Benchmarks¶
Measured on each release. Micro-Manager first (what a user of the adapter sees), then the command-line renderer.
Micro-Manager live (MMCore)¶
The adapter as Micro-Manager drives it: the shipped inSiliScope_Basic.cfg at 256 x 256 px, every Channel preset, a continuous sequence acquisition (Micro-Manager's live view) per exposure, its steady rate (0.5 s after its first frame; a dSTORM preset after 30 s of acquisition, once its initial-ON dyes have switched off), measured through pymmcore-plus by tools/bench_live.py --profile on the release workflow's Windows runner (4 CPUs; renderer: CPU (only a software adapter is available (Microsoft Basic Render Driver))). Without a usable GPU every frame renders on the CPU; a desktop GPU makes DNA-PAINT faster. The phase times come from the adapter itself (Simulation/Timing.h, Camera Test_ProfileWriteTo).
Frames per second, by version¶
At 10 ms exposure (at most 100 fps).
| version | date | AF647 dSTORM | ATTO655 DNA-PAINT | BrightField | mEGFP WideField | mEos3.2 PALM | first image (ms) |
|---|---|---|---|---|---|---|---|
| v0.1.0-rc16 | 2026-10-29 | 89.8 | 81.3 | 100.1 | 100.0 | 91.5 | 3139 |
| v0.1.0-rc15 | 2026-10-29 | 0.0 | 74.3 | 100.0 | 97.9 | 89.6 | 4387 |
| v0.1.0-rc14 | 2026-10-23 | 0.0 | 70.9 | 100.0 | 97.0 | 92.6 | 3188 |
| v0.1.0-rc13 | 2026-10-22 | 0.0 | 74.3 | 100.0 | 39.6 | 89.8 | 4048 |
| v0.1.0-rc11 | 2026-10-21 | 0.0 | 75.4 | 100.0 | 100.2 | 90.6 | 3108 |
| v0.1.0-rc10 | 2026-10-20 | 0.0 | 72.5 | 100.0 | 43.4 | 91.8 | 4192 |
| v0.1.0-rc9 | 2026-10-17 | 0.0 | 13.4 | 100.1 | 96.5 | 89.3 | 4591 |
| v0.1.0-rc8 | 2026-10-12 | 82.6 | 65.3 | 100.0 | 99.4 | 84.4 | 2872 |
| v0.1.0-rc7 | 2026-10-10 | 68.3 | 85.9 | 100.0 | 100.5 | 88.4 | 1127 |
Latest release (v0.1.0-rc16): frame rate and render time¶
fps achieved / the exposure's maximum; render = the producer's time per frame (ms); gap = the longest interval between two frames (ms).
| Channel | 5 ms | 10 ms | 20 ms | 50 ms |
|---|---|---|---|---|
| AF647 dSTORM | 128.4 / 200, render 1.0, gap 33 | 89.8 / 100, render 0.5, gap 60 | 50.0 / 50, render 0.7, gap 48 | 19.9 / 20, render 0.7, gap 66 |
| ATTO655 DNA-PAINT | 82.8 / 200, render 0.1, gap 42 | 81.3 / 100, render 0.2, gap 34 | 48.2 / 50, render 0.2, gap 38 | 20.0 / 20, render 0.1, gap 58 |
| BrightField | 200.0 / 200, render 1.8, gap 6 | 100.1 / 100, render 2.0, gap 11 | 50.0 / 50, render 2.1, gap 21 | 20.0 / 20, render 2.2, gap 51 |
| mEGFP WideField | 180.4 / 200, render 0.1, gap 22 | 100.0 / 100, render 0.4, gap 19 | 49.1 / 50, render 0.2, gap 34 | 20.0 / 20, render 0.2, gap 51 |
| mEos3.2 PALM | 174.7 / 200, render 0.1, gap 36 | 91.5 / 100, render 0.1, gap 34 | 49.5 / 50, render 0.2, gap 53 | 20.0 / 20, render 0.2, gap 89 |
Where a live frame's time goes¶
Time per published frame on the producer thread, at the exposure above, by phase (frames from the render-ahead queue were rendered by its helper thread meanwhile, ahead.batch):
live.state read settings, pose, drift live.ahead-wait wait for a render-ahead batch live.spec+clock build the scene spec, illumination clocks live.begin movie setup (light path, kernels, dye queries) live.render render the photons (splat / GPU) live.lamp BrightField image live.noise camera noise live.publish hand the frame to the camera
AF647 dSTORM
0.8 ms, 89.8 fps
ATTO655 DNA-PAINT
0.5 ms, 81.3 fps
BrightField
1.9 ms, 100.1 fps
mEGFP WideField
0.6 ms, 100.0 fps
mEos3.2 PALM
0.2 ms, 91.5 fps
AF647 dSTORM, 10 ms: every phase
| phase | what | per frame (ms) | longest (ms) | count |
|---|---|---|---|---|
ahead.batch |
render-ahead helper: one batch of frames (setup, render, noise) | 116.42 | 138.03 | 9 |
fl.total |
116.33 | 137.94 | 9 | |
ahead.cpu.render+noise |
render-ahead helper: the batch's frames on the CPU | 106.60 | 128.39 | 9 |
fl.frame.blinks (batches) |
splat the blinks, or bin them (binned FFT) in dense frames (CPU) | 80.56 | 102.71 | 9 |
fl.frame.onFrame |
23.11 | 26.45 | 9 | |
mm.wait-frame (sequence) |
sequence thread: waiting for a fresh frame | 11.11 | 42.50 | 135 |
live.idle |
producer: waiting for the next exposure slot | 10.19 | 42.22 | 136 |
fl.setup |
movie setup total | 9.80 | 10.18 | 8 |
fl.events-query |
blink events of the frame from the core | 3.82 | 3.85 | 8 |
fl.dye-counts |
count the dyes of continuous populations | 3.52 | 3.73 | 8 |
fl.frame.continuous |
add the continuous populations | 2.83 | 2.93 | 9 |
fl.windows |
per-dye emission windows | 1.91 | 2.05 | 8 |
fl.windows-query |
the windows still open, from the core (each dye on its own clock) | 1.91 | 2.05 | 8 |
fl.survey |
the populations' survival over the map (the mean-field switch) | 1.56 | 2.89 | 16 |
live.frame |
producer: one frame from reading the state to publishing it (the render time) | 0.84 | 23.91 | 136 |
live.state |
read settings, pose, drift | 0.52 | 23.70 | 136 |
live.publish |
hand the frame to the camera | 0.31 | 22.35 | 136 |
mm.frame-age |
age of a frame when taken (publish -> take) | 0.29 | 22.44 | 135 |
fl.make-setup |
camera, light path, labels | 0.24 | 0.28 | 8 |
live.ahead-submit |
producer: hand the next batch to the render-ahead helper | 0.11 | 0.12 | 8 |
fl.events-sort |
group and bucket the events | 0.11 | 0.13 | 8 |
fl.psf-kernels |
PSF kernels (memo hit, or computed) | 0.07 | 0.08 | 8 |
fl.clock-map |
the light history's clock map over the query (each dye's clock at its own place; core ABI 14) | 0.05 | 0.07 | 8 |
mm.insert-image |
MMCore InsertImage (circular buffer) | 0.04 | 0.14 | 135 |
mm.copy+history |
copy into the camera buffer, add its light to the illumination history | 0.01 | 0.07 | 135 |
ATTO655 DNA-PAINT, 10 ms: every phase
| phase | what | per frame (ms) | longest (ms) | count |
|---|---|---|---|---|
ahead.batch |
render-ahead helper: one batch of frames (setup, render, noise) | 162.80 | 201.32 | 8 |
fl.total |
162.55 | 201.11 | 8 | |
ahead.cpu.render+noise |
render-ahead helper: the batch's frames on the CPU | 157.40 | 197.75 | 8 |
fl.frame.blinks (batches) |
splat the blinks, or bin them (binned FFT) in dense frames (CPU) | 130.29 | 170.82 | 8 |
fl.frame.onFrame |
26.87 | 27.61 | 8 | |
mm.wait-frame (sequence) |
sequence thread: waiting for a fresh frame | 12.21 | 33.76 | 122 |
live.idle |
producer: waiting for the next exposure slot | 11.27 | 33.07 | 126 |
fl.setup |
movie setup total | 3.68 | 4.04 | 8 |
fl.events-query |
blink events of the frame from the core | 3.06 | 3.39 | 8 |
live.frame |
producer: one frame from reading the state to publishing it (the render time) | 0.54 | 22.06 | 127 |
live.state |
read settings, pose, drift | 0.43 | 21.61 | 127 |
fl.make-setup |
camera, light path, labels | 0.23 | 0.25 | 8 |
mm.frame-age |
age of a frame when taken (publish -> take) | 0.19 | 3.36 | 122 |
fl.events-sort |
group and bucket the events | 0.18 | 0.21 | 8 |
live.ahead-submit |
producer: hand the next batch to the render-ahead helper | 0.13 | 0.18 | 8 |
fl.psf-kernels |
PSF kernels (memo hit, or computed) | 0.12 | 0.32 | 8 |
live.publish |
hand the frame to the camera | 0.08 | 1.64 | 127 |
mm.insert-image |
MMCore InsertImage (circular buffer) | 0.06 | 0.22 | 122 |
fl.clock-map |
the light history's clock map over the query (each dye's clock at its own place; core ABI 14) | 0.05 | 0.05 | 8 |
live.ahead-wait |
wait for a render-ahead batch | 0.04 | 1.57 | 110 |
mm.copy+history |
copy into the camera buffer, add its light to the illumination history | 0.01 | 0.02 | 122 |
BrightField, 10 ms: every phase
| phase | what | per frame (ms) | longest (ms) | count |
|---|---|---|---|---|
mm.wait-frame (sequence) |
sequence thread: waiting for a fresh frame | 9.95 | 10.72 | 150 |
live.idle |
producer: waiting for the next exposure slot | 8.09 | 8.44 | 150 |
live.frame |
producer: one frame from reading the state to publishing it (the render time) | 1.87 | 2.64 | 150 |
live.noise |
camera noise | 1.70 | 2.44 | 150 |
live.lamp |
BrightField image | 0.09 | 0.15 | 150 |
live.state |
read settings, pose, drift | 0.07 | 0.15 | 150 |
mm.frame-age |
age of a frame when taken (publish -> take) | 0.07 | 0.11 | 150 |
mm.insert-image |
MMCore InsertImage (circular buffer) | 0.03 | 0.11 | 150 |
live.publish |
hand the frame to the camera | 0.01 | 0.02 | 150 |
mEGFP WideField, 10 ms: every phase
| phase | what | per frame (ms) | longest (ms) | count |
|---|---|---|---|---|
ahead.batch |
render-ahead helper: one batch of frames (setup, render, noise) | 82.63 | 105.14 | 9 |
fl.total |
82.55 | 105.05 | 9 | |
ahead.cpu.render+noise |
render-ahead helper: the batch's frames on the CPU | 42.38 | 50.70 | 9 |
fl.setup |
movie setup total | 40.21 | 54.39 | 9 |
fl.frame.onFrame |
25.31 | 25.89 | 9 | |
fl.dye-counts |
count the dyes of continuous populations | 21.99 | 29.09 | 9 |
fl.frame.continuous |
add the continuous populations | 16.67 | 24.65 | 9 |
mm.wait-frame (sequence) |
sequence thread: waiting for a fresh frame | 9.95 | 18.64 | 150 |
fl.survey |
the populations' survival over the map (the mean-field switch) | 9.38 | 24.53 | 18 |
live.idle |
producer: waiting for the next exposure slot | 9.31 | 11.45 | 150 |
wf.basis-async-start |
live: the next bleach basis started on its own thread (a copy of the scene) | 6.23 | 6.78 | 2 |
fl.mean-field-weights |
per-column dye clocks -> photons | 6.20 | 9.84 | 18 |
fl.mean-field-render |
weighted mean-field image | 1.92 | 7.76 | 18 |
live.frame |
producer: one frame from reading the state to publishing it (the render time) | 0.64 | 7.64 | 150 |
fl.mean-field-rate-frame |
a later frame of a movie: each cell bleached at its own light | 0.55 | 0.88 | 270 |
fl.mean-field-scene |
mean-field scene update | 0.50 | 0.81 | 18 |
wf.scene.finish |
0.50 | 0.81 | 18 | |
live.state |
read settings, pose, drift | 0.44 | 4.65 | 150 |
fl.frame.blinks (batches) |
splat the blinks, or bin them (binned FFT) in dense frames (CPU) | 0.32 | 0.38 | 9 |
fl.make-setup |
camera, light path, labels | 0.26 | 0.34 | 10 |
live.publish |
hand the frame to the camera | 0.15 | 1.56 | 150 |
live.ahead-submit |
producer: hand the next batch to the render-ahead helper | 0.13 | 0.17 | 10 |
live.ahead-wait |
wait for a render-ahead batch | 0.10 | 1.51 | 80 |
fl.psf-kernels |
PSF kernels (memo hit, or computed) | 0.09 | 0.12 | 10 |
fl.events-query |
blink events of the frame from the core | 0.08 | 0.09 | 10 |
mm.frame-age |
age of a frame when taken (publish -> take) | 0.07 | 1.55 | 150 |
fl.clock-map |
the light history's clock map over the query (each dye's clock at its own place; core ABI 14) | 0.05 | 0.07 | 10 |
mm.insert-image |
MMCore InsertImage (circular buffer) | 0.04 | 0.12 | 150 |
mEos3.2 PALM, 10 ms: every phase
| phase | what | per frame (ms) | longest (ms) | count |
|---|---|---|---|---|
ahead.batch |
render-ahead helper: one batch of frames (setup, render, noise) | 102.30 | 131.14 | 9 |
fl.total |
101.87 | 130.87 | 9 | |
ahead.cpu.render+noise |
render-ahead helper: the batch's frames on the CPU | 92.79 | 114.61 | 9 |
fl.frame.blinks (batches) |
splat the blinks, or bin them (binned FFT) in dense frames (CPU) | 54.86 | 68.37 | 9 |
fl.frame.onFrame |
21.02 | 25.52 | 9 | |
fl.frame.continuous |
add the continuous populations | 16.56 | 25.03 | 9 |
mm.wait-frame (sequence) |
sequence thread: waiting for a fresh frame | 10.85 | 34.60 | 137 |
live.idle |
producer: waiting for the next exposure slot | 9.81 | 22.83 | 145 |
fl.setup |
movie setup total | 9.37 | 16.42 | 9 |
fl.events-query |
blink events of the frame from the core | 3.84 | 4.75 | 10 |
wf.basis-async-start |
live: the next bleach basis started on its own thread (a copy of the scene) | 3.55 | 4.10 | 2 |
fl.dye-counts |
count the dyes of continuous populations | 1.11 | 1.38 | 9 |
fl.mean-field-render |
weighted mean-field image | 0.87 | 4.71 | 18 |
fl.mean-field-scene |
mean-field scene update | 0.62 | 1.08 | 18 |
wf.scene.finish |
0.62 | 1.08 | 18 | |
mm.frame-age |
age of a frame when taken (publish -> take) | 0.62 | 13.79 | 137 |
fl.mean-field-rate-frame |
a later frame of a movie: each cell bleached at its own light | 0.52 | 1.53 | 270 |
fl.mean-field-weights |
per-column dye clocks -> photons | 0.46 | 0.83 | 18 |
fl.make-setup |
camera, light path, labels | 0.27 | 0.32 | 10 |
live.frame |
producer: one frame from reading the state to publishing it (the render time) | 0.18 | 1.36 | 145 |
fl.psf-kernels |
PSF kernels (memo hit, or computed) | 0.17 | 0.29 | 10 |
live.ahead-submit |
producer: hand the next batch to the render-ahead helper | 0.14 | 0.18 | 10 |
live.state |
read settings, pose, drift | 0.13 | 1.24 | 145 |
fl.events-sort |
group and bucket the events | 0.08 | 0.10 | 10 |
fl.clock-map |
the light history's clock map over the query (each dye's clock at its own place; core ABI 14) | 0.05 | 0.06 | 10 |
live.publish |
hand the frame to the camera | 0.05 | 1.27 | 145 |
mm.insert-image |
MMCore InsertImage (circular buffer) | 0.04 | 0.10 | 137 |
fl.survey |
the populations' survival over the map (the mean-field switch) | 0.01 | 0.04 | 18 |
Latencies (call -> image, 20 ms exposure)¶
| action | ms | largest phases |
|---|---|---|
| first image after loading the configuration | 3139 | live.begin 3071, init.preload (background) 2382, fl.configure 2331, psf.compute 2135 |
| snap | 46 | live.begin 24, live.render 20, fl.frame.blinks (batches) 19, fl.events-query 10 |
| 30 um stage move + snap | 1614 | live.begin 1541, fl.mean-field-weights 357, fl.mean-field-scene 342, fl.dye-counts 312 |
| objective switch + snap | 4375 | live.begin 4331, fl.mean-field-render 1546, wf.basis 1402, wf.plane-spectra 1255 |
| objective switch back + snap | 2726 | live.begin 2698, fl.mean-field-render 1373, wf.basis 1224, wf.plane-spectra 1057 |
| 1 um focus move + snap | 2751 | live.begin 2727, fl.mean-field-render 1672, wf.basis 1397, wf.plane-spectra 1270 |
| Channel switch to AF647 dSTORM + snap | 1981 | live.begin 1921, fl.psf-kernels 1121, psf.compute 1101, psf.zernike-planes 794 |
| Channel switch to ATTO655 DNA-PAINT + snap | 597 | live.begin 549, fl.events-query 526, live.idle 36, fl.bg-map-prefetch 32 |
| Channel switch to BrightField + snap | 1026 | live.lamp 1021, bf.scene 1002, bf.image 18, live.idle 10 |
| Channel switch to mEGFP WideField + snap | 3105 | live.begin 3096, fl.dye-counts 1377, fl.dye-index-ahead 1353, fl.psf-kernels 1091 |
| Channel switch to mEos3.2 PALM + snap | 1908 | live.begin 1893, wf.plane-spectra-async 1845, fl.psf-kernels 1226, psf.compute 1205 |
insiliscope_cli¶
insiliscope_cli wall-clock (best of the repeats, includes process start and TIFF write), measured by the release workflow on a GitHub-hosted Linux runner. Runner hardware varies between runs, so compare trends, not single numbers. Configurations: tools/bench.py.
Frames per second (higher is better)¶
| version | date | CPUs | sr-128px-200f | sr-256px-200f | sr-dense-128px | wf-128px-20f | wf-256px-20f | wf-128px-x2 | sr-128px-1000f | wf-256px-200f | bf-256px-q3 | bf-256px-q4 | dstorm-128px-1000f | palm-green-128px-1000f | paint-bg-128px-1000f | wf-2group-256px-200f |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| v0.1.0-rc16 | 2026-10-29 | 4 | 68.4 | 31.1 | 15.6 | 9.1 | 7.7 | 9.1 | 145.5 | 64.3 | 8.2 | 3.1 | 194.6 | 208.7 | 46.1 | 27.9 |
| v0.1.0-rc15 | 2026-10-29 | 4 | 57.0 | 28.1 | 13.4 | 7.3 | 6.1 | 7.2 | 131.2 | 52.9 | 6.8 | 2.5 | 170.8 | 175.8 | 39.7 | 23.4 |
| v0.1.0-rc14 | 2026-10-23 | 4 | 80.7 | 33.1 | 15.0 | 11.9 | 10.0 | 11.9 | 157.5 | 84.7 | 10.3 | 3.9 | 206.0 | 255.4 | 45.6 | 29.5 |
| v0.1.0-rc13 | 2026-10-22 | 4 | 56.7 | 28.5 | 13.7 | 7.2 | 6.1 | 7.2 | 132.8 | 53.1 | 6.9 | 2.5 | 171.5 | 175.8 | 41.0 | 23.6 |
| v0.1.0-rc11 | 2026-10-21 | 4 | 55.1 | 26.3 | 12.6 | 7.1 | 6.0 | 7.1 | 124.5 | 51.9 | 6.8 | 2.5 | 162.6 | 171.3 | 38.2 | 22.5 |
| v0.1.0-rc10 | 2026-10-20 | 4 | 65.4 | 30.2 | 14.2 | 8.9 | 7.5 | 8.8 | 143.4 | 63.8 | 8.2 | 3.0 | 190.0 | 202.4 | 41.8 | 25.8 |
| v0.1.0-rc9 | 2026-10-17 | 4 | 53.9 | 26.7 | 12.4 | 6.5 | 5.3 | 5.3 | 124.4 | 43.9 | 6.9 | 2.6 | 164.0 | 140.2 | 36.8 | 20.2 |
| v0.1.0-rc8 | 2026-10-12 | 4 | 62.0 | 28.4 | 13.1 | 7.8 | 6.1 | 7.9 | 129.5 | 56.6 | 7.1 | 2.6 | 143.6 | 175.3 | 39.3 | 24.0 |
| v0.1.0-rc7 | 2026-10-10 | 4 | 61.4 | 30.2 | 14.8 | 7.3 | 5.6 | 7.4 | 135.6 | 51.2 | 7.3 | 2.4 | 150.2 | 177.5 | 42.9 | 24.2 |
| v0.1.0-rc6 | 2026-10-06 | 4 | 50.9 | 15.5 | 7.4 | 13.8 | 9.5 | 13.8 | 66.0 | 84.0 | 6.8 | 2.5 | 92.6 | 119.8 | 20.8 | 14.8 |
| v0.1.0-rc5 | 2026-10-05 | 4 | 65.9 | 19.2 | 9.6 | 21.6 | 15.0 | 22.5 | 81.3 | 128.7 | 11.1 | 4.1 | 114.0 | 146.2 | 24.8 | 17.3 |
| v0.1.0-rc4 | 2026-10-04 | 4 | 36.5 | 10.2 | 5.1 | 14.1 | 11.3 | 13.3 | 46.0 | 89.7 | 6.3 | 2.3 | ||||
| v0.1.0-rc3 | 2026-10-04 | 4 | 63.8 | 18.6 | 10.0 | 17.4 | 13.4 | 16.1 | 86.3 | 107.9 | 6.8 | 1.9 | ||||
| v0.1.0-rc2 | 2026-10-01 | 4 | 59.5 | 17.7 | 10.2 | 11.2 | 8.9 | 10.6 | ||||||||
| v0.1.0-rc1 | 2026-10-01 | 4 | 374.4 | 180.0 | 305.7 | 28.8 | 17.6 | 27.0 |
Machines¶
- v0.1.0-rc16: cli Linux-7.0.0-1017-azure-x86_64-with-glibc2.39; Micro-Manager Windows-2025Server-10.0.26100-SP0, 4 CPUs, pymmcore 12.5.0.75.0
- v0.1.0-rc15: cli Linux-7.0.0-1017-azure-x86_64-with-glibc2.39; Micro-Manager Windows-2025Server-10.0.26100-SP0, 4 CPUs, pymmcore 12.5.0.75.0
- v0.1.0-rc14: cli Linux-6.17.0-1022-azure-x86_64-with-glibc2.39; Micro-Manager Windows-2025Server-10.0.26100-SP0, 4 CPUs, pymmcore 12.5.0.75.0
- v0.1.0-rc13: cli Linux-7.0.0-1017-azure-x86_64-with-glibc2.39; Micro-Manager Windows-2025Server-10.0.26100-SP0, 4 CPUs, pymmcore 12.5.0.75.0
- v0.1.0-rc11: cli Linux-7.0.0-1017-azure-x86_64-with-glibc2.39; Micro-Manager Windows-2025Server-10.0.26100-SP0, 4 CPUs, pymmcore 12.5.0.75.0
- v0.1.0-rc10: cli Linux-7.0.0-1017-azure-x86_64-with-glibc2.39; Micro-Manager Windows-2025Server-10.0.26100-SP0, 4 CPUs, pymmcore 12.5.0.75.0
- v0.1.0-rc9: cli Linux-6.17.0-1022-azure-x86_64-with-glibc2.39; Micro-Manager Windows-2025Server-10.0.26100-SP0, 4 CPUs, pymmcore 12.5.0.75.0
- v0.1.0-rc8: cli Linux-6.17.0-1022-azure-x86_64-with-glibc2.39; Micro-Manager Windows-2025Server-10.0.26100-SP0, 4 CPUs, pymmcore 12.5.0.75.0
- v0.1.0-rc7: cli Linux-6.17.0-1022-azure-x86_64-with-glibc2.39; Micro-Manager Windows-2025Server-10.0.26100-SP0, 4 CPUs, pymmcore 12.5.0.75.0
- v0.1.0-rc6: cli Linux-6.17.0-1022-azure-x86_64-with-glibc2.39
- v0.1.0-rc5: cli Linux-6.17.0-1022-azure-x86_64-with-glibc2.39
- v0.1.0-rc4: cli Linux-6.17.0-1022-azure-x86_64-with-glibc2.39
- v0.1.0-rc3: cli Linux-6.17.0-1022-azure-x86_64-with-glibc2.39
- v0.1.0-rc2: cli Linux-6.17.0-1022-azure-x86_64-with-glibc2.39
- v0.1.0-rc1: cli Linux-6.17.0-1022-azure-x86_64-with-glibc2.39