Commit Graph

547 Commits

Author SHA1 Message Date
Tejun Heo
14d0a0ef64
Merge pull request #411 from vax-r/Fix_typo
scx_flatcg: Fix_typo
2024-07-05 07:35:31 -10:00
I Hsin Cheng
3e52761487 scx_flatcg: Fix_typo
Fix "oppotunistic" to "opportunistic".

Signed-off-by: I Hsin Cheng <richard120310@gmail.com>
2024-07-04 22:04:40 +08:00
Andrea Righi
cfe2ed063d scx_bpfland: time-based starvation prevention
Tasks are consumed from various DSQs in the following order:

  per-CPU DSQs => priority DSQ => shared DSQ

Tasks in the shared DSQ may be starved by those in the priority DSQ,
which in turn may be starved by tasks dispatched to any per-CPU DSQ.

To mitigate this, record the timestamp of the last task scheduling event
both from the priority DSQ and the shared DSQ.

If the starvation threshold is exceeded without consuming a task, the
scheduler will be forced to consume a task from the corresponding DSQ.

The starvation threshold can be adjusted using the --starvation-thresh
command line parameter (default is 5ms).

Signed-off-by: Andrea Righi <andrea.righi@canonical.com>
2024-07-04 10:52:39 +02:00
Andrea Righi
9e0db4ae17 scx_bpfland: remove unnecessary RCU read protection
There is no need to RCU protect the cpumask for the offline CPUs: it is
created once when the scheduler is initialized and it's never
deallocated.

Signed-off-by: Andrea Righi <andrea.righi@canonical.com>
2024-07-04 10:24:43 +02:00
Andrea Righi
cef6ca93cf scx_bpfland: adjust default time slice to 5ms
Reduce the default time slice down to 5ms for a faster reaction and
system responsiveness when the system is overcomissioned.

This also helps to provide a more predictable level of performance.

Signed-off-by: Andrea Righi <andrea.righi@canonical.com>
2024-07-04 10:24:43 +02:00
Andrea Righi
7d15e3171c scx_bpfland: ensure task time slice never exceeds the slice_ns limit
Signed-off-by: Andrea Righi <andrea.righi@canonical.com>
2024-07-04 10:24:43 +02:00
Andrea Righi
e8a4d350ad scx_bpfland: unify dispatching kthreads with direct CPU dispatches
Always use direct CPU dispatch for kthreads, there is no need to treat
kthreads in a special way, simply reuse direct CPU dispatch to
prioritize them.

Moreover, change direct CPU dispatches to use scx_bpf_dispatch_vtime(),
since we may dispatch multiple tasks to the same per-CPU DSQ now.

Signed-off-by: Andrea Righi <andrea.righi@canonical.com>
2024-07-03 09:38:43 +02:00
Andrea Righi
d2231b0aed scx_bpfland: drop built-in idle CPU selection logic
Small refactoring of the idle CPU selection logic:
 - optimize idle CPU selection for tasks that can run on a single CPU
 - drop the built-in idle selection policy and completely rely on the
   custom one

Signed-off-by: Andrea Righi <andrea.righi@canonical.com>
2024-07-03 08:54:17 +02:00
Andrea Righi
7c355f50b2 scx_bpfland: use the right cpumask to find any idle CPU
We are incorrectly using the SMT idle cpumask to find any idle CPU, fix
by using the generic idle cpumask.

Signed-off-by: Andrea Righi <andrea.righi@canonical.com>
2024-07-01 20:36:24 +02:00
Andrea Righi
c458f345b4
Merge pull request #408 from sched-ext/bpfland-cpu-hotplug
scx_bpfland: support CPU hotplugging
2024-07-01 19:41:00 +02:00
Dan Schatzberg
32ac4b2cff
Merge pull request #389 from dschatzberg/mitosis
mitosis: Update synchronization
2024-07-01 09:44:26 -04:00
Andrea Righi
ff7a518d28 scx_bpfland: support CPU hotplugging
Implement CPU hotplugging in scx_bpfland without restarting the
scheduler.

The idle selection logic has been updated to consider online CPUs.
Additionally, a cpumask for offline CPUs has been introduced. Tasks
that have been dispatched to the DSQs associated with offline CPUs are
consumed by the other CPUs that are still online.

Moreover, the dependency on the Topology crate is temporarily dropped
and instead, /sys/devices/system/cpu/smt/active is used to determine if
SMT should be taken into account during idle selection. The Topology
crate will be re-introduced later when scx_bpfland will gain more
topology-aware capabilities.

This fixes #406.

Signed-off-by: Andrea Righi <andrea.righi@canonical.com>
2024-06-30 23:04:13 +02:00
Andrea Righi
d76551bbd3 scx_rusty: fix stats map initialization
The stats map in scx_rusty is a BPF_MAP_TYPE_PERCPU_ARRAY, with its size
determined by num_possible_cpus(). Initializing it with nr_cpu_ids() can
result in errors such as:

 Error: Failed to zero stat

 Caused by:
     number of values 6 != number of cpus 8

Fix by using num_possible_cpus() to initialize it.

Fixes: 263e02f6 ("rusty: Use nr_cpu_ids instead of nr_cpus_possible")
Signed-off-by: Andrea Righi <andrea.righi@canonical.com>
2024-06-30 17:37:14 +02:00
Andrea Righi
74175f5a49 scx_bpfland: properly integrate with meson build
Properly honor the meson build `serialize` option.

Signed-off-by: Andrea Righi <andrea.righi@canonical.com>
2024-06-28 21:37:00 +02:00
Andrea Righi
f98c35fd07
Merge pull request #388 from sched-ext/bpfland
scheds: introduce scx_bpfland
2024-06-28 21:27:43 +02:00
Andrea Righi
cf4883fbf8 meson: introduce serialize build option
With commit 5d20f89a ("scheds-rust: build rust schedulers in sequence"),
schedulers are now built serially one after the other to prevent meson
and cargo from forking NxN parallel tasks.

However, this change has made building a single scheduler much more
cumbersome, due to the chain of dependencies.

For example, building scx_rusty using the specific meson target would
still result in all schedulers being built, because they all depend on
each other.

To address this issue, introduce the new meson build option
`serialize=true|false` (default is false).

This option allows to disable the schedulers' build chain, restoring the
old behavior.

With this option enabled, it is now possible to build just a single
scheduler, parallelizing the cargo build properly, without triggering
the build of the others. Example:

  $ meson setup build -Dbuildtype=release -Dserialize=false
  $ meson compile -C build scx_rusty

Signed-off-by: Andrea Righi <andrea.righi@canonical.com>
2024-06-28 10:17:37 +02:00
Changwoo Min
24a238846e scx_lavd: optimizing deadline related tunables
The competition window was 7.5 msec, half of the targeted latency.
However, it is too wide for some workloads, so unrelated tasks may
compete with each other. Hence, it is tightened to about 1 msec with
LAVD_LAT_WEIGHT_SHIFT to avoid unnecessary competition.

Also, when a system is overloaded, now the time space is stretched more
aggressively (i.e., lat_prio^2) when a task's latency priority is low
(high value).

Signed-off-by: Changwoo Min <changwoo@igalia.com>
2024-06-28 09:00:45 +09:00
Andrea Righi
7606b95150 scx_bpfland: introduce maximum time slice lag
Introduce a tunable to set a limit of the minimum vruntime that is used
when a task is dispatched, as:

 vtime_min = vtime_now - slice_lag_ns

Increasing the time slice lag can make interactive tasks even more
responsive at the cost of starving regular and newly created tasks.

Default time slice lag is 0.

Signed-off-by: Andrea Righi <andrea.righi@canonical.com>
2024-06-27 17:28:42 +02:00
Andrea Righi
5a44329d45 scheds: introduce scx_bpfland
Overview
========

This scheduler is derived from scx_rustland, but it is fully implemented
in BFP with minimal user-space Rust part to process command line
options, collect metrics and logs out scheduling statistics.

Unlike scx_rustland, all scheduling decisions are made by the BPF
component.

Motivation
==========

The primary goal of this scheduler is to act as a performance baseline
for comparison with scx_rustland, allowing for a better assessment of
the overhead caused by kernel/user-space interactions.

It can also be used to deploy prototypes initially tested in the
scx_rustland scheduler. In fact, this scheduler is expected to
outperform scx_rustland, due to the elimitation of the kernel/user-space
overhead.

Scheduling policy
=================

scx_bpfland is a vruntime-based sched_ext scheduler that prioritizes
interactive workloads. Its scheduling policy closely mirrors
scx_rustland, but it has been re-implemented in BPF with some small
adjustments.

Tasks are categorized as either interactive or regular based on their
average rate of voluntary context switches per second: tasks that exceed
a specific voluntary context switch threshold are classified as
interactive.

Interactive tasks are prioritized in a higher-priority DSQ, while
regular tasks are placed in a lower-priority DSQ. Within each queue,
tasks are sorted based on their weighted runtime, using the built-in scx
vtime ordering capabilities (scx_bpf_dispatch_vtime()).

Moreover, each task gets a time slice budget. When a task is dispatched,
it receives a time slice equivalent to the remaining unused portion of
its previously allocated time slice (with a minimum threshold applied).

This gives latency-sensitive workloads more chances to exceed their time
slice when needed to perform short bursts of CPU activity without being
interrupted (i.e., real-time audio encoding / decoding workloads).

Results
=======

According to the initial test results, using the same benchmark "playing
a videogame while recompiling the kernel", this scheduler seems to
provide a +5% improvement in the frames-per-second (fps) compared to
scx_rustland, with video games such as Cyberpunk 2077, Counter-Strike 2
and Baldur's Gate 3.

Initial test results indicate that this scheduler offers around a +5%
improvement in frames-per-second (fps) compared to scx_rustland when
using the benchmark "playing a video game while recompiling the kernel".

This improvement was observed in games such as Cyberpunk 2077,
Counter-Strike 2, and Baldur's Gate 3.

Signed-off-by: Andrea Righi <andrea.righi@canonical.com>
2024-06-27 17:28:42 +02:00
Changwoo Min
f86d564d89 scx_lavd: fast path for ops.dispatch() when fully loaded
When fully loaded so all CPUs are using, skip checking the cpumask.

Signed-off-by: Changwoo Min <changwoo@igalia.com>
2024-06-27 18:00:39 +09:00
David Vernet
fe3ce64a9b
Revert "scx_rusty: Refactor ridx assignment in populate_tasks_by_load" 2024-06-26 17:35:22 -04:00
Changwoo Min
abc6e31fef scx_lavd: for a forked task, inherit its parent's statistics
The old approach was too conservative in running a new task, so when a
fork-heavy workload competes with a CPU-bound workload, the fork-heavy
one is starved. The new approach solves the starvation problem by
inheriting parent's statistics. It seems a good (at least better than
old) guess how a new task will behave.

Signed-off-by: Changwoo Min <changwoo@igalia.com>
2024-06-26 19:00:10 +09:00
Changwoo Min
ac9c49f5b5 scx_lavd: loosen the deadline when overloaded
When the system is highly loaded with compute-intensive tasks, the old
setting chokes latensive-intensive tasks, so loosen the dealine when the
system is overloaded (> 100% utilization).

Signed-off-by: Changwoo Min <changwoo@igalia.com>
2024-06-26 15:06:31 +09:00
Changwoo Min
b32734168b scx_lavd: print build ID when lavd is loaded
When the lavd is loaded, it prints out its build id. It helps to easily
identify what version it is when testing.

```
01:56:54 [INFO] scx_lavd scheduler is initialized (build ID: 0.8.1-g98a5fa8595430414115c504857cea1a458393838-dirty x86_64-unknown-linux-gnu)
```

Signed-off-by: Changwoo Min <changwoo@igalia.com>
2024-06-26 10:57:19 +09:00
Dan Schatzberg
d349f86d04 mitosis: Update synchronization
The synchronization for mitosis is a bit ad-hoc, working around lack of
atomics in BPF. This commit updates the logic to use READ/WRITE_ONCE and
compiler barriers to get the behaviors we want.

Signed-off-by: Dan Schatzberg <schatzberg.dan@gmail.com>
2024-06-25 12:44:16 -07:00
David Vernet
d42bae4fcf
rusty: Print build ID when rusty is loaded
When someone is testing schedulers, we often have to ask what version
the scheduler is running as. Now that we can access the build ID from
rust schedulers, let's update scx_rusty to print the build ID when rusty
first starts running.

This results in output such as the following:

```
[void@maniforge scx]$ rusty
19:04:26 [INFO] Running scx_rusty (build ID: 0.8.1-g2043d2537f37c8d75753bb65eb75bca965067564 x86_64-unknown-linux-gnu/debug)
19:04:26 [INFO] NUMA[00] mask= 0b11111111111111111111111111111111
19:04:26 [INFO]   DOM[00] mask= 0b00000000111111110000000011111111
19:04:26 [INFO]   DOM[01] mask= 0b11111111000000001111111100000000
19:04:26 [INFO] Rusty scheduler started!
```

Signed-off-by: David Vernet <void@manifault.com>
2024-06-25 11:44:46 -05:00
David Vernet
9d9ece11aa
Merge pull request #384 from jfernandez/log-recorder
scx_utils: Add log_recorder module for metrics-rs
2024-06-25 11:43:37 -05:00
Changwoo Min
5d0db5c5fe scx_lavd: revising tunables to reduce micro-stutters
This is a second attempt to optimize tunables for a wider range of
games.

1) LAVD_BOOST_RANGE increased from 14 (35%) to 40 (100% of nice range).
   Now the latency priority (biased by nice value) will decide which
   task should run first . The nice value will decide the time slice.

2) The first change will give higher priority to latency-critical task
   compared to before. For compensation, the slice boost also increased
   (2x -> 3x).

Signed-off-by: Changwoo Min <changwoo@igalia.com>
2024-06-25 16:13:32 +09:00
Jose Fernandez
e5984ed016
scx_utils: Add log_recorder module for metrics-rs
This change adds a new module to the scx_utils crate that provides a
log recorder for metrics-rs. The log recorder will log all metrics to
the console at a configurable interval in an easy to read format. Each
metric type will be displayed in a separate section. Indentation will
be used to show the hierarchy of the metrics. This results in a more
verbose output, but it is easier to read and understand.

scx_rusty was updated to use the log recorder and all explicit metric
logging was removed.

Counters will show the total count and the rate of change per second.
Counters with an additional label, like `type` in
`dispatched_tasks_total` in rusty, will show the count, rate, and
percentage of the total count.

Counters:
  dispatched_tasks_total: 65559 [1344.8/s]
    prev_idle: 44963 (68.6%) [966.5/s]
    wsync_prev_idle: 15696 (23.9%) [317.3/s]
    direct_dispatch: 2833 (4.3%) [35.3/s]
    dsq: 1804 (2.8%) [21.3/s]
    wsync: 262 (0.4%) [4.3/s]
    direct_greedy: 1 (0.0%) [0.0/s]
    pinned: 0 (0.0%) [0.0/s]
    greedy_idle: 0 (0.0%) [0.0/s]
    greedy_xnuma: 0 (0.0%) [0.0/s]
    direct_greedy_far: 0 (0.0%) [0.0/s]
    greedy_local: 0 (0.0%) [0.0/s]
  dl_clamped_total: 1290 [20.3/s]
  dl_preset_total: 514 [1.0/s]
  kick_greedy_total: 6 [0.3/s]
  lb_data_errors_total: 0 [0.0/s]
  load_balance_total: 0 [0.0/s]
  repatriate_total: 0 [0.0/s]
  task_errors_total: 0 [0.0/s]

Gauges will show the last set value:

Gauges:
  slice_length_us: 20000.00

Histograms will show the average, min, and max. The histogram will be
reset after each log interval to avoid memory leaks, since the data
structure that holds the samples is unbounded.

Histograms:
  cpu_busy_pct: avg=1.66 min=1.16 max=2.16
  load_avg node=0: avg=0.31 min=0.23 max=0.39
  load_avg node=0 dom=0: avg=0.31 min=0.23 max=0.39
  processing_duration_us: avg=297.50 min=296.00 max=299.00

Signed-off-by: Jose Fernandez <josef@netflix.com>
2024-06-24 18:45:02 -06:00
David Vernet
8059acb634
Merge pull request #381 from vax-r/rusty_dom_load_status_check
scx_rusty: Pull domain status check
2024-06-24 17:54:54 -05:00
David Vernet
55ee210d42
Merge pull request #382 from vax-r/rusty_refactor
scx_rusty: Refactor ridx assignment in populate_tasks_by_load
2024-06-24 17:47:55 -05:00
Changwoo Min
016229cbcf scx_lavd: revising tunables for less-preemptive games
In some games (e.g., Elden Ring), it was observed that preemption
happens much less frequently. The reason is that tasks' runtime per
schedule is similar, so it does not meet the existing criteria. To
alleviate the problem, the following three tunables are revised:

1) Smaller LAVD_PREEMPT_KICK_MARGIN and LAVD_PREEMPT_TICK_MARGIN help to
   trigger more preemption.

2) Smaller LAVD_SLICE_MAX_NS works better especially 250 or 300Hz
   kernels.

3) Longer LAVD_ELIGIBLE_TIME_MAX purturbes time lines less frequently.

Signed-off-by: Changwoo Min <changwoo@igalia.com>
2024-06-24 00:27:33 +09:00
I Hsin Cheng
eab234a74f scx_rusty: Refactor ridx assignment in populate_tasks_by_load
Origin assignment of the variable ridx is equivalent to comparing
between "ridx" and "wids - MAX_PIDS". Using u64 max library helper
function to perform the comparison and provide better readability.

Signed-off-by: I Hsin Cheng <richard120310@gmail.com>
2024-06-23 21:58:51 +08:00
I Hsin Cheng
84b9ac4dce scx_rusty: Pull domain status check
Check whether the BalanceState of pull_dom.load inside function
try_find_move_task is actually the variant NeedsPull. It'll perform task
migration in abit more conservative manner when the system is under high
loading situation.

Experiments are performed when the system is compiling linux kernel and
undergoing a large amount of I/O operation at the same time using fio.

The result showns that before the modification, there're 12,6617 times
of task migrations system wide. After the modification, there're 11,5419
times of task migrations system wide.

Signed-off-by: I Hsin Cheng <richard120310@gmail.com>
2024-06-23 21:38:23 +08:00
David Vernet
5038f54701
Merge pull request #377 from jfernandez/metrics-rs
rusty: Integrate stats with the metrics framework
2024-06-21 15:23:20 -05:00
David Vernet
9919b71fd4
Merge pull request #379 from sched-ext/topo_nr_cpu_ids
Add topo.nr_cpu_ids() to Topology crate
2024-06-21 13:35:05 -05:00
David Vernet
3bd15be840
rlfifo: Use topo.nr_cpu_ids() instead of topo.nr_cpus_possible()
In scx_rlfifo, we're currently using topo.nr_cpus_possible() to
determine how many possible CPU IDs we could have on the system. To
properly support systems whose disabled CPUs may be in the middle of the
range of possible CPU IDs, let's instead use topo.nr_cpu_ids() so that
we don't accidentally dispatch to an invalid DSQ.

Signed-off-by: David Vernet <void@manifault.com>
2024-06-21 12:57:20 -05:00
David Vernet
263e02f644
rusty: Use nr_cpu_ids instead of nr_cpus_possible
In scx_rusty, we're currently using topo.nr_cpus_possible() to determine
how many possible CPU IDs we could have on the system. scx_rusty already
accounts for offlined CPUs, so to properly support systems whose
disabled CPUs may be in the middle of the range of possible CPU IDs,
let's instead use topo.nr_cpu_ids().

Signed-off-by: David Vernet <void@manifault.com>
2024-06-21 12:57:19 -05:00
David Vernet
bdbf4b9c05
topo: Return nr_cpu_ids from host Topology
In some cases, a host may have an odd topology where there are gaps in
CPU IDs (including between possible CPUs). A common pattern in
schedulers is to perform allocations for every possible CPU ID, such as
creating a per-cpu DSQ. In order to avoid confusing schedulers, let's
track the maximum CPU ID on a system so that we can return the number of
CPU IDs on the system which is inclusive of gaps.

We also update scx_rustland in this change to accommodate the fact that
we no longer export nr_cpus_possible() from TopologyMap.

Signed-off-by: David Vernet <void@manifault.com>
2024-06-21 12:57:13 -05:00
Jose Fernandez
83373b1f4e
rusty: Integrate stats with the metrics framework
We need a layer of indirection between the stats collection and their
output destinations. Currently, stats are only printed to stdout. Our
goal is to integrate with various telemetry systems such as Prometheus,
StatsD, and custom metric backends like those used by Meta and Netflix.
Importantly, adding a new backend should not require changes to the
existing stats code.

This patch introduces the `metrics` [1] crate, which provides a
framework for defining metrics and publishing them to different
backends.

The initial implementation includes the `dispatched_tasks_count`
metric, tagged with `type`. This metric increments every time a task is
dispatched, emitting the raw count instead of a percentage. A monotonic
counter is the most suitable metric type for this use case, as
percentages can be calculated at query time if needed. Existing logged
metrics continue to print percentages and remain unchanged.

A new flag, `--enable-prometheus`, has been added. When enabled, it
starts a Prometheus endpoint on port 9000 (default is false). This
endpoint allows metrics to be charted in Prometheus or Grafana
dashboards.

Future changes will migrate additional stats to this framework and add
support for other backends.

[1] https://metrics.rs/

Signed-off-by: Jose Fernandez <josef@netflix.com>
2024-06-21 10:18:44 -06:00
Tejun Heo
7a40059b55 Revert "scx_flatcg: Keep cgroup rb nodes stashed"
This reverts commit 3b7f33ea1b.

I haven't root caused it yet but it's easy to reproduce stall and trigger
the watchdog after the commit - just running stress in multiple cgroups
easily triggers stalls after a couple tens of seconds. Let's revert it for
now.
2024-06-19 14:44:26 -10:00
Changwoo Min
9c21ace276
Merge pull request #373 from vax-r/lavd_reuse
scx_lavd: Reuse can_task1_kick_task2
2024-06-19 15:29:05 +09:00
I Hsin Cheng
99960ad960 scx_lavd: Reuse can_task1_kick_task2
Use the function can_task1_kick_task2() to replace places which also
checking the comp_preemption_info between two cpus for better
consistency.

Signed-off-by: I Hsin Cheng <richard120310@gmail.com>
2024-06-19 11:01:31 +08:00
Changwoo Min
691869e83f
Merge pull request #369 from sched-ext/lavd-fix-pick-cpu
scx_lavd: properly check for idle CPUs in pick_cpu()
2024-06-19 09:23:17 +09:00
Changwoo Min
dad25f1b5d
Merge pull request #368 from multics69/lavd-perf-misc
scx_lavd: misc performance tuning and code clean up
2024-06-19 07:26:52 +09:00
Andrea Righi
bad9ed13ef scx_lavd: properly check for idle CPUs in pick_cpu()
It seems that we are not updating `is_idle` when we find an idle CPU
with pick_cpu(), causing unnecessary rescheduling events when
select_cpu() is called.

To resolve this, ensure that the is_idle state is correctly set.
Additionally, always ensure that the task is dispatched to the local DSQ
immediately upon finding (and reserving) an idle CPU.

Signed-off-by: Andrea Righi <andrea.righi@canonical.com>
2024-06-18 17:36:39 +02:00
Changwoo Min
632fa9e4f2 scx_lavd: misc code clean up
- clean up u63 and u32 usages in structures to reduce struct size
- refactoring pick_cpu() for readability

Signed-off-by: Changwoo Min <changwoo@igalia.com>
2024-06-18 18:11:49 +09:00
Changwoo Min
5165bf5a03 scx_lavd: tuning CPU frequency scaling
The required CPU performance (cpuperf) was set to 1024 (100%) when the
CPU utilization was 100%. When a sudden load spike happens, it makes the
system adapt slowly in the next interval.

The new scheme always reserves some headroom in advance, so it sets
cpuperf to 1024 when the CPU utilization reaches to 85%. This gives some
room to adapt in advance.

Signed-off-by: Changwoo Min <changwoo@igalia.com>
2024-06-18 18:11:49 +09:00
I Hsin Cheng
94e3616c02 scx_rusty: Refactor lookup operation for new_domc in task_set_domain
Modify the execution sequence before lookup operation for new_domc. If
new_dom_id == NO_DOM_FOUND, lookup operation for new_domc is definitely
going to fail so we don't have to wait until we found that new_domc is
NULL, clearing of cpumask and return operation should be done directly
in that case.

Plus we should avoid using try_lookup_dom_ctx outside the context of
lookup_dom_ctx, as it can keep the interface's consistency.

Signed-off-by: I Hsin Cheng <richard120310@gmail.com>
2024-06-18 12:58:17 +08:00
Tejun Heo
819ffd527f
Merge pull request #367 from sched-ext/htejun/dsq-iter-fix
scx/compat.bpf.h: Fix __COMPAT_scx_bpf_consume_task() and improve scx_qmap example
2024-06-17 10:29:38 -10:00