up python

content/about.md

@@ -18,7 +18,7 @@ I can develop proper API design following [**DDD / Hexa**](https://en.wikipedia.
 I encourage `TDD` or at least proper **integration tests** on any backend frameworks, following **AAA** aka *Arrange Act Assert* principle :
 
 * `PHPUnit` or [`Pest`](https://pestphp.com/) for *PHP*
-* [`NUnit.net`](https://nunit.org/) or [`xUnit.net`](https://xunit.net/) with [`Fluent Assertions`](https://github.com/fluentassertions/fluentassertions) for *.NET Core*
+* [`NUnit.net`](https://nunit.org/) or [`xUnit.net`](https://xunit.net/) for *.NET Core*
 * `JUnit` with [`REST Assured`](https://rest-assured.io/) for *Spring Boot*
 * `Jest` and `pytest` on respective *NodeJS* end *Python* stacks
 

content/data/works/aspnet-core.md

@@ -8,7 +8,5 @@ Main packages involved :
 * [Fluent Validation](https://fluentvalidation.net/) for strongly typed validation
 * [dotnet-format](https://github.com/dotnet/format) as official formatter
 * [xUnit.net](https://xunit.net/) as framework test
-* [Fluent Assertions](https://fluentassertions.com/) for strongly typed assertions within the API
-* [Respawn](https://github.com/jbogard/Respawn) as for optimal integration tests isolation
 * [Bogus](https://github.com/bchavez/Bogus) for strongly typed fake data generator
 * [Bullseye](https://github.com/adamralph/bullseye) as a nice CLI publisher tool with dependency graph

content/posts/22-web-api-benchmarks-2024/index.md

@@ -9,7 +9,7 @@ We'll be comparing the read performance of 6 Web APIs frameworks, sharing the sa
 {{< /lead >}}
 
 {{< alert >}}
-Update April 2024 for PHP: I replaced previous Apache results by new [FrankenPHP](https://frankenphp.dev/). Now PHP is back in the game, with huge performance increase thanks to worker mode.
+Outdated post, check the [lastest]({{< ref "/posts/23-web-api-benchmarks-2025" >}}) for updated benchs.
 {{< /alert >}}
 
 This is not a basic synthetic benchmark, but a real world benchmark with DB data tests, and multiple scenarios. This post may be updated when new versions of frameworks will be released or any suggestions for performance related improvement in below commentary section.

content/posts/23-web-api-benchmarks-2025/index.md

@@ -12,10 +12,10 @@ This is a 2025 update from previous [2024 benchmark]({{< ref "/posts/22-web-api-
 
 | Framework & Source code                                                                                                                                                                                                            | Runtime        | ORM            |
 | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -------------- | -------------- |
-| [Laravel 11](https://github.com/adr1enbe4udou1n/laravel-realworld-example-app) ([api](https://laravelrealworld.okami101.io/api/) / [image](https://gitea.okami101.io/conduit/-/packages/container/laravel/latest))                 | FrankenPHP 8.4 | Eloquent       |
+| [Laravel 12](https://github.com/adr1enbe4udou1n/laravel-realworld-example-app) ([api](https://laravelrealworld.okami101.io/api/) / [image](https://gitea.okami101.io/conduit/-/packages/container/laravel/latest))                 | FrankenPHP 8.4 | Eloquent       |
 | [Symfony 7.2](https://github.com/adr1enbe4udou1n/symfony-realworld-example-app) ([api](https://symfonyrealworld.okami101.io/api/) / [image](https://gitea.okami101.io/conduit/-/packages/container/symfony/latest))                | FrankenPHP 8.4 | Doctrine       |
-| [FastAPI](https://github.com/adr1enbe4udou1n/fastapi-realworld-example-app) ([api](https://fastapirealworld.okami101.io/api/) / [image](https://gitea.okami101.io/conduit/-/packages/container/fastapi/latest))                    | Python 3.13    | SQLAlchemy 2.0 |
-| [NestJS 10](https://github.com/adr1enbe4udou1n/nestjs-realworld-example-app) ([api](https://nestjsrealworld.okami101.io/api/) / [image](https://gitea.okami101.io/conduit/-/packages/container/nestjs/latest))                     | Node 22        | Prisma 6       |
+| [FastAPI](https://github.com/adr1enbe4udou1n/fastapi-realworld-example-app) ([api](https://fastapirealworld.okami101.io/api/) / [image](https://gitea.okami101.io/conduit/-/packages/container/fastapi/latest))                    | Python 3.13 (asyncio)    | SQLAlchemy 2.0 (asyncio) |
+| [NestJS 11](https://github.com/adr1enbe4udou1n/nestjs-realworld-example-app) ([api](https://nestjsrealworld.okami101.io/api/) / [image](https://gitea.okami101.io/conduit/-/packages/container/nestjs/latest))                     | Node 22        | Prisma 6       |
 | [Spring Boot 3.4](https://github.com/adr1enbe4udou1n/spring-boot-realworld-example-app) ([api](https://springbootrealworld.okami101.io/api/) / [image](https://gitea.okami101.io/conduit/-/packages/container/spring-boot/latest)) | Java 21        | Hibernate 6    |
 | [ASP.NET Core 9](https://github.com/adr1enbe4udou1n/aspnetcore-realworld-example-app) ([api](https://aspnetcorerealworld.okami101.io/api/) / [image](https://gitea.okami101.io/conduit/-/packages/container/aspnet-core/latest))   | .NET 9.0       | EF Core 9      |
 
@@ -147,6 +147,7 @@ services:
       - DB_PASSWORD=okami
       - DB_DATABASE=conduit_fastapi
       - JWT_PASSPHRASE=c2b344e1-1a20-47fc-9aef-55b0c0d568a7
+      - UVICORN_WORKERS=2
     networks:
       - postgres_db
       - traefik_public
@@ -155,9 +156,9 @@ services:
         - traefik.enable=true
         - traefik.http.routers.fastapi.entrypoints=websecure
         - traefik.http.services.fastapi.loadbalancer.server.port=8000
-      replicas: 4
+      replicas: 2
       placement:
-        max_replicas_per_node: 2
+        max_replicas_per_node: 1
         constraints:
           - node.labels.run == true
 
@@ -1029,30 +1030,28 @@ Huge gap in performance against Laravel Octane here, about twice better ! Withou
 
 ### FastAPI
 
-As a side note here, uvicorn is limited to 1 CPU core, so I use 2 replicas on each worker to use all CPU cores.
-
 #### FastAPI scenario 1
 
 Iteration creation rate =  **15/s**
 
 ```txt
-checks.........................: 100.00% 39678 out of 39678
-data_received..................: 321 MB  5.2 MB/s
-data_sent......................: 3.4 MB  55 kB/s
-dropped_iterations.............: 123     1.983368/s
-http_req_blocked...............: avg=23.83µs  min=213ns   med=799ns    max=113.17ms p(90)=1.41µs   p(95)=1.59µs
-http_req_connecting............: avg=1.42µs   min=0s      med=0s       max=6.53ms   p(90)=0s       p(95)=0s
-http_req_duration..............: avg=69.21ms  min=6.41ms  med=54.17ms  max=382.34ms p(90)=142.86ms p(95)=166.33ms
-  { expected_response:true }...: avg=69.21ms  min=6.41ms  med=54.17ms  max=382.34ms p(90)=142.86ms p(95)=166.33ms
-http_req_failed................: 0.00%   0 out of 39678
-http_req_receiving.............: avg=491.01µs min=23.44µs med=282.51µs max=20.46ms  p(90)=1.01ms   p(95)=1.6ms
-http_req_sending...............: avg=106.95µs min=17.61µs med=85.46µs  max=20.9ms   p(90)=155.94µs p(95)=189.16µs
-http_req_tls_handshaking.......: avg=18.91µs  min=0s      med=0s       max=34.33ms  p(90)=0s       p(95)=0s
-http_req_waiting...............: avg=68.62ms  min=6.23ms  med=53.56ms  max=381.34ms p(90)=142.08ms p(95)=165.56ms
-http_reqs......................: 39678   639.805458/s
-iteration_duration.............: avg=3.56s    min=1s      med=3.68s    max=5.11s    p(90)=4.22s    p(95)=4.38s
-iterations.....................: 778     12.545205/s
-vus............................: 3       min=3              max=50
+checks.........................: 100.00% 28764 out of 28764
+data_received..................: 234 MB  3.7 MB/s
+data_sent......................: 2.6 MB  41 kB/s
+dropped_iterations.............: 336     5.300365/s
+http_req_blocked...............: avg=39.99µs  min=242ns   med=669ns    max=68.16ms  p(90)=1.14µs   p(95)=1.32µs
+http_req_connecting............: avg=1.66µs   min=0s      med=0s       max=3.75ms   p(90)=0s       p(95)=0s
+http_req_duration..............: avg=103.18ms min=6.22ms  med=101.32ms max=452.09ms p(90)=139.92ms p(95)=157.15ms
+  { expected_response:true }...: avg=103.18ms min=6.22ms  med=101.32ms max=452.09ms p(90)=139.92ms p(95)=157.15ms
+http_req_failed................: 0.00%   0 out of 28764
+http_req_receiving.............: avg=460.02µs min=28.21µs med=334.44µs max=18.75ms  p(90)=862.97µs p(95)=1.19ms
+http_req_sending...............: avg=93.58µs  min=21.19µs med=79.76µs  max=3.26ms   p(90)=141.54µs p(95)=167.69µs
+http_req_tls_handshaking.......: avg=35.6µs   min=0s      med=0s       max=28.74ms  p(90)=0s       p(95)=0s
+http_req_waiting...............: avg=102.63ms min=5.98ms  med=100.76ms max=451.57ms p(90)=139.32ms p(95)=156.56ms
+http_reqs......................: 28764   453.749133/s
+iteration_duration.............: avg=5.28s    min=1.61s   med=5.38s    max=6.19s    p(90)=5.71s    p(95)=5.79s
+iterations.....................: 564     8.897042/s
+vus............................: 17      min=15             max=50
 vus_max........................: 50      min=50             max=50
 ```
 
@@ -1064,13 +1063,13 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'Req/s',
     data: [
-      205, 686, 625, 657, 643, 684, 625, 652, 606,
-      656, 610, 662, 672, 687, 647, 650, 636, 663,
-      665, 617, 600, 621, 637, 655, 628, 681, 649,
-      637, 662, 568, 669, 667, 630, 625, 630, 685,
-      654, 647, 667, 631, 618, 656, 614, 695, 650,
-      659, 629, 638, 646, 609, 642, 661, 647, 677,
-      601, 662, 665, 608, 671, 628, 632, 629, 150
+       50, 371, 331, 391, 475, 450, 464, 464, 467, 450,
+      447, 467, 467, 455, 451, 458, 463, 485, 470, 476,
+      449, 481, 485, 461, 476, 442, 455, 474, 454, 456,
+      439, 478, 472, 436, 473, 453, 463, 471, 456, 455,
+      439, 470, 456, 473, 465, 459, 468, 471, 475, 474,
+      444, 484, 469, 466, 468, 448, 477, 449, 443, 482,
+      444, 452, 432, 374,   1
     ]
   }
 ]
@@ -1085,12 +1084,12 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'VUs',
     data: [
-      15, 18, 22, 30, 31, 36, 37, 41, 49, 50, 49, 50,
-      47, 48, 47, 48, 49, 47, 49, 44, 47, 48, 48, 50,
-      46, 46, 45, 50, 48, 47, 45, 50, 45, 49, 45, 45,
-      50, 47, 48, 50, 47, 50, 46, 47, 49, 47, 50, 47,
-      50, 46, 49, 46, 47, 49, 48, 49, 47, 47, 48, 49,
-      38,  3
+      15, 27, 39, 50, 50, 50, 49, 48, 48, 50, 50, 50,
+      48, 46, 49, 50, 48, 49, 49, 50, 50, 50, 49, 48,
+      47, 48, 50, 47, 48, 50, 47, 50, 50, 48, 46, 49,
+      50, 50, 50, 49, 48, 50, 48, 49, 50, 50, 49, 44,
+      49, 49, 49, 48, 50, 48, 50, 50, 47, 50, 49, 50,
+      45, 37, 17
     ]
   }
 ]
@@ -1101,12 +1100,13 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'Duration (ms)',
     data: [
-      19, 22, 29, 35, 44, 46, 57, 60, 71, 73, 80, 73,
-      73, 67, 76, 74, 73, 73, 70, 80, 76, 77, 76, 74,
-      77, 65, 70, 75, 73, 84, 68, 71, 80, 74, 79, 64,
-      74, 77, 69, 77, 79, 71, 78, 67, 75, 72, 77, 76,
-      74, 78, 71, 73, 74, 70, 78, 76, 71, 75, 71, 79,
-      71, 49, 17
+       21,  34,  77,  93, 102, 110, 107, 104, 105, 109,
+      112, 106, 105, 103, 106, 107, 106, 103, 103, 102,
+      108, 103, 102, 107, 103, 109, 106, 106, 107, 108,
+      112, 103, 103, 111, 105, 107, 105, 104, 107, 107,
+      115, 103, 108, 103, 107, 108, 105, 102, 101, 104,
+      112, 102, 105, 104, 105, 110, 104, 106, 108, 105,
+      111, 102,  85,  47,   8
     ]
   }
 ]
@@ -1120,11 +1120,11 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'User',
     data: [
-      0.01, 0.48, 0.69,  0.7,
-      0.69,  0.7,  0.7, 0.69,
-      0.71, 0.69, 0.68, 0.69,
-      0.69, 0.41, 0.01, 0.02,
-      0.01, 0.01
+      0.02, 0.02,  0.1, 0.74,
+      0.78, 0.77, 0.79, 0.79,
+      0.78, 0.78, 0.78, 0.78,
+      0.78, 0.77, 0.78, 0.36,
+      0.02, 0.02, 0.02
     ],
     borderColor: '#4bc0c0',
     backgroundColor: '#4bc0c0',
@@ -1133,11 +1133,11 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'System',
     data: [
-      0.01, 0.16, 0.26, 0.26,
-      0.24, 0.24, 0.25, 0.25,
-      0.26, 0.25, 0.24, 0.24,
-      0.24, 0.16, 0.01, 0.02,
-      0.01, 0.01
+      0.01, 0.01, 0.04,  0.2,
+      0.21, 0.21, 0.21,  0.2,
+      0.21, 0.21, 0.21, 0.21,
+      0.21, 0.22, 0.21,  0.1,
+      0.02, 0.01, 0.01
     ],
     borderColor: '#ff6384',
     backgroundColor: '#ff6384',
@@ -1151,11 +1151,11 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'User',
     data: [
-      0.02, 0.11, 0.46, 0.49,
-      0.48,  0.5,  0.5, 0.49,
-      0.48, 0.48, 0.47, 0.49,
-      0.48, 0.49, 0.05, 0.02,
-      0.02, 0.02
+      0.02, 0.02, 0.37,  0.5,
+       0.5, 0.49, 0.48,  0.5,
+      0.49,  0.5, 0.49,  0.5,
+      0.49,  0.5, 0.41, 0.02,
+      0.03, 0.02, 0.02
     ],
     borderColor: '#4bc0c0',
     backgroundColor: '#4bc0c0',
@@ -1164,11 +1164,11 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'System',
     data: [
-      0.02, 0.06, 0.24, 0.35,
-      0.28, 0.35, 0.33,  0.3,
-      0.28, 0.32, 0.27, 0.34,
-      0.29,  0.3, 0.04, 0.02,
-      0.02, 0.02
+      0.02, 0.02, 0.33, 0.34,
+      0.34, 0.33, 0.32, 0.35,
+      0.34, 0.35, 0.36, 0.33,
+      0.32, 0.36, 0.33, 0.02,
+      0.02, 0.02, 0.02
     ],
     borderColor: '#ff6384',
     backgroundColor: '#ff6384',
@@ -1185,23 +1185,23 @@ vus_max........................: 50      min=50             max=50
 Iteration creation rate = **2/s**
 
 ```txt
-checks.........................: 100.00% 82414 out of 82414
-data_received..................: 164 MB  1.8 MB/s
-data_sent......................: 6.1 MB  68 kB/s
-dropped_iterations.............: 64      0.711058/s
-http_req_blocked...............: avg=13.71µs  min=208ns   med=783ns    max=143.23ms p(90)=1.39µs   p(95)=1.56µs
-http_req_connecting............: avg=1.28µs   min=0s      med=0s       max=25.89ms  p(90)=0s       p(95)=0s
-http_req_duration..............: avg=43.46ms  min=3.99ms  med=24.29ms  max=315.4ms  p(90)=108.49ms p(95)=129.33ms
-  { expected_response:true }...: avg=43.46ms  min=3.99ms  med=24.29ms  max=315.4ms  p(90)=108.49ms p(95)=129.33ms
-http_req_failed................: 0.00%   0 out of 82414
-http_req_receiving.............: avg=205.46µs min=16.8µs  med=103.34µs max=23.42ms  p(90)=394.08µs p(95)=591.95µs
-http_req_sending...............: avg=94.88µs  min=17.56µs med=78.81µs  max=14.63ms  p(90)=143.76µs p(95)=171.26µs
-http_req_tls_handshaking.......: avg=9.75µs   min=0s      med=0s       max=29.89ms  p(90)=0s       p(95)=0s
-http_req_waiting...............: avg=43.16ms  min=23.62µs med=23.97ms  max=315.14ms p(90)=108.17ms p(95)=129.04ms
-http_reqs......................: 82414   915.642582/s
-iteration_duration.............: avg=1m5s     min=44.88s  med=1m10s    max=1m14s    p(90)=1m13s    p(95)=1m13s
-iterations.....................: 36      0.39997/s
-vus............................: 21      min=2              max=50
+checks.........................: 100.00% 72770 out of 72770
+data_received..................: 145 MB  1.6 MB/s
+data_sent......................: 5.5 MB  61 kB/s
+dropped_iterations.............: 66      0.733176/s
+http_req_blocked...............: avg=14.03µs  min=198ns   med=645ns    max=144.52ms p(90)=1.11µs   p(95)=1.27µs
+http_req_connecting............: avg=629ns    min=0s      med=0s       max=5.17ms   p(90)=0s       p(95)=0s
+http_req_duration..............: avg=50.94ms  min=3.78ms  med=38.97ms  max=384.02ms p(90)=107.46ms p(95)=136.98ms
+  { expected_response:true }...: avg=50.94ms  min=3.78ms  med=38.97ms  max=384.02ms p(90)=107.46ms p(95)=136.98ms
+http_req_failed................: 0.00%   0 out of 72770
+http_req_receiving.............: avg=200.09µs min=18.28µs med=107.44µs max=18.54ms  p(90)=399.04µs p(95)=632µs
+http_req_sending...............: avg=86.57µs  min=16.71µs med=73.65µs  max=13.95ms  p(90)=132.89µs p(95)=158.51µs
+http_req_tls_handshaking.......: avg=10.86µs  min=0s      med=0s       max=28.74ms  p(90)=0s       p(95)=0s
+http_req_waiting...............: avg=50.66ms  min=3.64ms  med=38.7ms   max=383.81ms p(90)=107.11ms p(95)=136.61ms
+http_reqs......................: 72770   808.381614/s
+iteration_duration.............: avg=1m6s     min=49.42s  med=1m8s     max=1m19s    p(90)=1m18s    p(95)=1m18s
+iterations.....................: 18      0.199957/s
+vus............................: 37      min=2              max=50
 vus_max........................: 50      min=50             max=50
 ```
 
@@ -1213,15 +1213,14 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'Req/s',
     data: [
-       12,  155, 362, 681, 799, 914, 973, 975, 984, 928, 959,
-      964,  934, 975, 874, 924, 883, 908, 931, 888, 983, 935,
-      967,  959, 898, 942, 939, 935, 933, 904, 926, 909, 911,
-      904,  945, 929, 990, 962, 973, 896, 998, 962, 930, 983,
-      891, 1007, 944, 925, 983, 952, 938, 984, 939, 936, 872,
-      959,  996, 983, 968, 945, 909, 964, 973, 897, 921, 996,
-      953,  986, 941, 929, 942, 966, 880, 943, 901, 956, 925,
-      944,  967, 899, 935, 937, 924, 960, 899, 999, 917, 891,
-      880,  884, 538
+      734, 921, 803, 822, 870, 809, 859, 751, 834, 825,
+      786, 779, 811, 928, 869, 802, 802, 802, 832, 802,
+      798, 824, 768, 845, 825, 762, 860, 758, 812, 813,
+      808, 783, 772, 797, 831, 835, 799, 781, 844, 824,
+      787, 801, 769, 819, 799, 774, 837, 776, 837, 826,
+      821, 776, 791, 816, 838, 792, 900, 795, 815, 807,
+      781, 819, 729, 848, 861, 839, 872, 762, 796, 902,
+      790, 791, 791, 830, 815, 835, 832, 583
     ]
   }
 ]
@@ -1236,14 +1235,13 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'VUs',
     data: [
-       2,  4,  6,  8, 10, 12, 14, 16, 18, 20, 22, 24,
       26, 28, 30, 32, 34, 36, 38, 40, 42, 44, 46, 48,
       50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50,
       50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50,
-      50, 50, 50, 50, 49, 49, 50, 50, 50, 50, 50, 50,
-      49, 49, 49, 49, 48, 47, 46, 46, 46, 45, 45, 44,
-      43, 43, 43, 42, 41, 40, 40, 40, 38, 36, 35, 34,
-      32, 30, 29, 26, 25, 21
+      50, 49, 50, 50, 50, 50, 50, 50, 50, 50, 50, 49,
+      50, 50, 50, 49, 49, 48, 48, 48, 48, 47, 47, 46,
+      46, 46, 45, 44, 44, 44, 44, 43, 43, 42, 42, 40,
+      40, 39, 38, 37, 37, 37
     ]
   }
 ]
@@ -1254,14 +1252,13 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'Duration (ms)',
     data: [
-      20, 14, 12,  9, 10, 11, 12, 14, 16, 19, 21, 23,
-      26, 27, 32, 32, 36, 38, 38, 44, 41, 45, 46, 47,
-      54, 52, 51, 55, 54, 55, 54, 55, 54, 55, 53, 54,
-      49, 53, 51, 56, 50, 52, 53, 51, 55, 50, 53, 53,
-      49, 53, 53, 50, 53, 53, 57, 50, 52, 49, 52, 54,
-      54, 52, 50, 53, 54, 49, 49, 47, 49, 49, 47, 45,
-      50, 47, 47, 45, 44, 44, 41, 45, 42, 41, 39, 36,
-      38, 31, 33, 32, 31, 28, 24
+      29, 30, 37, 38, 39, 44, 43, 53, 49, 53, 58, 61,
+      61, 54, 57, 62, 62, 62, 61, 62, 61, 61, 65, 59,
+      60, 66, 59, 65, 61, 62, 62, 63, 65, 63, 60, 60,
+      61, 63, 59, 60, 62, 64, 65, 60, 63, 65, 59, 64,
+      59, 60, 61, 62, 62, 58, 59, 60, 53, 60, 57, 58,
+      57, 57, 61, 53, 50, 53, 51, 56, 54, 46, 54, 50,
+      51, 48, 47, 45, 45, 50
     ]
   }
 ]
@@ -1275,11 +1272,11 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'User',
     data: [
-      0.01, 0.24, 0.65, 0.68,
-      0.66, 0.69, 0.68, 0.68,
-      0.68, 0.69, 0.69, 0.71,
-      0.69, 0.68,  0.7,  0.7,
-      0.69, 0.68, 0.65
+      0.51, 0.71, 0.76,  0.7,
+      0.72, 0.72, 0.74, 0.77,
+      0.72, 0.73, 0.75, 0.74,
+      0.73, 0.78, 0.77, 0.66,
+      0.76,  0.6, 0.02
     ],
     borderColor: '#4bc0c0',
     backgroundColor: '#4bc0c0',
@@ -1288,11 +1285,11 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'System',
     data: [
-      0.01, 0.08, 0.23, 0.26,
-      0.25, 0.28, 0.27, 0.25,
-      0.25, 0.25, 0.25, 0.27,
-      0.28, 0.26, 0.27, 0.28,
-      0.27, 0.24, 0.24
+      0.15,  0.2,  0.2, 0.18,
+      0.19, 0.18, 0.19,  0.2,
+      0.19, 0.19, 0.19, 0.19,
+      0.19, 0.19, 0.18, 0.17,
+       0.2, 0.16, 0.01
     ],
     borderColor: '#ff6384',
     backgroundColor: '#ff6384',
@@ -1306,11 +1303,11 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'User',
     data: [
-      0.02, 0.03, 0.24, 0.24,
-      0.25, 0.26, 0.28, 0.28,
-      0.29, 0.28, 0.29, 0.28,
-      0.27, 0.28, 0.29, 0.28,
-      0.28, 0.27, 0.28
+      0.42, 0.47, 0.48, 0.51,
+      0.51, 0.52, 0.49, 0.52,
+      0.52, 0.52, 0.51, 0.53,
+      0.51, 0.52, 0.49,  0.5,
+      0.52, 0.12, 0.03
     ],
     borderColor: '#4bc0c0',
     backgroundColor: '#4bc0c0',
@@ -1319,11 +1316,11 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'System',
     data: [
-      0.02, 0.02, 0.13, 0.16,
-       0.2, 0.23, 0.23, 0.24,
-      0.26, 0.26, 0.26, 0.23,
-      0.23, 0.25, 0.24, 0.25,
-      0.25, 0.23, 0.23
+      0.15, 0.29, 0.37, 0.44,
+      0.43, 0.46, 0.42, 0.47,
+      0.47, 0.45, 0.46, 0.46,
+      0.41, 0.46, 0.39, 0.39,
+      0.42, 0.11, 0.02
     ],
     borderColor: '#ff6384',
     backgroundColor: '#ff6384',
@@ -1953,23 +1950,23 @@ vus_max........................: 50      min=50               max=50
 Iteration creation rate = **30/s**
 
 ```txt
-checks.........................: 100.00% 60537 out of 60537
-data_received..................: 1.4 GB  22 MB/s
-data_sent......................: 5.4 MB  88 kB/s
-dropped_iterations.............: 614     10.010036/s
-http_req_blocked...............: avg=18.21µs  min=164ns   med=643ns    max=119.65ms p(90)=1.2µs    p(95)=1.39µs
-http_req_connecting............: avg=1.19µs   min=0s      med=0s       max=7.21ms   p(90)=0s       p(95)=0s
-http_req_duration..............: avg=47.41ms  min=3.21ms  med=47.19ms  max=150.24ms p(90)=64.58ms  p(95)=70.42ms
-  { expected_response:true }...: avg=47.41ms  min=3.21ms  med=47.19ms  max=150.24ms p(90)=64.58ms  p(95)=70.42ms
-http_req_failed................: 0.00%   0 out of 60537
-http_req_receiving.............: avg=1.27ms   min=21.28µs med=577.04µs max=53.67ms  p(90)=2.93ms   p(95)=4.89ms
-http_req_sending...............: avg=115.28µs min=14.99µs med=72.14µs  max=30.87ms  p(90)=151.69µs p(95)=216.28µs
-http_req_tls_handshaking.......: avg=14.34µs  min=0s      med=0s       max=52.71ms  p(90)=0s       p(95)=0s
-http_req_waiting...............: avg=46.02ms  min=2.92ms  med=46.04ms  max=148.92ms p(90)=62.52ms  p(95)=67.86ms
-http_reqs......................: 60537   986.934156/s
-iteration_duration.............: avg=2.48s    min=1s      med=2.51s    max=2.79s    p(90)=2.64s    p(95)=2.68s
-iterations.....................: 1187    19.35165/s
-vus............................: 24      min=24             max=50
+checks.........................: 100.00% 81702 out of 81702
+data_received..................: 1.9 GB  31 MB/s
+data_sent......................: 7.3 MB  120 kB/s
+dropped_iterations.............: 199     3.262028/s
+http_req_blocked...............: avg=12.12µs  min=184ns    med=633ns    max=55.88ms  p(90)=1.14µs   p(95)=1.32µs
+http_req_connecting............: avg=704ns    min=0s       med=0s       max=7.92ms   p(90)=0s       p(95)=0s
+http_req_duration..............: avg=34.17ms  min=2.66ms   med=33.04ms  max=186.52ms p(90)=49.32ms  p(95)=56.04ms
+  { expected_response:true }...: avg=34.17ms  min=2.66ms   med=33.04ms  max=186.52ms p(90)=49.32ms  p(95)=56.04ms
+http_req_failed................: 0.00%   0 out of 81702
+http_req_receiving.............: avg=1.76ms   min=16.84µs  med=876.33µs max=42.4ms   p(90)=4.11ms   p(95)=6.3ms
+http_req_sending...............: avg=120.32µs min=18.4µs   med=75.84µs  max=14.69ms  p(90)=167.92µs p(95)=246.59µs
+http_req_tls_handshaking.......: avg=9.86µs   min=0s       med=0s       max=30.66ms  p(90)=0s       p(95)=0s
+http_req_waiting...............: avg=32.28ms  min=1.77ms   med=31.33ms  max=185.44ms p(90)=46.46ms  p(95)=52.38ms
+http_reqs......................: 81702   1339.267336/s
+iteration_duration.............: avg=1.79s    min=655.17ms med=1.81s    max=2.11s    p(90)=1.93s    p(95)=1.96s
+iterations.....................: 1602    26.260144/s
+vus............................: 1       min=1              max=50
 vus_max........................: 50      min=50             max=50
 ```
 
@@ -1981,14 +1978,15 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'Req/s',
     data: [
-       500,  987,  969,  985,  980, 1036,  987, 1003,
-       980,  965, 1017,  988, 1013,  948,  961, 1024,
-       989, 1018,  996,  981, 1016,  993,  981,  987,
-       964, 1020,  985, 1018,  997,  972, 1010,  994,
-       998, 1001,  970, 1028, 1021, 1000, 1013,  975,
-      1013,  965,  993,  972,  960, 1029,  975, 1005,
-       998,  962, 1024,  991, 1001,  981,  962, 1015,
-       985,  993, 1001,  968, 1008,  466
+        31, 1147, 1280, 1276, 1368, 1314, 1416,
+      1396, 1246, 1394, 1362, 1398, 1406, 1312,
+      1389, 1317, 1305, 1349, 1287, 1352, 1345,
+      1361, 1368, 1293, 1371, 1344, 1364, 1370,
+      1311, 1324, 1312, 1373, 1343, 1326, 1374,
+      1325, 1397, 1376, 1328, 1391, 1323, 1386,
+      1368, 1318, 1390, 1328, 1404, 1350, 1291,
+      1387, 1328, 1380, 1378, 1307, 1360, 1297,
+      1396, 1367, 1309, 1377, 1302, 1015
     ]
   }
 ]
@@ -2003,12 +2001,12 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'VUs',
     data: [
-      30, 46, 50, 50, 50, 50, 49, 50, 50, 49, 49, 46,
-      50, 50, 47, 50, 49, 50, 49, 48, 50, 49, 50, 50,
-      48, 50, 49, 49, 48, 50, 50, 48, 50, 50, 49, 49,
-      49, 49, 49, 50, 49, 50, 50, 50, 48, 47, 50, 50,
-      50, 48, 49, 50, 49, 50, 49, 50, 50, 49, 50, 50,
-      24
+      22, 32, 40, 46, 46, 50, 47, 48, 48, 47, 48, 45,
+      48, 49, 47, 49, 47, 49, 49, 47, 50, 50, 49, 47,
+      48, 49, 48, 48, 50, 46, 49, 48, 49, 48, 47, 48,
+      47, 49, 47, 50, 47, 49, 50, 47, 48, 48, 48, 48,
+      47, 48, 50, 48, 49, 47, 48, 47, 48, 50, 46, 47,
+       1
     ]
   }
 ]
@@ -2019,12 +2017,12 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'Duration (ms)',
     data: [
-      16, 31, 49, 49, 48, 47, 48, 48, 50, 48, 47, 49,
-      47, 51, 50, 47, 48, 48, 48, 49, 47, 49, 49, 49,
-      49, 47, 48, 48, 48, 49, 46, 49, 48, 47, 50, 46,
-      47, 48, 48, 49, 47, 49, 48, 49, 51, 47, 48, 48,
-      47, 50, 48, 48, 48, 49, 50, 47, 49, 48, 48, 49,
-      42, 22
+      16, 15, 22, 29, 34, 35, 33, 34, 38, 34, 34, 34,
+      33, 36, 34, 34, 37, 35, 37, 35, 35, 35, 34, 37,
+      34, 34, 35, 35, 36, 35, 36, 35, 35, 37, 34, 35,
+      34, 35, 36, 34, 35, 35, 33, 37, 33, 35, 34, 35,
+      37, 34, 35, 35, 33, 37, 35, 36, 34, 34, 36, 34,
+      36, 21
     ]
   }
 ]
@@ -2038,11 +2036,11 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'User',
     data: [
-      0.02,  0.1,  0.6, 0.58,
-      0.58, 0.58, 0.57, 0.58,
-       0.6, 0.58, 0.57, 0.58,
-      0.57, 0.57, 0.04, 0.01,
-      0.02, 0.02
+      0.02, 0.02,  0.6, 0.66,
+      0.66, 0.63, 0.64, 0.63,
+      0.65, 0.64, 0.64, 0.64,
+      0.65, 0.64, 0.17, 0.02,
+      0.01, 0.02, 0.02
     ],
     borderColor: '#4bc0c0',
     backgroundColor: '#4bc0c0',
@@ -2051,11 +2049,11 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'System',
     data: [
-      0.01, 0.05, 0.25, 0.24,
-      0.23, 0.24, 0.25, 0.24,
-      0.24, 0.24, 0.24, 0.24,
-      0.25, 0.24, 0.03, 0.01,
-      0.02, 0.02
+      0.02, 0.01, 0.27, 0.29,
+      0.29, 0.28, 0.28, 0.29,
+      0.28, 0.28, 0.28, 0.29,
+      0.28, 0.28, 0.08, 0.01,
+      0.01, 0.01, 0.01
     ],
     borderColor: '#ff6384',
     backgroundColor: '#ff6384',
@@ -2069,11 +2067,11 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'User',
     data: [
-      0.01, 0.02,  0.5, 0.77,
-      0.76, 0.76, 0.76, 0.76,
-      0.77, 0.77, 0.75, 0.76,
-      0.76, 0.77, 0.42, 0.02,
-      0.02, 0.02, 0.02
+      0.02, 0.02, 0.58, 0.71,
+      0.73, 0.74, 0.73, 0.74,
+      0.73, 0.75, 0.74, 0.74,
+      0.74, 0.74, 0.24, 0.02,
+      0.01, 0.02, 0.02
     ],
     borderColor: '#4bc0c0',
     backgroundColor: '#4bc0c0',
@@ -2082,11 +2080,11 @@ vus_max........................: 50      min=50             max=50
   {
     label: 'System',
     data: [
-      0.02, 0.02, 0.17, 0.23,
-      0.23, 0.24, 0.24, 0.23,
-      0.23, 0.23, 0.23, 0.23,
-      0.23, 0.23, 0.14, 0.02,
-      0.02, 0.02, 0.02
+      0.02, 0.02, 0.19, 0.24,
+      0.23, 0.22, 0.23, 0.23,
+      0.23, 0.22, 0.23, 0.22,
+      0.22, 0.22, 0.08, 0.01,
+      0.02, 0.02, 0.01
     ],
     borderColor: '#ff6384',
     backgroundColor: '#ff6384',
@@ -2103,23 +2101,23 @@ vus_max........................: 50      min=50             max=50
 Iteration creation rate = **10/s**
 
 ```txt
-checks.........................: 100.00% 155200 out of 155200
-data_received..................: 930 MB  14 MB/s
-data_sent......................: 14 MB   206 kB/s
-dropped_iterations.............: 500     7.429243/s
-http_req_blocked...............: avg=7.19µs  min=170ns   med=579ns    max=70.57ms  p(90)=1.14µs   p(95)=1.32µs
-http_req_connecting............: avg=367ns   min=0s      med=0s       max=4.55ms   p(90)=0s       p(95)=0s
-http_req_duration..............: avg=20.06ms min=1.85ms  med=17.93ms  max=227.21ms p(90)=35.09ms  p(95)=41.47ms
-  { expected_response:true }...: avg=20.06ms min=1.85ms  med=17.93ms  max=227.21ms p(90)=35.09ms  p(95)=41.47ms
-http_req_failed................: 0.00%   0 out of 155200
-http_req_receiving.............: avg=1.3ms   min=16.13µs med=566.94µs max=41.66ms  p(90)=3.1ms    p(95)=5.12ms
-http_req_sending...............: avg=94.15µs min=11.56µs med=62.76µs  max=35.14ms  p(90)=130.16µs p(95)=171.55µs
-http_req_tls_handshaking.......: avg=5.61µs  min=0s      med=0s       max=52.65ms  p(90)=0s       p(95)=0s
-http_req_waiting...............: avg=18.66ms min=0s      med=16.5ms   max=226.18ms p(90)=33.14ms  p(95)=39.31ms
-http_reqs......................: 155200  2306.036927/s
-iteration_duration.............: avg=31.5s   min=28.79s  med=31.76s   max=33.25s   p(90)=32.83s   p(95)=32.95s
-iterations.....................: 100     1.485849/s
-vus............................: 12      min=10               max=50
+checks.........................: 100.00% 169168 out of 169168
+data_received..................: 1.0 GB  14 MB/s
+data_sent......................: 15 MB   213 kB/s
+dropped_iterations.............: 492     6.923966/s
+http_req_blocked...............: avg=6.5µs   min=201ns   med=682ns    max=49.52ms  p(90)=1.15µs   p(95)=1.32µs
+http_req_connecting............: avg=296ns   min=0s      med=0s       max=3.92ms   p(90)=0s       p(95)=0s
+http_req_duration..............: avg=18.09ms min=1.68ms  med=16.09ms  max=138.4ms  p(90)=32.62ms  p(95)=38.84ms
+  { expected_response:true }...: avg=18.09ms min=1.68ms  med=16.09ms  max=138.4ms  p(90)=32.62ms  p(95)=38.84ms
+http_req_failed................: 0.00%   0 out of 169168
+http_req_receiving.............: avg=1.11ms  min=16.62µs med=543.46µs max=35.08ms  p(90)=2.62ms   p(95)=4.16ms
+http_req_sending...............: avg=99.48µs min=11.38µs med=75.49µs  max=15.01ms  p(90)=149.69µs p(95)=200.71µs
+http_req_tls_handshaking.......: avg=5.01µs  min=0s      med=0s       max=25.8ms   p(90)=0s       p(95)=0s
+http_req_waiting...............: avg=16.88ms min=0s      med=14.83ms  max=136.41ms p(90)=30.95ms  p(95)=37.04ms
+http_reqs......................: 169168  2380.718287/s
+iteration_duration.............: avg=28.45s  min=11.15s  med=30.18s   max=31.36s   p(90)=31.06s   p(95)=31.12s
+iterations.....................: 109     1.533968/s
+vus............................: 1       min=1                max=50
 vus_max........................: 50      min=50               max=50
 ```
 
@@ -2131,15 +2129,15 @@ vus_max........................: 50      min=50               max=50
   {
     label: 'Req/s',
     data: [
-       180, 1475, 1881, 1960, 1863, 2200, 2252, 2434,
-      2455, 2328, 2416, 2404, 2395, 2326, 2170, 2357,
-      2314, 2513, 2381, 2355, 2438, 2318, 2496, 2455,
-      2375, 2358, 2309, 2498, 2439, 2409, 2293, 2370,
-      2363, 2383, 2290, 2339, 2316, 2460, 2386, 2413,
-      2263, 2320, 2508, 2199, 2323, 2374, 2273, 2441,
-      2319, 2344, 2328, 2328, 2507, 2430, 2307, 2431,
-      2291, 2380, 2494, 2388, 2265, 2362, 2418, 2456,
-      2245, 2323, 2199, 1317
+        13, 1111, 1992, 2356, 2484, 2319, 2500, 2480,
+      2551, 2589, 2489, 2593, 2499, 2624, 2531, 2438,
+      2553, 2400, 2585, 2524, 2341, 2473, 2479, 2630,
+      2549, 2467, 2519, 2482, 2583, 2572, 2393, 2439,
+      2488, 2566, 2547, 2415, 2498, 2457, 2574, 2531,
+      2472, 2537, 2494, 2514, 2584, 2425, 2493, 2421,
+      2564, 2558, 2320, 2435, 2471, 2537, 2592, 2446,
+      2566, 2471, 2597, 2565, 2379, 2464, 2391, 2533,
+      2415, 1875, 1710, 1707, 1773, 1749, 1688,  788
     ]
   }
 ]
@@ -2156,10 +2154,10 @@ vus_max........................: 50      min=50               max=50
     data: [
       10, 20, 30, 40, 50, 50, 50, 50, 50, 50, 50, 50,
       50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50,
-      50, 50, 50, 50, 50, 50, 50, 50, 50, 49, 50, 48,
-      47, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50,
+      50, 50, 50, 50, 50, 48, 49, 49, 50, 49, 49, 50,
       50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50, 50,
-      50, 49, 44, 40, 34, 27, 12
+      50, 50, 50, 50, 50, 50, 50, 50, 50, 49, 49, 50,
+      46, 40, 35, 27,  9,  9,  9,  9,  9,  9,  1
     ]
   }
 ]
@@ -2170,12 +2168,12 @@ vus_max........................: 50      min=50               max=50
   {
     label: 'Duration (ms)',
     data: [
-       8,  7, 11, 15, 21, 22, 22, 20, 20, 21, 20, 21,
-      20, 21, 23, 21, 21, 20, 21, 21, 20, 21, 20, 20,
-      21, 21, 21, 20, 20, 21, 21, 21, 21, 20, 21, 21,
-      21, 19, 21, 20, 22, 21, 20, 22, 21, 21, 22, 20,
-      21, 21, 21, 21, 20, 20, 21, 20, 22, 21, 20, 21,
-      22, 21, 20, 18, 17, 14, 12,  7
+      32,  7,  9, 12, 15, 20, 20, 20, 20, 19, 20, 19,
+      19, 19, 19, 20, 19, 20, 19, 20, 21, 20, 20, 19,
+      19, 20, 20, 20, 19, 19, 21, 20, 20, 19, 19, 20,
+      19, 20, 19, 20, 20, 20, 20, 20, 19, 20, 20, 20,
+      19, 19, 21, 20, 20, 20, 19, 20, 19, 20, 19, 19,
+      21, 19, 17, 14, 12,  6,  5,  5,  5,  5,  5,  5
     ]
   }
 ]
@@ -2189,11 +2187,11 @@ vus_max........................: 50      min=50               max=50
   {
     label: 'User',
     data: [
-      0.01, 0.04, 0.49, 0.59,
-      0.58,  0.6,  0.6, 0.59,
-      0.58, 0.59, 0.59, 0.59,
-      0.61, 0.58,  0.6, 0.17,
-      0.02, 0.01, 0.01
+      0.02, 0.02,  0.2,  0.6,
+       0.6, 0.59, 0.59,  0.6,
+      0.59,  0.6, 0.59,  0.6,
+      0.59, 0.58, 0.59, 0.53,
+       0.4, 0.02, 0.02
     ],
     borderColor: '#4bc0c0',
     backgroundColor: '#4bc0c0',
@@ -2202,11 +2200,11 @@ vus_max........................: 50      min=50               max=50
   {
     label: 'System',
     data: [
-      0.01, 0.03, 0.31, 0.35,
-      0.36, 0.37, 0.35, 0.35,
-      0.37, 0.37, 0.37, 0.37,
-      0.37, 0.37, 0.37, 0.12,
-      0.01, 0.01, 0.01
+      0.02, 0.01, 0.11, 0.38,
+      0.38, 0.38, 0.38, 0.37,
+      0.39, 0.38, 0.38, 0.38,
+      0.38,  0.4, 0.39,  0.4,
+       0.3, 0.01, 0.02
     ],
     borderColor: '#ff6384',
     backgroundColor: '#ff6384',
@@ -2220,11 +2218,11 @@ vus_max........................: 50      min=50               max=50
   {
     label: 'User',
     data: [
-      0.02, 0.02, 0.23, 0.46,
-      0.49, 0.48, 0.51,  0.5,
-      0.49, 0.48, 0.49, 0.48,
-      0.49, 0.51,  0.5, 0.36,
-      0.02, 0.02, 0.02
+      0.02, 0.01, 0.09, 0.38,
+       0.4,  0.4,  0.4,  0.4,
+       0.4,  0.4,  0.4,  0.4,
+      0.41, 0.41, 0.41, 0.35,
+      0.25, 0.01, 0.02
     ],
     borderColor: '#4bc0c0',
     backgroundColor: '#4bc0c0',
@@ -2233,11 +2231,11 @@ vus_max........................: 50      min=50               max=50
   {
     label: 'System',
     data: [
-      0.02, 0.01, 0.17, 0.33,
-      0.35, 0.36, 0.36, 0.35,
-      0.34, 0.36, 0.35, 0.36,
-      0.36, 0.34, 0.35, 0.26,
-      0.02, 0.02, 0.02
+      0.02, 0.02, 0.07, 0.27,
+      0.29,  0.3, 0.29,  0.3,
+      0.29,  0.3, 0.28, 0.28,
+      0.29, 0.29, 0.29, 0.26,
+      0.19, 0.02, 0.02
     ],
     borderColor: '#ff6384',
     backgroundColor: '#ff6384',
@@ -2290,13 +2288,13 @@ Here are the final req/s results for each framework against PgSQL database.
     borderColor: "#0f766e",
     backgroundColor: "#0f766e",
     data: [
-      205, 686, 625, 657, 643, 684, 625, 652, 606,
-      656, 610, 662, 672, 687, 647, 650, 636, 663,
-      665, 617, 600, 621, 637, 655, 628, 681, 649,
-      637, 662, 568, 669, 667, 630, 625, 630, 685,
-      654, 647, 667, 631, 618, 656, 614, 695, 650,
-      659, 629, 638, 646, 609, 642, 661, 647, 677,
-      601, 662, 665, 608, 671, 628, 632, 629, 150
+       50, 371, 331, 391, 475, 450, 464, 464, 467, 450,
+      447, 467, 467, 455, 451, 458, 463, 485, 470, 476,
+      449, 481, 485, 461, 476, 442, 455, 474, 454, 456,
+      439, 478, 472, 436, 473, 453, 463, 471, 456, 455,
+      439, 470, 456, 473, 465, 459, 468, 471, 475, 474,
+      444, 484, 469, 466, 468, 448, 477, 449, 443, 482,
+      444, 452, 432, 374,   1
     ],
   },
   {
@@ -2334,14 +2332,15 @@ Here are the final req/s results for each framework against PgSQL database.
     borderColor: "#6d28d9",
     backgroundColor: "#6d28d9",
     data: [
-      500,  987,  969,  985,  980, 1036,  987, 1003,
-       980,  965, 1017,  988, 1013,  948,  961, 1024,
-       989, 1018,  996,  981, 1016,  993,  981,  987,
-       964, 1020,  985, 1018,  997,  972, 1010,  994,
-       998, 1001,  970, 1028, 1021, 1000, 1013,  975,
-      1013,  965,  993,  972,  960, 1029,  975, 1005,
-       998,  962, 1024,  991, 1001,  981,  962, 1015,
-       985,  993, 1001,  968, 1008,  466
+        31, 1147, 1280, 1276, 1368, 1314, 1416,
+      1396, 1246, 1394, 1362, 1398, 1406, 1312,
+      1389, 1317, 1305, 1349, 1287, 1352, 1345,
+      1361, 1368, 1293, 1371, 1344, 1364, 1370,
+      1311, 1324, 1312, 1373, 1343, 1326, 1374,
+      1325, 1397, 1376, 1328, 1391, 1323, 1386,
+      1368, 1318, 1390, 1328, 1404, 1350, 1291,
+      1387, 1328, 1380, 1378, 1307, 1360, 1297,
+      1396, 1367, 1309, 1377, 1302, 1015
     ],
   },
 ]
@@ -2386,15 +2385,14 @@ Here are the final req/s results for each framework against PgSQL database.
     borderColor: "#0f766e",
     backgroundColor: "#0f766e",
     data: [
-      12,  155, 362, 681, 799, 914, 973, 975, 984, 928, 959,
-      964,  934, 975, 874, 924, 883, 908, 931, 888, 983, 935,
-      967,  959, 898, 942, 939, 935, 933, 904, 926, 909, 911,
-      904,  945, 929, 990, 962, 973, 896, 998, 962, 930, 983,
-      891, 1007, 944, 925, 983, 952, 938, 984, 939, 936, 872,
-      959,  996, 983, 968, 945, 909, 964, 973, 897, 921, 996,
-      953,  986, 941, 929, 942, 966, 880, 943, 901, 956, 925,
-      944,  967, 899, 935, 937, 924, 960, 899, 999, 917, 891,
-      880,  884, 538
+      734, 921, 803, 822, 870, 809, 859, 751, 834, 825,
+      786, 779, 811, 928, 869, 802, 802, 802, 832, 802,
+      798, 824, 768, 845, 825, 762, 860, 758, 812, 813,
+      808, 783, 772, 797, 831, 835, 799, 781, 844, 824,
+      787, 801, 769, 819, 799, 774, 837, 776, 837, 826,
+      821, 776, 791, 816, 838, 792, 900, 795, 815, 807,
+      781, 819, 729, 848, 861, 839, 872, 762, 796, 902,
+      790, 791, 791, 830, 815, 835, 832, 583
     ],
   },
   {