward the traffic to a null interface. RFC 7999 defines 65535:666 for this purpose. This is known as a remote-triggered blackhole (RTBH) and is explained in more detail in RFC 3882. It is also possible to blackhole the source of the attacks by leveraging unicast Reverse Path Forwarding (uRPF) from RFC 3704, as explained in RFC 5635. However, uRPF can be a serious tax on your router resources. See NCS5500 uRPF: Configuration and Impact on Scale for an example of the kind of restrictions you have to expect when enabling uRPF. On the advertising side, we can use BIRD. Here is a complete configuration file to allow any router to collect them:

log stderr all;
router id 192.0.2.1;
protocol device  
  scan time 10;
 
protocol bgp exporter  
  ipv4  
    import none;
    export where proto = "blackhole4";
   ;
  ipv6  
    import none;
    export where proto = "blackhole6";
   ;
  local as 64666;
  neighbor range 192.0.2.0/24 external;
  multihop;
  dynamic name "exporter";
  dynamic name digits 2;
  graceful restart yes;
  graceful restart time 0;
  long lived graceful restart yes;
  long lived stale time 3600;  # keep routes for 1 hour!
 
protocol static blackhole4  
  ipv4;
  route 203.0.113.206/32 blackhole  
    bgp_community.add((65535, 666));
   ;
  route 203.0.113.68/32 blackhole  
    bgp_community.add((65535, 666));
   ;
 
protocol static blackhole6  
  ipv6;
 

We use BGP long-lived graceful restart to ensure routes are kept for one hour, even if the BGP connection goes down, notably during maintenance. On the receiver side, if you have a Cisco router running IOS XR, you can use the following configuration to blackhole traffic received on the BGP session. As the BGP session is dedicated to this usage, The community is not used, but you can also forward these routes to your transit providers.

router static
 vrf public
  address-family ipv4 unicast
   192.0.2.1/32 Null0 description "BGP blackhole"
  !
  address-family ipv6 unicast
   2001:db8::1/128 Null0 description "BGP blackhole"
  !
 !
!
route-policy blackhole_ipv4_in_public
  if destination in (0.0.0.0/0 le 31) then
    drop
  endif
  set next-hop 192.0.2.1
  done
end-policy
!
route-policy blackhole_ipv6_in_public
  if destination in (::/0 le 127) then
    drop
  endif
  set next-hop 2001:db8::1
  done
end-policy
!
router bgp 12322
 neighbor-group BLACKHOLE_IPV4_PUBLIC
  remote-as 64666
  ebgp-multihop 255
  update-source Loopback10
  address-family ipv4 unicast
   maximum-prefix 100 90
   route-policy blackhole_ipv4_in_public in
   route-policy drop out
   long-lived-graceful-restart stale-time send 86400 accept 86400
  !
  address-family ipv6 unicast
   maximum-prefix 100 90
   route-policy blackhole_ipv6_in_public in
   route-policy drop out
   long-lived-graceful-restart stale-time send 86400 accept 86400
  !
 !
 vrf public
  neighbor 192.0.2.1
   use neighbor-group BLACKHOLE_IPV4_PUBLIC
   description akvorado-1

When the traffic is blackholed, it is still reported by IPFIX and sFlow. In Akvorado, use ForwardingStatus >= 128 as a filter. While this method is compatible with all routers, it makes the attack successful as the target is completely unreachable. If your router supports it, Flowspec can selectively filter flows to stop the attack without impacting the customer.

Flowspec Flowspec is defined in RFC 8955 and enables the transmission of flow specifications in BGP sessions. A flow specification is a set of matching criteria to apply to IP traffic. These criteria include the source and destination prefix, the IP protocol, the source and destination port, and the packet length. Each flow specification is associated with an action, encoded as an extended community: traffic shaping, traffic marking, or redirection. To announce flow specifications with BIRD, we extend our configuration. The extended community used shapes the matching traffic to 0 bytes per second.

flow4 table flowtab4;
flow6 table flowtab6;
protocol bgp exporter  
  flow4  
    import none;
    export where proto = "flowspec4";
   ;
  flow6  
    import none;
    export where proto = "flowspec6";
   ;
  # [ ]
 
protocol static flowspec4  
  flow4;
  route flow4  
    dst 203.0.113.68/32;
    sport = 53;
    length >= 1476 && <= 1500;
    proto = 17;
   
    bgp_ext_community.add((generic, 0x80060000, 0x00000000));
   ;
  route flow4  
    dst 203.0.113.206/32;
    sport = 123;
    length = 468;
    proto = 17;
   
    bgp_ext_community.add((generic, 0x80060000, 0x00000000));
   ;
 
protocol static flowspec6  
  flow6;
 

If you have a Cisco router running IOS XR, the configuration may look like this:

vrf public
 address-family ipv4 flowspec
 address-family ipv6 flowspec
!
router bgp 12322
 address-family vpnv4 flowspec
 address-family vpnv6 flowspec
 neighbor-group FLOWSPEC_IPV4_PUBLIC
  remote-as 64666
  ebgp-multihop 255
  update-source Loopback10
  address-family ipv4 flowspec
   long-lived-graceful-restart stale-time send 86400 accept 86400
   route-policy accept in
   route-policy drop out
   maximum-prefix 100 90
   validation disable
  !
  address-family ipv6 flowspec
   long-lived-graceful-restart stale-time send 86400 accept 86400
   route-policy accept in
   route-policy drop out
   maximum-prefix 100 90
   validation disable
  !
 !
 vrf public
  address-family ipv4 flowspec
  address-family ipv6 flowspec
  neighbor 192.0.2.1
   use neighbor-group FLOWSPEC_IPV4_PUBLIC
   description akvorado-1

Then, you need to enable Flowspec on all interfaces with:

flowspec
 vrf public
  address-family ipv4
   local-install interface-all
  !
  address-family ipv6
   local-install interface-all
  !
 !
!

As with the RTBH setup, you can filter dropped flows with ForwardingStatus >= 128.

DDoS detection (continued) In the example using Flowspec, the flows were also filtered on the length of the packet:

route flow4  
  dst 203.0.113.68/32;
  sport = 53;
  length >= 1476 && <= 1500;
  proto = 17;
 
  bgp_ext_community.add((generic, 0x80060000, 0x00000000));
 ;

This is an important addition: legitimate DNS requests are smaller than this and therefore not filtered.² With ClickHouse, you can get the 10^th and 90^th percentiles of the packet sizes with quantiles(0.1, 0.9)(Bytes/Packets). The last issue we need to tackle is how to optimize the request: it may need several seconds to collect the data and it is likely to consume substantial resources from your ClickHouse database. One solution is to create a materialized view to pre-aggregate results:

CREATE TABLE ddos_logs (
  TimeReceived DateTime,
  DstAddr IPv6,
  Proto UInt32,
  SrcPort UInt16,
  Gbps SimpleAggregateFunction(sum, Float64),
  Mpps SimpleAggregateFunction(sum, Float64),
  sources AggregateFunction(uniqCombined(12), IPv6),
  countries AggregateFunction(uniqCombined(12), FixedString(2)),
  size AggregateFunction(quantiles(0.1, 0.9), UInt64)
) ENGINE = SummingMergeTree
PARTITION BY toStartOfHour(TimeReceived)
ORDER BY (TimeReceived, DstAddr, Proto, SrcPort)
TTL toStartOfHour(TimeReceived) + INTERVAL 6 HOUR DELETE ;
CREATE MATERIALIZED VIEW ddos_logs_view TO ddos_logs AS
  SELECT
    toStartOfMinute(TimeReceived) AS TimeReceived,
    DstAddr,
    Proto,
    SrcPort,
    sum(((((Bytes * SamplingRate) * 8) / 1000) / 1000) / 1000) / 60 AS Gbps,
    sum(((Packets * SamplingRate) / 1000) / 1000) / 60 AS Mpps,
    uniqCombinedState(12)(SrcAddr) AS sources,
    uniqCombinedState(12)(SrcCountry) AS countries,
    quantilesState(0.1, 0.9)(toUInt64(Bytes/Packets)) AS size
  FROM flows
  WHERE DstNetRole = 'customers'
  GROUP BY
    TimeReceived,
    DstAddr,
    Proto,
    SrcPort

The ddos_logs table is using the SummingMergeTree engine. When the table receives new data, ClickHouse replaces all the rows with the same sorting key, as defined by the ORDER BY directive, with one row which contains summarized values using either the sum() function or the explicitly specified aggregate function (uniqCombined and quantiles in our example).³ Finally, we can modify our initial query with the following one:

SELECT *
FROM (
  SELECT
    TimeReceived,
    DstAddr,
    dictGetOrDefault('protocols', 'name', Proto, '???') AS Proto,
    SrcPort,
    sum(Gbps) AS Gbps,
    sum(Mpps) AS Mpps,
    uniqCombinedMerge(12)(sources) AS sources,
    uniqCombinedMerge(12)(countries) AS countries,
    quantilesMerge(0.1, 0.9)(size) AS size
  FROM ddos_logs
  WHERE TimeReceived > now() - INTERVAL 60 MINUTE
  GROUP BY
    TimeReceived,
    DstAddr,
    Proto,
    SrcPort
)
WHERE (Gbps > 1)
   OR ((Proto = 'UDP') AND (Gbps > 0.2)) 
   OR ((sources > 20) AND (Gbps > 0.1)) 
   OR ((countries > 10) AND (Gbps > 0.1))
ORDER BY
  TimeReceived DESC,
  Gbps DESC

Gluing everything together To sum up, building an anti-DDoS system requires to following these steps:

1. define a set of criteria to detect a DDoS attack,
2. translate these criteria into SQL requests,
3. pre-aggregate flows into SummingMergeTree tables,
4. query and transform the results to a BIRD configuration file, and
5. configure your routers to pull the routes from BIRD.

A Python script like the following one can handle the fourth step. For each attacked target, it generates both a Flowspec rule and a blackhole route.

import socket
import types
from clickhouse_driver import Client as CHClient
# Put your SQL query here!
SQL_QUERY = " "
# How many anti-DDoS rules we want at the same time?
MAX_DDOS_RULES = 20
def empty_ruleset():
    ruleset = types.SimpleNamespace()
    ruleset.flowspec = types.SimpleNamespace()
    ruleset.blackhole = types.SimpleNamespace()
    ruleset.flowspec.v4 = []
    ruleset.flowspec.v6 = []
    ruleset.blackhole.v4 = []
    ruleset.blackhole.v6 = []
    return ruleset
current_ruleset = empty_ruleset()
client = CHClient(host="clickhouse.akvorado.net")
while True:
    results = client.execute(SQL_QUERY)
    seen =  
    new_ruleset = empty_ruleset()
    for (t, addr, proto, port, gbps, mpps, sources, countries, size) in results:
        if (addr, proto, port) in seen:
            continue
        seen[(addr, proto, port)] = True
        # Flowspec
        if addr.ipv4_mapped:
            address = addr.ipv4_mapped
            rules = new_ruleset.flowspec.v4
            table = "flow4"
            mask = 32
            nh = "proto"
        else:
            address = addr
            rules = new_ruleset.flowspec.v6
            table = "flow6"
            mask = 128
            nh = "next header"
        if size[0] == size[1]:
            length = f"length =  int(size[0]) "
        else:
            length = f"length >=  int(size[0])  && <=  int(size[1]) "
        header = f"""
# Time:  t 
# Source:  address , protocol:  proto , port:  port 
# Gbps/Mpps:  gbps:.3 / mpps:.3 , packet size:  int(size[0]) <=X<= int(size[1]) 
# Flows:  flows , sources:  sources , countries:  countries 
"""
        rules.append(
                f""" header 
route  table   
  dst  address / mask ;
  sport =  port ;
   length ;
   nh  =  socket.getprotobyname(proto) ;
 
  bgp_ext_community.add((generic, 0x80060000, 0x00000000));
 ;
"""
        )
        # Blackhole
        if addr.ipv4_mapped:
            rules = new_ruleset.blackhole.v4
        else:
            rules = new_ruleset.blackhole.v6
        rules.append(
            f""" header 
route  address / mask  blackhole  
  bgp_community.add((65535, 666));
 ;
"""
        )
        new_ruleset.flowspec.v4 = list(
            set(new_ruleset.flowspec.v4[:MAX_DDOS_RULES])
        )
        new_ruleset.flowspec.v6 = list(
            set(new_ruleset.flowspec.v6[:MAX_DDOS_RULES])
        )
        # TODO: advertise changes by mail, chat, ...
        current_ruleset = new_ruleset
        changes = False
        for rules, path in (
            (current_ruleset.flowspec.v4, "v4-flowspec"),
            (current_ruleset.flowspec.v6, "v6-flowspec"),
            (current_ruleset.blackhole.v4, "v4-blackhole"),
            (current_ruleset.blackhole.v6, "v6-blackhole"),
        ):
            path = os.path.join("/etc/bird/", f" path .conf")
            with open(f" path .tmp", "w") as f:
                for r in rules:
                    f.write(r)
            changes = (
                changes or not os.path.exists(path) or not samefile(path, f" path .tmp")
            )
            os.rename(f" path .tmp", path)
        if not changes:
            continue
        proc = subprocess.Popen(
            ["birdc", "configure"],
            stdin=subprocess.DEVNULL,
            stdout=subprocess.PIPE,
            stderr=subprocess.PIPE,
        )
        stdout, stderr = proc.communicate(None)
        stdout = stdout.decode("utf-8", "replace")
        stderr = stderr.decode("utf-8", "replace")
        if proc.returncode != 0:
            logger.error(
                "  error:\n \n ".format(
                    "birdc reconfigure",
                    "\n".join(
                        [" O:  ".format(line) for line in stdout.rstrip().split("\n")]
                    ),
                    "\n".join(
                        [" E:  ".format(line) for line in stderr.rstrip().split("\n")]
                    ),
                )
            )

---

Until Akvorado integrates DDoS detection and mitigation, the ideas presented in this blog post provide a solid foundation to get started with your own anti-DDoS system.

---

1. ClickHouse can export results using Markdown format when appending FORMAT Markdown to the query.
2. While most DNS clients should retry with TCP on failures, this is not always the case: until recently, musl libc did not implement this.
3. The materialized view also aggregates the data at hand, both for efficiency and to ensure we work with the right data types.

Monthly Scoring Rubric I m evaluating each goal using a 10 point scale based on execution velocity and risk level, rather than absolute success (which is what I will look at in the annual/mid-year review). If velocity is good and risk is low or well managed the score is high, if either the velocity is low, or risk is high then the score is low. E.g:

• 10 - perfect execution with low-risk, on track for significantly overachieving the goal.
• 7 - good execution with low or well managed risk, highly likely to achieve the goal.
• 5 - execution and risk are OK, should achieve the goal if all goes well.
• 3 - execution or risk have problems, goal is at risk.
• 0 - stalled, with no obvious path to recovery or success.

Goals

Consulting - 6/10 Goal: Execute a series of successful consulting engagements, building a reputation for myself and leaving happy customers willing to provide testimonials that support a pipeline of future opportunities.

• I have one active local engagement assisting a software team with migrating their application from a single to multi-region architecture.
• Two promising international engagements which were close to starting both cancelled based on newly issued company policies freezing their staffing/outsourcing budgets due to the current economic climate.

I m happy with where this is at - I hit 90% of my target hours in February (taking into account 2 weeks off) and the feedback I m receiving is positive. The main risk is the future pipeline of engagements, particularly if the cancellations indicate a new pattern. I m not overly concerned yet, as all the opportunities to date have been from direct or referred contacts in my personal network, so there s plenty of potential to more actively solicit work to create a healthier pipeline.

Product Development - 3/10 Goal: Grow my product development skill set by taking several ideas to MVP stage with customer feedback received, and launch at least one product which generates revenue and has growth potential.

• Accelerating electrification - I continued to keep up with industry news and added some interesting reports to my reading queue, but made no significant progress towards identifying a specific product opportunity.
• Farm management SaaS - no activity or progress at all.
• co2mon.nz - I put significant thought and planning into how to approach a second iteration of this product. I started writing and completed 80% of a post to communicate the revised business plan, but it s not ready for publication yet, and even if it was, the real work towards it would need to actually happen to score more points here.

I had high hopes to make at least some progress in all three areas in February, but it just didn t happen due to lack of time. The good news is that since the low score here is purely execution driven, there s no new risks or blockers that will hinder much better progress here in March.

Professional Network Development - 8/10 Goal: To build a professional relationship with at least 30 new people this year. This is off to a strong start, I made 4 brand new connections and re-established contact with 9 other existing people I d not talked to for a while. I ve found the conversations energising and challenging and I m looking forward to continuing to keep this up.

Writing - 2/10 Goal: To publish a high-quality piece of writing on this site at least once a week. Well off track as already noted. I am enjoying the writing process and I continue to find it useful in developing my thoughts and forcing me to challenge my assumptions, but coupling the writing process with the thinking/planning that is a prerequisite to get those benefits definitely makes my output a lot slower than I was expecting. The slower speed, combined with the obvious time constraints of this month are not a great doubly whammy to be starting with, but I think with some planning and preparation it should have been avoidable by having a backlog of pre-written content for use in weeks where I m on holiday or otherwise busy. It s worth noting that among all the useful feedback I received, this writing target was often called out as overly ambitious, or likely to be counterproductive to producing quality writing. The feedback makes sense - for now I m not planning to change the goal (I might at my 6-month review point), but I am going to be diligent about adhering to my quality standard, which in turn means I m choosing to accept missing a weekly post here and there and taking a lower score on the goal overall. I apologise if you ve been eagerly waiting for writing that never arrived over February!

Community - 5/10 Goal: To support the growth of my local technical community by volunteering my experience and knowledge with others through activities such as mentoring, conference talks and similar.

• I was an invited participant of the monthly KiwiSRE meet-up which was discussing SRE team models, and in particular I was able to speak to my experiences as described in an old CRE blog post on this topic.
• I joined the program committee for SREcon23 APAC which is scheduled for mid-June in Singapore. I also submitted two talk proposals of my own (not sharing the details for now, since the review process is intended to be blind) which I m hopeful might make the grade with my fellow PC members!

Feedback As always, I d love to hear from you if you have thoughts or feedback triggered by anything I ve written above. In particular, it would be useful to know whether you find this type of report interesting to read and/or what you d like to see added/removed or changed.

Cutting off body parts From last couple of months or so we have been getting daily reports of either men or women killed and then being chopped into pieces and this is being normalized . During my growing up years, the only such case I remember was the 1995 Tandoor case and it jolted the conscience of the nation. But it seems lot of water has passe under the bridge. as no one seems to be shocked anymore Also shocking are the number of heart attacks that young people are getting. Dunno the reason for either. Just saw this yesterday, The first thing to my mind was, at least she wasn t chopped. It was only latter I realized that the younger sister may have wanted to educate herself or have some other drreams, but because of some evil customs had to give hand in marriage. No outrage here for anything, not even child marriage :(. How have we become so insensitive. And it s mostly Hindus killing Hindus but still no outrage. We have been killing Muslims and Christians so that I guess is just par for the course :(. I wish I could say there is a solution but there seems to be not Even Child abuse cases have been going up but sad to say even they are being normalised. It s only when a US agency or somebody who feels shocked, then we feel shocked otherwise we have become numb

AMD and Lenovo Lappies About couple of months ago I had made a blog post about lappies. Then Russel reached out to me on Twitter and we engaged. One thing lead to other and soon I saw on some other topic somewhere came across this

The above is a video presentation given by Mark Pearson. Sad to say it was not illuminating enough. Especially the whole boothole thing. I did see three blog posts to get some more insight. The security entry did also share some news. I also reached out to Mr. Pearson to know both the status and also to enquire if there are any new lappies without an OS that I can buy from Lenovo. Sadly, both these e-mails went unanswered. Maybe they went to spam or something else, have no clue. While other organizations did work on it, Debian was kinda side-lined. Hence the annoyance from the Debian Maintainers that the whole thing came from the left field. And this doesn t just effect Debian but all those downstream distributions that rely on Debian . Now while it s almost a year since then and probably all has been fixed but there haven t been any instructions that I could find that tellls me if there is any new way or just the old way works. In any case, I do think bookworm release probably would have all the fixes needed. IIRC, we just entered soft freeze just couple of weeks back. I have to admit something though, I have never used secure-boot as it has been designed, partially because I always run testing, irrespective of whatever device I use. And AFAIK the whole idea of Secure Boot is to have few updates unlike Testing which is kinda a rolling release thing. While Secure Boot wants same bits, all underlying bits, in Testing it s hard to ensure that as the idea is to test new releases of software and see what works and what breaks till we send it to final release (something like Bookworm ). FWIW, currently bookworm and Testing is one and the same till Bookworm releases, and then Testing would have its own updates from the next hour/day after.

Language parser PEG grammars are relatively recent² and are an alternative to context-free grammars. They are easier to write and they can generate better error messages. Python switched from an LL(1)-based parser to a PEG-based parser in Python 3.9. pigeon generates a parser for Go. A grammar is a set of rules. Each rule is an identifier, with an optional user-friendly label for error messages, an expression, and an action in Go to be executed on match. You can find the complete grammar in parser.peg. Here is a simplified rule:

ConditionIPExpr "condition on IP"  
  column:("ExporterAddress"i   return "ExporterAddress", nil  
        / "SrcAddr"i   return "SrcAddr", nil  
        / "DstAddr"i   return "DstAddr", nil  ) _ 
  operator:("=" / "!=") _ 
  ip:IP  
    return fmt.Sprintf("%s %s IPv6StringToNum(%s)",
      toString(column), toString(operator), quote(ip)), nil
   

The rule identifier is ConditionIPExpr. It case-insensitively matches ExporterAddress, SrcAddr, or DstAddr. The action for each case returns the proper case for the column name. That s what is stored in the column variable. Then, it matches one of the possible operators. As there is no code block, it stores the matched string directly in the operator variable. Then, it tries to match the IP rule, which is defined elsewhere in the grammar. If it succeeds, it stores the result of the match in the ip variable and executes the final action. The action turns the column, operator, and IP into a proper expression for ClickHouse. For example, if we have ExporterAddress = 203.0.113.15, we get ExporterAddress = IPv6StringToNum('203.0.113.15'). The IP rule uses a rudimentary regular expression but checks if the matched address is correct in the action block, thanks to netip.ParseAddr():

IP "IP address"   [0-9A-Fa-f:.]+  
  ip, err := netip.ParseAddr(string(c.text))
  if err != nil  
    return "", errors.New("expecting an IP address")
   
  return ip.String(), nil
 

Our parser safely turns the filter into a WHERE clause accepted by ClickHouse:³

WHERE InIfBoundary = 'external' 
AND ExporterRegion = 'france' 
AND InIfConnectivity = 'transit' 
AND SrcAS = 15169 
AND DstAddr BETWEEN toIPv6('2a01:e0f:ffff::') 
                AND toIPv6('2a01:e0f:ffff:ffff:ffff:ffff:ffff:ffff')

Integration in CodeMirror CodeMirror is a versatile code editor that can be easily integrated into JavaScript projects. In Akvorado, the Vue.js component, InputFilter, uses CodeMirror as its foundation and leverages features such as syntax highlighting, linting, and completion. The source code for these capabilities can be found in the codemirror/lang-filter/ directory.

Syntax highlighting The PEG grammar for Go cannot be utilized directly⁴ and the requirements for parsers for editors are distinct: they should be error-tolerant and operate incrementally, as code is typically updated character by character. CodeMirror offers a solution through its own parser generator, Lezer. We don t need this additional parser to fully understand the filter language. Only the basic structure is needed: column names, comparison and logic operators, quoted and unquoted values. The grammar is therefore quite short and does not need to be updated often:

@top Filter  
  expression
 
expression  
 Not expression  
 "(" expression ")"  
 "(" expression ")" And expression  
 "(" expression ")" Or expression  
 comparisonExpression And expression  
 comparisonExpression Or expression  
 comparisonExpression
 
comparisonExpression  
 Column Operator Value
 
Value  
  String   Literal   ValueLParen ListOfValues ValueRParen
 
ListOfValues  
  ListOfValues ValueComma (String   Literal)  
  String   Literal
 
// [ ]
@tokens  
  // [ ]
  Column   std.asciiLetter (std.asciiLetter std.digit)*  
  Operator   $[a-zA-Z!=><]+  
  String  
    '"' (![\\\n"]   "\\" _)* '"'?  
    "'" (![\\\n']   "\\" _)* "'"?
   
  Literal   (std.digit   std.asciiLetter   $[.:/])+  
  // [ ]
 

The expression SrcAS = 12322 AND (DstAS = 1299 OR SrcAS = 29447) is parsed to:

Filter(Column, Operator, Value(Literal),
  And, Column, Operator, Value(Literal),
  Or, Column, Operator, Value(Literal))

The last step is to teach CodeMirror how to map each token to a highlighting tag:

export const FilterLanguage = LRLanguage.define( 
  parser: parser.configure( 
    props: [
      styleTags( 
        Column: t.propertyName,
        String: t.string,
        Literal: t.literal,
        LineComment: t.lineComment,
        BlockComment: t.blockComment,
        Or: t.logicOperator,
        And: t.logicOperator,
        Not: t.logicOperator,
        Operator: t.compareOperator,
        "( )": t.paren,
       ),
    ],
   ),
 );

Linting We offload linting to the original parser in Go. The /api/v0/console/filter/validate endpoint accepts a filter and returns a JSON structure with the errors that were found:

 
  "message": "at line 1, position 12: string literal not terminated",
  "errors": [ 
    "line":    1,
    "column":  12,
    "offset":  11,
    "message": "string literal not terminated",
   ]
 

The linter source for CodeMirror queries the API and turns each error into a diagnostic.

Completion The completion system takes a hybrid approach. It splits the work between the frontend and the backend to offer useful suggestions for completing filters. The frontend uses the parser built with Lezer to determine the context of the completion: do we complete a column name, an operator, or a value? It also extracts the column name if we are completing something else. It forwards the result to the backend through the /api/v0/console/filter/complete endpoint. Walking the syntax tree was not as easy as I thought, but unit tests helped a lot. The backend uses the parser generated by pigeon to complete a column name or a comparison operator. For values, the completions are either static or extracted from the ClickHouse database. A user can complete an AS number from an organization name thanks to the following snippet:

results := []struct  
  Label  string  ch:"label" 
  Detail string  ch:"detail" 
 
columnName := "DstAS"
sqlQuery := fmt.Sprintf( 
 SELECT concat('AS', toString(%s)) AS label, dictGet('asns', 'name', %s) AS detail
 FROM flows
 WHERE TimeReceived > date_sub(minute, 1, now())
 AND detail != ''
 AND positionCaseInsensitive(detail, $1) >= 1
 GROUP BY label, detail
 ORDER BY COUNT(*) DESC
 LIMIT 20
 , columnName, columnName)
if err := conn.Select(ctx, &results, sqlQuery, input.Prefix); err != nil  
  c.r.Err(err).Msg("unable to query database")
  break
 
for _, result := range results  
  completions = append(completions, filterCompletion 
    Label:  result.Label,
    Detail: result.Detail,
    Quoted: false,
   )
 

In my opinion, the completion system is a major factor in making the field editor an efficient way to select flows. While a query builder may have been more beginner-friendly, the completion system s ease of use and functionality make it more enjoyable to use once you become familiar.

---

1. Moreover, building a query builder did not seem like a fun task for me.
2. They were introduced in 2004 in Parsing Expression Grammars: A Recognition-Based Syntactic Foundation. LR parsers were introduced in 1965, LALR parsers in 1969, and LL parsers in the 1970s. Yacc, a popular parser generator, was written in 1975.
3. The parser returns a string. It does not generate an intermediate AST. This makes it simpler and it currently fits our needs.
4. It could be manually translated to JavaScript with PEG.js.

Barbie No, seriously! If anyone can make a good film about a doll franchise, it's probably Greta Gerwig. Not only was Little Women (2019) more than admirable, the same could be definitely said for Lady Bird (2017). More importantly, I can't help feel she was the real 'Driver' behind Frances Ha (2012), one of the better modern takes on Claudia Weill's revelatory Girlfriends (1978). Still, whenever I remember that Barbie will be a film about a billion-dollar toy and media franchise with a nettlesome history, I recall I rubbished the "Facebook film" that turned into The Social Network (2010). Anyway, the trailer for Barbie is worth watching, if only because it seems like a parody of itself.

Blitz It's difficult to overstate just how important the aerial bombing of London during World War II is crucial to understanding the British psyche, despite it being a constructed phenomenon from the outset. Without wishing to underplay the deaths of over 40,000 civilian deaths, Angus Calder pointed out in the 1990s that the modern mythology surrounding the event "did not evolve spontaneously; it was a propaganda construct directed as much at [then neutral] American opinion as at British." It will therefore be interesting to see how British Grenadian Trinidadian director Steve McQueen addresses a topic so essential to the British self-conception. (Remember the controversy in right-wing circles about the sole Indian soldier in Christopher Nolan's Dunkirk (2017)?) McQueen is perhaps best known for his 12 Years a Slave (2013), but he recently directed a six-part film anthology for the BBC which addressed the realities of post-Empire immigration to Britain, and this leads me to suspect he sees the Blitz and its surrounding mythology with a more critical perspective. But any attempt to complicate the story of World War II will be vigorously opposed in a way that will make the recent hullabaloo surrounding The Crown seem tame. All this is to say that the discourse surrounding this release may be as interesting as the film itself.

Dune, Part II Coming out of the cinema after the first part of Denis Vileneve's adaptation of Dune (2021), I was struck by the conception that it was less of a fresh adaptation of the 1965 novel by Frank Herbert than an attempt to rehabilitate David Lynch's 1984 version and in a broader sense, it was also an attempt to reestablish the primacy of cinema over streaming TV and the myriad of other distractions in our lives. I must admit I'm not a huge fan of the original novel, finding within it a certain prurience regarding hereditary military regimes and writing about them with a certain sense of glee that belies a secret admiration for them... not to mention an eyebrow-raising allegory for the Middle East. Still, Dune, Part II is going to be a fantastic spectacle.

Ferrari It'll be curious to see how this differs substantially from the recent Ford v Ferrari (2019), but given that Michael Mann's Heat (1995) so effectively re-energised the gangster/heist genre, I'm more than willing to kick the tires of this about the founder of the eponymous car manufacturer. I'm in the minority for preferring Mann's Thief (1981) over Heat, in part because the former deals in more abstract themes, so I'd have perhaps prefered to look forward to a more conceptual film from Mann over a story about one specific guy.

How Do You Live There are a few directors one can look forward to watching almost without qualification, and Hayao Miyazaki (My Neighbor Totoro, Kiki's Delivery Service, Princess Mononoke Howl's Moving Castle, etc.) is one of them. And this is especially so given that The Wind Rises (2013) was meant to be the last collaboration between Miyazaki and Studio Ghibli. Let's hope he is able to come out of retirement in another ten years.

Indiana Jones and the Dial of Destiny Given I had a strong dislike of Indiana Jones and the Kingdom of the Crystal Skull (2008), I seriously doubt I will enjoy anything this film has to show me, but with 1981's Raiders of the Lost Ark remaining one of my most treasured films (read my brief homage), I still feel a strong sense of obligation towards the Indiana Jones name, despite it feeling like the copper is being pulled out of the walls of this franchise today.

Kafka I only know Polish filmmaker Agnieszka Holland through her Spoor (2017), an adaptation of Olga Tokarczuk's 2009 eco-crime novel Drive Your Plow Over the Bones of the Dead. I wasn't an unqualified fan of Spoor (nor the book on which it is based), but I am interested in Holland's take on the life of Czech author Franz Kafka, an author enmeshed with twentieth-century art and philosophy, especially that of central Europe. Holland has mentioned she intends to tell the story "as a kind of collage," and I can hope that it is an adventurous take on the over-furrowed biopic genre. Or perhaps Gregor Samsa will awake from uneasy dreams to find himself transformed in his bed into a huge verminous biopic.

The Killer It'll be interesting to see what path David Fincher is taking today, especially after his puzzling and strangely cold Mank (2020) portraying the writing process behind Orson Welles' Citizen Kane (1941). The Killer is said to be a straight-to-Netflix thriller based on the graphic novel about a hired assassin, which makes me think of Fincher's Zodiac (2007), and, of course, Se7en (1995). I'm not as entranced by Fincher as I used to be, but any film with Michael Fassbender and Tilda Swinton (with a score by Trent Reznor) is always going to get my attention.

Killers of the Flower Moon In Killers of the Flower Moon, Martin Scorsese directs an adaptation of a book about the FBI's investigation into a conspiracy to murder Osage tribe members in the early years of the twentieth century in order to deprive them of their oil-rich land. (The only thing more quintessentially American than apple pie is a conspiracy combined with a genocide.) Separate from learning more about this disquieting chapter of American history, I'd love to discover what attracted Scorsese to this particular story: he's one of the few top-level directors who have the ability to lucidly articulate their intentions and motivations.

Napoleon It often strikes me that, despite all of his achievements and fame, it's somehow still possible to claim that Ridley Scott is relatively underrated compared to other directors working at the top level today. Besides that, though, I'm especially interested in this film, not least of all because I just read Tolstoy's War and Peace (read my recent review) and am working my way through the mind-boggling 431-minute Soviet TV adaptation, but also because several auteur filmmakers (including Stanley Kubrick) have tried to make a Napoleon epic and failed.

Oppenheimer In a way, a biopic about the scientist responsible for the atomic bomb and the Manhattan Project seems almost perfect material for Christopher Nolan. He can certainly rely on stars to queue up to be in his movies (Robert Downey Jr., Matt Damon, Kenneth Branagh, etc.), but whilst I'm certain it will be entertaining on many fronts, I fear it will fall into the well-established Nolan mould of yet another single man struggling with obsession, deception and guilt who is trying in vain to balance order and chaos in the world.

The Way of the Wind Marked by philosophical and spiritual overtones, all of Terrence Malick's films are perfumed with themes of transcendence, nature and the inevitable conflict between instinct and reason. My particular favourite is his stunning Days of Heaven (1978), but The Thin Red Line (1998) and A Hidden Life (2019) also touched me ways difficult to relate, and are one of the few films about the Second World War that don't touch off my sensitivity about them (see my remarks about Blitz above). It is therefore somewhat Malickian that his next film will be a biblical drama about the life of Jesus. Given Malick's filmography, I suspect this will be far more subdued than William Wyler's 1959 Ben-Hur and significantly more equivocal in its conviction compared to Paolo Pasolini's ardently progressive The Gospel According to St. Matthew (1964). However, little beyond that can be guessed, and the film may not even appear until 2024 or even 2025.

Zone of Interest I was mesmerised by Jonathan Glazer's Under the Skin (2013), and there is much to admire in his borderline 'revisionist gangster' film Sexy Beast (2000), so I will definitely be on the lookout for this one. The only thing making me hesitate is that Zone of Interest is based on a book by Martin Amis about a romance set inside the Auschwitz concentration camp. I haven't read the book, but Amis has something of a history in his grappling with the history of the twentieth century, and he seems to do it in a way that never sits right with me. But if Paul Verhoeven's Starship Troopers (1997) proves anything at all, it's all in the adaption.

What happened? Starting February 2nd, I started seeing intermittent packet loss on the network. Every hour or so, the link would go down for one or two minutes, then come back up. At first, I didn't think much of it because I was away and could blame the crappy wifi or the uplink I using. But when I came in the office on Monday, the service was indeed seriously degraded. I could barely do videoconferencing calls as they would cut out after about half an hour. I opened a ticket with my uplink, Oricom. They replied that it was an issue they couldn't fix on their end and would need someone on site to fix. So, the next day (Tuesday, at around 10EST) I called Oricom again, and they made me do a full modem reset, which involves plugging a pin in a hole for 15 seconds on the Technicolor TC4400 cable modem. Then the link went down, and it didn't come back up at all. Boom. Oricom then escalated this to their upstream (Oricom is a reseller of Videotron, who has basically the monopoly on cable in Qu bec) which dispatched a tech. This tech, in turn, arrived some time after lunch and said the link worked fine and it was a hardware issue. At this point, Oricom put a new modem in the mail and I started mitigation.

Mitigation

Website The first thing I did, weirdly, was trying to rebuild this blog. I figured it should be pretty simple: install ikiwiki and hit rebuild. I knew I had some patches on ikiwiki to deploy, but surely those are not a deal breaker, right? Nope. Turns out I wrote many plugins and those still don't ship with ikiwiki, despite having been sent upstream a while back, some years ago. So I deployed the plugins inside the .ikiwiki directory of the site in the hope of making things a little more "standalone". Unfortunately, that didn't work either because the theme must be shipped in the system-wide location: I couldn't figure out how to put it to have it bundled with the main repository. At that point I mostly gave up because I had spent too much time on this and I had to do something about email otherwise it would start to bounce.

Email So I made a new VM at Linode (thanks 2.5admins for the credits) to build a new mail server. This wasn't the best idea, in retrospect, because it was really overkill: I started rebuilding the whole mail server from scratch. Ideally, this would be in Puppet and I would just deploy the right profile and the server would be rebuilt. Unfortunately, that part of my infrastructure is not Puppetized and even if it would, well the Puppet server was also down so I would have had to bring that up first. At first, I figured I would just make a secondary mail exchanger (MX), to spool mail for longer so that I wouldn't lose it. But I decided against that: I thought it was too hard to make a "proper" MX as it needs to also filter mail while avoiding backscatter. Might as well just build a whole new server! I had a copy of my full mail spool on my laptop, so I figured that was possible. I mostly got this right: added a DKIM key, installed Postfix, Dovecot, OpenDKIM, OpenDMARC, glue it all together, and voil , I had a mail server. Oh, and spampd. Oh, and I need the training data, oh, and this and... I wasn't done and it was time to sleep. The mail server went online this morning, and started accepting mail. I tried syncing my laptop mail spool against it, but that failed because Dovecot generated new UIDs for the emails, and isync correctly failed to sync. I tried to copy the UIDs from the server in the office (which I had still access to locally), but that somehow didn't work either. But at least the mail was getting delivered and stored properly. I even had the Sieve rules setup so it would get sorted properly too. Unfortunately, I didn't hook that up properly, so those didn't actually get sorted. Thankfully, Dovecot can re-filter emails with the sieve-filter command, so that was fixed later. At this point, I started looking for other things to fix.

Web, again I figured I was almost done with the website, might as well publish it. So I installed the Nginx Debian package, got a cert with certbot, and added the certs to the default configuration. I rsync'd my build in /var/www/html and boom, I had a website. The Goatcounter analytics were timing out, but that was easy to turn off.

Resolution Almost at that exact moment, a bang on the door told me mail was here and I had the modem. I plugged it in and a few minutes later, marcos was back online. So this was a lot (a lot!) of work for basically nothing. I could have just taken the day off and wait for the package to be delivered. It would definitely have been better to make a simpler mail exchanger to spool the mail to avoid losing it. And in fact, that's what I eventually ended up doing: I converted the linode server in a mail relay to continue accepting mail with DNS propagates, but without having to sort the mail out of there... Right now I have about 200 mails in a mailbox that I need to move back into marcos. Normally, this would just be a simple rsync, but because both servers have accepted mail simultaneously, it's going to be simpler to just move those exact mails on there. Because dovecot helpfully names delivered files with the hostname it's running on, it's easy to find those files and transfer them, basically:

rsync -v -n --files-from=<(ssh colette.anarc.at find Maildir -name '*colette*' ) colette.anarc.at: colette/
rsync -v -n --files-from=<(ssh colette.anarc.at find Maildir -name '*colette*' ) colette/ marcos.anarc.at:

Overall, the outage lasted about 24 hours, from 11:00EST (16:00UTC) on 2023-02-07 to the same time today.

Future work I'll probably keep a mail relay to make those situations more manageable in the future. At first I thought that mail filtering would be a problem, but that happens post queue anyways and I don't bounce mail based on Spamassassin, so back-scatter shouldn't be an issue. I basically need Postfix, OpenDMARC, and Postgrey. I'm not even sure I need OpenDKIM as the server won't process outgoing mail, so it doesn't need to sign anything, just check incoming signatures, which OpenDMARC can (probably?) do. Thanks to everyone who supported me through this ordeal, you know who you are (and I'm happy to give credit here if you want to be deanonymized)!

$ head flow-4.proto
syntax = "proto3";
package decoder;
option go_package = "akvorado/inlet/flow/decoder";
message FlowMessagev4  
  uint64 TimeReceived = 2;
  uint32 SequenceNum = 3;
  uint64 SamplingRate = 4;
  uint32 FlowDirection = 5;
$ protoc -I=. --plugin=protoc-gen-go --go_out=module=akvorado:. flow-4.proto
$ head inlet/flow/decoder/flow-4.pb.go
// Code generated by protoc-gen-go. DO NOT EDIT.
// versions:
//      protoc-gen-go v1.28.0
//      protoc        v3.21.12
// source: inlet/flow/data/schemas/flow-4.proto
package decoder
import (
        protoreflect "google.golang.org/protobuf/reflect/protoreflect"

goos: linux
goarch: amd64
pkg: akvorado/inlet/flow
cpu: AMD Ryzen 5 5600X 6-Core Processor
                              initial.txt                 final.txt               
                                 sec/op        sec/op     vs base                 
Netflow/with_encoding-12      12.963    2%   7.836    1%  -39.55% (p=0.000 n=10)
Sflow/with_encoding-12         19.37    1%   10.15    2%  -47.63% (p=0.000 n=10)

Faster Protocol Buffers encoding I use the following code to benchmark both the decoding and encoding process. Initially, the Decode() method is a thin layer above GoFlow2 producer and stores the decoded data into the in-memory structure generated by protoc. Later, some of the data will be encoded directly during flow decoding. This is why we measure both the decoding and the encoding.²

func BenchmarkDecodeEncodeSflow(b *testing.B)  
    r := reporter.NewMock(b)
    sdecoder := sflow.New(r)
    data := helpers.ReadPcapPayload(b,
        filepath.Join("decoder", "sflow", "testdata", "data-1140.pcap"))
    for _, withEncoding := range []bool true, false   
        title := map[bool]string 
            true:  "with encoding",
            false: "without encoding",
         [withEncoding]
        var got []*decoder.FlowMessage
        b.Run(title, func(b *testing.B)  
            for i := 0; i < b.N; i++  
                got = sdecoder.Decode(decoder.RawFlow 
                    Payload: data,
                    Source: net.ParseIP("127.0.0.1"),
                 )
                if withEncoding  
                    for _, flow := range got  
                        buf := []byte 
                        buf = protowire.AppendVarint(buf, uint64(proto.Size(flow)))
                        proto.MarshalOptions .MarshalAppend(buf, flow)
                     
                 
             
         )
     
 

The canonical Go implementation for Protocol Buffers, google.golang.org/protobuf is not the most efficient one. For a long time, people were relying on gogoprotobuf. However, the project is now deprecated. A good replacement is vtprotobuf.³

goos: linux
goarch: amd64
pkg: akvorado/inlet/flow
cpu: AMD Ryzen 5 5600X 6-Core Processor
                              initial.txt               bench-2.txt              
                                sec/op        sec/op     vs base                 
Netflow/with_encoding-12      12.96    2%   10.28    2%  -20.67% (p=0.000 n=10)
Netflow/without_encoding-12   8.935    2%   8.975    2%        ~ (p=0.143 n=10)
Sflow/with_encoding-12        19.37    1%   16.67    2%  -13.93% (p=0.000 n=10)
Sflow/without_encoding-12     14.62    3%   14.87    1%   +1.66% (p=0.007 n=10)

Dynamic Protocol Buffers encoding We have our baseline. Let s see how to encode our Protocol Buffers without a .proto file. The wire format is simple and rely a lot on variable-width integers. Variable-width integers, or varints, are an efficient way of encoding unsigned integers using a variable number of bytes, from one to ten, with small values using fewer bytes. They work by splitting integers into 7-bit payloads and using the 8^th bit as a continuation indicator, set to 1 for all payloads except the last.

Variable-width integers encoding in Protocol Buffers

For our usage, we only need two types: variable-width integers and byte sequences. A byte sequence is encoded by prefixing it by its length as a varint. When a message is encoded, each key-value pair is turned into a record consisting of a field number, a wire type, and a payload. The field number and the wire type are encoded as a single variable-width integer called a tag.

Message encoded with Protocol Buffers

We use the following low-level functions to build the output buffer:

• protowire.AppendTag() encodes a tag,
• protowire.AppendVarint() encodes a variable-width integer, and
• protowire.AppendBytes() append bytes as is.

Our schema abstraction contains the appropriate information to encode a message (ProtobufIndex) and to generate a proto definition file (fields starting with Protobuf):

type Column struct  
    Key       ColumnKey
    Name      string
    Disabled  bool
    // [ ]
    // For protobuf.
    ProtobufIndex    protowire.Number
    ProtobufType     protoreflect.Kind // Uint64Kind, Uint32Kind,  
    ProtobufEnum     map[int]string
    ProtobufEnumName string
    ProtobufRepeated bool
 

We have a few helper methods around the protowire functions to directly encode the fields while decoding the flows. They skip disabled fields or non-repeated fields already encoded. Here is an excerpt of the sFlow decoder:

sch.ProtobufAppendVarint(bf, schema.ColumnBytes, uint64(recordData.Base.Length))
sch.ProtobufAppendVarint(bf, schema.ColumnProto, uint64(recordData.Base.Protocol))
sch.ProtobufAppendVarint(bf, schema.ColumnSrcPort, uint64(recordData.Base.SrcPort))
sch.ProtobufAppendVarint(bf, schema.ColumnDstPort, uint64(recordData.Base.DstPort))
sch.ProtobufAppendVarint(bf, schema.ColumnEType, helpers.ETypeIPv4)

For fields that are required later in the pipeline, like source and destination addresses, they are stored unencoded in a separate structure:

type FlowMessage struct  
    TimeReceived uint64
    SamplingRate uint32
    // For exporter classifier
    ExporterAddress netip.Addr
    // For interface classifier
    InIf  uint32
    OutIf uint32
    // For geolocation or BMP
    SrcAddr netip.Addr
    DstAddr netip.Addr
    NextHop netip.Addr
    // Core component may override them
    SrcAS     uint32
    DstAS     uint32
    GotASPath bool
    // protobuf is the protobuf representation for the information not contained above.
    protobuf      []byte
    protobufSet   bitset.BitSet
 

The protobuf slice holds encoded data. It is initialized with a capacity of 500 bytes to avoid resizing during encoding. There is also some reserved room at the beginning to be able to encode the total size as a variable-width integer. Upon finalizing encoding, the remaining fields are added and the message length is prefixed:

func (schema *Schema) ProtobufMarshal(bf *FlowMessage) []byte  
    schema.ProtobufAppendVarint(bf, ColumnTimeReceived, bf.TimeReceived)
    schema.ProtobufAppendVarint(bf, ColumnSamplingRate, uint64(bf.SamplingRate))
    schema.ProtobufAppendIP(bf, ColumnExporterAddress, bf.ExporterAddress)
    schema.ProtobufAppendVarint(bf, ColumnSrcAS, uint64(bf.SrcAS))
    schema.ProtobufAppendVarint(bf, ColumnDstAS, uint64(bf.DstAS))
    schema.ProtobufAppendIP(bf, ColumnSrcAddr, bf.SrcAddr)
    schema.ProtobufAppendIP(bf, ColumnDstAddr, bf.DstAddr)
    // Add length and move it as a prefix
    end := len(bf.protobuf)
    payloadLen := end - maxSizeVarint
    bf.protobuf = protowire.AppendVarint(bf.protobuf, uint64(payloadLen))
    sizeLen := len(bf.protobuf) - end
    result := bf.protobuf[maxSizeVarint-sizeLen : end]
    copy(result, bf.protobuf[end:end+sizeLen])
    return result
 

Minimizing allocations is critical for maintaining encoding performance. The benchmark tests should be run with the -benchmem flag to monitor allocation numbers. Each allocation incurs an additional cost to the garbage collector. The Go profiler is a valuable tool for identifying areas of code that can be optimized:

$ go test -run=__nothing__ -bench=Netflow/with_encoding \
>         -benchmem -cpuprofile profile.out \
>         akvorado/inlet/flow
goos: linux
goarch: amd64
pkg: akvorado/inlet/flow
cpu: AMD Ryzen 5 5600X 6-Core Processor
Netflow/with_encoding-12             143953              7955 ns/op            8256 B/op        134 allocs/op
PASS
ok      akvorado/inlet/flow     1.418s
$ go tool pprof profile.out
File: flow.test
Type: cpu
Time: Feb 4, 2023 at 8:12pm (CET)
Duration: 1.41s, Total samples = 2.08s (147.96%)
Entering interactive mode (type "help" for commands, "o" for options)
(pprof) web

After using the internal schema instead of code generated from the proto definition file, the performance improved. However, this comparison is not entirely fair as less information is being decoded and previously GoFlow2 was decoding to its own structure, which was then copied to our own version.

goos: linux
goarch: amd64
pkg: akvorado/inlet/flow
cpu: AMD Ryzen 5 5600X 6-Core Processor
                              bench-2.txt                bench-3.txt              
                                 sec/op        sec/op     vs base                 
Netflow/with_encoding-12      10.284    2%   7.758    3%  -24.56% (p=0.000 n=10)
Netflow/without_encoding-12    8.975    2%   7.304    2%  -18.61% (p=0.000 n=10)
Sflow/with_encoding-12         16.67    2%   14.26    1%  -14.50% (p=0.000 n=10)
Sflow/without_encoding-12      14.87    1%   13.56    2%   -8.80% (p=0.000 n=10)

As for testing, we use github.com/jhump/protoreflect: the protoparse package parses the proto definition file we generate and the dynamic package decodes the messages. Check the ProtobufDecode() method for more details.⁴ To get the final figures, I have also optimized the decoding in GoFlow2. It was relying heavily on binary.Read(). This function may use reflection in certain cases and each call allocates a byte array to read data. Replacing it with a more efficient version provides the following improvement:

goos: linux
goarch: amd64
pkg: akvorado/inlet/flow
cpu: AMD Ryzen 5 5600X 6-Core Processor
                              bench-3.txt                bench-4.txt              
                                 sec/op        sec/op     vs base                 
Netflow/with_encoding-12       7.758    3%   7.365    2%   -5.07% (p=0.000 n=10)
Netflow/without_encoding-12    7.304    2%   6.931    3%   -5.11% (p=0.000 n=10)
Sflow/with_encoding-12        14.256    1%   9.834    2%  -31.02% (p=0.000 n=10)
Sflow/without_encoding-12     13.559    2%   9.353    2%  -31.02% (p=0.000 n=10)

It is now easier to collect new data and the inlet component is faster!

Notice Some paragraphs were editorialized by ChatGPT, using editorialize and keep it short as a prompt. The result was proofread by a human for correctness. The main idea is that ChatGPT should be better at English than me.

---

1. While empty fields are not serialized to Protocol Buffers, empty columns in ClickHouse take some space, even if they compress well. Moreover, unused fields are still decoded and they may clutter the interface.
2. There is a similar function using NetFlow. NetFlow and IPFIX protocols are less complex to decode than sFlow as they are using a simpler TLV structure.
3. vtprotobuf generates more optimized Go code by removing an abstraction layer. It directly generates the code encoding each field to bytes:

   if m.OutIfSpeed != 0  
       i = encodeVarint(dAtA, i, uint64(m.OutIfSpeed))
       i--
       dAtA[i] = 0x6
       i--
       dAtA[i] = 0xd8
    
   

4. There is also a protoprint package to generate proto definition file. I did not use it.

Welcome to the first report for 2023 from the Reproducible Builds project! In these reports we try and outline the most important things that we have been up to over the past month, as well as the most important things in/around the community. As a quick recap, the motivation behind the reproducible builds effort is to ensure no malicious flaws can be deliberately introduced during compilation and distribution of the software that we run on our devices. As ever, if you are interested in contributing to the project, please visit our Contribute page on our website.

News In a curious turn of events, GitHub first announced this month that the checksums of various Git archives may be subject to change, specifically that because:

the default compression for Git archives has recently changed. As result, archives downloaded from GitHub may have different checksums even though the contents are completely unchanged.

This change (which was brought up on our mailing list last October) would have had quite wide-ranging implications for anyone wishing to validate and verify downloaded archives using cryptographic signatures. However, GitHub reversed this decision, updating their original announcement with a message that We are reverting this change for now. More details to follow. It appears that this was informed in part by an in-depth discussion in the GitHub Community issue tracker.
The Bundesamt f r Sicherheit in der Informationstechnik (BSI) (trans: The Federal Office for Information Security ) is the agency in charge of managing computer and communication security for the German federal government. They recently produced a report that touches on attacks on software supply-chains (Supply-Chain-Angriff). (German PDF)
Contributor Seb35 updated our website to fix broken links to Tails Git repository [ ][ ], and Holger updated a large number of pages around our recent summit in Venice [ ][ ][ ][ ].
Noak J nsson has written an interesting paper entitled The State of Software Diversity in the Software Supply Chain of Ethereum Clients. As the paper outlines:

In this report, the software supply chains of the most popular Ethereum clients are cataloged and analyzed. The dependency graphs of Ethereum clients developed in Go, Rust, and Java, are studied. These client are Geth, Prysm, OpenEthereum, Lighthouse, Besu, and Teku. To do so, their dependency graphs are transformed into a unified format. Quantitative metrics are used to depict the software supply chain of the blockchain. The results show a clear difference in the size of the software supply chain required for the execution layer and consensus layer of Ethereum.

Yongkui Han posted to our mailing list discussing making reproducible builds & GitBOM work together without gitBOM-ID embedding. GitBOM (now renamed to OmniBOR) is a project to enable automatic, verifiable artifact resolution across today s diverse software supply-chains [ ]. In addition, Fabian Keil wrote to us asking whether anyone in the community would be at Chemnitz Linux Days 2023, which is due to take place on 11th and 12th March (event info). Separate to this, Akihiro Suda posted to our mailing list just after the end of the month with a status report of bit-for-bit reproducible Docker/OCI images. As Akihiro mentions in their post, they will be giving a talk at FOSDEM in the Containers devroom titled Bit-for-bit reproducible builds with Dockerfile and that my talk will also mention how to pin the apt/dnf/apk/pacman packages with my repro-get tool.
The extremely popular Signal messenger app added upstream support for the SOURCE_DATE_EPOCH environment variable this month. This means that release tarballs of the Signal desktop client do not embed nondeterministic release information. [ ][ ]

---

Distribution work

F-Droid & Android There was a very large number of changes in the F-Droid and wider Android ecosystem this month: On January 15th, a blog post entitled Towards a reproducible F-Droid was published on the F-Droid website, outlining the reasons why F-Droid signs published APKs with its own keys and how reproducible builds allow using upstream developers keys instead. In particular:

In response to [ ] criticisms, we started encouraging new apps to enable reproducible builds. It turns out that reproducible builds are not so difficult to achieve for many apps. In the past few months we ve gotten many more reproducible apps in F-Droid than before. Currently we can t highlight which apps are reproducible in the client, so maybe you haven t noticed that there are many new apps signed with upstream developers keys.

(There was a discussion about this post on Hacker News.) In addition:

• F-Droid added 13 apps published with reproducible builds this month. [ ]
• FC Stegerman outlined a bug where baseline.profm files are nondeterministic, developed a workaround, and provided all the details required for a fix. As they note, this issue has now been fixed but the fix is not yet part of an official Android Gradle plugin release.
• GitLab user Parwor discovered that the number of CPU cores can affect the reproducibility of .dex files. [ ]
• FC Stegerman also announced the 0.2.0 and 0.2.1 releases of reproducible-apk-tools, a suite of tools to help make .apk files reproducible. Several new subcommands and scripts were added, and a number of bugs were fixed as well [ ][ ]. They also updated the F-Droid website to improve the reproducibility-related documentation. [ ][ ]
• On the F-Droid issue tracker, FC Stegerman discussed reproducible builds with one of the developers of the Threema messenger app and reported that Android SDK build-tools 31.0.0 and 32.0.0 (unlike earlier and later versions) have a zipalign command that produces incorrect padding.
• A number of bugs related to reproducibility were discovered in Android itself. Firstly, the non-deterministic order of .zip entries in .apk files [ ] and then newline differences between building on Windows versus Linux that can make builds not reproducible as well. [ ] (Note that these links may require a Google account to view.)
• And just before the end of the month, FC Stegerman started a thread on our mailing list on the topic of hiding data/code in APK embedded signatures which has been made possible by the Android APK Signature Scheme v2/v3. As part of this, they made an Android app that reads the APK Signing block of its own APK and extracts a payload in order to alter its behaviour called sigblock-code-poc.

Debian As mentioned in last month s report, Vagrant Cascadian has been organising a series of online sprints in order to clear the huge backlog of reproducible builds patches submitted by performing NMUs (Non-Maintainer Uploads). During January, a sprint took place on the 10th, resulting in the following uploads:

• Chris Lamb:
  • critcl (#963600)
  • log4cpp (#1020662)
  • logapp (#1010845)
  • nanomsg (#1001853)
• Holger Levsen:
  • netkit-rsh (#1020798)
  • wcwidth (#1005408)
• Vagrant Cascadian:
  • mc (#828683)
  • gtk-sharp3 (#989965 & #989966)

During this sprint, Holger Levsen filed Debian bug #1028615 to request that the tracker.debian.org service display results of reproducible rebuilds, not just reproducible CI results. Elsewhere in Debian, strip-nondeterminism is our tool to remove specific non-deterministic results from a completed build. This month, version 1.13.1-1 was uploaded to Debian unstable by Holger Levsen, including a fix by FC Stegerman (obfusk) to update a regular expression for the latest version of file(1) [ ]. (#1028892) Lastly, 65 reviews of Debian packages were added, 21 were updated and 35 were removed this month adding to our knowledge about identified issues.

Other distributions In other distributions:

• Bernhard M. Wiedemann published another monthly report for reproducibility within openSUSE, as well as a belated report for December 2022.
• It was announced that Fedora Rawhide now clamps file modification types to SOURCE_DATE_EPOCH. [ ]
• Finally, an existing tool called rpmreproduce was (re-)discovered this month, which claims that given a buildinfo file from a RPM package, [it can] generate instructions for attempting to reproduce the binary packages built from the associated source and build information.

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diffoscope diffoscope is our in-depth and content-aware diff utility. Not only can it locate and diagnose reproducibility issues, it can provide human-readable diffs from many kinds of binary formats. This month, Chris Lamb made the following changes to diffoscope, including preparing and uploading versions 231, 232, 233 and 234 to Debian:

• No need for from __future__ import print_function import anymore. [ ]
• Comment and tidy the extras_require.json handling. [ ]
• Split inline Python code to generate test Recommends into a separate Python script. [ ]
• Update debian/tests/control after merging support for PyPDF support. [ ]
• Correctly catch segfaulting cd-iccdump binary. [ ]
• Drop some old debugging code. [ ]
• Allow ICC tests to (temporarily) fail. [ ]

In addition, FC Stegerman (obfusk) made a number of changes, including:

• Updating the test_text_proper_indentation test to support the latest version(s) of file(1). [ ]
• Use an extras_require.json file to store some build/release metadata, instead of accessing the internet. [ ]
• Updating an APK-related file(1) regular expression. [ ]
• On the diffoscope.org website, de-duplicate contributors by e-mail. [ ]

Lastly, Sam James added support for PyPDF version 3 [ ] and Vagrant Cascadian updated a handful of tool references for GNU Guix. [ ][ ]

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Upstream patches The Reproducible Builds project attempts to fix as many currently-unreproducible packages as possible. This month, we wrote a large number of such patches, including:

• Bernhard M. Wiedemann:
  • argparse (date-related issue)
  • asciimatics (build failure)
  • asyncpg (fails to build in 2032)
  • cpython (fails to build in 2038)
  • django (fails to build in 2038)
  • grandorgue (.zip-related issue)
  • libarchive (fails to build in 2038)
  • libarchive (fails to build in 2038)
  • librcc (date)
  • mbedtls (fails to build in 2023)
  • mozilla-nss (fails to build in 2023)
  • ocaml-rpm-macros (fix fallout from an RPM-related change)
  • perl HTTP::Cookies (fails to build in 2038)
  • python-aiosmtplib/python-trustme (fails to build in 2038 due to SSL certificate)
  • python-bmap (fails to build in 2024)
  • python-compileall2 (fails to build in 2038)
  • taskwarrior (python-tasklib fails to build in 2038)
  • taskwarrior (fix fails to build in 2038)
  • wrk (hash ordering issue)
  • xemacs (fails to build in 2038 stuck)
• Chris Lamb:
  • #1027988 filed against click.
  • #1027992 filed against towncrier.
  • #1028051 filed against unifrac-tools.
  • #1028310 filed against hamster-time-tracker.
  • #1028515 filed against accel-config.
  • #1029295 filed against python-miio.
  • #1029297 filed against python-graphviz.
• Vagrant Cascadian:
  • #1029227 filed against ectrans.
  • #1029303 filed against fiat-ecmwf.
  • #1029307 filed against node-katex.
  • #1029800 filed against aribas.
  • #1029801 filed against tbox.
  • #1029807 filed against borgbackup2.
  • #1029809 filed against dnf-plugins-core.
  • #1030057 filed against refpolicy.
• FC Stegerman:
  • Several patches for file(1) (which is used by reproducible builds tools like diffoscope and strip-nondeterminism) that improve detection of various file formats are now included in the Debian packaging. [ ]

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Testing framework The Reproducible Builds project operates a comprehensive testing framework at tests.reproducible-builds.org in order to check packages and other artifacts for reproducibility. In January, the following changes were made by Holger Levsen:

• Node changes:
  • Add three new nodes hosted at the Oregon State University Open Source Lab including integrating them into the DNS, maintenance and monitoring systems. [ ][ ][ ][ ][ ]
• Debian-related changes:
  • Only keep diffoscope s HTML output (ie. no .json or .txt) for LTS suites and older in order to save diskspace on the Jenkins host. [ ]
  • Re-create pbuilder base less frequently for the stretch, bookworm and experimental suites. [ ]
• OpenWrt-related changes:
  • Add gcc-multilib to OPENWRT_HOST_PACKAGES and install it on the nodes that need it. [ ]
  • Detect more problems in the health check when failing to build OpenWrt. [ ]
• Misc changes:
  • Update the chroot-run script to correctly manage /dev and /dev/pts. [ ][ ][ ]
  • Update the Jenkins shell monitor script to collect disk stats less frequently [ ] and to include various directory stats. [ ][ ]
  • Update the real year in the configuration in order to be able to detect whether a node is running in the future or not. [ ]
  • Bump copyright years in the default page footer. [ ]

In addition, Christian Marangi submitted a patch to build OpenWrt packages with the V=s flag to enable debugging. [ ]

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If you are interested in contributing to the Reproducible Builds project, please visit the Contribute page on our website. You can get in touch with us via:

• IRC: #reproducible-builds on irc.oftc.net.
• Twitter: @ReproBuilds
• Mastodon: @reproducible_builds@fosstodon.org
• Mailing list: rb-general@lists.reproducible-builds.org