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⚡CAKE with Adaptive Bandwidth - "cake-autorate"

cake-autorate is a script that minimizes latency in routers by adjusting CAKE bandwidth settings. It uses traffic load, one-way-delay, and round-trip time measurements to adjust the CAKE parameters. cake-autorate is intended for variable bandwidth connections such as LTE, Starlink, and cable modems and is not generally required for use on connections that have a stable, fixed bandwidth.

CAKE is an algorithm that manages the buffering of data being sent/received by a device so that no more data is queued than is necessary, minimizing the latency ("bufferbloat") and improving the responsiveness of a network. An instance of cake on an interface is set up with a certain bandwidth. Although this bandwidth can be changed, the cake algorithm itself has no reliable means to adjust the bandwidth on the fly. cake-autorate bridges this gap.

cake-autorate presently supports installation on devices running on an OpenWrt router or an Asus Merlin router.

Status

This is the development (master) branch. New work on cake-autorate appears here. It is not guaranteed to be stable.

The stable version for production/every day use is 3.2.1 available from the v3.2 branch.

If you like cake-autorate and can benefit from it, then please leave a ⭐ (top right) and become a stargazer! And feel free to post any feedback on the official OpenWrt thread here. Thank you for your support.

The Problem: CAKE on variable speed connections forces an unpalatable compromise

The CAKE algorithm uses static upload and download bandwidth settings to manage its queues. Variable bandwidth connections present a challenge because the actual bandwidth at any given moment is not known.

Because CAKE works with fixed bandwidth parameters, the user must choose a single compromise bandwidth setting. This compromise is not ideal: setting the parameter too low means the connection is unnecessarily throttled to the compromise setting even when the available link speed is higher (yellow). Setting the rate too high, for times when the usable line rate falls below the compromise value, means that the link is not throttled enough (green) resulting in bufferbloat.

The Solution: Set CAKE parameters based on load and latency

The cake-autorate script continually measures the load and One Way Delay (OWD) or Round-Trip-Time (RTT) to adjust the upload and download settings for the CAKE algorithm.

Theory of Operation

cake-autorate.sh monitors load (receive and transmit utilization) and ping response times from one or more reflectors (hosts on the internet), and adjusts the download and upload rate (bandwidth) settings for CAKE.

cake-autorate uses this algorithm for each direction of traffic:

  • In periods of high traffic, ramp up the rate setting toward the configured maximum to take advantage of the increase throughput
  • Anytime bufferbloat (increased latency) is detected, ramp down the rate setting until the latency stabilizes, but not below the configured minimum
  • In periods of low traffic, gradually ramp the rate setting back toward the configured baseline. A subsequent burst of traffic will begin a new search for the proper rate setting.
  • This algorithm typically adjusts to new traffic conditions in well under one second. To avoid oscillation, there is a refractory period during which no further change will be made.

cake-autorate requires three configuration values for each direction, upload and download.

Setting the minimum bandwidth: Set the minimum value to the lowest possible observed bufferbloat-free bandwidth. Ideally this setting should never result in bufferbloat even under the worst conditions. This is a hard minimum - the script will never reduce the bandwidth below this level.

Setting the baseline bandwidth: This is the steady state bandwidth to be maintained under no or low load. This is likely the compromise bandwidth described above, i.e. the value you would set CAKE to that is bufferbloat-free most, but not necessarily all, of the time.

Setting the maximum bandwidth: The maximum bandwidth should be set to the maximum bandwidth the connection can provide (or slightly lower). When there is heavy traffic, the script will adjust the bandwidth up to this limit, and then back off if an OWD or RTT spike is detected. Since the algorithm repeatedly tests for the maximum rate available, it may permit some excess latency at a traffic peak. Reducing the cake-autorate maximum to a value slightly below the link's maximum has the benefit of avoiding that excess latency, and may allow the traffic to cruise along with low latency at that configured maximum, even though the true connection capacity might be slightly higher.

To elaborate on setting the minimum and maximum, a variable bandwidth connection may be most ideally divided up into a known fixed, stable component, on top of which is provided an unknown variable component:

image of cake bandwidth adaptation

The minimum bandwidth is then set to (or slightly below) the fixed component, and the maximum bandwidth may be set to (or slightly above) the maximum observed bandwidth (if maximum bandwidth is desired) or lower than the maximum observed bandwidth (if the user is willing to sacrifice some bandwidth in favour of reduced latency associated with always testing for the true maximum as explained above).

The baseline bandwidth is likely optimally either the minimum bandwidth or somewhere close thereto (e.g. the compromise bandwidth).

Installation on OpenWrt or Asus Merlin

Read the installation instructions in the separate INSTALLATION page.

Analysis of the cake-autorate logs

cake-autorate maintains a detailed log file that is helpful in examining performance.

Read about this in the ANALYSIS page.

CPU usage monitoring

The user should verify that total CPU usage is kept within acceptable ranges, especially for higher bandwidth connections and devices with weaker CPUs. On CPU saturation, bandwidth on a running CAKE qdisc is throttled. A CAKE qdisc is run on a specific CPU core and thus care should be taken to ensure that the CPU core(s) on which CAKE qdiscs are run are not saturated during normal use.

cake-autorate includes logging options output_cpu_stats and output_cpu_raw_stats to monitor and log CPU total usage across all detected CPU cores. This can be leveraged to verify that sufficient spare CPU cycles exist for CAKE to avoid any bandwidth throttling.

cake-autorate uses inter-process communication between multiple concurrent processes and incorporates various optimisations to reduce the CPU load needed to perform its many tasks. A call to ps |grep -e bash -e fping reveals the presence of the multiple concurrent processes for each cake-autorate instance. This is normal and expected behaviour.

root@OpenWrt-1:~# ps |grep -e bash -e fping
 1731 root      2468 S    bash /root/cake-autorate/launcher.sh
 1733 root      3412 S    bash /root/cake-autorate/cake-autorate.sh /root/cake-autorate/config.primary.sh
 1862 root      3020 S    bash /root/cake-autorate/cake-autorate.sh /root/cake-autorate/config.primary.sh
 1866 root      2976 S    bash /root/cake-autorate/cake-autorate.sh /root/cake-autorate/config.primary.sh
 1878 root      3200 S    bash /root/cake-autorate/cake-autorate.sh /root/cake-autorate/config.primary.sh
 2785 root      1988 S    fping --timestamp --loop --period 300 --interval 50 --timeout 10000 1.1.1.1 1.0.0.1 8.8.8.8

Process IDs can be checked using cat /var/run/cake-autorate/primary/proc_pids, e.g.:

root@OpenWrt-1:~# cat /var/run/cake-autorate/primary/proc_pids
intercept_stderr=1862
maintain_log_file=1866
fping_pinger=2785
monitor_achieved_rates=1878
main=1733

It is useful to keep an htop or atop instance running and run some speed tests and check the maximum CPU utilisation of the processes:

image

CPU load is proportional to the frequency of ping responses. Reducing the number of pingers or pinger interval will therefore significantly reduce CPU usage. The default ping response rate is 20 Hz (6 pingers with 0.3 seconds between pings). Reducing the number of pingers to three will give a ping response rate of 10 Hz and approximately half the CPU load.

Also, for everyday use, consider disabling any unecessary logging options, and especially: output_summary_stats, output_processing_stats and output_load_stats.

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