[python] FastPySGI: update version to v0.6 and enable JSON-TLS by remittor · Pull Request #605 · MDA2AV/HttpArena

remittor · 2026-04-22T18:09:16Z

PR Commands — comment on this PR to trigger (requires collaborator approval):

Command	Description
`/benchmark -f <framework>`	Run all benchmark tests
`/benchmark -f <framework> -t <test>`	Run a specific test
`/benchmark -f <framework> --save`	Run and save results (updates leaderboard on merge)

Always specify -f <framework>. Results are automatically compared against the current leaderboard.

MDA2AV · 2026-04-23T13:37:30Z

I think the verbose does not yet work on all tests, so you probably hit them.

I'll look it up later today

remittor · 2026-04-23T13:48:00Z

I think the verbose does not yet work on all tests, so you probably hit them.

It looks like my latest changes introduced a bug into the ASGI mode. I don't know how to reproduce it yet. I'll have to think about it...

remittor · 2026-04-23T13:48:48Z

/benchmark -f fastpysgi-wsgi --save

github-actions · 2026-04-23T13:48:57Z

👋 /benchmark request received. A collaborator will review and approve the run.

github-actions · 2026-04-23T13:49:17Z

🚀 Benchmark run triggered for fastpysgi-wsgi (all tests) with --save. Results will be posted here when done.

github-actions · 2026-04-23T14:13:27Z

Benchmark Results

Framework: fastpysgi-wsgi | Test: all tests

Test	Conn	RPS	CPU	Mem	Δ RPS	Δ Mem
baseline	512	1,412,217	6822.8%	368MiB	-0.4%	+69.9%
baseline	4096	1,418,387	6451.9%	859MiB	-3.6%	+18.7%
pipelined	512	3,220,182	6601.2%	348MiB	+11.3%	+60.3%
pipelined	4096	2,695,695	6401.5%	848MiB	-4.2%	+18.0%
limited-conn	512	1,052,535	6144.6%	412MiB	-1.4%	+52.9%
limited-conn	4096	1,156,332	6665.3%	506MiB	-3.9%	+31.1%
json	4096	742,763	6353.9%	850MiB	-3.3%	+13.3%
json-comp	512	465,935	5937.5%	544MiB	~0%	+18.2%
json-comp	4096	485,024	6285.7%	779MiB	-2.4%	+18.6%
json-comp	16384	480,463	6208.9%	958MiB	-2.1%	-28.0%
json-tls	4096	613,700	6446.0%	663MiB	NEW	NEW
upload	32	1,862	1754.2%	2.1GiB	+12.4%	+5.0%
upload	256	1,465	4937.7%	4.3GiB	+10.7%	+7.5%
api-4	256	19,815	315.1%	89MiB	+0.8%	+8.5%
api-16	1024	55,469	1273.8%	250MiB	-0.3%	+14.6%
static	1024	1,328,316	6527.7%	436MiB	-1.4%	+43.6%
static	4096	1,304,924	6238.8%	862MiB	-1.9%	+18.5%
static	6800	1,296,049	6373.6%	1.2GiB	-1.9%	+9.1%
async-db	1024	74,289	4486.0%	880MiB	-6.2%	+9.3%

Full log

[info] CPU 6238.8% | Mem 862MiB

[run 2/3]
Running 5s test @ http://localhost:8080
  64 threads and 4096 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     3.18ms    2.73ms 163.39ms   97.70%
    Req/Sec    20.39k     1.78k   40.76k    88.75%
  6617902 requests in 5.10s, 101.32GB read
Requests/sec: 1297772.12
Transfer/sec:     19.87GB
[info] CPU 6502.0% | Mem 875MiB

[run 3/3]
Running 5s test @ http://localhost:8080
  64 threads and 4096 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     3.24ms    3.37ms 235.10ms   98.57%
    Req/Sec    20.33k     1.81k   36.56k    86.90%
  6593786 requests in 5.10s, 100.95GB read
Requests/sec: 1292886.03
Transfer/sec:     19.79GB
[info] CPU 6159.0% | Mem 874MiB

=== Best: 1304924 req/s (CPU: 6238.8%, Mem: 862MiB) ===
[info] saved results/static/4096/fastpysgi-wsgi.json
httparena-bench-fastpysgi-wsgi
httparena-bench-fastpysgi-wsgi

==============================================
=== fastpysgi-wsgi / static / 6800c (tool=wrk) ===
==============================================
[info] waiting for server...
[info] server ready

[run 1/3]
Running 5s test @ http://localhost:8080
  64 threads and 6800 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     5.31ms    4.51ms 236.36ms   98.04%
    Req/Sec    20.39k     1.94k   38.38k    91.53%
  6611584 requests in 5.10s, 101.23GB read
Requests/sec: 1296049.00
Transfer/sec:     19.84GB
[info] CPU 6373.6% | Mem 1.2GiB

[run 2/3]
Running 5s test @ http://localhost:8080
  64 threads and 6800 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     6.13ms   12.31ms 446.07ms   98.97%
    Req/Sec    20.13k     2.42k   37.09k    93.43%
  6521023 requests in 5.10s, 99.84GB read
Requests/sec: 1278810.74
Transfer/sec:     19.58GB
[info] CPU 6478.4% | Mem 1.2GiB

[run 3/3]
Running 5s test @ http://localhost:8080
  64 threads and 6800 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     5.66ms    7.93ms 338.41ms   99.23%
    Req/Sec    20.26k     2.26k   40.58k    92.53%
  6562955 requests in 5.10s, 100.48GB read
Requests/sec: 1286709.10
Transfer/sec:     19.70GB
[info] CPU 6320.7% | Mem 1.2GiB

=== Best: 1296049 req/s (CPU: 6373.6%, Mem: 1.2GiB) ===
[info] saved results/static/6800/fastpysgi-wsgi.json
httparena-bench-fastpysgi-wsgi
httparena-bench-fastpysgi-wsgi

==============================================
=== fastpysgi-wsgi / async-db / 1024c (tool=gcannon) ===
==============================================
[info] waiting for server...
[info] server ready

[run 1/3]
gcannon v0.5.2
  Target:    localhost:8080/
  Threads:   64
  Conns:     1024 (16/thread)
  Pipeline:  1
  Req/conn:  25
  Templates: 5
  Expected:  200
  Duration:  10s


  Thread Stats   Avg      p50      p90      p99    p99.9
    Latency   13.53ms   11.40ms   20.40ms   74.60ms   371.90ms

  726996 requests in 10.00s, 726997 responses
  Throughput: 72.68K req/s
  Bandwidth:  280.93MB/s
  Status codes: 2xx=726997, 3xx=0, 4xx=0, 5xx=0
  Latency samples: 726995 / 726997 responses (100.0%)
  Reconnects: 28832
  Per-template: 144844,145044,145785,145832,145490
  Per-template-ok: 144844,145044,145785,145832,145490
[info] CPU 4380.9% | Mem 879MiB

[run 2/3]
gcannon v0.5.2
  Target:    localhost:8080/
  Threads:   64
  Conns:     1024 (16/thread)
  Pipeline:  1
  Req/conn:  25
  Templates: 5
  Expected:  200
  Duration:  10s


  Thread Stats   Avg      p50      p90      p99    p99.9
    Latency   13.52ms   11.00ms   20.30ms   70.60ms   499.90ms

  729507 requests in 10.00s, 729509 responses
  Throughput: 72.93K req/s
  Bandwidth:  281.83MB/s
  Status codes: 2xx=729509, 3xx=0, 4xx=0, 5xx=0
  Latency samples: 729509 / 729509 responses (100.0%)
  Reconnects: 28975
  Per-template: 145532,145625,146102,146216,146034
  Per-template-ok: 145532,145625,146102,146216,146034
[info] CPU 4431.4% | Mem 883MiB

[run 3/3]
gcannon v0.5.2
  Target:    localhost:8080/
  Threads:   64
  Conns:     1024 (16/thread)
  Pipeline:  1
  Req/conn:  25
  Templates: 5
  Expected:  200
  Duration:  10s


  Thread Stats   Avg      p50      p90      p99    p99.9
    Latency   13.31ms   10.40ms   19.90ms   69.00ms   470.50ms

  742893 requests in 10.00s, 742896 responses
  Throughput: 74.27K req/s
  Bandwidth:  286.85MB/s
  Status codes: 2xx=742896, 3xx=0, 4xx=0, 5xx=0
  Latency samples: 742896 / 742896 responses (100.0%)
  Reconnects: 29547
  Per-template: 148174,148599,148680,149065,148378
  Per-template-ok: 148174,148599,148680,149065,148378
[info] CPU 4486.0% | Mem 880MiB

=== Best: 74289 req/s (CPU: 4486.0%, Mem: 880MiB) ===
[info] input BW: 4.96MB/s (avg template: 70 bytes)
[info] saved results/async-db/1024/fastpysgi-wsgi.json
httparena-bench-fastpysgi-wsgi
httparena-bench-fastpysgi-wsgi
[info] skip: fastpysgi-wsgi does not subscribe to crud
[info] skip: fastpysgi-wsgi does not subscribe to baseline-h2
[info] skip: fastpysgi-wsgi does not subscribe to static-h2
[info] skip: fastpysgi-wsgi does not subscribe to baseline-h2c
[info] skip: fastpysgi-wsgi does not subscribe to json-h2c
[info] skip: fastpysgi-wsgi does not subscribe to baseline-h3
[info] skip: fastpysgi-wsgi does not subscribe to static-h3
[info] skip: fastpysgi-wsgi does not subscribe to gateway-64
[info] skip: fastpysgi-wsgi does not subscribe to gateway-h3
[info] skip: fastpysgi-wsgi does not subscribe to production-stack
[info] skip: fastpysgi-wsgi does not subscribe to unary-grpc
[info] skip: fastpysgi-wsgi does not subscribe to unary-grpc-tls
[info] skip: fastpysgi-wsgi does not subscribe to stream-grpc
[info] skip: fastpysgi-wsgi does not subscribe to stream-grpc-tls
[info] skip: fastpysgi-wsgi does not subscribe to echo-ws
[info] rebuilding site/data/*.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/frameworks.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/api-16-1024.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/api-4-256.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/async-db-1024.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/baseline-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/baseline-512.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-comp-16384.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-comp-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-comp-512.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-tls-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/limited-conn-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/limited-conn-512.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/pipelined-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/pipelined-512.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/static-1024.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/static-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/static-6800.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/upload-256.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/upload-32.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/current.json
[info] done
httparena-postgres
[info] restoring loopback MTU to 65536
[info] restoring CPU governor → powersave

remittor · 2026-04-23T14:24:42Z

/benchmark -f fastpysgi-asgi --save

github-actions · 2026-04-23T14:24:52Z

👋 /benchmark request received. A collaborator will review and approve the run.

github-actions · 2026-04-23T15:12:02Z

Benchmark Results

Framework: fastpysgi-asgi | Test: all tests

Test	Conn	RPS	CPU	Mem	Δ RPS	Δ Mem
baseline	512	782,845	6794.2%	293MiB	+0.8%	+5.8%
baseline	4096	984,376	6710.9%	801MiB	+0.9%	-0.9%
pipelined	512	1,261,650	6717.8%	269MiB	-5.5%	-2.5%
pipelined	4096	1,536,542	6682.6%	799MiB	-0.3%	~0%
limited-conn	512	611,804	6201.0%	356MiB	+0.5%	-1.3%
limited-conn	4096	782,263	6484.5%	1.6GiB	-0.9%	~0%
json	4096	583,452	6414.6%	2.2GiB	-3.1%	+37.5%
json-comp	512	357,223	6028.4%	411MiB	+0.4%	-2.5%
json-comp	4096	406,077	6393.4%	1.8GiB	-1.8%	+20.0%
json-comp	16384	394,548	6274.4%	5.3GiB	+1.4%	-3.6%
upload	32	1,865	1812.2%	2.2GiB	+0.1%	+10.0%
upload	256	1,572	4455.5%	4.5GiB	-0.6%	~0%
api-4	256	29,543	396.8%	303MiB	+14.3%	-21.2%
api-16	1024	73,478	1586.1%	845MiB	+6.7%	+17.8%
static	1024	871,759	6667.3%	359MiB	-1.6%	+55.0%
static	4096	956,406	6588.5%	302MiB	+0.3%	-62.5%
static	6800	935,770	6363.9%	366MiB	+0.5%	-3.0%
async-db	1024	142,675	6288.9%	1.1GiB	-0.9%	~0%

Full log

Transfer/sec:     14.64GB
[info] CPU 6588.5% | Mem 302MiB

[run 2/3]
Running 5s test @ http://localhost:8080
  64 threads and 4096 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     4.26ms  705.79us  24.35ms   76.21%
    Req/Sec    15.02k   816.77    25.24k    96.81%
  4870703 requests in 5.10s, 74.58GB read
Requests/sec: 955027.63
Transfer/sec:     14.62GB
[info] CPU 6560.8% | Mem 798MiB

[run 3/3]
Running 5s test @ http://localhost:8080
  64 threads and 4096 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     4.27ms  659.62us  22.76ms   77.26%
    Req/Sec    14.99k     1.10k   33.14k    97.42%
  4858806 requests in 5.10s, 74.40GB read
Requests/sec: 952601.15
Transfer/sec:     14.59GB
[info] CPU 6477.4% | Mem 804MiB

=== Best: 956406 req/s (CPU: 6588.5%, Mem: 302MiB) ===
[info] saved results/static/4096/fastpysgi-asgi.json
httparena-bench-fastpysgi-asgi
httparena-bench-fastpysgi-asgi

==============================================
=== fastpysgi-asgi / static / 6800c (tool=wrk) ===
==============================================
[info] waiting for server...
[info] server ready

[run 1/3]
Running 5s test @ http://localhost:8080
  64 threads and 6800 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     7.23ms    1.16ms  35.92ms   88.99%
    Req/Sec    14.70k     1.25k   38.37k    96.20%
  4772761 requests in 5.10s, 73.08GB read
Requests/sec: 935770.17
Transfer/sec:     14.33GB
[info] CPU 6363.9% | Mem 366MiB

[run 2/3]
Running 5s test @ http://localhost:8080
  64 threads and 6800 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     7.23ms    1.26ms  60.69ms   87.30%
    Req/Sec    14.70k     0.87k   27.97k    96.44%
  4762955 requests in 5.10s, 72.93GB read
Requests/sec: 933912.38
Transfer/sec:     14.30GB
[info] CPU 6541.8% | Mem 1.2GiB

[run 3/3]
Running 5s test @ http://localhost:8080
  64 threads and 6800 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     7.24ms    1.12ms  40.36ms   86.56%
    Req/Sec    14.67k     0.91k   32.19k    96.29%
  4754167 requests in 5.10s, 72.79GB read
Requests/sec: 932147.57
Transfer/sec:     14.27GB
[info] CPU 6408.8% | Mem 1.2GiB

=== Best: 935770 req/s (CPU: 6363.9%, Mem: 366MiB) ===
[info] saved results/static/6800/fastpysgi-asgi.json
httparena-bench-fastpysgi-asgi
httparena-bench-fastpysgi-asgi

==============================================
=== fastpysgi-asgi / async-db / 1024c (tool=gcannon) ===
==============================================
[info] waiting for server...
[info] server ready

[run 1/3]
gcannon v0.5.2
  Target:    localhost:8080/
  Threads:   64
  Conns:     1024 (16/thread)
  Pipeline:  1
  Req/conn:  25
  Templates: 5
  Expected:  200
  Duration:  10s


  Thread Stats   Avg      p50      p90      p99    p99.9
    Latency   6.67ms   3.40ms   13.90ms   61.90ms   153.70ms

  1426756 requests in 10.00s, 1426758 responses
  Throughput: 142.64K req/s
  Bandwidth:  550.65MB/s
  Status codes: 2xx=1426758, 3xx=0, 4xx=0, 5xx=0
  Latency samples: 1426757 / 1426758 responses (100.0%)
  Reconnects: 56836
  Per-template: 284499,285409,286399,285798,284652
  Per-template-ok: 284499,285409,286399,285798,284652
[info] CPU 6288.9% | Mem 1.1GiB

[run 2/3]
gcannon v0.5.2
  Target:    localhost:8080/
  Threads:   64
  Conns:     1024 (16/thread)
  Pipeline:  1
  Req/conn:  25
  Templates: 5
  Expected:  200
  Duration:  10s


  Thread Stats   Avg      p50      p90      p99    p99.9
    Latency   6.72ms   3.42ms   14.40ms   61.70ms   140.80ms

  1423094 requests in 10.00s, 1423097 responses
  Throughput: 142.28K req/s
  Bandwidth:  549.37MB/s
  Status codes: 2xx=1423097, 3xx=0, 4xx=0, 5xx=0
  Latency samples: 1423094 / 1423097 responses (100.0%)
  Reconnects: 56780
  Per-template: 283265,284616,286094,285378,283741
  Per-template-ok: 283265,284616,286094,285378,283741
[info] CPU 6322.5% | Mem 1.1GiB

[run 3/3]
gcannon v0.5.2
  Target:    localhost:8080/
  Threads:   64
  Conns:     1024 (16/thread)
  Pipeline:  1
  Req/conn:  25
  Templates: 5
  Expected:  200
  Duration:  10s


  Thread Stats   Avg      p50      p90      p99    p99.9
    Latency   6.73ms   3.44ms   14.30ms   60.00ms   144.00ms

  1426333 requests in 10.00s, 1426335 responses
  Throughput: 142.60K req/s
  Bandwidth:  550.85MB/s
  Status codes: 2xx=1426335, 3xx=0, 4xx=0, 5xx=0
  Latency samples: 1426332 / 1426335 responses (100.0%)
  Reconnects: 56828
  Per-template: 283811,285148,286350,286436,284587
  Per-template-ok: 283811,285148,286350,286436,284587
[info] CPU 6348.3% | Mem 1.2GiB

=== Best: 142675 req/s (CPU: 6288.9%, Mem: 1.1GiB) ===
[info] input BW: 9.52MB/s (avg template: 70 bytes)
[info] saved results/async-db/1024/fastpysgi-asgi.json
httparena-bench-fastpysgi-asgi
httparena-bench-fastpysgi-asgi
[info] skip: fastpysgi-asgi does not subscribe to crud
[info] skip: fastpysgi-asgi does not subscribe to baseline-h2
[info] skip: fastpysgi-asgi does not subscribe to static-h2
[info] skip: fastpysgi-asgi does not subscribe to baseline-h2c
[info] skip: fastpysgi-asgi does not subscribe to json-h2c
[info] skip: fastpysgi-asgi does not subscribe to baseline-h3
[info] skip: fastpysgi-asgi does not subscribe to static-h3
[info] skip: fastpysgi-asgi does not subscribe to gateway-64
[info] skip: fastpysgi-asgi does not subscribe to gateway-h3
[info] skip: fastpysgi-asgi does not subscribe to production-stack
[info] skip: fastpysgi-asgi does not subscribe to unary-grpc
[info] skip: fastpysgi-asgi does not subscribe to unary-grpc-tls
[info] skip: fastpysgi-asgi does not subscribe to stream-grpc
[info] skip: fastpysgi-asgi does not subscribe to stream-grpc-tls
[info] skip: fastpysgi-asgi does not subscribe to echo-ws
[info] rebuilding site/data/*.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/frameworks.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/api-16-1024.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/api-4-256.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/async-db-1024.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/baseline-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/baseline-512.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-comp-16384.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-comp-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-comp-512.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/limited-conn-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/limited-conn-512.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/pipelined-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/pipelined-512.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/static-1024.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/static-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/static-6800.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/upload-256.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/upload-32.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/current.json
[info] done
httparena-postgres
[info] restoring loopback MTU to 65536
[info] restoring CPU governor → powersave

remittor · 2026-04-24T12:30:31Z

/benchmark -f fastpysgi-asgi --save

github-actions · 2026-04-24T12:30:39Z

👋 /benchmark request received. A collaborator will review and approve the run.

github-actions · 2026-04-24T12:30:59Z

🚀 Benchmark run triggered for fastpysgi-asgi (all tests) with --save. Results will be posted here when done.

remittor · 2026-04-24T12:33:10Z

@MDA2AV , I still haven't been able to reproduce the issue locally.
I just downgraded the Python version in Docker to 3.9 (that's what I'm testing on), and all the checks passed right away.
So you can commit this PR, and I'll try to fix the issue in v0.7 on other Python versions.

github-actions · 2026-04-24T12:43:27Z

Benchmark Results

Framework: fastpysgi-asgi | Test: all tests

Test	Conn	RPS	CPU	Mem	Δ RPS	Δ Mem
baseline	512	589,989	6774.1%	404MiB	-24.0%	+45.9%
baseline	4096	751,906	6762.3%	1.1GiB	-22.9%	+39.3%
pipelined	512	530,164	5881.8%	362MiB	-60.3%	+31.3%
pipelined	4096	1,115,830	6678.8%	956MiB	-27.6%	+19.6%
limited-conn	512	469,504	6755.0%	490MiB	-22.9%	+35.9%
limited-conn	4096	616,510	6794.7%	1.9GiB	-21.9%	+18.7%
json	4096	483,021	6686.7%	2.2GiB	-19.8%	+37.5%
json-comp	512	249,613	6650.6%	557MiB	-15.3%	+14.1%
json-comp	4096	293,808	6666.8%	1.8GiB	-9.4%	~0%
json-comp	16384	287,234	6696.3%	6.0GiB	-9.3%	+15.4%
json-tls	4096	442,114	6718.7%	621MiB	NEW	NEW
upload	32	1,880	6436.5%	2.3GiB	+0.9%	+15.0%
upload	256	1,600	6474.5%	5.7GiB	+1.2%	+26.7%
api-4	256	25,497	400.3%	258MiB	-1.3%	-32.9%
api-16	1024	62,381	1610.0%	765MiB	-9.4%	+6.6%
static	1024	722,638	6830.4%	398MiB	-18.5%	+71.8%
static	4096	802,458	6795.9%	838MiB	-15.9%	+4.1%
static	6800	792,865	6756.7%	2.2GiB	-14.8%	+496.9%
async-db	1024	111,509	6621.7%	1.4GiB	-22.6%	+27.3%

Full log

[info] CPU 6795.9% | Mem 838MiB

[run 2/3]
Running 5s test @ http://localhost:8080
  64 threads and 4096 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     5.08ms  636.81us  11.92ms   77.80%
    Req/Sec    12.60k     0.92k   30.73k    97.42%
  4085920 requests in 5.10s, 62.57GB read
Requests/sec: 801128.11
Transfer/sec:     12.27GB
[info] CPU 6797.1% | Mem 1.3GiB

[run 3/3]
Running 5s test @ http://localhost:8080
  64 threads and 4096 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     5.11ms    0.89ms  11.07ms   74.51%
    Req/Sec    12.54k     0.91k   30.10k    97.79%
  4067180 requests in 5.10s, 62.28GB read
Requests/sec: 797489.71
Transfer/sec:     12.21GB
[info] CPU 6784.4% | Mem 1.4GiB

=== Best: 802458 req/s (CPU: 6795.9%, Mem: 838MiB) ===
[info] saved results/static/4096/fastpysgi-asgi.json
httparena-bench-fastpysgi-asgi
httparena-bench-fastpysgi-asgi

==============================================
=== fastpysgi-asgi / static / 6800c (tool=wrk) ===
==============================================
[info] waiting for server...
[info] server ready

[run 1/3]
Running 5s test @ http://localhost:8080
  64 threads and 6800 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     8.58ms    1.28ms  30.22ms   84.25%
    Req/Sec    12.39k     0.89k   30.66k    96.62%
  4017028 requests in 5.10s, 61.52GB read
Requests/sec: 787520.37
Transfer/sec:     12.06GB
[info] CPU 6774.0% | Mem 1.3GiB

[run 2/3]
Running 5s test @ http://localhost:8080
  64 threads and 6800 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     8.51ms    1.25ms  35.50ms   85.39%
    Req/Sec    12.48k     1.05k   32.71k    97.18%
  4043887 requests in 5.10s, 61.93GB read
Requests/sec: 792857.46
Transfer/sec:     12.14GB
[info] CPU 6767.6% | Mem 2.2GiB

[run 3/3]
Running 5s test @ http://localhost:8080
  64 threads and 6800 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     8.52ms    1.12ms  22.86ms   79.06%
    Req/Sec    12.47k     1.06k   33.21k    97.45%
  4043922 requests in 5.10s, 61.93GB read
Requests/sec: 792865.87
Transfer/sec:     12.14GB
[info] CPU 6756.7% | Mem 2.2GiB

=== Best: 792865 req/s (CPU: 6756.7%, Mem: 2.2GiB) ===
[info] saved results/static/6800/fastpysgi-asgi.json
httparena-bench-fastpysgi-asgi
httparena-bench-fastpysgi-asgi

==============================================
=== fastpysgi-asgi / async-db / 1024c (tool=gcannon) ===
==============================================
[info] waiting for server...
[info] server ready

[run 1/3]
gcannon v0.5.2
  Target:    localhost:8080/
  Threads:   64
  Conns:     1024 (16/thread)
  Pipeline:  1
  Req/conn:  25
  Templates: 5
  Expected:  200
  Duration:  10s


  Thread Stats   Avg      p50      p90      p99    p99.9
    Latency   8.75ms   4.43ms   18.90ms   81.20ms   190.50ms

  1115096 requests in 10.00s, 1115098 responses
  Throughput: 111.48K req/s
  Bandwidth:  430.65MB/s
  Status codes: 2xx=1115098, 3xx=0, 4xx=0, 5xx=0
  Latency samples: 1115094 / 1115098 responses (100.0%)
  Reconnects: 44325
  Per-template: 222040,222701,223745,224277,222331
  Per-template-ok: 222040,222701,223745,224277,222331
[info] CPU 6621.7% | Mem 1.4GiB

[run 2/3]
gcannon v0.5.2
  Target:    localhost:8080/
  Threads:   64
  Conns:     1024 (16/thread)
  Pipeline:  1
  Req/conn:  25
  Templates: 5
  Expected:  200
  Duration:  10s


  Thread Stats   Avg      p50      p90      p99    p99.9
    Latency   8.62ms   4.41ms   18.60ms   81.20ms   182.20ms

  1111221 requests in 10.00s, 1111222 responses
  Throughput: 111.09K req/s
  Bandwidth:  429.02MB/s
  Status codes: 2xx=1111222, 3xx=0, 4xx=0, 5xx=0
  Latency samples: 1111221 / 1111222 responses (100.0%)
  Reconnects: 44206
  Per-template: 221232,222370,222988,222967,221664
  Per-template-ok: 221232,222370,222988,222967,221664
[info] CPU 6660.3% | Mem 1.6GiB

[run 3/3]
gcannon v0.5.2
  Target:    localhost:8080/
  Threads:   64
  Conns:     1024 (16/thread)
  Pipeline:  1
  Req/conn:  25
  Templates: 5
  Expected:  200
  Duration:  10s


  Thread Stats   Avg      p50      p90      p99    p99.9
    Latency   8.82ms   4.38ms   19.40ms   84.10ms   186.10ms

  1105145 requests in 10.00s, 1105146 responses
  Throughput: 110.49K req/s
  Bandwidth:  426.84MB/s
  Status codes: 2xx=1105146, 3xx=0, 4xx=0, 5xx=0
  Latency samples: 1105144 / 1105146 responses (100.0%)
  Reconnects: 43963
  Per-template: 219992,220801,221878,221824,220649
  Per-template-ok: 219992,220801,221878,221824,220649
[info] CPU 6676.0% | Mem 1.7GiB

=== Best: 111509 req/s (CPU: 6621.7%, Mem: 1.4GiB) ===
[info] input BW: 7.44MB/s (avg template: 70 bytes)
[info] saved results/async-db/1024/fastpysgi-asgi.json
httparena-bench-fastpysgi-asgi
httparena-bench-fastpysgi-asgi
[info] skip: fastpysgi-asgi does not subscribe to crud
[info] skip: fastpysgi-asgi does not subscribe to baseline-h2
[info] skip: fastpysgi-asgi does not subscribe to static-h2
[info] skip: fastpysgi-asgi does not subscribe to baseline-h2c
[info] skip: fastpysgi-asgi does not subscribe to json-h2c
[info] skip: fastpysgi-asgi does not subscribe to baseline-h3
[info] skip: fastpysgi-asgi does not subscribe to static-h3
[info] skip: fastpysgi-asgi does not subscribe to gateway-64
[info] skip: fastpysgi-asgi does not subscribe to gateway-h3
[info] skip: fastpysgi-asgi does not subscribe to production-stack
[info] skip: fastpysgi-asgi does not subscribe to unary-grpc
[info] skip: fastpysgi-asgi does not subscribe to unary-grpc-tls
[info] skip: fastpysgi-asgi does not subscribe to stream-grpc
[info] skip: fastpysgi-asgi does not subscribe to stream-grpc-tls
[info] skip: fastpysgi-asgi does not subscribe to echo-ws
[info] rebuilding site/data/*.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/frameworks.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/api-16-1024.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/api-4-256.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/async-db-1024.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/baseline-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/baseline-512.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-comp-16384.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-comp-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-comp-512.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-tls-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/limited-conn-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/limited-conn-512.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/pipelined-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/pipelined-512.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/static-1024.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/static-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/static-6800.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/upload-256.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/upload-32.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/current.json
[info] done
httparena-postgres
[info] restoring loopback MTU to 65536
[info] restoring CPU governor → powersave

remittor · 2026-04-24T13:06:27Z

It's clear to see how much slower Python 3.9 is than 3.13

remittor · 2026-04-24T14:06:46Z

I reproduced this bug. It only occurs after test pipeline ;-)
Now I'll be looking for the cause of the bug locally. And this bug doesn't exist on Python 3.9

remittor · 2026-04-25T12:29:19Z

/benchmark -f fastpysgi-asgi --save

github-actions · 2026-04-25T12:29:25Z

👋 /benchmark request received. A collaborator will review and approve the run.

github-actions · 2026-04-25T12:29:43Z

🚀 Benchmark run triggered for fastpysgi-asgi (all tests) with --save. Results will be posted here when done.

github-actions · 2026-04-25T12:40:12Z

Benchmark Results

Framework: fastpysgi-asgi | Test: all tests

Test	Conn	RPS	CPU	Mem	Δ RPS	Δ Mem
baseline	512	819,623	6889.8%	1.6GiB	+5.5%	+491.7%
baseline	4096	1,027,869	6888.0%	2.4GiB	+5.4%	+204.0%
limited-conn	512	635,405	6765.2%	1.0GiB	+4.4%	+184.0%
limited-conn	4096	816,175	6791.8%	2.5GiB	+3.4%	+56.2%
json	4096	637,681	6803.3%	3.1GiB	+5.9%	+93.8%
json-comp	512	365,291	6701.0%	810MiB	+24.0%	+66.0%
json-comp	4096	435,875	6768.9%	2.3GiB	+34.4%	+27.8%
json-comp	16384	418,617	6743.5%	5.8GiB	+32.1%	+11.5%
json-tls	4096	561,818	6746.9%	1.4GiB	NEW	NEW
upload	32	1,923	6436.0%	2.2GiB	+3.2%	+10.0%
upload	256	1,598	6458.2%	4.9GiB	+1.1%	+8.9%
api-4	256	32,003	399.8%	424MiB	+23.8%	+10.3%
api-16	1024	78,198	1606.0%	1.0GiB	+13.5%	+42.7%
static	1024	918,436	6771.1%	1.2GiB	+3.6%	+430.6%
static	4096	1,004,902	6695.9%	1.4GiB	+5.4%	+78.0%
static	6800	978,556	6656.3%	1.4GiB	+5.1%	+279.9%
async-db	1024	147,280	6702.5%	1.7GiB	+2.3%	+54.5%

Full log

Requests/sec: 1004902.48
Transfer/sec:     15.39GB
[info] CPU 6695.9% | Mem 1.4GiB

[run 2/3]
Running 5s test @ http://localhost:8080
  64 threads and 4096 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     4.15ms    1.62ms  39.96ms   97.77%
    Req/Sec    15.67k     1.16k   35.91k    97.46%
  5089871 requests in 5.10s, 77.95GB read
Requests/sec: 997839.59
Transfer/sec:     15.28GB
[info] CPU 6691.0% | Mem 2.4GiB

[run 3/3]
Running 5s test @ http://localhost:8080
  64 threads and 4096 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     4.25ms    2.36ms  48.22ms   98.21%
    Req/Sec    15.61k     1.08k   35.38k    96.41%
  5063372 requests in 5.10s, 77.55GB read
Requests/sec: 992791.95
Transfer/sec:     15.20GB
[info] CPU 6701.0% | Mem 3.2GiB

=== Best: 1004902 req/s (CPU: 6695.9%, Mem: 1.4GiB) ===
[info] saved results/static/4096/fastpysgi-asgi.json
httparena-bench-fastpysgi-asgi
httparena-bench-fastpysgi-asgi

==============================================
=== fastpysgi-asgi / static / 6800c (tool=wrk) ===
==============================================
[info] waiting for server...
[info] server ready

[run 1/3]
Running 5s test @ http://localhost:8080
  64 threads and 6800 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     6.95ms    1.58ms  34.24ms   93.92%
    Req/Sec    15.36k     1.35k   38.86k    97.58%
  4988081 requests in 5.10s, 76.39GB read
Requests/sec: 978556.85
Transfer/sec:     14.99GB
[info] CPU 6656.3% | Mem 1.4GiB

[run 2/3]
Running 5s test @ http://localhost:8080
  64 threads and 6800 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     7.28ms    3.08ms  45.08ms   96.56%
    Req/Sec    15.02k     1.08k   33.44k    96.90%
  4868206 requests in 5.10s, 74.56GB read
Requests/sec: 954558.99
Transfer/sec:     14.62GB
[info] CPU 6680.4% | Mem 2.7GiB

[run 3/3]
Running 5s test @ http://localhost:8080
  64 threads and 6800 connections
  Thread Stats   Avg      Stdev     Max   +/- Stdev
    Latency     7.49ms    4.11ms  57.83ms   96.73%
    Req/Sec    14.88k     1.16k   32.79k    96.75%
  4824437 requests in 5.10s, 73.89GB read
Requests/sec: 945856.02
Transfer/sec:     14.49GB
[info] CPU 6690.4% | Mem 3.5GiB

=== Best: 978556 req/s (CPU: 6656.3%, Mem: 1.4GiB) ===
[info] saved results/static/6800/fastpysgi-asgi.json
httparena-bench-fastpysgi-asgi
httparena-bench-fastpysgi-asgi

==============================================
=== fastpysgi-asgi / async-db / 1024c (tool=gcannon) ===
==============================================
[info] waiting for server...
[info] server ready

[run 1/3]
gcannon v0.5.3
  Target:    localhost:8080/
  Threads:   64
  Conns:     1024 (16/thread)
  Pipeline:  1
  Req/conn:  25
  Templates: 5
  Expected:  200
  Duration:  10s


  Thread Stats   Avg      p50      p90      p99    p99.9
    Latency   6.60ms   3.25ms   14.30ms   63.70ms   144.80ms

  1444138 requests in 10.00s, 1444139 responses
  Throughput: 144.38K req/s
  Bandwidth:  557.63MB/s
  Status codes: 2xx=1444139, 3xx=0, 4xx=0, 5xx=0
  Latency samples: 1444134 / 1444139 responses (100.0%)
  Reconnects: 57516
  Per-template: 287212,288817,290282,289802,288021
  Per-template-ok: 287212,288817,290282,289802,288021
[info] CPU 6567.8% | Mem 1.4GiB

[run 2/3]
gcannon v0.5.3
  Target:    localhost:8080/
  Threads:   64
  Conns:     1024 (16/thread)
  Pipeline:  1
  Req/conn:  25
  Templates: 5
  Expected:  200
  Duration:  10s


  Thread Stats   Avg      p50      p90      p99    p99.9
    Latency   6.39ms   3.30ms   13.90ms   54.50ms   129.10ms

  1472805 requests in 10.00s, 1472808 responses
  Throughput: 147.24K req/s
  Bandwidth:  568.96MB/s
  Status codes: 2xx=1472808, 3xx=0, 4xx=0, 5xx=0
  Latency samples: 1472807 / 1472808 responses (100.0%)
  Reconnects: 58746
  Per-template: 292908,294475,295566,295668,294190
  Per-template-ok: 292908,294475,295566,295668,294190
[info] CPU 6702.5% | Mem 1.7GiB

[run 3/3]
gcannon v0.5.3
  Target:    localhost:8080/
  Threads:   64
  Conns:     1024 (16/thread)
  Pipeline:  1
  Req/conn:  25
  Templates: 5
  Expected:  200
  Duration:  10s


  Thread Stats   Avg      p50      p90      p99    p99.9
    Latency   6.54ms   3.26ms   14.10ms   63.00ms   139.70ms

  1440610 requests in 10.00s, 1440612 responses
  Throughput: 144.03K req/s
  Bandwidth:  556.52MB/s
  Status codes: 2xx=1440612, 3xx=0, 4xx=0, 5xx=0
  Latency samples: 1440610 / 1440612 responses (100.0%)
  Reconnects: 57500
  Per-template: 286276,287995,289440,289379,287520
  Per-template-ok: 286276,287995,289440,289379,287520
[info] CPU 6754.2% | Mem 1.9GiB

=== Best: 147280 req/s (CPU: 6702.5%, Mem: 1.7GiB) ===
[info] input BW: 9.83MB/s (avg template: 70 bytes)
[info] saved results/async-db/1024/fastpysgi-asgi.json
httparena-bench-fastpysgi-asgi
httparena-bench-fastpysgi-asgi
[info] skip: fastpysgi-asgi does not subscribe to crud
[info] skip: fastpysgi-asgi does not subscribe to baseline-h2
[info] skip: fastpysgi-asgi does not subscribe to static-h2
[info] skip: fastpysgi-asgi does not subscribe to baseline-h2c
[info] skip: fastpysgi-asgi does not subscribe to json-h2c
[info] skip: fastpysgi-asgi does not subscribe to baseline-h3
[info] skip: fastpysgi-asgi does not subscribe to static-h3
[info] skip: fastpysgi-asgi does not subscribe to gateway-64
[info] skip: fastpysgi-asgi does not subscribe to gateway-h3
[info] skip: fastpysgi-asgi does not subscribe to production-stack
[info] skip: fastpysgi-asgi does not subscribe to unary-grpc
[info] skip: fastpysgi-asgi does not subscribe to unary-grpc-tls
[info] skip: fastpysgi-asgi does not subscribe to stream-grpc
[info] skip: fastpysgi-asgi does not subscribe to stream-grpc-tls
[info] skip: fastpysgi-asgi does not subscribe to echo-ws
[info] rebuilding site/data/*.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/frameworks.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/api-16-1024.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/api-4-256.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/async-db-1024.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/baseline-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/baseline-512.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-comp-16384.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-comp-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-comp-512.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/json-tls-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/limited-conn-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/limited-conn-512.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/static-1024.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/static-4096.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/static-6800.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/upload-256.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/upload-32.json
[updated] /home/diogo/actions-runner/_work/HttpArena/HttpArena/site/data/current.json
[info] done
httparena-postgres
[info] restoring loopback MTU to 65536
[info] restoring CPU governor → powersave

remittor requested review from Kaliumhexacyanoferrat and MDA2AV as code owners April 22, 2026 18:09

remittor marked this pull request as draft April 22, 2026 18:10

[python] FastPySGI: update version to v0.6 and enable JSON-TLS

a78de7d

remittor force-pushed the fastpysgi-0.6 branch 9 times, most recently from db77c89 to 838c4dc Compare April 23, 2026 13:30

remittor force-pushed the fastpysgi-0.6 branch from 838c4dc to 89caaad Compare April 23, 2026 13:40

[python] FastPySGI: Fix upload test via curl

f10d50c

remittor force-pushed the fastpysgi-0.6 branch from 89caaad to f10d50c Compare April 23, 2026 13:46

remittor marked this pull request as ready for review April 23, 2026 14:24

remittor force-pushed the fastpysgi-0.6 branch 4 times, most recently from d3d9476 to ec383be Compare April 24, 2026 12:22

remittor force-pushed the fastpysgi-0.6 branch from ec383be to 2868fa4 Compare April 24, 2026 12:26

remittor marked this pull request as draft April 24, 2026 13:42

remittor force-pushed the fastpysgi-0.6 branch 2 times, most recently from 0397a2f to 3d2ab48 Compare April 24, 2026 13:54

remittor force-pushed the fastpysgi-0.6 branch 4 times, most recently from f8486da to 8b9c83e Compare April 25, 2026 11:40

[python] FastPySGI: Fix asgi mode

b770796

remittor force-pushed the fastpysgi-0.6 branch from 8b9c83e to b770796 Compare April 25, 2026 12:12

remittor marked this pull request as ready for review April 25, 2026 12:34

MDA2AV approved these changes Apr 26, 2026

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MDA2AV merged commit 7dc7278 into MDA2AV:main Apr 26, 2026
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MDA2AV commented Apr 23, 2026 •

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