From 1d23b32b6c81f2820be436b8f82289fce5fd4371 Mon Sep 17 00:00:00 2001 From: rchiodo <19672699+rchiodo@users.noreply.github.com> Date: Mon, 21 Sep 2026 06:13:12 +0000 Subject: [PATCH] Update benchmark results from workflow runner --- latest-results.md | 322 +- ...lsp-mypy-20260921T060722Z-responses.jsonl} | 2 +- ....json => pylsp-mypy-20260921T060722Z.json} | 2764 +++---- ... pyrefly-20260921T060722Z-responses.jsonl} | 52 +- ...02Z.json => pyrefly-20260921T060722Z.json} | 6800 ++++++++--------- ... pyright-20260921T060722Z-responses.jsonl} | 0 ...02Z.json => pyright-20260921T060722Z.json} | 2740 +++---- latest-results/summary-20260920T060502Z.csv | 132 - latest-results/summary-20260921T060722Z.csv | 132 + ...02Z.json => summary-20260921T060722Z.json} | 10 +- ...060502Z.md => summary-20260921T060722Z.md} | 312 +- ...nl => ty-20260921T060722Z-responses.jsonl} | 0 ...T060502Z.json => ty-20260921T060722Z.json} | 2740 +++---- 13 files changed, 7982 insertions(+), 8024 deletions(-) rename latest-results/{pylsp-mypy-20260920T060502Z-responses.jsonl => pylsp-mypy-20260921T060722Z-responses.jsonl} (98%) rename latest-results/{pylsp-mypy-20260920T060502Z.json => pylsp-mypy-20260921T060722Z.json} (90%) rename latest-results/{pyrefly-20260920T060502Z-responses.jsonl => pyrefly-20260921T060722Z-responses.jsonl} (99%) rename latest-results/{pyrefly-20260920T060502Z.json => pyrefly-20260921T060722Z.json} (91%) rename latest-results/{pyright-20260920T060502Z-responses.jsonl => pyright-20260921T060722Z-responses.jsonl} (100%) rename latest-results/{pyright-20260920T060502Z.json => pyright-20260921T060722Z.json} (90%) delete mode 100644 latest-results/summary-20260920T060502Z.csv create mode 100644 latest-results/summary-20260921T060722Z.csv rename latest-results/{summary-20260920T060502Z.json => summary-20260921T060722Z.json} (93%) rename latest-results/{summary-20260920T060502Z.md => summary-20260921T060722Z.md} (61%) rename latest-results/{ty-20260920T060502Z-responses.jsonl => ty-20260921T060722Z-responses.jsonl} (100%) rename latest-results/{ty-20260920T060502Z.json => ty-20260921T060722Z.json} (90%) diff --git a/latest-results.md b/latest-results.md index c1eb7b5..11ca25e 100644 --- a/latest-results.md +++ b/latest-results.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20260920T060502Z.json` +Generated from `results/bench-servers/summary-20260921T060722Z.json` -- Generated at: 20260920T060502Z +- Generated at: 20260921T060722Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260920T060502Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 6 | 5064.22 | 4.15 | 150 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | no | 8 | 16195.86 | 35.92 | 205 | 97% | 2 | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 6 | 37020.03 | 66.24 | 150 | 97% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 6 | 215981.42 | 362.67 | 150 | 80% | 5 | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 6 | 5565.98 | 4.82 | 150 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | no | 8 | 16900.74 | 37.50 | 205 | 97% | 2 | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 6 | 39208.39 | 76.41 | 150 | 97% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | no | 6 | 215805.28 | 369.78 | 150 | 80% | 5 | *Wall clock ms includes server startup, warmup iterations, and shutdown — but excludes one-time environment creation and dependency installation.* @@ -41,10 +41,10 @@ Generated from `results/bench-servers/summary-20260920T060502Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 508.93 | 4.04 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 1209.05 | 22.76 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 4464.37 | 74.44 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 7504.51 | 109.59 | 5 | 25 | 80% | 1 | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 548.30 | 5.04 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 1307.24 | 25.72 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 4951.62 | 86.26 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | no | 8025.24 | 119.80 | 5 | 25 | 80% | 1 | ### dataframe completion @@ -52,10 +52,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 1.64 | 1.74 | 100% | 223.00 | +22.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 6.10 | 9.69 | 100% | 201.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 79.97 | 312.75 | 100% | 250.00 | +49.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 207.20 | 475.99 | 100% | 188.00 | -13.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 1.67 | 1.88 | 100% | 223.00 | +22.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 7.35 | 12.51 | 100% | 201.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 91.55 | 363.66 | 100% | 250.00 | +49.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 238.91 | 469.62 | 100% | 188.00 | -13.00 | pass | ### dataframe describe hover @@ -63,10 +63,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.33 | 0.35 | 100% | 4232.00 | +213.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 1.11 | 1.33 | 100% | 4019.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 2.51 | 2.71 | 100% | 3182.00 | -837.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 174.00 | 176.29 | 100% | 4134.00 | +115.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 0.33 | 0.35 | 100% | 4232.00 | +213.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 1.17 | 1.51 | 100% | 4019.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 2.55 | 2.78 | 100% | 3182.00 | -837.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 183.33 | 184.51 | 100% | 4134.00 | +115.00 | pass | ### summarize definition @@ -74,10 +74,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.33 | 0.45 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.41 | 0.49 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 1.05 | 1.12 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 0.21 | 0.23 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 0.44 | 0.50 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 1.05 | 1.10 | 100% | 1.00 | 0.00 | pass | ### edit array then complete (edit+completion) @@ -85,10 +85,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 4.07 | 4.21 | 0% | 0.00 | -168.00 | fail (10) | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 12.12 | 13.26 | 100% | 168.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 28.52 | 76.02 | 100% | 149.00 | -19.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 334.90 | 447.71 | 100% | 168.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | no | 4.60 | 4.72 | 0% | 0.00 | -168.00 | fail (10) | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 16.38 | 18.03 | 100% | 168.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 28.70 | 79.19 | 100% | 149.00 | -19.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 392.49 | 523.13 | 100% | 168.00 | 0.00 | pass | ### edit array then hover (edit+hover) @@ -96,10 +96,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 2.50 | 2.51 | 100% | 2546.00 | +2268.00 | pass | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 5.87 | 5.92 | 100% | 267.00 | -11.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 29.67 | 33.89 | 100% | 278.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 161.63 | 162.43 | 100% | 5662.00 | +5384.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 5.60 | 6.64 | 100% | 2546.00 | +2268.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 6.61 | 7.15 | 100% | 267.00 | -11.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 29.83 | 32.52 | 100% | 278.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 171.10 | 173.17 | 100% | 5662.00 | +5384.00 | pass | ### Result Differences @@ -112,10 +112,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 254.68 | 2.58 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 292.74 | 4.77 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 1423.89 | 13.61 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 7536.60 | 171.60 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 272.79 | 2.74 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 319.39 | 5.58 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 1424.56 | 13.77 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 8147.20 | 179.58 | 5 | 25 | 100% | 0 | ### queryset completion @@ -123,10 +123,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 4.69 | 7.08 | 100% | 261.00 | +251.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 4.77 | 7.78 | 100% | 10.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 15.28 | 60.22 | 100% | 15.00 | +5.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 219.46 | 581.88 | 100% | 2.00 | -8.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 4.74 | 7.86 | 100% | 10.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 5.22 | 7.46 | 100% | 261.00 | +251.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 18.47 | 64.82 | 100% | 15.00 | +5.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 225.31 | 689.91 | 100% | 2.00 | -8.00 | pass | ### queryset filter hover @@ -134,10 +134,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.24 | 0.26 | 100% | 46.00 | -11.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.28 | 0.31 | 100% | 298.00 | +241.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.54 | 0.57 | 100% | 57.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 151.07 | 151.81 | 100% | 57.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 0.23 | 0.25 | 100% | 46.00 | -11.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 0.54 | 0.63 | 100% | 57.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 2.89 | 5.34 | 100% | 298.00 | +241.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 162.24 | 163.33 | 100% | 57.00 | 0.00 | pass | ### model definition @@ -145,10 +145,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.24 | 0.27 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.40 | 0.44 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 1.06 | 1.08 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 0.20 | 0.20 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 0.39 | 0.44 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 1.07 | 1.10 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 2.83 | 6.67 | 100% | 1.00 | 0.00 | pass | ### edit queryset then complete (edit+completion) @@ -156,10 +156,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 3.70 | 9.19 | 100% | 83.00 | -21.00 | pass | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 4.61 | 4.81 | 100% | 104.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 25.06 | 27.03 | 100% | 104.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 244.29 | 277.96 | 100% | 143.00 | +39.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 2.14 | 4.89 | 100% | 83.00 | -21.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 4.87 | 5.46 | 100% | 104.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 25.53 | 27.57 | 100% | 104.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 259.81 | 304.33 | 100% | 143.00 | +39.00 | pass | ### edit queryset then hover (edit+hover) @@ -167,10 +167,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 3.18 | 3.20 | 100% | 100.00 | +17.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 4.34 | 13.53 | 100% | 858.00 | +775.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 37.27 | 44.59 | 100% | 83.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 242.12 | 249.87 | 100% | 71.00 | -12.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 1.57 | 4.31 | 100% | 858.00 | +775.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 3.20 | 3.27 | 100% | 100.00 | +17.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 37.65 | 43.63 | 100% | 83.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 249.46 | 260.02 | 100% | 71.00 | -12.00 | pass | ### Result Differences @@ -183,10 +183,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 834.74 | 7.94 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 1279.83 | 32.96 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 7615.56 | 134.28 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 10452.25 | 145.07 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 909.36 | 9.33 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 1146.21 | 28.26 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 7988.09 | 140.12 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 11137.02 | 178.98 | 5 | 25 | 100% | 0 | ### report dataframe completion @@ -194,10 +194,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 18.03 | 21.61 | 100% | 1000.00 | +728.80 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 80.83 | 280.50 | 100% | 271.20 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 86.60 | 345.56 | 100% | 16.00 | -255.20 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 91.21 | 220.62 | 100% | 6.00 | -265.20 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 19.62 | 23.02 | 100% | 1000.00 | +728.80 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 78.23 | 267.47 | 100% | 271.20 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 79.18 | 160.04 | 100% | 6.00 | -265.20 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 99.11 | 391.31 | 100% | 16.00 | -255.20 | pass | ### dataframe groupby hover @@ -205,10 +205,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.28 | 0.33 | 100% | 329.00 | -21.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.67 | 0.73 | 100% | 350.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 2.37 | 2.50 | 100% | 2759.00 | +2409.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 185.91 | 188.41 | 100% | 301.00 | -49.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 0.30 | 0.35 | 100% | 329.00 | -21.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 0.65 | 0.73 | 100% | 350.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 4.67 | 5.99 | 100% | 2759.00 | +2409.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 197.15 | 205.38 | 100% | 301.00 | -49.00 | pass | ### build report definition @@ -216,10 +216,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.22 | 0.24 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.44 | 0.51 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 1.07 | 1.09 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 0.44 | 0.51 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 1.04 | 1.08 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 2.32 | 3.43 | 100% | 1.00 | 0.00 | pass | ### edit dataframe then complete (edit+completion) @@ -227,10 +227,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 16.37 | 17.70 | 100% | 448.00 | +8.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 68.00 | 98.37 | 100% | 256.00 | -184.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 215.66 | 217.79 | 100% | 441.00 | +1.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 633.01 | 1277.63 | 100% | 440.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 20.40 | 20.83 | 100% | 448.00 | +8.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 28.87 | 52.76 | 100% | 256.00 | -184.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 237.44 | 244.50 | 100% | 441.00 | +1.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 803.02 | 1258.21 | 100% | 440.00 | 0.00 | pass | ### edit dataframe then hover (edit+hover) @@ -238,10 +238,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 4.84 | 4.87 | 100% | 4441.00 | +149.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 7.58 | 14.78 | 100% | 943.00 | -3349.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 10.38 | 12.11 | 100% | 4292.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 177.53 | 178.02 | 100% | 232.00 | -4060.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 6.12 | 6.28 | 100% | 4441.00 | +149.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 6.36 | 22.05 | 100% | 943.00 | -3349.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 12.56 | 13.38 | 100% | 4292.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 185.77 | 186.24 | 100% | 232.00 | -4060.00 | pass | ### Result Differences @@ -254,10 +254,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 366.23 | 2.61 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 887.45 | 20.01 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 3617.68 | 48.49 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 6906.74 | 117.75 | 5 | 25 | 60% | 2 | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 384.84 | 2.78 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 826.49 | 17.66 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 3678.16 | 50.00 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | no | 7220.96 | 126.76 | 5 | 25 | 60% | 2 | ### query completion @@ -265,10 +265,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 3.35 | 7.77 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 7.29 | 11.46 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 81.37 | 323.24 | 100% | 15.00 | +14.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 187.53 | 444.57 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 3.59 | 8.08 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 8.15 | 13.97 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 85.72 | 341.80 | 100% | 15.00 | +14.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 224.77 | 494.00 | 100% | 1.00 | 0.00 | pass | ### sessionmaker hover @@ -276,10 +276,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.39 | 0.41 | 100% | 10621.00 | +49.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 1.05 | 1.09 | 100% | 15232.00 | +4660.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 1.32 | 1.60 | 100% | 10572.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 322.63 | 325.25 | 100% | 10498.00 | -74.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 0.41 | 0.44 | 100% | 10621.00 | +49.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 1.04 | 1.06 | 100% | 15232.00 | +4660.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 1.25 | 1.36 | 100% | 10572.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 329.41 | 330.37 | 100% | 10498.00 | -74.00 | pass | ### mapped class definition @@ -287,10 +287,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.21 | 0.22 | 100% | 2.00 | +1.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.25 | 0.30 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.43 | 0.61 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 1.09 | 1.11 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 0.21 | 0.22 | 100% | 2.00 | +1.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 0.27 | 0.29 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 0.40 | 0.46 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 1.13 | 1.35 | 100% | 1.00 | 0.00 | pass | ### edit query then complete (edit+completion) @@ -298,10 +298,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 4.74 | 5.11 | 100% | 23.00 | -15.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 11.56 | 29.04 | 100% | 17.00 | -21.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 38.48 | 38.83 | 0% | 0.00 | -38.00 | fail (10) | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 140.78 | 195.19 | 100% | 38.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 0.74 | 0.78 | 100% | 17.00 | -21.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 5.17 | 6.32 | 100% | 23.00 | -15.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | no | 38.76 | 38.95 | 0% | 0.00 | -38.00 | fail (10) | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 145.65 | 208.58 | 100% | 38.00 | 0.00 | pass | ### edit session then hover (edit+hover) @@ -309,10 +309,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 4.36 | 4.41 | 100% | 958.00 | +58.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 5.79 | 5.83 | 100% | 2246.00 | +1346.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 39.03 | 39.16 | 0% | 0.00 | -900.00 | fail (10) | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 92.64 | 101.41 | 100% | 900.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 0.52 | 0.56 | 100% | 2246.00 | +1346.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 4.53 | 4.57 | 100% | 958.00 | +58.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | no | 39.74 | 41.12 | 0% | 0.00 | -900.00 | fail (10) | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 94.56 | 103.53 | 100% | 900.00 | 0.00 | pass | ### Result Differences @@ -326,10 +326,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 2687.92 | 4.71 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 15536.80 | 106.90 | 5 | 25 | 80% | 0 | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 5691.94 | 182.07 | 5 | 25 | 80% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 181644.97 | 1537.19 | 5 | 25 | 40% | 2 | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 3026.41 | 5.67 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 16424.65 | 119.67 | 5 | 25 | 80% | 0 | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 5582.73 | 176.09 | 5 | 25 | 80% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | no | 179571.21 | 1553.94 | 5 | 25 | 40% | 2 | ### classifier pipeline completion @@ -337,10 +337,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 11.21 | 12.55 | 100% | 777.00 | +654.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 50.56 | 84.85 | 100% | 123.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 143.48 | 145.03 | 100% | 2.00 | -121.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 892.88 | 3547.18 | 100% | 15.00 | -108.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 14.38 | 15.99 | 100% | 777.00 | +654.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 55.48 | 85.02 | 100% | 123.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 147.98 | 151.59 | 100% | 2.00 | -121.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 861.55 | 3445.27 | 100% | 15.00 | -108.00 | pass | ### pipeline hover @@ -348,10 +348,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.23 | 0.25 | 100% | 7.00 | -27.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.26 | 0.27 | 100% | 48.00 | +14.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.45 | 0.51 | 100% | 34.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 2737.24 | 2765.12 | 0% | 0.00 | -34.00 | fail (10) | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 0.21 | 0.22 | 100% | 48.00 | +14.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 0.38 | 0.81 | 100% | 7.00 | -27.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 0.48 | 0.59 | 100% | 34.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | no | 2748.10 | 2786.14 | 0% | 0.00 | -34.00 | fail (10) | ### auto tokenizer definition @@ -359,10 +359,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.28 | 0.29 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.43 | 0.47 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.45 | 1.07 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 2172.17 | 2196.45 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 0.30 | 0.33 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 0.45 | 0.55 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 2209.37 | 2244.61 | 100% | 1.00 | 0.00 | pass | ### edit prediction then complete (edit+completion) @@ -370,10 +370,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 2.63 | 2.85 | 0% | 0.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 6.01 | 6.11 | 100% | 23.00 | +23.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 6.67 | 7.92 | 0% | 0.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 14.67 | 28.27 | 0% | 0.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 2.51 | 2.58 | 0% | 0.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 7.24 | 8.70 | 100% | 23.00 | +23.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 8.07 | 20.65 | 0% | 0.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 8.12 | 11.26 | 0% | 0.00 | 0.00 | pass | ### edit tokenizer then hover (edit+hover) @@ -381,10 +381,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 2.08 | 5.26 | 100% | 33.00 | +3.00 | pass | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 5.82 | 5.94 | 100% | 7.00 | -23.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 476.39 | 505.54 | 100% | 30.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | no | 2630.44 | 2651.58 | 0% | 0.00 | -30.00 | fail (10) | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 6.05 | 6.13 | 100% | 7.00 | -23.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 10.38 | 23.80 | 100% | 33.00 | +3.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 533.80 | 550.81 | 100% | 30.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | no | 2661.74 | 2700.87 | 0% | 0.00 | -30.00 | fail (10) | ### Result Differences @@ -397,10 +397,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 411.72 | 3.04 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 1525.05 | 8.97 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 884.96 | 13.61 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 4773.03 | 105.62 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 424.28 | 3.37 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 1592.40 | 9.79 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 953.66 | 15.53 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 4852.57 | 98.47 | 5 | 25 | 100% | 0 | ### request args completion @@ -408,10 +408,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 4.46 | 8.02 | 100% | 14.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 5.83 | 8.36 | 100% | 467.00 | +453.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 56.24 | 187.16 | 100% | 487.80 | +473.80 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 67.24 | 109.98 | 100% | 1.00 | -13.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 6.04 | 9.64 | 100% | 14.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 6.34 | 8.82 | 100% | 467.00 | +453.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 59.15 | 101.14 | 100% | 1.00 | -13.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 70.81 | 192.34 | 100% | 487.80 | +473.80 | pass | ### client session hover @@ -419,10 +419,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.21 | 0.24 | 100% | 7.00 | -19.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.50 | 0.56 | 100% | 26.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 5.29 | 18.48 | 100% | 167.00 | +141.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 82.78 | 204.28 | 100% | 359.00 | +333.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 0.22 | 0.26 | 100% | 7.00 | -19.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 0.25 | 0.31 | 100% | 167.00 | +141.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 0.53 | 0.60 | 100% | 26.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 54.63 | 124.00 | 100% | 359.00 | +333.00 | pass | ### client references @@ -430,10 +430,10 @@ Method: `textDocument/references` | Server | Success | Mean ms | P95 ms | Non-empty % | References found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.33 | 0.35 | 100% | 2.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 0.69 | 0.77 | 100% | 2.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 0.72 | 0.87 | 100% | 2.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 65.26 | 121.86 | 100% | 2.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 0.34 | 0.36 | 100% | 2.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 0.63 | 0.72 | 100% | 2.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 0.82 | 0.90 | 100% | 2.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 61.10 | 69.33 | 100% | 2.00 | 0.00 | pass | ### edit response then complete (edit+completion) @@ -441,10 +441,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 2.26 | 4.85 | 100% | 32.00 | -173.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 4.33 | 5.45 | 100% | 205.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 5.11 | 5.75 | 100% | 225.00 | +20.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 87.25 | 90.29 | 100% | 57.00 | -148.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 3.89 | 5.02 | 100% | 32.00 | -173.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 5.34 | 6.48 | 100% | 205.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 6.06 | 6.48 | 100% | 225.00 | +20.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 86.88 | 89.55 | 100% | 57.00 | -148.00 | pass | ### edit response then hover (edit+hover) @@ -452,10 +452,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260920T060502Z.json) | yes | 3.34 | 3.36 | 100% | 1555.00 | +1135.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 3.93 | 5.82 | 100% | 9977.00 | +9557.00 | pass | -| [Pyright](latest-results/pyright-20260920T060502Z.json) | yes | 34.83 | 40.48 | 100% | 420.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260920T060502Z.json) | yes | 225.56 | 226.82 | 100% | 880.00 | +460.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 2.35 | 4.69 | 100% | 9977.00 | +9557.00 | pass | +| [Ty](latest-results/ty-20260921T060722Z.json) | yes | 3.62 | 3.78 | 100% | 1555.00 | +1135.00 | pass | +| [Pyright](latest-results/pyright-20260921T060722Z.json) | yes | 36.23 | 40.49 | 100% | 420.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260921T060722Z.json) | yes | 230.57 | 232.76 | 100% | 880.00 | +460.00 | pass | ### Result Differences @@ -468,7 +468,7 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | no | 215.32 | 0.32 | 8 | 40 | 100% | 2 | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | no | 225.07 | 0.42 | 8 | 40 | 100% | 2 | ### builtins semantic tokens @@ -476,7 +476,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.98 | 1.03 | 100% | 30.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 1.81 | 4.30 | 100% | 30.00 | 0.00 | pass | ### builtin int computed type @@ -484,7 +484,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.19 | 0.21 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 0.20 | 0.21 | 100% | 7.00 | 0.00 | pass | ### list declared type @@ -492,7 +492,7 @@ Method: `typeServer/getDeclaredType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.25 | 0.27 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 0.24 | 0.25 | 100% | 7.00 | 0.00 | pass | ### generic specialization computed type @@ -500,7 +500,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.23 | 0.23 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 0.23 | 0.25 | 100% | 7.00 | 0.00 | pass | ### stdlib path computed type @@ -508,7 +508,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.22 | 0.23 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 0.22 | 0.23 | 100% | 7.00 | 0.00 | pass | ### function argument expected type @@ -516,13 +516,13 @@ Method: `typeServer/getExpectedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 0.23 | 0.25 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 0.24 | 0.25 | 100% | 7.00 | 0.00 | pass | ## Benchmark: tsp_semantic | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 5734.57 | 29.82 | 3 | 15 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 6539.95 | 63.36 | 3 | 15 | 100% | 0 | ### django semantic tokens @@ -530,7 +530,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 20.95 | 39.20 | 100% | 126.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 11.35 | 14.81 | 100% | 126.00 | 0.00 | pass | ### transformers semantic tokens @@ -538,7 +538,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 61.31 | 66.54 | 100% | 74.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 126.88 | 168.75 | 100% | 74.00 | 0.00 | pass | ### stdlib semantic tokens @@ -546,4 +546,4 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260920T060502Z.json) | yes | 7.20 | 7.43 | 100% | 75.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260921T060722Z.json) | yes | 51.83 | 59.42 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/pylsp-mypy-20260920T060502Z-responses.jsonl b/latest-results/pylsp-mypy-20260921T060722Z-responses.jsonl similarity index 98% rename from latest-results/pylsp-mypy-20260920T060502Z-responses.jsonl rename to latest-results/pylsp-mypy-20260921T060722Z-responses.jsonl index 3d25ca2..40da258 100644 --- a/latest-results/pylsp-mypy-20260920T060502Z-responses.jsonl +++ b/latest-results/pylsp-mypy-20260921T060722Z-responses.jsonl @@ -66,7 +66,7 @@ {"suite": "pandas", "label": "edit dataframe then complete (edit+completion)", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 17, "character": 39, "iteration": 1, "result": {"isIncomplete": false, "items": [{"label": "abs()", "kind": 3, "sortText": "aabs", "insertText": "abs", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add(other, axis, level, fill_value)", "kind": 3, "sortText": "aadd", "insertText": "add", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add_prefix(prefix, axis)", "kind": 3, "sortText": "aadd_prefix", "insertText": "add_prefix", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add_suffix(suffix, axis)", "kind": 3, "sortText": "aadd_suffix", "insertText": "add_suffix", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "agg", "kind": 6, "sortText": "aagg", "insertText": "agg", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "aggregate(func, axis, args, kwargs)", "kind": 3, "sortText": "aaggregate", "insertText": "aggregate", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "align(other, join, axis, level, copy, fill_value, method, limit, fill_axis, broadcast_axis)", "kind": 3, "sortText": "aalign", "insertText": "align", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "all(axis, bool_only, skipna, kwargs)", "kind": 3, "sortText": "aall", "insertText": "all", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "any(axis, bool_only, skipna, kwargs)", "kind": 3, "sortText": "aany", "insertText": "any", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "apply(func, axis, raw, result_type, args, by_row, engine, 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a/latest-results/pyrefly-20260920T060502Z-responses.jsonl b/latest-results/pyrefly-20260921T060722Z-responses.jsonl similarity index 99% rename from latest-results/pyrefly-20260920T060502Z-responses.jsonl rename to latest-results/pyrefly-20260921T060722Z-responses.jsonl index 1988e32..0c095ad 100644 --- a/latest-results/pyrefly-20260920T060502Z-responses.jsonl +++ b/latest-results/pyrefly-20260921T060722Z-responses.jsonl @@ -123,41 +123,41 @@ {"suite": "transformers", "label": "edit tokenizer then hover (edit+hover)", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/transformers/src/inference.py", "line": 10, "character": 30, "iteration": 3, "result": {"canIncreaseVerbosity": false, "contents": {"kind": "markdown", "value": "```python\nvocab_size: Unknown\n```"}}} {"suite": "transformers", "label": "edit tokenizer then hover (edit+hover)", "method": "textDocument/hover", "file_path": 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2.3889189999977134, + "duration_ms": 2.766970999999785, "success": true, - "started_at_unix": 1789884393.4970312, + "started_at_unix": 1789970933.0710514, "bytes_sent": 67, "bytes_received": 61, "request_id": 32, @@ -17319,9 +17319,9 @@ { "kind": "notification", "method": "exit", - "duration_ms": 0.043672000003880385, + "duration_ms": 0.5888669999762897, "success": true, - "started_at_unix": 1789884393.4994438, + "started_at_unix": 1789970933.0738404, "bytes_sent": 55, "bytes_received": 0, "request_id": null, diff --git a/latest-results/summary-20260920T060502Z.csv b/latest-results/summary-20260920T060502Z.csv deleted file mode 100644 index 0ca8f7e..0000000 --- a/latest-results/summary-20260920T060502Z.csv +++ /dev/null @@ -1,132 +0,0 @@ -report_type,baseline_server_id,server_id,server_name,suite_name,scenario_name,point_label,method,method_display,success,mean_ms,p95_ms,non_empty_rate,result_metric_name,result_metric_label,result_metric_value,result_metric_delta,validation_passed,validation_failure_count -benchmark,pyright,pyright,Pyright,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,6.100469400001884,9.694886200003339,1.0,completion_item_count,Completions found,201.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.6356741999913993,1.7396075999840832,1.0,completion_item_count,Completions found,223.0,22.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,79.97414240000467,312.74761679999864,1.0,completion_item_count,Completions found,250.0,49.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,207.19610659999717,475.9919996000064,1.0,completion_item_count,Completions found,188.0,-13.0,True,0 -benchmark,pyright,pyright,Pyright,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,1.1109516000033182,1.3342500000049995,1.0,hover_text_char_count,Hover length,4019.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,0.3305207999915183,0.3490727999974297,1.0,hover_text_char_count,Hover length,4232.0,213.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,2.506413599996904,2.7069653999944876,1.0,hover_text_char_count,Hover length,3182.0,-837.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,174.00316500000486,176.2895415999992,1.0,hover_text_char_count,Hover length,4134.0,115.0,True,0 -benchmark,pyright,pyright,Pyright,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.40849479999849336,0.488237199994046,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.21949739999627127,0.22594959999082675,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.32509040000263667,0.4457677999994303,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,1.0479513999882784,1.1236617999884402,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,334.9025352000041,447.7121124000064,1.0,completion_item_count,Completions found,168.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,12.123699200003557,13.261435600009008,1.0,completion_item_count,Completions found,168.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,28.516153600003236,76.01807400000665,1.0,completion_item_count,Completions found,149.0,-19.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,False,4.0717226000026585,4.205524999997579,0.0,completion_item_count,Completions found,0.0,-168.0,False,10 -benchmark,pyright,pyright,Pyright,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,29.67245039999966,33.88606260000131,1.0,hover_text_char_count,Hover length,278.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.8675943999958236,5.91634539999859,1.0,hover_text_char_count,Hover length,267.0,-11.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.49522500000694,2.514557800014927,1.0,hover_text_char_count,Hover length,2546.0,2268.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,161.63488039999265,162.42969879997986,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0 -benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.773753800000691,7.7763975999943105,1.0,completion_item_count,Completions found,10.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.691610800006174,7.076714800001581,1.0,completion_item_count,Completions found,261.0,251.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,15.284528000000819,60.21859819999803,1.0,completion_item_count,Completions found,15.0,5.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset completion,textDocument/completion,textDocument/completion,True,219.45813499999645,581.8823559999884,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 -benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.5377628000019286,0.5693862000072158,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.2398515999971096,0.2593504000003577,1.0,hover_text_char_count,Hover length,46.0,-11.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.27886520000492965,0.3117498000051455,1.0,hover_text_char_count,Hover length,298.0,241.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,151.07352819999846,151.80889900000238,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.39615800000376566,0.43663680000349814,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.20111840000822667,0.2064824000228782,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.2399160000095435,0.27050160001067525,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.0611068000002888,1.0836147999896184,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,25.06074600000261,27.02948300000685,1.0,completion_item_count,Completions found,104.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,4.606404599996949,4.811515199997984,1.0,completion_item_count,Completions found,104.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,3.696775999998181,9.191237999993971,1.0,completion_item_count,Completions found,83.0,-21.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,244.29235439999957,277.960035600006,1.0,completion_item_count,Completions found,143.0,39.0,True,0 -benchmark,pyright,pyright,Pyright,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,37.26875560000167,44.58808860000261,1.0,hover_text_char_count,Hover length,83.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.1791596000118716,3.2046614000137197,1.0,hover_text_char_count,Hover length,100.0,17.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.341653400001633,13.533166799999204,1.0,hover_text_char_count,Hover length,858.0,775.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,242.12457580000546,249.86740980000945,1.0,hover_text_char_count,Hover length,71.0,-12.0,True,0 -benchmark,pyright,pyright,Pyright,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,80.83340739999869,280.50307700000013,1.0,completion_item_count,Completions found,271.2,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,18.034576999991714,21.6145833999974,1.0,completion_item_count,Completions found,1000.0,728.8,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,86.60113059999617,345.5643363999854,1.0,completion_item_count,Completions found,16.0,-255.2,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,91.21337200000994,220.61808640001453,1.0,completion_item_count,Completions found,6.0,-265.2,True,0 -benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.6683643999991773,0.7275053999990178,1.0,hover_text_char_count,Hover length,350.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.2786491999984264,0.32959459999801766,1.0,hover_text_char_count,Hover length,329.0,-21.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,2.3725919999890266,2.4950569999816707,1.0,hover_text_char_count,Hover length,2759.0,2409.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,185.90763139999922,188.41304420000142,1.0,hover_text_char_count,Hover length,301.0,-49.0,True,0 -benchmark,pyright,pyright,Pyright,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.44292420000147104,0.505469600003039,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.20174180000367414,0.21194720000607958,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.22295619999681549,0.238874200005057,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,build report definition,textDocument/definition,textDocument/definition,True,1.0671653999963837,1.088667799990617,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,633.0071560000022,1277.6268983999955,1.0,completion_item_count,Completions found,440.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,16.368204399998376,17.699126799988107,1.0,completion_item_count,Completions found,448.0,8.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,67.99937639999598,98.36570739998365,1.0,completion_item_count,Completions found,256.0,-184.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,215.660024999994,217.78779599998188,1.0,completion_item_count,Completions found,441.0,1.0,True,0 -benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,10.381185400001414,12.105047799997237,1.0,hover_text_char_count,Hover length,4292.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.83751960000518,4.866774400016993,1.0,hover_text_char_count,Hover length,4441.0,149.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,7.581872800000156,14.778779800013805,1.0,hover_text_char_count,Hover length,943.0,-3349.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,177.53348820000383,178.01565620000588,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,7.29323900000054,11.463669800008347,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.349649999995563,7.769403199989709,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,81.37122979999276,323.24139180001333,1.0,completion_item_count,Completions found,15.0,14.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,187.53063899999347,444.56544839999873,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.3166931999961662,1.6012651999915306,1.0,hover_text_char_count,Hover length,10572.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.3864158000055795,0.40906439999162103,1.0,hover_text_char_count,Hover length,10621.0,49.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.047134800001004,1.0932716000070286,1.0,hover_text_char_count,Hover length,15232.0,4660.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,322.62994459999845,325.2529093999897,1.0,hover_text_char_count,Hover length,10498.0,-74.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.426441400000499,0.6077685999940741,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.21177919999786354,0.21770199999195938,1.0,location_count,Definitions found,2.0,1.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.25216299999897274,0.29796299999134135,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,1.0897206000038295,1.1123452000049383,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,140.7779087999984,195.1905819999979,1.0,completion_item_count,Completions found,38.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,4.7357738000016525,5.1091132000010475,1.0,completion_item_count,Completions found,23.0,-15.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,11.561021000005667,29.037087600011084,1.0,completion_item_count,Completions found,17.0,-21.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,False,38.48112200000173,38.83444919999306,0.0,completion_item_count,Completions found,0.0,-38.0,False,10 -benchmark,pyright,pyright,Pyright,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,92.63956460000315,101.4141584000015,1.0,hover_text_char_count,Hover length,900.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.355297800003655,4.409201200002144,1.0,hover_text_char_count,Hover length,958.0,58.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.793995800001994,5.8310055999925225,1.0,hover_text_char_count,Hover length,2246.0,1346.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,39.027707399998235,39.15611499999159,0.0,hover_text_char_count,Hover length,0.0,-900.0,False,10 -benchmark,pyright,pyright,Pyright,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,50.55582480000567,84.84726219998606,1.0,completion_item_count,Completions found,123.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,11.209414000001061,12.545533200000136,1.0,completion_item_count,Completions found,777.0,654.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,892.8828105999968,3547.1817381999977,1.0,completion_item_count,Completions found,15.0,-108.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,143.47727959999474,145.0280522000014,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 -benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.44533300000466625,0.5090693999989071,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.23186000000805507,0.2516156000126557,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.2591180000024451,0.27291020001598554,1.0,hover_text_char_count,Hover length,48.0,14.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,pipeline hover,textDocument/hover,textDocument/hover,False,2737.2436134000054,2765.1189295999984,0.0,hover_text_char_count,Hover length,0.0,-34.0,False,10 -benchmark,pyright,pyright,Pyright,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.4256380000072113,0.46727580000265334,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.27711180000551394,0.2910296000152357,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.4545657999983632,1.0695373999908495,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,2172.1748218000016,2196.4477348000173,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,6.6652931999954035,7.920852399985278,0.0,completion_item_count,Completions found,0.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,6.006613599993216,6.112458399991283,1.0,completion_item_count,Completions found,23.0,23.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,14.672012799996992,28.265271399988023,0.0,completion_item_count,Completions found,0.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,2.6315059999888035,2.8524261999791634,0.0,completion_item_count,Completions found,0.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,476.3858243999948,505.5441679999831,1.0,hover_text_char_count,Hover length,30.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.822348800001009,5.943126399989751,1.0,hover_text_char_count,Hover length,7.0,-23.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.082274999997935,5.260475999989467,1.0,hover_text_char_count,Hover length,33.0,3.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,False,2630.4435285999944,2651.580193000018,0.0,hover_text_char_count,Hover length,0.0,-30.0,False,10 -benchmark,pyright,pyright,Pyright,web,,request args completion,textDocument/completion,textDocument/completion,True,4.461962399989261,8.020017599989158,1.0,completion_item_count,Completions found,14.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,5.8257088000061685,8.36047199999257,1.0,completion_item_count,Completions found,467.0,453.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,56.24172339999518,187.16407179999803,1.0,completion_item_count,Completions found,487.8,473.8,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,request args completion,textDocument/completion,textDocument/completion,True,67.23761779999222,109.98467439998194,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 -benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.49813400000857655,0.5648860000007971,1.0,hover_text_char_count,Hover length,26.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,client session hover,textDocument/hover,textDocument/hover,True,0.21367639999994026,0.23791859998709697,1.0,hover_text_char_count,Hover length,7.0,-19.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,client session hover,textDocument/hover,textDocument/hover,True,5.2851283999928,18.482791200005973,1.0,hover_text_char_count,Hover length,167.0,141.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client session hover,textDocument/hover,textDocument/hover,True,82.77910840001823,204.28179780002432,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 -benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.7209131999957208,0.871544200003882,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.6903659999977663,0.7664836000003561,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.33187719999432375,0.3481537999846296,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,65.26291080000419,121.86444799997388,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,4.3259717999887926,5.44579799998246,1.0,completion_item_count,Completions found,205.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,5.114769999994451,5.747372199994061,1.0,completion_item_count,Completions found,225.0,20.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,2.256272599993281,4.854589199999282,1.0,completion_item_count,Completions found,32.0,-173.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,87.24928059998547,90.29017939998312,1.0,completion_item_count,Completions found,57.0,-148.0,True,0 -benchmark,pyright,pyright,Pyright,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,34.82973199999151,40.4795677999914,1.0,hover_text_char_count,Hover length,420.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.341836999999259,3.359004799989407,1.0,hover_text_char_count,Hover length,1555.0,1135.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.927029199991239,5.8174271999803295,1.0,hover_text_char_count,Hover length,9977.0,9557.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,225.55761640001037,226.8234886000073,1.0,hover_text_char_count,Hover length,880.0,460.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,builtins semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,0.9787672000015846,1.0264891999895553,1.0,semantic_token_count,Semantic tokens found,30.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,builtin int computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.19290339998860873,0.20707799998831433,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.254576000003226,0.2687987999991037,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.23094500000411244,0.23288960000513725,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.21429980000107207,0.22368640001104723,,,,,,False,10 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.22375519999968674,0.23412860001030822,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.23391259998675196,0.24690919999557082,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,edited narrowing recomputes type (edit+getComputedType),typeServer/getComputedType,typeServer/getComputedType,False,0.21074019999787197,0.23027380001394704,,,,,,False,10 -benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,20.945522200003097,39.20155580000255,1.0,semantic_token_count,Semantic tokens found,126.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,transformers semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,61.31121839999878,66.54172379999181,1.0,semantic_token_count,Semantic tokens found,74.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,stdlib semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,7.198271600003636,7.429096400011304,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20260921T060722Z.csv b/latest-results/summary-20260921T060722Z.csv new file mode 100644 index 0000000..482fc21 --- /dev/null +++ b/latest-results/summary-20260921T060722Z.csv @@ -0,0 +1,132 @@ +report_type,baseline_server_id,server_id,server_name,suite_name,scenario_name,point_label,method,method_display,success,mean_ms,p95_ms,non_empty_rate,result_metric_name,result_metric_label,result_metric_value,result_metric_delta,validation_passed,validation_failure_count +benchmark,pyright,pyright,Pyright,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,7.351297600001772,12.50931920000653,1.0,completion_item_count,Completions found,201.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.6740320000053543,1.8784031999985016,1.0,completion_item_count,Completions found,223.0,22.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,91.54727960000173,363.66161139999343,1.0,completion_item_count,Completions found,250.0,49.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,238.91272660000027,469.6185436000064,1.0,completion_item_count,Completions found,188.0,-13.0,True,0 +benchmark,pyright,pyright,Pyright,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,1.1681641999985004,1.5097159999982068,1.0,hover_text_char_count,Hover length,4019.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,0.32937720000063564,0.348992199985787,1.0,hover_text_char_count,Hover length,4232.0,213.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,2.547695000004069,2.780446999997821,1.0,hover_text_char_count,Hover length,3182.0,-837.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,183.3277790000011,184.5099302000051,1.0,hover_text_char_count,Hover length,4134.0,115.0,True,0 +benchmark,pyright,pyright,Pyright,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.4416812000044956,0.500082999985807,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.2245821999963482,0.23132640000653737,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.20514619999971728,0.2290790000074594,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,1.0531573999969623,1.0961775999930978,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,392.49080240000467,523.1295430000102,1.0,completion_item_count,Completions found,168.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,16.375255599996308,18.03165259998991,1.0,completion_item_count,Completions found,168.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,28.69637280000461,79.18630460000598,1.0,completion_item_count,Completions found,149.0,-19.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,False,4.603106400003298,4.717281200009893,0.0,completion_item_count,Completions found,0.0,-168.0,False,10 +benchmark,pyright,pyright,Pyright,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,29.830038799997283,32.51690239999334,1.0,hover_text_char_count,Hover length,278.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,6.613315599997804,7.154345400005013,1.0,hover_text_char_count,Hover length,267.0,-11.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.59527220000291,6.636014000008572,1.0,hover_text_char_count,Hover length,2546.0,2268.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,171.09828699999525,173.17222660001335,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.74261219999903,7.85876860000485,1.0,completion_item_count,Completions found,10.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,5.217117000000826,7.459327200001552,1.0,completion_item_count,Completions found,261.0,251.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,18.471413599996822,64.82434600000032,1.0,completion_item_count,Completions found,15.0,5.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset completion,textDocument/completion,textDocument/completion,True,225.3118309999877,689.9120359999755,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.5448531999888928,0.6250586000021485,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.23280980000777163,0.24732260001201212,1.0,hover_text_char_count,Hover length,46.0,-11.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,2.8875960000050327,5.341614000013806,1.0,hover_text_char_count,Hover length,298.0,241.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,162.2419423999986,163.3335195999848,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.39338660000112213,0.4432213999962187,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.19840780000208724,0.20390820000102394,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,2.8332167999963076,6.667087599993237,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.0651239999901918,1.0957125999766504,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,25.525776999995742,27.572453599987057,1.0,completion_item_count,Completions found,104.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,4.865027400006738,5.455596800010198,1.0,completion_item_count,Completions found,104.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,2.14256859999864,4.885701400002062,1.0,completion_item_count,Completions found,83.0,-21.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,259.8098297999968,304.32666739997103,1.0,completion_item_count,Completions found,143.0,39.0,True,0 +benchmark,pyright,pyright,Pyright,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,37.65205280000146,43.630962999998246,1.0,hover_text_char_count,Hover length,83.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.1963454000049296,3.2721041999991485,1.0,hover_text_char_count,Hover length,100.0,17.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,1.5682000000083463,4.307615400000485,1.0,hover_text_char_count,Hover length,858.0,775.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,249.4558952000034,260.01539840000305,1.0,hover_text_char_count,Hover length,71.0,-12.0,True,0 +benchmark,pyright,pyright,Pyright,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,78.22510780000016,267.4742059999971,1.0,completion_item_count,Completions found,271.2,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,19.61909319999222,23.02445599998464,1.0,completion_item_count,Completions found,1000.0,728.8,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,99.11174060000008,391.312677199994,1.0,completion_item_count,Completions found,16.0,-255.2,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,79.18053220001866,160.0357217999999,1.0,completion_item_count,Completions found,6.0,-265.2,True,0 +benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.6495038000082332,0.7325164000064888,1.0,hover_text_char_count,Hover length,350.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.30333519999317105,0.3519657999959236,1.0,hover_text_char_count,Hover length,329.0,-21.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,4.6672365999882,5.994514799982653,1.0,hover_text_char_count,Hover length,2759.0,2409.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,197.14786780000395,205.37542659999417,1.0,hover_text_char_count,Hover length,301.0,-49.0,True,0 +benchmark,pyright,pyright,Pyright,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.4362148000097932,0.5060584000204926,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.22373720000246067,0.23429859998600477,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,2.316428000005999,3.431821000003765,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,build report definition,textDocument/definition,textDocument/definition,True,1.0391533999950298,1.0754972000199814,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,803.0236312,1258.2084136000049,1.0,completion_item_count,Completions found,440.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,20.40400159999649,20.829794399992352,1.0,completion_item_count,Completions found,448.0,8.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,28.86562959999992,52.760707199990975,1.0,completion_item_count,Completions found,256.0,-184.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,237.44141399997716,244.49609619998682,1.0,completion_item_count,Completions found,441.0,1.0,True,0 +benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,12.561767199997576,13.379540400006817,1.0,hover_text_char_count,Hover length,4292.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,6.122238599999719,6.279815800002098,1.0,hover_text_char_count,Hover length,4441.0,149.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,6.361602599992011,22.04627559999039,1.0,hover_text_char_count,Hover length,943.0,-3349.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,185.76846799999203,186.23672219998753,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,8.154033199997457,13.970627200001216,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.5923695999997562,8.075164199993877,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,85.71919280000202,341.7976326000086,1.0,completion_item_count,Completions found,15.0,14.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,224.7704993999946,493.9960285999859,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.247136999995746,1.3598375999890777,1.0,hover_text_char_count,Hover length,10572.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.41001540001275316,0.43515440000305716,1.0,hover_text_char_count,Hover length,10621.0,49.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.0378849999938211,1.0588779999864073,1.0,hover_text_char_count,Hover length,15232.0,4660.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,329.40860880000855,330.3685706000124,1.0,hover_text_char_count,Hover length,10498.0,-74.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.3968903999975737,0.4613202000030014,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.2140785999927175,0.22273880001080215,1.0,location_count,Definitions found,2.0,1.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.2707439999937833,0.29001139999422776,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,1.1254148000148234,1.351380600021912,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,145.6513618000031,208.57845660000294,1.0,completion_item_count,Completions found,38.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,5.173459400003821,6.317219600009594,1.0,completion_item_count,Completions found,23.0,-15.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,0.7417493999923863,0.7808035999914864,1.0,completion_item_count,Completions found,17.0,-21.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,False,38.76482579998992,38.950135399988994,0.0,completion_item_count,Completions found,0.0,-38.0,False,10 +benchmark,pyright,pyright,Pyright,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,94.55802179999182,103.5300014000029,1.0,hover_text_char_count,Hover length,900.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.5281180000017685,4.574716999997008,1.0,hover_text_char_count,Hover length,958.0,58.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.5179626000085591,0.5596606000096926,1.0,hover_text_char_count,Hover length,2246.0,1346.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,39.73533739999766,41.118293199997424,0.0,hover_text_char_count,Hover length,0.0,-900.0,False,10 +benchmark,pyright,pyright,Pyright,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,55.48425840000846,85.02292660000421,1.0,completion_item_count,Completions found,123.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,14.382595999995829,15.991560599991317,1.0,completion_item_count,Completions found,777.0,654.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,861.5543312000057,3445.274474600017,1.0,completion_item_count,Completions found,15.0,-108.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,147.98423999999386,151.59414579998156,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 +benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.4800684000031197,0.5920551999963664,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.3757966000023316,0.8056883999984163,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.21300219999602632,0.21630039999536166,1.0,hover_text_char_count,Hover length,48.0,14.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,pipeline hover,textDocument/hover,textDocument/hover,False,2748.1002984000156,2786.139475600021,0.0,hover_text_char_count,Hover length,0.0,-34.0,False,10 +benchmark,pyright,pyright,Pyright,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.451574799996024,0.5493710000052943,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.3015816000072391,0.3296658000124353,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.22069880000117337,0.22728139999230734,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,2209.374416000014,2244.6083598000087,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,8.11636720000024,11.262080599999535,0.0,completion_item_count,Completions found,0.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,7.241317599999775,8.697671199996648,1.0,completion_item_count,Completions found,23.0,23.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,8.07407659999626,20.646684199988385,0.0,completion_item_count,Completions found,0.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,2.514229999997042,2.584108399980778,0.0,completion_item_count,Completions found,0.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,533.8000100000045,550.8123980000164,1.0,hover_text_char_count,Hover length,30.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,6.0544026000002304,6.125302399999555,1.0,hover_text_char_count,Hover length,7.0,-23.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,10.37552040000378,23.8022300000182,1.0,hover_text_char_count,Hover length,33.0,3.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,False,2661.7373214000054,2700.8653556000013,0.0,hover_text_char_count,Hover length,0.0,-30.0,False,10 +benchmark,pyright,pyright,Pyright,web,,request args completion,textDocument/completion,textDocument/completion,True,6.039407199995139,9.639821799993342,1.0,completion_item_count,Completions found,14.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,6.336523800001714,8.819444599993176,1.0,completion_item_count,Completions found,467.0,453.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,70.8143046000032,192.3383029999911,1.0,completion_item_count,Completions found,487.8,473.8,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,request args completion,textDocument/completion,textDocument/completion,True,59.151526400000876,101.14269599999943,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.5289271999970424,0.6034960000022238,1.0,hover_text_char_count,Hover length,26.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,client session hover,textDocument/hover,textDocument/hover,True,0.22246840000548218,0.2601902000037626,1.0,hover_text_char_count,Hover length,7.0,-19.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,client session hover,textDocument/hover,textDocument/hover,True,0.24840279999693848,0.3142215999957898,1.0,hover_text_char_count,Hover length,167.0,141.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client session hover,textDocument/hover,textDocument/hover,True,54.63055440000062,124.00435600001173,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.8153897999932269,0.9034837999934098,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.6311777999997048,0.7163607999814303,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.33641860000557244,0.36063939999166905,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,61.10389219999206,69.32957120000083,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,5.339392999997017,6.47586479998381,1.0,completion_item_count,Completions found,205.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,6.057198600001357,6.475912599989897,1.0,completion_item_count,Completions found,225.0,20.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,3.8903141999981017,5.023072199992384,1.0,completion_item_count,Completions found,32.0,-173.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,86.87652359999447,89.54692840000007,1.0,completion_item_count,Completions found,57.0,-148.0,True,0 +benchmark,pyright,pyright,Pyright,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,36.231306399992036,40.48958199998083,1.0,hover_text_char_count,Hover length,420.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.620180799998707,3.7769891999971605,1.0,hover_text_char_count,Hover length,1555.0,1135.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.348418000002539,4.685621200007971,1.0,hover_text_char_count,Hover length,9977.0,9557.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,230.5671387999837,232.75934559998177,1.0,hover_text_char_count,Hover length,880.0,460.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,builtins semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,1.8089855999960491,4.302921999993713,1.0,semantic_token_count,Semantic tokens found,30.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,builtin int computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.19501120000313676,0.20543680000741915,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.24163579999481044,0.24861320000582054,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.23129500000322878,0.24551340000016353,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.22100959999988845,0.22983740000768194,,,,,,False,10 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.2150063999977192,0.22797839998816016,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.24306999999339496,0.2527241999985108,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,edited narrowing recomputes type (edit+getComputedType),typeServer/getComputedType,typeServer/getComputedType,False,0.21746979999761606,0.258336000001691,,,,,,False,10 +benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,11.354455399998642,14.806375800003478,1.0,semantic_token_count,Semantic tokens found,126.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,transformers semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,126.88260599999239,168.75038559998643,1.0,semantic_token_count,Semantic tokens found,74.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,stdlib semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,51.829372599991075,59.42256699999007,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20260920T060502Z.json b/latest-results/summary-20260921T060722Z.json similarity index 93% rename from latest-results/summary-20260920T060502Z.json rename to latest-results/summary-20260921T060722Z.json index ccc3a29..61413fa 100644 --- a/latest-results/summary-20260920T060502Z.json +++ b/latest-results/summary-20260921T060722Z.json @@ -17,12 +17,12 @@ "tsp_semantic" ], "baseline_server": "pyright", - "generated_at": "20260920T060502Z", + "generated_at": "20260921T060722Z", "servers": [ { "id": "pyright", "display_name": "Pyright", - "output_path": "results/bench-servers/pyright-20260920T060502Z.json", + "output_path": "results/bench-servers/pyright-20260921T060722Z.json", "success": true, "benchmark_count": 6, "command": [ @@ -58,7 +58,7 @@ { "id": "ty", "display_name": "Ty", - "output_path": "results/bench-servers/ty-20260920T060502Z.json", + "output_path": "results/bench-servers/ty-20260921T060722Z.json", "success": true, "benchmark_count": 6, "command": [ @@ -91,7 +91,7 @@ { "id": "pyrefly", "display_name": "Pyrefly", - "output_path": "results/bench-servers/pyrefly-20260920T060502Z.json", + "output_path": "results/bench-servers/pyrefly-20260921T060722Z.json", "success": false, "benchmark_count": 8, "command": [ @@ -131,7 +131,7 @@ { "id": "pylsp-mypy", "display_name": "pylsp-mypy", - "output_path": "results/bench-servers/pylsp-mypy-20260920T060502Z.json", + "output_path": "results/bench-servers/pylsp-mypy-20260921T060722Z.json", "success": false, "benchmark_count": 6, "command": [ diff --git a/latest-results/summary-20260920T060502Z.md b/latest-results/summary-20260921T060722Z.md similarity index 61% rename from latest-results/summary-20260920T060502Z.md rename to latest-results/summary-20260921T060722Z.md index d35c45d..ab07aaa 100644 --- a/latest-results/summary-20260920T060502Z.md +++ b/latest-results/summary-20260921T060722Z.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20260920T060502Z.json` +Generated from `results/bench-servers/summary-20260921T060722Z.json` -- Generated at: 20260920T060502Z +- Generated at: 20260921T060722Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260920T060502Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 6 | 5064.22 | 4.15 | 150 | 100% | 0 | -| Pyrefly | no | 8 | 16195.86 | 35.92 | 205 | 97% | 2 | -| Pyright | yes | 6 | 37020.03 | 66.24 | 150 | 97% | 0 | -| pylsp-mypy | no | 6 | 215981.42 | 362.67 | 150 | 80% | 5 | +| Ty | yes | 6 | 5565.98 | 4.82 | 150 | 100% | 0 | +| Pyrefly | no | 8 | 16900.74 | 37.50 | 205 | 97% | 2 | +| Pyright | yes | 6 | 39208.39 | 76.41 | 150 | 97% | 0 | +| pylsp-mypy | no | 6 | 215805.28 | 369.78 | 150 | 80% | 5 | *Wall clock ms includes server startup, warmup iterations, and shutdown — but excludes one-time environment creation and dependency installation.* @@ -41,10 +41,10 @@ Generated from `results/bench-servers/summary-20260920T060502Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 508.93 | 4.04 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 1209.05 | 22.76 | 5 | 25 | 100% | 0 | -| Pyright | yes | 4464.37 | 74.44 | 5 | 25 | 100% | 0 | -| pylsp-mypy | no | 7504.51 | 109.59 | 5 | 25 | 80% | 1 | +| Ty | yes | 548.30 | 5.04 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 1307.24 | 25.72 | 5 | 25 | 100% | 0 | +| Pyright | yes | 4951.62 | 86.26 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 8025.24 | 119.80 | 5 | 25 | 80% | 1 | ### dataframe completion @@ -52,10 +52,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 1.64 | 1.74 | 100% | 223.00 | +22.00 | pass | -| Pyright | yes | 6.10 | 9.69 | 100% | 201.00 | 0.00 | pass | -| Pyrefly | yes | 79.97 | 312.75 | 100% | 250.00 | +49.00 | pass | -| pylsp-mypy | yes | 207.20 | 475.99 | 100% | 188.00 | -13.00 | pass | +| Ty | yes | 1.67 | 1.88 | 100% | 223.00 | +22.00 | pass | +| Pyright | yes | 7.35 | 12.51 | 100% | 201.00 | 0.00 | pass | +| Pyrefly | yes | 91.55 | 363.66 | 100% | 250.00 | +49.00 | pass | +| pylsp-mypy | yes | 238.91 | 469.62 | 100% | 188.00 | -13.00 | pass | ### dataframe describe hover @@ -64,9 +64,9 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | | Ty | yes | 0.33 | 0.35 | 100% | 4232.00 | +213.00 | pass | -| Pyright | yes | 1.11 | 1.33 | 100% | 4019.00 | 0.00 | pass | -| Pyrefly | yes | 2.51 | 2.71 | 100% | 3182.00 | -837.00 | pass | -| pylsp-mypy | yes | 174.00 | 176.29 | 100% | 4134.00 | +115.00 | pass | +| Pyright | yes | 1.17 | 1.51 | 100% | 4019.00 | 0.00 | pass | +| Pyrefly | yes | 2.55 | 2.78 | 100% | 3182.00 | -837.00 | pass | +| pylsp-mypy | yes | 183.33 | 184.51 | 100% | 4134.00 | +115.00 | pass | ### summarize definition @@ -74,10 +74,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | +| Pyrefly | yes | 0.21 | 0.23 | 100% | 1.00 | 0.00 | pass | | Ty | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 0.33 | 0.45 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.41 | 0.49 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.05 | 1.12 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.44 | 0.50 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.05 | 1.10 | 100% | 1.00 | 0.00 | pass | ### edit array then complete (edit+completion) @@ -85,10 +85,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| pylsp-mypy | no | 4.07 | 4.21 | 0% | 0.00 | -168.00 | fail (10) | -| Ty | yes | 12.12 | 13.26 | 100% | 168.00 | 0.00 | pass | -| Pyrefly | yes | 28.52 | 76.02 | 100% | 149.00 | -19.00 | pass | -| Pyright | yes | 334.90 | 447.71 | 100% | 168.00 | 0.00 | pass | +| pylsp-mypy | no | 4.60 | 4.72 | 0% | 0.00 | -168.00 | fail (10) | +| Ty | yes | 16.38 | 18.03 | 100% | 168.00 | 0.00 | pass | +| Pyrefly | yes | 28.70 | 79.19 | 100% | 149.00 | -19.00 | pass | +| Pyright | yes | 392.49 | 523.13 | 100% | 168.00 | 0.00 | pass | ### edit array then hover (edit+hover) @@ -96,10 +96,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 2.50 | 2.51 | 100% | 2546.00 | +2268.00 | pass | -| Ty | yes | 5.87 | 5.92 | 100% | 267.00 | -11.00 | pass | -| Pyright | yes | 29.67 | 33.89 | 100% | 278.00 | 0.00 | pass | -| pylsp-mypy | yes | 161.63 | 162.43 | 100% | 5662.00 | +5384.00 | pass | +| Pyrefly | yes | 5.60 | 6.64 | 100% | 2546.00 | +2268.00 | pass | +| Ty | yes | 6.61 | 7.15 | 100% | 267.00 | -11.00 | pass | +| Pyright | yes | 29.83 | 32.52 | 100% | 278.00 | 0.00 | pass | +| pylsp-mypy | yes | 171.10 | 173.17 | 100% | 5662.00 | +5384.00 | pass | ### Result Differences @@ -112,10 +112,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 254.68 | 2.58 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 292.74 | 4.77 | 5 | 25 | 100% | 0 | -| Pyright | yes | 1423.89 | 13.61 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 7536.60 | 171.60 | 5 | 25 | 100% | 0 | +| Ty | yes | 272.79 | 2.74 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 319.39 | 5.58 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1424.56 | 13.77 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 8147.20 | 179.58 | 5 | 25 | 100% | 0 | ### queryset completion @@ -123,10 +123,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 4.69 | 7.08 | 100% | 261.00 | +251.00 | pass | -| Pyright | yes | 4.77 | 7.78 | 100% | 10.00 | 0.00 | pass | -| Pyrefly | yes | 15.28 | 60.22 | 100% | 15.00 | +5.00 | pass | -| pylsp-mypy | yes | 219.46 | 581.88 | 100% | 2.00 | -8.00 | pass | +| Pyright | yes | 4.74 | 7.86 | 100% | 10.00 | 0.00 | pass | +| Ty | yes | 5.22 | 7.46 | 100% | 261.00 | +251.00 | pass | +| Pyrefly | yes | 18.47 | 64.82 | 100% | 15.00 | +5.00 | pass | +| pylsp-mypy | yes | 225.31 | 689.91 | 100% | 2.00 | -8.00 | pass | ### queryset filter hover @@ -134,10 +134,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.24 | 0.26 | 100% | 46.00 | -11.00 | pass | -| Pyrefly | yes | 0.28 | 0.31 | 100% | 298.00 | +241.00 | pass | -| Pyright | yes | 0.54 | 0.57 | 100% | 57.00 | 0.00 | pass | -| pylsp-mypy | yes | 151.07 | 151.81 | 100% | 57.00 | 0.00 | pass | +| Ty | yes | 0.23 | 0.25 | 100% | 46.00 | -11.00 | pass | +| Pyright | yes | 0.54 | 0.63 | 100% | 57.00 | 0.00 | pass | +| Pyrefly | yes | 2.89 | 5.34 | 100% | 298.00 | +241.00 | pass | +| pylsp-mypy | yes | 162.24 | 163.33 | 100% | 57.00 | 0.00 | pass | ### model definition @@ -145,10 +145,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 0.24 | 0.27 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.40 | 0.44 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.06 | 1.08 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.20 | 0.20 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.39 | 0.44 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.07 | 1.10 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 2.83 | 6.67 | 100% | 1.00 | 0.00 | pass | ### edit queryset then complete (edit+completion) @@ -156,10 +156,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 3.70 | 9.19 | 100% | 83.00 | -21.00 | pass | -| Ty | yes | 4.61 | 4.81 | 100% | 104.00 | 0.00 | pass | -| Pyright | yes | 25.06 | 27.03 | 100% | 104.00 | 0.00 | pass | -| pylsp-mypy | yes | 244.29 | 277.96 | 100% | 143.00 | +39.00 | pass | +| Pyrefly | yes | 2.14 | 4.89 | 100% | 83.00 | -21.00 | pass | +| Ty | yes | 4.87 | 5.46 | 100% | 104.00 | 0.00 | pass | +| Pyright | yes | 25.53 | 27.57 | 100% | 104.00 | 0.00 | pass | +| pylsp-mypy | yes | 259.81 | 304.33 | 100% | 143.00 | +39.00 | pass | ### edit queryset then hover (edit+hover) @@ -167,10 +167,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 3.18 | 3.20 | 100% | 100.00 | +17.00 | pass | -| Pyrefly | yes | 4.34 | 13.53 | 100% | 858.00 | +775.00 | pass | -| Pyright | yes | 37.27 | 44.59 | 100% | 83.00 | 0.00 | pass | -| pylsp-mypy | yes | 242.12 | 249.87 | 100% | 71.00 | -12.00 | pass | +| Pyrefly | yes | 1.57 | 4.31 | 100% | 858.00 | +775.00 | pass | +| Ty | yes | 3.20 | 3.27 | 100% | 100.00 | +17.00 | pass | +| Pyright | yes | 37.65 | 43.63 | 100% | 83.00 | 0.00 | pass | +| pylsp-mypy | yes | 249.46 | 260.02 | 100% | 71.00 | -12.00 | pass | ### Result Differences @@ -183,10 +183,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 834.74 | 7.94 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 1279.83 | 32.96 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 7615.56 | 134.28 | 5 | 25 | 100% | 0 | -| Pyright | yes | 10452.25 | 145.07 | 5 | 25 | 100% | 0 | +| Ty | yes | 909.36 | 9.33 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 1146.21 | 28.26 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 7988.09 | 140.12 | 5 | 25 | 100% | 0 | +| Pyright | yes | 11137.02 | 178.98 | 5 | 25 | 100% | 0 | ### report dataframe completion @@ -194,10 +194,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 18.03 | 21.61 | 100% | 1000.00 | +728.80 | pass | -| Pyright | yes | 80.83 | 280.50 | 100% | 271.20 | 0.00 | pass | -| Pyrefly | yes | 86.60 | 345.56 | 100% | 16.00 | -255.20 | pass | -| pylsp-mypy | yes | 91.21 | 220.62 | 100% | 6.00 | -265.20 | pass | +| Ty | yes | 19.62 | 23.02 | 100% | 1000.00 | +728.80 | pass | +| Pyright | yes | 78.23 | 267.47 | 100% | 271.20 | 0.00 | pass | +| pylsp-mypy | yes | 79.18 | 160.04 | 100% | 6.00 | -265.20 | pass | +| Pyrefly | yes | 99.11 | 391.31 | 100% | 16.00 | -255.20 | pass | ### dataframe groupby hover @@ -205,10 +205,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.28 | 0.33 | 100% | 329.00 | -21.00 | pass | -| Pyright | yes | 0.67 | 0.73 | 100% | 350.00 | 0.00 | pass | -| Pyrefly | yes | 2.37 | 2.50 | 100% | 2759.00 | +2409.00 | pass | -| pylsp-mypy | yes | 185.91 | 188.41 | 100% | 301.00 | -49.00 | pass | +| Ty | yes | 0.30 | 0.35 | 100% | 329.00 | -21.00 | pass | +| Pyright | yes | 0.65 | 0.73 | 100% | 350.00 | 0.00 | pass | +| Pyrefly | yes | 4.67 | 5.99 | 100% | 2759.00 | +2409.00 | pass | +| pylsp-mypy | yes | 197.15 | 205.38 | 100% | 301.00 | -49.00 | pass | ### build report definition @@ -216,10 +216,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 0.22 | 0.24 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass | | Pyright | yes | 0.44 | 0.51 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.07 | 1.09 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.04 | 1.08 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 2.32 | 3.43 | 100% | 1.00 | 0.00 | pass | ### edit dataframe then complete (edit+completion) @@ -227,10 +227,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 16.37 | 17.70 | 100% | 448.00 | +8.00 | pass | -| Pyrefly | yes | 68.00 | 98.37 | 100% | 256.00 | -184.00 | pass | -| pylsp-mypy | yes | 215.66 | 217.79 | 100% | 441.00 | +1.00 | pass | -| Pyright | yes | 633.01 | 1277.63 | 100% | 440.00 | 0.00 | pass | +| Ty | yes | 20.40 | 20.83 | 100% | 448.00 | +8.00 | pass | +| Pyrefly | yes | 28.87 | 52.76 | 100% | 256.00 | -184.00 | pass | +| pylsp-mypy | yes | 237.44 | 244.50 | 100% | 441.00 | +1.00 | pass | +| Pyright | yes | 803.02 | 1258.21 | 100% | 440.00 | 0.00 | pass | ### edit dataframe then hover (edit+hover) @@ -238,10 +238,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 4.84 | 4.87 | 100% | 4441.00 | +149.00 | pass | -| Pyrefly | yes | 7.58 | 14.78 | 100% | 943.00 | -3349.00 | pass | -| Pyright | yes | 10.38 | 12.11 | 100% | 4292.00 | 0.00 | pass | -| pylsp-mypy | yes | 177.53 | 178.02 | 100% | 232.00 | -4060.00 | pass | +| Ty | yes | 6.12 | 6.28 | 100% | 4441.00 | +149.00 | pass | +| Pyrefly | yes | 6.36 | 22.05 | 100% | 943.00 | -3349.00 | pass | +| Pyright | yes | 12.56 | 13.38 | 100% | 4292.00 | 0.00 | pass | +| pylsp-mypy | yes | 185.77 | 186.24 | 100% | 232.00 | -4060.00 | pass | ### Result Differences @@ -254,10 +254,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 366.23 | 2.61 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 887.45 | 20.01 | 5 | 25 | 100% | 0 | -| Pyright | yes | 3617.68 | 48.49 | 5 | 25 | 100% | 0 | -| pylsp-mypy | no | 6906.74 | 117.75 | 5 | 25 | 60% | 2 | +| Ty | yes | 384.84 | 2.78 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 826.49 | 17.66 | 5 | 25 | 100% | 0 | +| Pyright | yes | 3678.16 | 50.00 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 7220.96 | 126.76 | 5 | 25 | 60% | 2 | ### query completion @@ -265,10 +265,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 3.35 | 7.77 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 7.29 | 11.46 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 81.37 | 323.24 | 100% | 15.00 | +14.00 | pass | -| pylsp-mypy | yes | 187.53 | 444.57 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 3.59 | 8.08 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 8.15 | 13.97 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 85.72 | 341.80 | 100% | 15.00 | +14.00 | pass | +| pylsp-mypy | yes | 224.77 | 494.00 | 100% | 1.00 | 0.00 | pass | ### sessionmaker hover @@ -276,10 +276,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.39 | 0.41 | 100% | 10621.00 | +49.00 | pass | -| Pyrefly | yes | 1.05 | 1.09 | 100% | 15232.00 | +4660.00 | pass | -| Pyright | yes | 1.32 | 1.60 | 100% | 10572.00 | 0.00 | pass | -| pylsp-mypy | yes | 322.63 | 325.25 | 100% | 10498.00 | -74.00 | pass | +| Ty | yes | 0.41 | 0.44 | 100% | 10621.00 | +49.00 | pass | +| Pyrefly | yes | 1.04 | 1.06 | 100% | 15232.00 | +4660.00 | pass | +| Pyright | yes | 1.25 | 1.36 | 100% | 10572.00 | 0.00 | pass | +| pylsp-mypy | yes | 329.41 | 330.37 | 100% | 10498.00 | -74.00 | pass | ### mapped class definition @@ -288,9 +288,9 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | | Ty | yes | 0.21 | 0.22 | 100% | 2.00 | +1.00 | pass | -| Pyrefly | yes | 0.25 | 0.30 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.43 | 0.61 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.09 | 1.11 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.27 | 0.29 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.40 | 0.46 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.13 | 1.35 | 100% | 1.00 | 0.00 | pass | ### edit query then complete (edit+completion) @@ -298,10 +298,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 4.74 | 5.11 | 100% | 23.00 | -15.00 | pass | -| Pyrefly | yes | 11.56 | 29.04 | 100% | 17.00 | -21.00 | pass | -| pylsp-mypy | no | 38.48 | 38.83 | 0% | 0.00 | -38.00 | fail (10) | -| Pyright | yes | 140.78 | 195.19 | 100% | 38.00 | 0.00 | pass | +| Pyrefly | yes | 0.74 | 0.78 | 100% | 17.00 | -21.00 | pass | +| Ty | yes | 5.17 | 6.32 | 100% | 23.00 | -15.00 | pass | +| pylsp-mypy | no | 38.76 | 38.95 | 0% | 0.00 | -38.00 | fail (10) | +| Pyright | yes | 145.65 | 208.58 | 100% | 38.00 | 0.00 | pass | ### edit session then hover (edit+hover) @@ -309,10 +309,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 4.36 | 4.41 | 100% | 958.00 | +58.00 | pass | -| Pyrefly | yes | 5.79 | 5.83 | 100% | 2246.00 | +1346.00 | pass | -| pylsp-mypy | no | 39.03 | 39.16 | 0% | 0.00 | -900.00 | fail (10) | -| Pyright | yes | 92.64 | 101.41 | 100% | 900.00 | 0.00 | pass | +| Pyrefly | yes | 0.52 | 0.56 | 100% | 2246.00 | +1346.00 | pass | +| Ty | yes | 4.53 | 4.57 | 100% | 958.00 | +58.00 | pass | +| pylsp-mypy | no | 39.74 | 41.12 | 0% | 0.00 | -900.00 | fail (10) | +| Pyright | yes | 94.56 | 103.53 | 100% | 900.00 | 0.00 | pass | ### Result Differences @@ -326,10 +326,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 2687.92 | 4.71 | 5 | 25 | 100% | 0 | -| Pyright | yes | 15536.80 | 106.90 | 5 | 25 | 80% | 0 | -| Pyrefly | yes | 5691.94 | 182.07 | 5 | 25 | 80% | 0 | -| pylsp-mypy | no | 181644.97 | 1537.19 | 5 | 25 | 40% | 2 | +| Ty | yes | 3026.41 | 5.67 | 5 | 25 | 100% | 0 | +| Pyright | yes | 16424.65 | 119.67 | 5 | 25 | 80% | 0 | +| Pyrefly | yes | 5582.73 | 176.09 | 5 | 25 | 80% | 0 | +| pylsp-mypy | no | 179571.21 | 1553.94 | 5 | 25 | 40% | 2 | ### classifier pipeline completion @@ -337,10 +337,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 11.21 | 12.55 | 100% | 777.00 | +654.00 | pass | -| Pyright | yes | 50.56 | 84.85 | 100% | 123.00 | 0.00 | pass | -| pylsp-mypy | yes | 143.48 | 145.03 | 100% | 2.00 | -121.00 | pass | -| Pyrefly | yes | 892.88 | 3547.18 | 100% | 15.00 | -108.00 | pass | +| Ty | yes | 14.38 | 15.99 | 100% | 777.00 | +654.00 | pass | +| Pyright | yes | 55.48 | 85.02 | 100% | 123.00 | 0.00 | pass | +| pylsp-mypy | yes | 147.98 | 151.59 | 100% | 2.00 | -121.00 | pass | +| Pyrefly | yes | 861.55 | 3445.27 | 100% | 15.00 | -108.00 | pass | ### pipeline hover @@ -348,10 +348,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.23 | 0.25 | 100% | 7.00 | -27.00 | pass | -| Pyrefly | yes | 0.26 | 0.27 | 100% | 48.00 | +14.00 | pass | -| Pyright | yes | 0.45 | 0.51 | 100% | 34.00 | 0.00 | pass | -| pylsp-mypy | no | 2737.24 | 2765.12 | 0% | 0.00 | -34.00 | fail (10) | +| Pyrefly | yes | 0.21 | 0.22 | 100% | 48.00 | +14.00 | pass | +| Ty | yes | 0.38 | 0.81 | 100% | 7.00 | -27.00 | pass | +| Pyright | yes | 0.48 | 0.59 | 100% | 34.00 | 0.00 | pass | +| pylsp-mypy | no | 2748.10 | 2786.14 | 0% | 0.00 | -34.00 | fail (10) | ### auto tokenizer definition @@ -359,10 +359,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.28 | 0.29 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.43 | 0.47 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 0.45 | 1.07 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 2172.17 | 2196.45 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.30 | 0.33 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.45 | 0.55 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 2209.37 | 2244.61 | 100% | 1.00 | 0.00 | pass | ### edit prediction then complete (edit+completion) @@ -370,10 +370,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| pylsp-mypy | yes | 2.63 | 2.85 | 0% | 0.00 | 0.00 | pass | -| Ty | yes | 6.01 | 6.11 | 100% | 23.00 | +23.00 | pass | -| Pyright | yes | 6.67 | 7.92 | 0% | 0.00 | 0.00 | pass | -| Pyrefly | yes | 14.67 | 28.27 | 0% | 0.00 | 0.00 | pass | +| pylsp-mypy | yes | 2.51 | 2.58 | 0% | 0.00 | 0.00 | pass | +| Ty | yes | 7.24 | 8.70 | 100% | 23.00 | +23.00 | pass | +| Pyrefly | yes | 8.07 | 20.65 | 0% | 0.00 | 0.00 | pass | +| Pyright | yes | 8.12 | 11.26 | 0% | 0.00 | 0.00 | pass | ### edit tokenizer then hover (edit+hover) @@ -381,10 +381,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 2.08 | 5.26 | 100% | 33.00 | +3.00 | pass | -| Ty | yes | 5.82 | 5.94 | 100% | 7.00 | -23.00 | pass | -| Pyright | yes | 476.39 | 505.54 | 100% | 30.00 | 0.00 | pass | -| pylsp-mypy | no | 2630.44 | 2651.58 | 0% | 0.00 | -30.00 | fail (10) | +| Ty | yes | 6.05 | 6.13 | 100% | 7.00 | -23.00 | pass | +| Pyrefly | yes | 10.38 | 23.80 | 100% | 33.00 | +3.00 | pass | +| Pyright | yes | 533.80 | 550.81 | 100% | 30.00 | 0.00 | pass | +| pylsp-mypy | no | 2661.74 | 2700.87 | 0% | 0.00 | -30.00 | fail (10) | ### Result Differences @@ -397,10 +397,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 411.72 | 3.04 | 5 | 25 | 100% | 0 | -| Pyright | yes | 1525.05 | 8.97 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 884.96 | 13.61 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 4773.03 | 105.62 | 5 | 25 | 100% | 0 | +| Ty | yes | 424.28 | 3.37 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1592.40 | 9.79 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 953.66 | 15.53 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 4852.57 | 98.47 | 5 | 25 | 100% | 0 | ### request args completion @@ -408,10 +408,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyright | yes | 4.46 | 8.02 | 100% | 14.00 | 0.00 | pass | -| Ty | yes | 5.83 | 8.36 | 100% | 467.00 | +453.00 | pass | -| Pyrefly | yes | 56.24 | 187.16 | 100% | 487.80 | +473.80 | pass | -| pylsp-mypy | yes | 67.24 | 109.98 | 100% | 1.00 | -13.00 | pass | +| Pyright | yes | 6.04 | 9.64 | 100% | 14.00 | 0.00 | pass | +| Ty | yes | 6.34 | 8.82 | 100% | 467.00 | +453.00 | pass | +| pylsp-mypy | yes | 59.15 | 101.14 | 100% | 1.00 | -13.00 | pass | +| Pyrefly | yes | 70.81 | 192.34 | 100% | 487.80 | +473.80 | pass | ### client session hover @@ -419,10 +419,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.21 | 0.24 | 100% | 7.00 | -19.00 | pass | -| Pyright | yes | 0.50 | 0.56 | 100% | 26.00 | 0.00 | pass | -| Pyrefly | yes | 5.29 | 18.48 | 100% | 167.00 | +141.00 | pass | -| pylsp-mypy | yes | 82.78 | 204.28 | 100% | 359.00 | +333.00 | pass | +| Ty | yes | 0.22 | 0.26 | 100% | 7.00 | -19.00 | pass | +| Pyrefly | yes | 0.25 | 0.31 | 100% | 167.00 | +141.00 | pass | +| Pyright | yes | 0.53 | 0.60 | 100% | 26.00 | 0.00 | pass | +| pylsp-mypy | yes | 54.63 | 124.00 | 100% | 359.00 | +333.00 | pass | ### client references @@ -430,10 +430,10 @@ Method: `textDocument/references` | Server | Success | Mean ms | P95 ms | Non-empty % | References found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.33 | 0.35 | 100% | 2.00 | 0.00 | pass | -| Ty | yes | 0.69 | 0.77 | 100% | 2.00 | 0.00 | pass | -| Pyright | yes | 0.72 | 0.87 | 100% | 2.00 | 0.00 | pass | -| pylsp-mypy | yes | 65.26 | 121.86 | 100% | 2.00 | 0.00 | pass | +| Pyrefly | yes | 0.34 | 0.36 | 100% | 2.00 | 0.00 | pass | +| Ty | yes | 0.63 | 0.72 | 100% | 2.00 | 0.00 | pass | +| Pyright | yes | 0.82 | 0.90 | 100% | 2.00 | 0.00 | pass | +| pylsp-mypy | yes | 61.10 | 69.33 | 100% | 2.00 | 0.00 | pass | ### edit response then complete (edit+completion) @@ -441,10 +441,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 2.26 | 4.85 | 100% | 32.00 | -173.00 | pass | -| Pyright | yes | 4.33 | 5.45 | 100% | 205.00 | 0.00 | pass | -| Ty | yes | 5.11 | 5.75 | 100% | 225.00 | +20.00 | pass | -| pylsp-mypy | yes | 87.25 | 90.29 | 100% | 57.00 | -148.00 | pass | +| Pyrefly | yes | 3.89 | 5.02 | 100% | 32.00 | -173.00 | pass | +| Pyright | yes | 5.34 | 6.48 | 100% | 205.00 | 0.00 | pass | +| Ty | yes | 6.06 | 6.48 | 100% | 225.00 | +20.00 | pass | +| pylsp-mypy | yes | 86.88 | 89.55 | 100% | 57.00 | -148.00 | pass | ### edit response then hover (edit+hover) @@ -452,10 +452,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 3.34 | 3.36 | 100% | 1555.00 | +1135.00 | pass | -| Pyrefly | yes | 3.93 | 5.82 | 100% | 9977.00 | +9557.00 | pass | -| Pyright | yes | 34.83 | 40.48 | 100% | 420.00 | 0.00 | pass | -| pylsp-mypy | yes | 225.56 | 226.82 | 100% | 880.00 | +460.00 | pass | +| Pyrefly | yes | 2.35 | 4.69 | 100% | 9977.00 | +9557.00 | pass | +| Ty | yes | 3.62 | 3.78 | 100% | 1555.00 | +1135.00 | pass | +| Pyright | yes | 36.23 | 40.49 | 100% | 420.00 | 0.00 | pass | +| pylsp-mypy | yes | 230.57 | 232.76 | 100% | 880.00 | +460.00 | pass | ### Result Differences @@ -468,7 +468,7 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Pyrefly | no | 215.32 | 0.32 | 8 | 40 | 100% | 2 | +| Pyrefly | no | 225.07 | 0.42 | 8 | 40 | 100% | 2 | ### builtins semantic tokens @@ -476,7 +476,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.98 | 1.03 | 100% | 30.00 | 0.00 | pass | +| Pyrefly | yes | 1.81 | 4.30 | 100% | 30.00 | 0.00 | pass | ### builtin int computed type @@ -484,7 +484,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.19 | 0.21 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.20 | 0.21 | 100% | 7.00 | 0.00 | pass | ### list declared type @@ -492,7 +492,7 @@ Method: `typeServer/getDeclaredType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.25 | 0.27 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.24 | 0.25 | 100% | 7.00 | 0.00 | pass | ### generic specialization computed type @@ -500,7 +500,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.23 | 0.23 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.23 | 0.25 | 100% | 7.00 | 0.00 | pass | ### stdlib path computed type @@ -516,13 +516,13 @@ Method: `typeServer/getExpectedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.23 | 0.25 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.24 | 0.25 | 100% | 7.00 | 0.00 | pass | ## Benchmark: tsp_semantic | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Pyrefly | yes | 5734.57 | 29.82 | 3 | 15 | 100% | 0 | +| Pyrefly | yes | 6539.95 | 63.36 | 3 | 15 | 100% | 0 | ### django semantic tokens @@ -530,7 +530,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 20.95 | 39.20 | 100% | 126.00 | 0.00 | pass | +| Pyrefly | yes | 11.35 | 14.81 | 100% | 126.00 | 0.00 | pass | ### transformers semantic tokens @@ -538,7 +538,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 61.31 | 66.54 | 100% | 74.00 | 0.00 | pass | +| Pyrefly | yes | 126.88 | 168.75 | 100% | 74.00 | 0.00 | pass | ### stdlib semantic tokens @@ -546,4 +546,4 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 7.20 | 7.43 | 100% | 75.00 | 0.00 | pass | +| Pyrefly | yes | 51.83 | 59.42 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/ty-20260920T060502Z-responses.jsonl b/latest-results/ty-20260921T060722Z-responses.jsonl similarity index 100% rename from latest-results/ty-20260920T060502Z-responses.jsonl rename to latest-results/ty-20260921T060722Z-responses.jsonl diff --git a/latest-results/ty-20260920T060502Z.json b/latest-results/ty-20260921T060722Z.json similarity index 90% rename from latest-results/ty-20260920T060502Z.json rename to latest-results/ty-20260921T060722Z.json index 9e40c73..4bb93ad 100644 --- a/latest-results/ty-20260920T060502Z.json +++ b/latest-results/ty-20260921T060722Z.json @@ -12,8 +12,8 @@ "transformers", "web" ], - "started_at_unix": 1789884393.5429137, - "finished_at_unix": 1789884398.6855578, + "started_at_unix": 1789970933.1179457, + "finished_at_unix": 1789970938.766339, "scenario_reports": [], "benchmark_reports": [ { @@ -26,7 +26,7 @@ "environment_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/data_science/.venv", "python_executable": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/data_science/.venv/bin/python", "success": true, - "total_duration_ms": 508.9334410000106, + "total_duration_ms": 548.297926999993, "error_message": null, "summary": { "request_count": 32, @@ -35,11 +35,11 @@ "failure_count": 0, "bytes_sent": 18656, "bytes_received": 878182, - "min_ms": 0.20915400000376394, - "max_ms": 291.46557699999676, - "mean_ms": 15.248975874996518, - "median_ms": 1.7359589999870195, - "p95_ms": 44.31214055001073, + "min_ms": 0.2182169999969119, + "max_ms": 297.2880000000089, + "mean_ms": 16.420566968750272, + "median_ms": 1.8149610000079974, + "p95_ms": 48.943393499995075, "result_summary": { "present_count": 31, "empty_count": 1, @@ -95,27 +95,27 @@ "by_method": { "textDocument/completion": { "point_count": 2, - "min_ms": 1.5262839999934386, - "max_ms": 13.6232750000147, - "mean_ms": 6.879686699997478, - "median_ms": 6.724527999992347, - "p95_ms": 12.809136350001891 + "min_ms": 1.524469000003137, + "max_ms": 18.554177999988042, + "mean_ms": 9.024643800000831, + "median_ms": 8.826219499994181, + "p95_ms": 17.378495849992245 }, "textDocument/hover": { "point_count": 2, - "min_ms": 0.3173079999783113, - "max_ms": 5.916721999994934, - "mean_ms": 3.099057599993671, - "median_ms": 3.0708584999956656, - "p95_ms": 5.915874650003161 + "min_ms": 0.315096999997877, + "max_ms": 7.238362000009602, + "mean_ms": 3.47134639999922, + "median_ms": 3.28625099999158, + "p95_ms": 7.049324649999278 }, "textDocument/definition": { "point_count": 1, - "min_ms": 0.20915400000376394, - "max_ms": 0.22666699999263074, - "mean_ms": 0.21949739999627127, - "median_ms": 0.2211660000170923, - "p95_ms": 0.22594959999082675 + "min_ms": 0.2182169999969119, + "max_ms": 0.23227200000519588, + "mean_ms": 0.2245821999963482, + "median_ms": 0.22527899997726308, + "p95_ms": 0.23132640000653737 } }, "validation": { @@ -141,11 +141,11 @@ "failure_count": 0, "bytes_sent": 1425, "bytes_received": 306250, - "min_ms": 1.5262839999934386, - "max_ms": 1.7420399999821257, - "mean_ms": 1.6356741999913993, - "median_ms": 1.6124969999964378, - "p95_ms": 1.7396075999840832, + "min_ms": 1.524469000003137, + "max_ms": 1.9206979999921714, + "mean_ms": 1.6740320000053543, + "median_ms": 1.6330210000035095, + "p95_ms": 1.8784031999985016, "result_summary": { "present_count": 5, "empty_count": 0, @@ -205,9 +205,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 291.46557699999676, + "duration_ms": 297.2880000000089, "success": true, - "started_at_unix": 1789884393.5607927, + "started_at_unix": 1789970933.1358798, "bytes_sent": 285, "bytes_received": 61250, "request_id": 2, @@ -235,9 +235,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.7298779999919134, + "duration_ms": 1.9206979999921714, "success": true, - "started_at_unix": 1789884393.8531878, + "started_at_unix": 1789970933.4342196, "bytes_sent": 285, "bytes_received": 61250, "request_id": 3, @@ -265,9 +265,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.7420399999821257, + "duration_ms": 1.7092240000238235, "success": true, - "started_at_unix": 1789884393.8561928, + "started_at_unix": 1789970933.4374375, "bytes_sent": 285, "bytes_received": 61250, "request_id": 4, @@ -295,9 +295,9 @@ { "kind": "request", "method": 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