From 3007e06ea55ca1c7c33c724527224937044db596 Mon Sep 17 00:00:00 2001 From: rchiodo <19672699+rchiodo@users.noreply.github.com> Date: Wed, 23 Sep 2026 06:11:56 +0000 Subject: [PATCH] Update benchmark results from workflow runner --- latest-results.md | 322 +- ...lsp-mypy-20260923T060603Z-responses.jsonl} | 6 +- ....json => pylsp-mypy-20260923T060603Z.json} | 2784 +++---- ... pyrefly-20260923T060603Z-responses.jsonl} | 52 +- ...45Z.json => pyrefly-20260923T060603Z.json} | 6750 ++++++++--------- ... pyright-20260923T060603Z-responses.jsonl} | 0 ...45Z.json => pyright-20260923T060603Z.json} | 2740 +++---- latest-results/summary-20260922T060545Z.csv | 132 - latest-results/summary-20260923T060603Z.csv | 132 + ...45Z.json => summary-20260923T060603Z.json} | 10 +- ...060545Z.md => summary-20260923T060603Z.md} | 320 +- ...nl => ty-20260923T060603Z-responses.jsonl} | 0 ...T060545Z.json => ty-20260923T060603Z.json} | 2740 +++---- 13 files changed, 7980 insertions(+), 8008 deletions(-) rename latest-results/{pylsp-mypy-20260922T060545Z-responses.jsonl => pylsp-mypy-20260923T060603Z-responses.jsonl} (98%) rename latest-results/{pylsp-mypy-20260922T060545Z.json => pylsp-mypy-20260923T060603Z.json} (90%) rename latest-results/{pyrefly-20260922T060545Z-responses.jsonl => pyrefly-20260923T060603Z-responses.jsonl} (99%) rename latest-results/{pyrefly-20260922T060545Z.json => pyrefly-20260923T060603Z.json} (91%) rename latest-results/{pyright-20260922T060545Z-responses.jsonl => pyright-20260923T060603Z-responses.jsonl} (100%) rename latest-results/{pyright-20260922T060545Z.json => pyright-20260923T060603Z.json} (90%) delete mode 100644 latest-results/summary-20260922T060545Z.csv create mode 100644 latest-results/summary-20260923T060603Z.csv rename latest-results/{summary-20260922T060545Z.json => summary-20260923T060603Z.json} (93%) rename latest-results/{summary-20260922T060545Z.md => summary-20260923T060603Z.md} (60%) rename latest-results/{ty-20260922T060545Z-responses.jsonl => ty-20260923T060603Z-responses.jsonl} (100%) rename latest-results/{ty-20260922T060545Z.json => ty-20260923T060603Z.json} (90%) diff --git a/latest-results.md b/latest-results.md index 0c3affb..faec52c 100644 --- a/latest-results.md +++ b/latest-results.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20260922T060545Z.json` +Generated from `results/bench-servers/summary-20260923T060603Z.json` -- Generated at: 20260922T060545Z +- Generated at: 20260923T060603Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260922T060545Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260922T060545Z.json) | yes | 6 | 5018.11 | 4.14 | 150 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | no | 8 | 16445.96 | 36.53 | 205 | 97% | 2 | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 6 | 37215.26 | 66.75 | 150 | 97% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | no | 6 | 216321.07 | 368.24 | 150 | 80% | 5 | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 6 | 5198.53 | 4.25 | 150 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | no | 8 | 16768.31 | 37.61 | 205 | 97% | 2 | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 6 | 38479.60 | 73.51 | 150 | 97% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | no | 6 | 220891.00 | 373.99 | 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-20260922T060545Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260922T060545Z.json) | yes | 493.68 | 4.05 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 1092.34 | 24.01 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 4474.20 | 75.17 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | no | 7706.46 | 112.31 | 5 | 25 | 80% | 1 | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 487.88 | 3.90 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 1182.44 | 27.11 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 4675.40 | 77.97 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | no | 7874.03 | 116.42 | 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-20260922T060545Z.json) | yes | 1.67 | 1.90 | 100% | 223.00 | +22.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 5.85 | 10.97 | 100% | 201.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 87.42 | 336.39 | 100% | 250.00 | +49.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 213.17 | 463.91 | 100% | 188.00 | -13.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 1.60 | 1.78 | 100% | 223.00 | +22.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 6.18 | 9.45 | 100% | 201.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 90.82 | 357.79 | 100% | 250.00 | +49.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 230.81 | 441.98 | 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-20260922T060545Z.json) | yes | 0.32 | 0.34 | 100% | 4232.00 | +213.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 1.03 | 1.31 | 100% | 4019.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 3.07 | 4.75 | 100% | 3182.00 | -837.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 176.77 | 178.89 | 100% | 4134.00 | +115.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 0.31 | 0.33 | 100% | 4232.00 | +213.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 1.12 | 1.40 | 100% | 4019.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 2.54 | 2.69 | 100% | 3182.00 | -837.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 178.78 | 180.19 | 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-20260922T060545Z.json) | yes | 0.21 | 0.22 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 0.32 | 0.60 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 0.40 | 0.45 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 1.03 | 1.10 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 0.21 | 0.22 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 0.41 | 0.49 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 0.65 | 1.89 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 1.06 | 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-20260922T060545Z.json) | no | 4.39 | 4.62 | 0% | 0.00 | -168.00 | fail (10) | -| [Ty](latest-results/ty-20260922T060545Z.json) | yes | 12.68 | 14.19 | 100% | 168.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 27.61 | 31.98 | 100% | 149.00 | -19.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 338.37 | 457.89 | 100% | 168.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | no | 4.75 | 5.00 | 0% | 0.00 | -168.00 | fail (10) | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 11.98 | 13.74 | 100% | 168.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 38.12 | 51.86 | 100% | 149.00 | -19.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 350.49 | 462.58 | 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-20260922T060545Z.json) | yes | 1.61 | 4.71 | 100% | 2546.00 | +2268.00 | pass | -| [Ty](latest-results/ty-20260922T060545Z.json) | yes | 5.36 | 5.38 | 100% | 267.00 | -11.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 30.18 | 35.93 | 100% | 278.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 166.17 | 168.07 | 100% | 5662.00 | +5384.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 3.44 | 3.71 | 100% | 2546.00 | +2268.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 5.40 | 5.45 | 100% | 267.00 | -11.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 31.64 | 34.64 | 100% | 278.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 166.68 | 170.25 | 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-20260922T060545Z.json) | yes | 261.78 | 2.56 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 304.91 | 5.19 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 1458.93 | 14.13 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 7666.54 | 171.08 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 258.81 | 2.55 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 313.46 | 4.51 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 1474.28 | 14.37 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 8005.21 | 177.64 | 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-20260922T060545Z.json) | yes | 4.59 | 6.57 | 100% | 261.00 | +251.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 4.85 | 7.90 | 100% | 10.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 17.34 | 62.27 | 100% | 15.00 | +5.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 211.26 | 647.66 | 100% | 2.00 | -8.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 4.61 | 6.71 | 100% | 261.00 | +251.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 4.64 | 7.36 | 100% | 10.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 16.93 | 65.37 | 100% | 15.00 | +5.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 216.71 | 660.78 | 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-20260922T060545Z.json) | yes | 0.21 | 0.23 | 100% | 46.00 | -11.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 0.54 | 0.63 | 100% | 57.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 3.33 | 4.61 | 100% | 298.00 | +241.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 154.62 | 156.73 | 100% | 57.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 0.23 | 0.25 | 100% | 46.00 | -11.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 0.24 | 0.30 | 100% | 298.00 | +241.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 0.55 | 0.59 | 100% | 57.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 155.55 | 157.46 | 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-20260922T060545Z.json) | yes | 0.18 | 0.20 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 0.39 | 0.45 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 1.05 | 1.10 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 1.97 | 3.51 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 0.20 | 0.22 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 0.21 | 0.22 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 0.40 | 0.44 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 1.07 | 1.13 | 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-20260922T060545Z.json) | yes | 1.81 | 3.81 | 100% | 83.00 | -21.00 | pass | -| [Ty](latest-results/ty-20260922T060545Z.json) | yes | 4.57 | 4.88 | 100% | 104.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 26.41 | 28.34 | 100% | 104.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 247.61 | 280.83 | 100% | 143.00 | +39.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 3.78 | 8.14 | 100% | 83.00 | -21.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 4.56 | 4.69 | 100% | 104.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 26.56 | 29.55 | 100% | 104.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 257.40 | 301.61 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 1.52 | 4.19 | 100% | 858.00 | +775.00 | pass | -| [Ty](latest-results/ty-20260922T060545Z.json) | yes | 3.27 | 3.92 | 100% | 100.00 | +17.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 38.45 | 45.15 | 100% | 83.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 240.88 | 242.26 | 100% | 71.00 | -12.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 1.39 | 3.64 | 100% | 858.00 | +775.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 3.14 | 3.16 | 100% | 100.00 | +17.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 39.71 | 46.27 | 100% | 83.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 257.47 | 285.24 | 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-20260922T060545Z.json) | yes | 830.36 | 8.05 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 1108.00 | 26.90 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 7826.35 | 140.28 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 10563.58 | 144.42 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 843.20 | 7.86 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 1320.46 | 34.30 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 7811.16 | 141.46 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 11332.22 | 183.45 | 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-20260922T060545Z.json) | yes | 18.24 | 21.67 | 100% | 1000.00 | +728.80 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 85.14 | 336.83 | 100% | 16.00 | -255.20 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 86.41 | 295.24 | 100% | 271.20 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 101.88 | 250.06 | 100% | 6.00 | -265.20 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 18.08 | 21.72 | 100% | 1000.00 | +728.80 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 76.86 | 256.74 | 100% | 271.20 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 93.24 | 372.01 | 100% | 16.00 | -255.20 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 108.83 | 275.74 | 100% | 6.00 | -265.20 | 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-20260922T060545Z.json) | yes | 0.28 | 0.30 | 100% | 329.00 | -21.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 1.07 | 2.17 | 100% | 350.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 5.26 | 7.49 | 100% | 2759.00 | +2409.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 190.87 | 192.93 | 100% | 301.00 | -49.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 0.27 | 0.31 | 100% | 329.00 | -21.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 0.77 | 0.87 | 100% | 350.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 5.34 | 6.17 | 100% | 2759.00 | +2409.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 189.68 | 191.82 | 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-20260922T060545Z.json) | yes | 0.22 | 0.22 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 0.38 | 0.43 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 1.06 | 1.07 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 2.90 | 2.92 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 0.19 | 0.19 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 0.45 | 0.52 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 1.08 | 1.29 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 2.91 | 2.93 | 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-20260922T060545Z.json) | yes | 17.02 | 18.15 | 100% | 448.00 | +8.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 40.53 | 67.18 | 100% | 256.00 | -184.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 225.32 | 227.61 | 100% | 441.00 | +1.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 622.85 | 1234.45 | 100% | 440.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 16.31 | 17.64 | 100% | 448.00 | +8.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 43.24 | 69.97 | 100% | 256.00 | -184.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 226.14 | 229.22 | 100% | 441.00 | +1.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 828.25 | 1281.23 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 0.67 | 0.76 | 100% | 943.00 | -3349.00 | pass | -| [Ty](latest-results/ty-20260922T060545Z.json) | yes | 4.50 | 4.56 | 100% | 4441.00 | +149.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 11.41 | 15.74 | 100% | 4292.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 182.27 | 189.42 | 100% | 232.00 | -4060.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 4.48 | 4.51 | 100% | 4441.00 | +149.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 10.93 | 12.30 | 100% | 4292.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 26.77 | 89.93 | 100% | 943.00 | -3349.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 181.56 | 183.95 | 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-20260922T060545Z.json) | yes | 363.94 | 2.65 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 830.06 | 18.15 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 3562.76 | 49.28 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | no | 6985.56 | 121.77 | 5 | 25 | 60% | 2 | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 364.13 | 2.64 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 891.61 | 19.65 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 3611.04 | 47.51 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | no | 7031.44 | 124.37 | 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-20260922T060545Z.json) | yes | 3.38 | 7.76 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 7.05 | 10.54 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 88.28 | 352.18 | 100% | 15.00 | +14.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 208.40 | 468.04 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 3.38 | 7.73 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 6.76 | 12.61 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 85.00 | 339.11 | 100% | 15.00 | +14.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 216.59 | 494.07 | 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-20260922T060545Z.json) | yes | 0.39 | 0.42 | 100% | 10621.00 | +49.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 0.99 | 1.02 | 100% | 15232.00 | +4660.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 1.13 | 1.25 | 100% | 10572.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 323.32 | 325.58 | 100% | 10498.00 | -74.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 0.41 | 0.44 | 100% | 10621.00 | +49.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 1.19 | 1.59 | 100% | 15232.00 | +4660.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 1.21 | 1.33 | 100% | 10572.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 328.22 | 329.92 | 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-20260922T060545Z.json) | yes | 0.21 | 0.21 | 100% | 2.00 | +1.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 0.23 | 0.26 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 0.38 | 0.41 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 1.27 | 1.58 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 0.23 | 0.25 | 100% | 2.00 | +1.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 0.26 | 0.30 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 0.41 | 0.46 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 1.14 | 1.30 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 0.75 | 0.81 | 100% | 17.00 | -21.00 | pass | -| [Ty](latest-results/ty-20260922T060545Z.json) | yes | 4.80 | 5.07 | 100% | 23.00 | -15.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | no | 37.38 | 37.68 | 0% | 0.00 | -38.00 | fail (10) | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 139.53 | 176.86 | 100% | 38.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 2.19 | 3.64 | 100% | 17.00 | -21.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 4.75 | 5.02 | 100% | 23.00 | -15.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | no | 38.12 | 38.54 | 0% | 0.00 | -38.00 | fail (10) | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 139.54 | 181.06 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 0.49 | 0.55 | 100% | 2246.00 | +1346.00 | pass | -| [Ty](latest-results/ty-20260922T060545Z.json) | yes | 4.48 | 4.58 | 100% | 958.00 | +58.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | no | 38.51 | 39.16 | 0% | 0.00 | -900.00 | fail (10) | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 98.29 | 104.66 | 100% | 900.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 4.43 | 4.49 | 100% | 958.00 | +58.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 9.60 | 25.27 | 100% | 2246.00 | +1346.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | no | 37.79 | 38.09 | 0% | 0.00 | -900.00 | fail (10) | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 89.63 | 101.97 | 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-20260922T060545Z.json) | yes | 2726.39 | 4.69 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 15620.50 | 108.51 | 5 | 25 | 80% | 0 | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 5420.31 | 170.73 | 5 | 25 | 80% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | no | 181192.64 | 1557.69 | 5 | 25 | 40% | 2 | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 2845.03 | 5.15 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 15845.60 | 108.42 | 5 | 25 | 80% | 0 | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 5500.90 | 173.44 | 5 | 25 | 80% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | no | 185199.04 | 1575.76 | 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-20260922T060545Z.json) | yes | 11.27 | 12.65 | 100% | 777.00 | +654.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 50.79 | 84.07 | 100% | 123.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 142.84 | 144.17 | 100% | 2.00 | -121.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 830.08 | 3319.41 | 100% | 15.00 | -108.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 13.10 | 14.79 | 100% | 777.00 | +654.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 48.63 | 79.28 | 100% | 123.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 144.00 | 145.52 | 100% | 2.00 | -121.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 852.12 | 3372.89 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 0.20 | 0.21 | 100% | 48.00 | +14.00 | pass | -| [Ty](latest-results/ty-20260922T060545Z.json) | yes | 0.23 | 0.25 | 100% | 7.00 | -27.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 0.49 | 0.55 | 100% | 34.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | no | 2769.93 | 2799.03 | 0% | 0.00 | -34.00 | fail (10) | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 0.24 | 0.26 | 100% | 7.00 | -27.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 0.48 | 0.57 | 100% | 34.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 0.96 | 2.24 | 100% | 48.00 | +14.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | no | 2809.34 | 2883.19 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260922T060545Z.json) | yes | 0.26 | 0.28 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 0.42 | 0.48 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 2219.35 | 2260.88 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 0.25 | 0.29 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 0.30 | 0.33 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 0.45 | 0.52 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 2234.02 | 2299.54 | 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-20260922T060545Z.json) | yes | 2.59 | 2.80 | 0% | 0.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260922T060545Z.json) | yes | 5.99 | 6.32 | 100% | 23.00 | +23.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 7.75 | 18.79 | 0% | 0.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 8.05 | 11.17 | 0% | 0.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 2.63 | 2.74 | 0% | 0.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 6.18 | 6.55 | 100% | 23.00 | +23.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 7.39 | 10.32 | 0% | 0.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 13.32 | 24.55 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260922T060545Z.json) | yes | 5.70 | 5.75 | 100% | 7.00 | -23.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 15.40 | 25.78 | 100% | 33.00 | +3.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 482.82 | 509.99 | 100% | 30.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | no | 2653.73 | 2674.10 | 0% | 0.00 | -30.00 | fail (10) | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 0.54 | 0.59 | 100% | 33.00 | +3.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 5.94 | 6.05 | 100% | 7.00 | -23.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 485.18 | 516.75 | 100% | 30.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | no | 2688.82 | 2733.40 | 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-20260922T060545Z.json) | yes | 341.97 | 2.80 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 1535.29 | 8.97 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 901.83 | 14.25 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 4943.53 | 106.32 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 399.48 | 3.42 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 1541.06 | 9.36 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 885.35 | 12.93 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 4970.13 | 108.30 | 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-20260922T060545Z.json) | yes | 4.59 | 7.97 | 100% | 14.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260922T060545Z.json) | yes | 5.93 | 8.43 | 100% | 467.00 | +453.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 59.64 | 186.22 | 100% | 487.80 | +473.80 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 68.52 | 90.98 | 100% | 1.00 | -13.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 5.45 | 9.49 | 100% | 14.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 6.98 | 10.73 | 100% | 467.00 | +453.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 55.87 | 183.34 | 100% | 487.80 | +473.80 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 71.96 | 94.04 | 100% | 1.00 | -13.00 | 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-20260922T060545Z.json) | yes | 0.21 | 0.23 | 100% | 7.00 | -19.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 0.48 | 0.55 | 100% | 26.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 5.38 | 18.92 | 100% | 167.00 | +141.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 98.63 | 224.59 | 100% | 359.00 | +333.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 0.23 | 0.25 | 100% | 7.00 | -19.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 0.55 | 0.59 | 100% | 26.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 5.33 | 18.61 | 100% | 167.00 | +141.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 112.70 | 209.34 | 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-20260922T060545Z.json) | yes | 0.32 | 0.33 | 100% | 2.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260922T060545Z.json) | yes | 0.60 | 0.67 | 100% | 2.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 0.81 | 1.05 | 100% | 2.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 46.25 | 89.66 | 100% | 2.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 0.35 | 0.43 | 100% | 2.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 0.61 | 0.67 | 100% | 2.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 0.78 | 0.88 | 100% | 2.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 30.35 | 69.85 | 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-20260922T060545Z.json) | yes | 2.83 | 4.60 | 100% | 32.00 | -173.00 | pass | -| [Ty](latest-results/ty-20260922T060545Z.json) | yes | 4.43 | 4.62 | 100% | 225.00 | +20.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 4.53 | 6.09 | 100% | 205.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 87.15 | 90.60 | 100% | 57.00 | -148.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 0.55 | 0.57 | 100% | 32.00 | -173.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 4.50 | 6.16 | 100% | 205.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 5.45 | 6.40 | 100% | 225.00 | +20.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 94.23 | 105.90 | 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-20260922T060545Z.json) | yes | 2.83 | 2.88 | 100% | 1555.00 | +1135.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260922T060545Z.json) | yes | 3.07 | 5.45 | 100% | 9977.00 | +9557.00 | pass | -| [Pyright](latest-results/pyright-20260922T060545Z.json) | yes | 34.45 | 41.06 | 100% | 420.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260922T060545Z.json) | yes | 231.07 | 232.78 | 100% | 880.00 | +460.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 2.52 | 5.39 | 100% | 9977.00 | +9557.00 | pass | +| [Ty](latest-results/ty-20260923T060603Z.json) | yes | 3.83 | 3.87 | 100% | 1555.00 | +1135.00 | pass | +| [Pyright](latest-results/pyright-20260923T060603Z.json) | yes | 35.55 | 39.47 | 100% | 420.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260923T060603Z.json) | yes | 232.26 | 233.89 | 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-20260922T060545Z.json) | no | 219.88 | 0.41 | 8 | 40 | 100% | 2 | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | no | 216.79 | 0.44 | 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-20260922T060545Z.json) | yes | 1.80 | 4.27 | 100% | 30.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 1.81 | 4.29 | 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-20260922T060545Z.json) | yes | 0.18 | 0.18 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 0.21 | 0.23 | 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-20260922T060545Z.json) | yes | 0.23 | 0.23 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 0.25 | 0.27 | 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-20260922T060545Z.json) | yes | 0.22 | 0.22 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 0.26 | 0.31 | 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-20260922T060545Z.json) | yes | 0.23 | 0.24 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 0.26 | 0.27 | 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-20260922T060545Z.json) | yes | 0.22 | 0.22 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 0.24 | 0.24 | 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-20260922T060545Z.json) | yes | 6568.64 | 66.10 | 3 | 15 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 6457.30 | 59.63 | 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-20260922T060545Z.json) | yes | 10.25 | 11.79 | 100% | 126.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 14.41 | 21.66 | 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-20260922T060545Z.json) | yes | 132.29 | 151.20 | 100% | 74.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 112.34 | 144.09 | 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-20260922T060545Z.json) | yes | 55.75 | 66.38 | 100% | 75.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260923T060603Z.json) | yes | 52.12 | 65.83 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/pylsp-mypy-20260922T060545Z-responses.jsonl b/latest-results/pylsp-mypy-20260923T060603Z-responses.jsonl similarity index 98% rename from latest-results/pylsp-mypy-20260922T060545Z-responses.jsonl rename to latest-results/pylsp-mypy-20260923T060603Z-responses.jsonl index fe62770..0deecf3 100644 --- a/latest-results/pylsp-mypy-20260922T060545Z-responses.jsonl +++ b/latest-results/pylsp-mypy-20260923T060603Z-responses.jsonl @@ -64,9 +64,9 @@ {"suite": "pandas", "label": "build report definition", "method": "textDocument/definition", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 16, "character": 17, "iteration": 4, "result": [{"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "range": {"start": {"line": 3, "character": 4}, "end": {"line": 3, "character": 16}}}]} {"suite": "pandas", "label": "build report definition", "method": "textDocument/definition", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 16, "character": 17, "iteration": 5, "result": [{"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "range": {"start": {"line": 3, "character": 4}, "end": {"line": 3, "character": 16}}}]} {"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"}}, 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-17317,9 +17317,9 @@ { "kind": "notification", "method": "exit", - "duration_ms": 0.02704999997149571, + "duration_ms": 0.02010699995480536, "success": true, - "started_at_unix": 1790057495.788123, + "started_at_unix": 1790143916.0978665, "bytes_sent": 55, "bytes_received": 0, "request_id": null, diff --git a/latest-results/pyrefly-20260922T060545Z-responses.jsonl b/latest-results/pyrefly-20260923T060603Z-responses.jsonl similarity index 99% rename from latest-results/pyrefly-20260922T060545Z-responses.jsonl rename to latest-results/pyrefly-20260923T060603Z-responses.jsonl index 85cbd4e..0c095ad 100644 --- a/latest-results/pyrefly-20260922T060545Z-responses.jsonl +++ b/latest-results/pyrefly-20260923T060603Z-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, 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latest-results/pyright-20260922T060545Z.json rename to latest-results/pyright-20260923T060603Z.json index 551e074..266b16a 100644 --- a/latest-results/pyright-20260922T060545Z.json +++ b/latest-results/pyright-20260923T060603Z.json @@ -13,8 +13,8 @@ "transformers", "web" ], - "started_at_unix": 1790057145.2891958, - "finished_at_unix": 1790057237.3274148, + "started_at_unix": 1790143563.3733337, + "finished_at_unix": 1790143652.782031, "scenario_reports": [], "benchmark_reports": [ { @@ -27,7 +27,7 @@ "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": 4474.1962600000425, + "total_duration_ms": 4675.404977999989, "error_message": null, "summary": { "request_count": 32, @@ -36,11 +36,11 @@ "failure_count": 0, "bytes_sent": 18656, "bytes_received": 584995, - "min_ms": 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"started_at_unix": 1790057237.2114637, + "started_at_unix": 1790143652.664562, "bytes_sent": 241, "bytes_received": 614, "request_id": 29, @@ -17129,9 +17129,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.0368190000017421, + "duration_ms": 0.0344640000093932, "success": true, - "started_at_unix": 1790057237.25064, + "started_at_unix": 1790143652.7007563, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17148,9 +17148,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.02336400001468064, + "duration_ms": 0.021480000015117184, "success": true, - "started_at_unix": 1790057237.2506907, + "started_at_unix": 1790143652.7008028, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17167,9 +17167,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 27.90748000001031, + "duration_ms": 35.68774600000779, "success": true, - "started_at_unix": 1790057237.2507274, + "started_at_unix": 1790143652.7008362, "bytes_sent": 241, "bytes_received": 614, "request_id": 30, @@ -17197,9 +17197,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.03366199996435171, + "duration_ms": 0.034805000012738674, "success": true, - "started_at_unix": 1790057237.2787514, + "started_at_unix": 1790143652.7366662, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17216,9 +17216,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.0217709999787985, + "duration_ms": 0.022572000005993687, "success": true, - "started_at_unix": 1790057237.2787976, + "started_at_unix": 1790143652.736713, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17235,9 +17235,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 30.635306000021956, + "duration_ms": 27.263829999981226, "success": true, - "started_at_unix": 1790057237.2788308, + "started_at_unix": 1790143652.7367482, "bytes_sent": 241, "bytes_received": 614, "request_id": 31, @@ -17265,9 +17265,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.06067300000722753, + "duration_ms": 0.03468500000280983, "success": true, - "started_at_unix": 1790057237.309555, + "started_at_unix": 1790143652.764114, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17284,9 +17284,9 @@ { "kind": "notification", "method": "textDocument/didClose", - "duration_ms": 0.028953999958503118, + "duration_ms": 0.022741999998743267, "success": true, - "started_at_unix": 1790057237.3097515, + "started_at_unix": 1790143652.7642708, "bytes_sent": 198, "bytes_received": 0, "request_id": null, @@ -17299,9 +17299,9 @@ { "kind": "request", "method": "shutdown", - "duration_ms": 1.817251000034048, + "duration_ms": 1.8553159999896707, "success": true, - "started_at_unix": 1790057237.3097918, + "started_at_unix": 1790143652.7643037, "bytes_sent": 67, "bytes_received": 61, "request_id": 32, @@ -17319,9 +17319,9 @@ { "kind": "notification", "method": "exit", - "duration_ms": 0.025868999955491745, + "duration_ms": 0.02741099999070684, "success": true, - "started_at_unix": 1790057237.3116298, + "started_at_unix": 1790143652.7661786, "bytes_sent": 55, "bytes_received": 0, "request_id": null, diff --git a/latest-results/summary-20260922T060545Z.csv b/latest-results/summary-20260922T060545Z.csv deleted file mode 100644 index 04296a5..0000000 --- a/latest-results/summary-20260922T060545Z.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,5.845321799984049,10.96746319998374,1.0,completion_item_count,Completions found,201.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.6749368000091636,1.90124220001735,1.0,completion_item_count,Completions found,223.0,22.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,87.41575299998203,336.3860632000182,1.0,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,213.17441640001107,463.90641899999986,1.0,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,1.030644200000097,1.3088135999964834,1.0,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,0.31926660000181073,0.33791160001328535,1.0,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,3.0691139999930783,4.748636999977407,1.0,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,176.77088000000367,178.89025779998065,1.0,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,0.403954800003703,0.4536576000191417,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.21170740001252852,0.2157348000082493,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.32394739998835576,0.6023839999897972,1.0,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,1.0330769999995937,1.0982011999658425,1.0,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,338.3675586000095,457.89180519999485,1.0,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,12.681957800020882,14.194727000017338,1.0,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,27.614897999978893,31.982907599967803,1.0,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,4.393724399983512,4.619566399969699,0.0,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,30.177962400000524,35.92896300000348,1.0,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,5.36151039999595,5.3804418000027,1.0,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,1.6147259999911512,4.712126199990506,1.0,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,166.16818379999359,168.06677459998127,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0 -benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.848815199977707,7.8979865999713175,1.0,completion_item_count,Completions found,10.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.586584000014682,6.572862600000917,1.0,completion_item_count,Completions found,261.0,251.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,17.335305799986145,62.26928899995981,1.0,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,211.2607998000044,647.6612826000177,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 -benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.5420211999989988,0.6261443999846961,1.0,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,0.21202619998348382,0.22626899998385852,1.0,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,3.3318827999778478,4.606841399981931,1.0,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,154.61519460001227,156.72903119999546,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.39376220001940965,0.4512596000040503,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.18328639999936058,0.19877959999803352,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,1.9659598000089318,3.5100280000165185,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.052981800012276,1.1024540000107663,1.0,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,26.405252400002155,28.339845399989372,1.0,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,4.570914999987963,4.879518399980043,1.0,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,1.813362800021423,3.8097858000242004,1.0,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,247.61183240000264,280.83193040002925,1.0,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,38.44968540001901,45.15491300003305,1.0,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,3.2715881999934027,3.9161370000101665,1.0,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,1.5209306000087963,4.185392800025055,1.0,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,240.87660359998608,242.26104719997466,1.0,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,86.40764080000736,295.24418580000423,1.0,completion_item_count,Completions found,271.2,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,18.239466200009247,21.672843200008174,1.0,completion_item_count,Completions found,1000.0,728.8,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,85.14217880000388,336.83487840003176,1.0,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,101.87696679997771,250.0569761999713,1.0,completion_item_count,Completions found,6.0,-265.2,True,0 -benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,1.068665000002511,2.17451460000575,1.0,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,0.283047000004899,0.303260800001226,1.0,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,5.2637154000080955,7.493881000016244,1.0,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,190.87406860002147,192.92569520000598,1.0,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,0.38404580000133137,0.43307540003070244,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.21561520001114332,0.222015000031206,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,2.900623000004998,2.9225958000097307,1.0,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,1.062465599989082,1.0737430000062886,1.0,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,622.8506096000046,1234.4510036000202,1.0,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,17.0232378000037,18.147168200005126,1.0,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,40.53374680000843,67.17659620002223,1.0,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,225.3190475999986,227.60994080001637,1.0,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,11.412371400012944,15.742694600021421,1.0,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,4.50025300000334,4.5613589999902615,1.0,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,0.67398639998828,0.7570565999913015,1.0,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,182.2743045999914,189.41795939998656,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,7.049134000010326,10.540760399999272,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.3790296000006492,7.762377400001695,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,88.2760189999999,352.1808590000091,1.0,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,208.3979966000129,468.03507260002556,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.1283248000040658,1.2466344000245044,1.0,hover_text_char_count,Hover length,10572.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.3879352000126346,0.41869899999937843,1.0,hover_text_char_count,Hover length,10621.0,49.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.992516799999521,1.0217455999736558,1.0,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,323.3156330000156,325.57588920002445,1.0,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,0.3792287999999644,0.40996020002239675,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.20912699999371398,0.21484159999545227,1.0,location_count,Definitions found,2.0,1.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.2299737999919671,0.2597579999701338,1.0,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,1.2724327999990237,1.5785960000130217,1.0,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,139.53236420001076,176.856593000025,1.0,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,4.798684600007164,5.071497600010844,1.0,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,0.7524620000026516,0.8079993999785984,1.0,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,37.37987179998754,37.680160599995816,0.0,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,98.28727840001648,104.66287020001346,1.0,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,4.482901599999423,4.581407799992121,1.0,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,0.49047479999444477,0.5458439999983966,1.0,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,38.50569800001722,39.16042220002964,0.0,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,50.791055599995616,84.06599080000206,1.0,completion_item_count,Completions found,123.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,11.269538199996987,12.647735800010196,1.0,completion_item_count,Completions found,777.0,654.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,830.0763220000023,3319.4118523999914,1.0,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,142.8421825999976,144.17144420001478,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 -benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.4885070000113956,0.5520578000187015,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.23045179998462118,0.25138400000059846,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.20477699999901233,0.2105380000216428,1.0,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,2769.93089099999,2799.0316746000417,0.0,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,0.41691140000921223,0.4793960000029074,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.2620339999907628,0.27520659999709096,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.20484479999822724,0.20823080000127447,1.0,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,2219.3497920000027,2260.8830671999613,1.0,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,8.053422400018917,11.167690800027685,0.0,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,5.98618980000083,6.323733000022003,1.0,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,7.745161599996209,18.78783120002936,0.0,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,2.58765459998358,2.8020369999239847,0.0,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,482.8177283999935,509.9867017999941,1.0,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,5.702210600009039,5.747457200016015,1.0,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,15.403827599993747,25.77936760000057,1.0,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,2653.7321620000057,2674.096238199945,0.0,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,4.586485799995899,7.966138199981287,1.0,completion_item_count,Completions found,14.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,5.934927799989964,8.43446879999874,1.0,completion_item_count,Completions found,467.0,453.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,59.6390764000148,186.21852300001362,1.0,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,68.51931220001006,90.97825720004948,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 -benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.483726199990997,0.5526187999635113,1.0,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,0.2100543999972615,0.23188880002180667,1.0,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,5.3829411999913646,18.923540399987356,1.0,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,98.6309780000056,224.59219920001485,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 -benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.8067438000011862,1.0495123999817224,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.6031003999851237,0.6674770000131502,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.31667180001022643,0.33439300000281946,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,46.250886600046215,89.66467460008971,1.0,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,4.526033000001917,6.092352399980427,1.0,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,4.425384399996801,4.623935999995865,1.0,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,2.8324466000185566,4.603813200037621,1.0,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,87.15167599998495,90.60434540003826,1.0,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,34.450758199989195,41.06419359997062,1.0,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,2.8336377999949036,2.875829000038266,1.0,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,3.0714704000047277,5.44853740001372,1.0,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,231.0706203999871,232.78423239996755,1.0,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,1.7956937999997535,4.274075400019227,1.0,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,0.17888419998826066,0.18432459999075945,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.22808620000205337,0.23321759998680136,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.21598480000193376,0.22453719998338784,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.21187960001043393,0.22248739996939548,,,,,,False,10 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.22634700002299724,0.24146879999307203,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.21547460000874707,0.22099039999829984,1.0,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,0.2240278000044782,0.2376904000129798,,,,,,False,10 -benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,10.254326600011154,11.792726999999559,1.0,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,132.29072179999548,151.19822859998067,1.0,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,55.75458000001845,66.3833631999978,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20260923T060603Z.csv b/latest-results/summary-20260923T060603Z.csv new file mode 100644 index 0000000..dc2bf38 --- /dev/null +++ b/latest-results/summary-20260923T060603Z.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,6.177038599997786,9.448659199989606,1.0,completion_item_count,Completions found,201.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.6047854000078132,1.7766300000062074,1.0,completion_item_count,Completions found,223.0,22.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,90.81645659999253,357.7921985999864,1.0,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,230.80664699999716,441.97692520000373,1.0,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,1.1187662000054388,1.3966584000002058,1.0,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,0.3116891999923155,0.3261597999824062,1.0,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,2.5440973999991456,2.6935178000030646,1.0,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,178.7834681999925,180.18727780000177,1.0,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,0.4055003999951623,0.4948350000006485,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.21407120000276336,0.22232079999753296,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.6519818000072064,1.8917901999941473,1.0,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,1.056121999994275,1.0976271999822984,1.0,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,350.49331580000285,462.5760145999947,1.0,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,11.984070999994856,13.742043600007037,1.0,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,38.12448860001609,51.856970200003616,1.0,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,4.751035199996068,5.000366199982409,0.0,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,31.64432340000758,34.63517000001275,1.0,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,5.396797199995262,5.453189199994313,1.0,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,3.4378300000014406,3.705715200010218,1.0,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,166.68152039999882,170.25111720000723,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.638232200005632,7.358376000013322,1.0,completion_item_count,Completions found,10.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.607037199997421,6.708286599979374,1.0,completion_item_count,Completions found,261.0,251.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,16.92525319999163,65.36565960000188,1.0,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,216.70667320000803,660.7777864000012,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.5514365999999882,0.5914630000006582,1.0,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,0.2330389999997351,0.2524735999998029,1.0,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,0.24317780000160383,0.2960262000044622,1.0,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,155.54961180001783,157.4564002000102,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.4003261999969254,0.43759139999224317,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.20307060000277488,0.2191183999968871,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.20847860000685614,0.22415580000938462,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.0741133999886188,1.131808799971168,1.0,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,26.558541800000057,29.547126399984336,1.0,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,4.5595085999991625,4.689641199985317,1.0,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,3.783917800006975,8.138746800017314,1.0,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,257.3977856000056,301.6070397999897,1.0,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,39.70642639999937,46.268833599998516,1.0,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,3.1355527999949118,3.1620557999929133,1.0,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,1.3944269999967673,3.644409200012432,1.0,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,257.4686197999881,285.2426305999984,1.0,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,76.86220219999882,256.73548400001204,1.0,completion_item_count,Completions found,271.2,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,18.083285400001614,21.721994200015615,1.0,completion_item_count,Completions found,1000.0,728.8,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,93.24188479999975,372.01362380000654,1.0,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,108.83029540001417,275.74157940000526,1.0,completion_item_count,Completions found,6.0,-265.2,True,0 +benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.7724542000005385,0.8663651999995636,1.0,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,0.2663129999973535,0.3064361999861376,1.0,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,5.338166600000704,6.170644800010905,1.0,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,189.68356939999467,191.82432419999031,1.0,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,0.4509507999955531,0.5241073999968648,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.19218019999129865,0.1944303999891872,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,2.907370799994169,2.930930799993803,1.0,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,1.0831317999873136,1.2920051999799398,1.0,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,828.2476626000005,1281.2295715999937,1.0,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,16.30576380000548,17.64104459999203,1.0,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,43.23684140000523,69.96874620001563,1.0,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,226.142440000001,229.21925480000027,1.0,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,10.928421000005528,12.304110600018703,1.0,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,4.476705999996966,4.5136654000032195,1.0,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,26.774366599988753,89.93335179999347,1.0,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,181.55680039999424,183.94597260000864,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,6.761300000010806,12.611255600000959,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.3835833999887654,7.730577199987463,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,85.00223960000426,339.10504260001625,1.0,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,216.58692759999667,494.07001959999656,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.2066589999960797,1.333469399992282,1.0,hover_text_char_count,Hover length,10572.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.4085495999959221,0.4432062000091719,1.0,hover_text_char_count,Hover length,10621.0,49.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.1862927999970907,1.5919251999946482,1.0,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,328.21928580000304,329.924893000009,1.0,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,0.4076943999905325,0.46091999999475775,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.2317521999998462,0.2487075999965782,1.0,location_count,Definitions found,2.0,1.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.26148759999955473,0.29868840000517594,1.0,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,1.1400887999911902,1.296189199968012,1.0,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,139.54466220000086,181.05505619999462,1.0,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,4.749540599999591,5.01560320000749,1.0,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,2.1858955999960017,3.635630999980321,1.0,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,38.11852340000996,38.53596760000073,0.0,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,89.62795920000985,101.96689139999648,1.0,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,4.428957800007538,4.493811800000458,1.0,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,9.601977399995576,25.26666659998682,1.0,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,37.79312039997649,38.08576659996561,0.0,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,48.634097399997245,79.27744460001236,1.0,completion_item_count,Completions found,123.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,13.098375799995665,14.790434199994705,1.0,completion_item_count,Completions found,777.0,654.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,852.1236296000039,3372.8860287999955,1.0,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,144.0006164000124,145.5245954000361,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 +benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.4804423999928531,0.5650523999861434,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.2374470000063411,0.2553933999877245,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.9566259999928661,2.2439069999961703,1.0,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,2809.336848199996,2883.1885895999903,0.0,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,0.4460260000030303,0.5182494000166571,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.30336260001035953,0.3260592000174256,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.24800240000217855,0.2876462000074298,1.0,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,2234.0218607999986,2299.5441317999735,1.0,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,7.3850614000036785,10.324306000001116,0.0,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,6.181138199997349,6.545407799995928,1.0,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,13.318180599992502,24.554812399998127,0.0,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,2.6264866000019538,2.7358039999853645,0.0,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,485.17849599999755,516.7483199999936,1.0,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,5.93968260000679,6.046654000004992,1.0,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,0.5395882000016172,0.5864116000111608,1.0,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,2688.8238084000136,2733.4037252000485,0.0,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,5.448988799997778,9.48866379999913,1.0,completion_item_count,Completions found,14.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,6.984447600001431,10.728172600011021,1.0,completion_item_count,Completions found,467.0,453.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,55.87405959999501,183.336613799986,1.0,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,71.96330879999095,94.04187000000093,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.5459758000029069,0.5944588000033946,1.0,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,0.23121900000546702,0.24982380001006277,1.0,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,5.332155799999327,18.61078419998989,1.0,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,112.69638780000832,209.34156559999337,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.7800073999987944,0.8780934000014895,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.6104205999974965,0.6729074000020319,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.3501949999986209,0.43230780000271807,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,30.350963600005798,69.84898260000136,1.0,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,4.4973673999948005,6.156219599995438,1.0,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,5.447627399991006,6.396859799986032,1.0,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,0.5523986000014247,0.568187999994052,1.0,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,94.23354219999283,105.9043556000006,1.0,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,35.54812439999182,39.473453999988806,1.0,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,3.8273068000080457,3.865544000018417,1.0,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,2.5174382000045625,5.394360000013875,1.0,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,232.26221560000795,233.89357840000002,1.0,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,1.811536600001773,4.286060400016821,1.0,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,0.21063700000922836,0.225133800012145,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.25095359999909306,0.2655576000165638,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.2628423999908591,0.3059209999889845,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.2295306000007713,0.2480891999994128,,,,,,False,10 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.2594992000013008,0.27038420000167207,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.2351284000042142,0.24325300001351025,1.0,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,0.2323687999989943,0.2608171999895603,,,,,,False,10 +benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,14.41216500001019,21.656897799999797,1.0,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,112.33887319999667,144.09152780002046,1.0,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,52.12490559999878,65.83212659999162,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20260922T060545Z.json b/latest-results/summary-20260923T060603Z.json similarity index 93% rename from latest-results/summary-20260922T060545Z.json rename to latest-results/summary-20260923T060603Z.json index 6485e00..cbfe434 100644 --- a/latest-results/summary-20260922T060545Z.json +++ b/latest-results/summary-20260923T060603Z.json @@ -17,12 +17,12 @@ "tsp_semantic" ], "baseline_server": "pyright", - "generated_at": "20260922T060545Z", + "generated_at": "20260923T060603Z", "servers": [ { "id": "pyright", "display_name": "Pyright", - "output_path": "results/bench-servers/pyright-20260922T060545Z.json", + "output_path": "results/bench-servers/pyright-20260923T060603Z.json", "success": true, "benchmark_count": 6, "command": [ @@ -58,7 +58,7 @@ { "id": "ty", "display_name": "Ty", - "output_path": "results/bench-servers/ty-20260922T060545Z.json", + "output_path": "results/bench-servers/ty-20260923T060603Z.json", "success": true, "benchmark_count": 6, "command": [ @@ -91,7 +91,7 @@ { "id": "pyrefly", "display_name": "Pyrefly", - "output_path": "results/bench-servers/pyrefly-20260922T060545Z.json", + "output_path": "results/bench-servers/pyrefly-20260923T060603Z.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-20260922T060545Z.json", + "output_path": "results/bench-servers/pylsp-mypy-20260923T060603Z.json", "success": false, "benchmark_count": 6, "command": [ diff --git a/latest-results/summary-20260922T060545Z.md b/latest-results/summary-20260923T060603Z.md similarity index 60% rename from latest-results/summary-20260922T060545Z.md rename to latest-results/summary-20260923T060603Z.md index 2b05902..74306c5 100644 --- a/latest-results/summary-20260922T060545Z.md +++ b/latest-results/summary-20260923T060603Z.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20260922T060545Z.json` +Generated from `results/bench-servers/summary-20260923T060603Z.json` -- Generated at: 20260922T060545Z +- Generated at: 20260923T060603Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260922T060545Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 6 | 5018.11 | 4.14 | 150 | 100% | 0 | -| Pyrefly | no | 8 | 16445.96 | 36.53 | 205 | 97% | 2 | -| Pyright | yes | 6 | 37215.26 | 66.75 | 150 | 97% | 0 | -| pylsp-mypy | no | 6 | 216321.07 | 368.24 | 150 | 80% | 5 | +| Ty | yes | 6 | 5198.53 | 4.25 | 150 | 100% | 0 | +| Pyrefly | no | 8 | 16768.31 | 37.61 | 205 | 97% | 2 | +| Pyright | yes | 6 | 38479.60 | 73.51 | 150 | 97% | 0 | +| pylsp-mypy | no | 6 | 220891.00 | 373.99 | 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-20260922T060545Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 493.68 | 4.05 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 1092.34 | 24.01 | 5 | 25 | 100% | 0 | -| Pyright | yes | 4474.20 | 75.17 | 5 | 25 | 100% | 0 | -| pylsp-mypy | no | 7706.46 | 112.31 | 5 | 25 | 80% | 1 | +| Ty | yes | 487.88 | 3.90 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 1182.44 | 27.11 | 5 | 25 | 100% | 0 | +| Pyright | yes | 4675.40 | 77.97 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 7874.03 | 116.42 | 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 | 1.67 | 1.90 | 100% | 223.00 | +22.00 | pass | -| Pyright | yes | 5.85 | 10.97 | 100% | 201.00 | 0.00 | pass | -| Pyrefly | yes | 87.42 | 336.39 | 100% | 250.00 | +49.00 | pass | -| pylsp-mypy | yes | 213.17 | 463.91 | 100% | 188.00 | -13.00 | pass | +| Ty | yes | 1.60 | 1.78 | 100% | 223.00 | +22.00 | pass | +| Pyright | yes | 6.18 | 9.45 | 100% | 201.00 | 0.00 | pass | +| Pyrefly | yes | 90.82 | 357.79 | 100% | 250.00 | +49.00 | pass | +| pylsp-mypy | yes | 230.81 | 441.98 | 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 | yes | 0.32 | 0.34 | 100% | 4232.00 | +213.00 | pass | -| Pyright | yes | 1.03 | 1.31 | 100% | 4019.00 | 0.00 | pass | -| Pyrefly | yes | 3.07 | 4.75 | 100% | 3182.00 | -837.00 | pass | -| pylsp-mypy | yes | 176.77 | 178.89 | 100% | 4134.00 | +115.00 | pass | +| Ty | yes | 0.31 | 0.33 | 100% | 4232.00 | +213.00 | pass | +| Pyright | yes | 1.12 | 1.40 | 100% | 4019.00 | 0.00 | pass | +| Pyrefly | yes | 2.54 | 2.69 | 100% | 3182.00 | -837.00 | pass | +| pylsp-mypy | yes | 178.78 | 180.19 | 100% | 4134.00 | +115.00 | pass | ### summarize definition @@ -75,9 +75,9 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | | Ty | yes | 0.21 | 0.22 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 0.32 | 0.60 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.40 | 0.45 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.03 | 1.10 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.41 | 0.49 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.65 | 1.89 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.06 | 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 | 4.39 | 4.62 | 0% | 0.00 | -168.00 | fail (10) | -| Ty | yes | 12.68 | 14.19 | 100% | 168.00 | 0.00 | pass | -| Pyrefly | yes | 27.61 | 31.98 | 100% | 149.00 | -19.00 | pass | -| Pyright | yes | 338.37 | 457.89 | 100% | 168.00 | 0.00 | pass | +| pylsp-mypy | no | 4.75 | 5.00 | 0% | 0.00 | -168.00 | fail (10) | +| Ty | yes | 11.98 | 13.74 | 100% | 168.00 | 0.00 | pass | +| Pyrefly | yes | 38.12 | 51.86 | 100% | 149.00 | -19.00 | pass | +| Pyright | yes | 350.49 | 462.58 | 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 | 1.61 | 4.71 | 100% | 2546.00 | +2268.00 | pass | -| Ty | yes | 5.36 | 5.38 | 100% | 267.00 | -11.00 | pass | -| Pyright | yes | 30.18 | 35.93 | 100% | 278.00 | 0.00 | pass | -| pylsp-mypy | yes | 166.17 | 168.07 | 100% | 5662.00 | +5384.00 | pass | +| Pyrefly | yes | 3.44 | 3.71 | 100% | 2546.00 | +2268.00 | pass | +| Ty | yes | 5.40 | 5.45 | 100% | 267.00 | -11.00 | pass | +| Pyright | yes | 31.64 | 34.64 | 100% | 278.00 | 0.00 | pass | +| pylsp-mypy | yes | 166.68 | 170.25 | 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 | 261.78 | 2.56 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 304.91 | 5.19 | 5 | 25 | 100% | 0 | -| Pyright | yes | 1458.93 | 14.13 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 7666.54 | 171.08 | 5 | 25 | 100% | 0 | +| Ty | yes | 258.81 | 2.55 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 313.46 | 4.51 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1474.28 | 14.37 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 8005.21 | 177.64 | 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 | 4.59 | 6.57 | 100% | 261.00 | +251.00 | pass | -| Pyright | yes | 4.85 | 7.90 | 100% | 10.00 | 0.00 | pass | -| Pyrefly | yes | 17.34 | 62.27 | 100% | 15.00 | +5.00 | pass | -| pylsp-mypy | yes | 211.26 | 647.66 | 100% | 2.00 | -8.00 | pass | +| Ty | yes | 4.61 | 6.71 | 100% | 261.00 | +251.00 | pass | +| Pyright | yes | 4.64 | 7.36 | 100% | 10.00 | 0.00 | pass | +| Pyrefly | yes | 16.93 | 65.37 | 100% | 15.00 | +5.00 | pass | +| pylsp-mypy | yes | 216.71 | 660.78 | 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 | 0.21 | 0.23 | 100% | 46.00 | -11.00 | pass | -| Pyright | yes | 0.54 | 0.63 | 100% | 57.00 | 0.00 | pass | -| Pyrefly | yes | 3.33 | 4.61 | 100% | 298.00 | +241.00 | pass | -| pylsp-mypy | yes | 154.62 | 156.73 | 100% | 57.00 | 0.00 | pass | +| Ty | yes | 0.23 | 0.25 | 100% | 46.00 | -11.00 | pass | +| Pyrefly | yes | 0.24 | 0.30 | 100% | 298.00 | +241.00 | pass | +| Pyright | yes | 0.55 | 0.59 | 100% | 57.00 | 0.00 | pass | +| pylsp-mypy | yes | 155.55 | 157.46 | 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 | 0.18 | 0.20 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.39 | 0.45 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.05 | 1.10 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 1.97 | 3.51 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.20 | 0.22 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.21 | 0.22 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.40 | 0.44 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.07 | 1.13 | 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 | 1.81 | 3.81 | 100% | 83.00 | -21.00 | pass | -| Ty | yes | 4.57 | 4.88 | 100% | 104.00 | 0.00 | pass | -| Pyright | yes | 26.41 | 28.34 | 100% | 104.00 | 0.00 | pass | -| pylsp-mypy | yes | 247.61 | 280.83 | 100% | 143.00 | +39.00 | pass | +| Pyrefly | yes | 3.78 | 8.14 | 100% | 83.00 | -21.00 | pass | +| Ty | yes | 4.56 | 4.69 | 100% | 104.00 | 0.00 | pass | +| Pyright | yes | 26.56 | 29.55 | 100% | 104.00 | 0.00 | pass | +| pylsp-mypy | yes | 257.40 | 301.61 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 1.52 | 4.19 | 100% | 858.00 | +775.00 | pass | -| Ty | yes | 3.27 | 3.92 | 100% | 100.00 | +17.00 | pass | -| Pyright | yes | 38.45 | 45.15 | 100% | 83.00 | 0.00 | pass | -| pylsp-mypy | yes | 240.88 | 242.26 | 100% | 71.00 | -12.00 | pass | +| Pyrefly | yes | 1.39 | 3.64 | 100% | 858.00 | +775.00 | pass | +| Ty | yes | 3.14 | 3.16 | 100% | 100.00 | +17.00 | pass | +| Pyright | yes | 39.71 | 46.27 | 100% | 83.00 | 0.00 | pass | +| pylsp-mypy | yes | 257.47 | 285.24 | 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 | 830.36 | 8.05 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 1108.00 | 26.90 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 7826.35 | 140.28 | 5 | 25 | 100% | 0 | -| Pyright | yes | 10563.58 | 144.42 | 5 | 25 | 100% | 0 | +| Ty | yes | 843.20 | 7.86 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 1320.46 | 34.30 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 7811.16 | 141.46 | 5 | 25 | 100% | 0 | +| Pyright | yes | 11332.22 | 183.45 | 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 | 18.24 | 21.67 | 100% | 1000.00 | +728.80 | pass | -| Pyrefly | yes | 85.14 | 336.83 | 100% | 16.00 | -255.20 | pass | -| Pyright | yes | 86.41 | 295.24 | 100% | 271.20 | 0.00 | pass | -| pylsp-mypy | yes | 101.88 | 250.06 | 100% | 6.00 | -265.20 | pass | +| Ty | yes | 18.08 | 21.72 | 100% | 1000.00 | +728.80 | pass | +| Pyright | yes | 76.86 | 256.74 | 100% | 271.20 | 0.00 | pass | +| Pyrefly | yes | 93.24 | 372.01 | 100% | 16.00 | -255.20 | pass | +| pylsp-mypy | yes | 108.83 | 275.74 | 100% | 6.00 | -265.20 | 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 | 0.30 | 100% | 329.00 | -21.00 | pass | -| Pyright | yes | 1.07 | 2.17 | 100% | 350.00 | 0.00 | pass | -| Pyrefly | yes | 5.26 | 7.49 | 100% | 2759.00 | +2409.00 | pass | -| pylsp-mypy | yes | 190.87 | 192.93 | 100% | 301.00 | -49.00 | pass | +| Ty | yes | 0.27 | 0.31 | 100% | 329.00 | -21.00 | pass | +| Pyright | yes | 0.77 | 0.87 | 100% | 350.00 | 0.00 | pass | +| Pyrefly | yes | 5.34 | 6.17 | 100% | 2759.00 | +2409.00 | pass | +| pylsp-mypy | yes | 189.68 | 191.82 | 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 | 0.22 | 0.22 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.38 | 0.43 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.06 | 1.07 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 2.90 | 2.92 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.19 | 0.19 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.45 | 0.52 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.08 | 1.29 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 2.91 | 2.93 | 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 | 17.02 | 18.15 | 100% | 448.00 | +8.00 | pass | -| Pyrefly | yes | 40.53 | 67.18 | 100% | 256.00 | -184.00 | pass | -| pylsp-mypy | yes | 225.32 | 227.61 | 100% | 441.00 | +1.00 | pass | -| Pyright | yes | 622.85 | 1234.45 | 100% | 440.00 | 0.00 | pass | +| Ty | yes | 16.31 | 17.64 | 100% | 448.00 | +8.00 | pass | +| Pyrefly | yes | 43.24 | 69.97 | 100% | 256.00 | -184.00 | pass | +| pylsp-mypy | yes | 226.14 | 229.22 | 100% | 441.00 | +1.00 | pass | +| Pyright | yes | 828.25 | 1281.23 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.67 | 0.76 | 100% | 943.00 | -3349.00 | pass | -| Ty | yes | 4.50 | 4.56 | 100% | 4441.00 | +149.00 | pass | -| Pyright | yes | 11.41 | 15.74 | 100% | 4292.00 | 0.00 | pass | -| pylsp-mypy | yes | 182.27 | 189.42 | 100% | 232.00 | -4060.00 | pass | +| Ty | yes | 4.48 | 4.51 | 100% | 4441.00 | +149.00 | pass | +| Pyright | yes | 10.93 | 12.30 | 100% | 4292.00 | 0.00 | pass | +| Pyrefly | yes | 26.77 | 89.93 | 100% | 943.00 | -3349.00 | pass | +| pylsp-mypy | yes | 181.56 | 183.95 | 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 | 363.94 | 2.65 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 830.06 | 18.15 | 5 | 25 | 100% | 0 | -| Pyright | yes | 3562.76 | 49.28 | 5 | 25 | 100% | 0 | -| pylsp-mypy | no | 6985.56 | 121.77 | 5 | 25 | 60% | 2 | +| Ty | yes | 364.13 | 2.64 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 891.61 | 19.65 | 5 | 25 | 100% | 0 | +| Pyright | yes | 3611.04 | 47.51 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 7031.44 | 124.37 | 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 | 3.38 | 7.76 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 7.05 | 10.54 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 88.28 | 352.18 | 100% | 15.00 | +14.00 | pass | -| pylsp-mypy | yes | 208.40 | 468.04 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 3.38 | 7.73 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 6.76 | 12.61 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 85.00 | 339.11 | 100% | 15.00 | +14.00 | pass | +| pylsp-mypy | yes | 216.59 | 494.07 | 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 | 0.42 | 100% | 10621.00 | +49.00 | pass | -| Pyrefly | yes | 0.99 | 1.02 | 100% | 15232.00 | +4660.00 | pass | -| Pyright | yes | 1.13 | 1.25 | 100% | 10572.00 | 0.00 | pass | -| pylsp-mypy | yes | 323.32 | 325.58 | 100% | 10498.00 | -74.00 | pass | +| Ty | yes | 0.41 | 0.44 | 100% | 10621.00 | +49.00 | pass | +| Pyrefly | yes | 1.19 | 1.59 | 100% | 15232.00 | +4660.00 | pass | +| Pyright | yes | 1.21 | 1.33 | 100% | 10572.00 | 0.00 | pass | +| pylsp-mypy | yes | 328.22 | 329.92 | 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 | yes | 0.21 | 0.21 | 100% | 2.00 | +1.00 | pass | -| Pyrefly | yes | 0.23 | 0.26 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.38 | 0.41 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.27 | 1.58 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.23 | 0.25 | 100% | 2.00 | +1.00 | pass | +| Pyrefly | yes | 0.26 | 0.30 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.41 | 0.46 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.14 | 1.30 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.75 | 0.81 | 100% | 17.00 | -21.00 | pass | -| Ty | yes | 4.80 | 5.07 | 100% | 23.00 | -15.00 | pass | -| pylsp-mypy | no | 37.38 | 37.68 | 0% | 0.00 | -38.00 | fail (10) | -| Pyright | yes | 139.53 | 176.86 | 100% | 38.00 | 0.00 | pass | +| Pyrefly | yes | 2.19 | 3.64 | 100% | 17.00 | -21.00 | pass | +| Ty | yes | 4.75 | 5.02 | 100% | 23.00 | -15.00 | pass | +| pylsp-mypy | no | 38.12 | 38.54 | 0% | 0.00 | -38.00 | fail (10) | +| Pyright | yes | 139.54 | 181.06 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.49 | 0.55 | 100% | 2246.00 | +1346.00 | pass | -| Ty | yes | 4.48 | 4.58 | 100% | 958.00 | +58.00 | pass | -| pylsp-mypy | no | 38.51 | 39.16 | 0% | 0.00 | -900.00 | fail (10) | -| Pyright | yes | 98.29 | 104.66 | 100% | 900.00 | 0.00 | pass | +| Ty | yes | 4.43 | 4.49 | 100% | 958.00 | +58.00 | pass | +| Pyrefly | yes | 9.60 | 25.27 | 100% | 2246.00 | +1346.00 | pass | +| pylsp-mypy | no | 37.79 | 38.09 | 0% | 0.00 | -900.00 | fail (10) | +| Pyright | yes | 89.63 | 101.97 | 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 | 2726.39 | 4.69 | 5 | 25 | 100% | 0 | -| Pyright | yes | 15620.50 | 108.51 | 5 | 25 | 80% | 0 | -| Pyrefly | yes | 5420.31 | 170.73 | 5 | 25 | 80% | 0 | -| pylsp-mypy | no | 181192.64 | 1557.69 | 5 | 25 | 40% | 2 | +| Ty | yes | 2845.03 | 5.15 | 5 | 25 | 100% | 0 | +| Pyright | yes | 15845.60 | 108.42 | 5 | 25 | 80% | 0 | +| Pyrefly | yes | 5500.90 | 173.44 | 5 | 25 | 80% | 0 | +| pylsp-mypy | no | 185199.04 | 1575.76 | 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 | 11.27 | 12.65 | 100% | 777.00 | +654.00 | pass | -| Pyright | yes | 50.79 | 84.07 | 100% | 123.00 | 0.00 | pass | -| pylsp-mypy | yes | 142.84 | 144.17 | 100% | 2.00 | -121.00 | pass | -| Pyrefly | yes | 830.08 | 3319.41 | 100% | 15.00 | -108.00 | pass | +| Ty | yes | 13.10 | 14.79 | 100% | 777.00 | +654.00 | pass | +| Pyright | yes | 48.63 | 79.28 | 100% | 123.00 | 0.00 | pass | +| pylsp-mypy | yes | 144.00 | 145.52 | 100% | 2.00 | -121.00 | pass | +| Pyrefly | yes | 852.12 | 3372.89 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.20 | 0.21 | 100% | 48.00 | +14.00 | pass | -| Ty | yes | 0.23 | 0.25 | 100% | 7.00 | -27.00 | pass | -| Pyright | yes | 0.49 | 0.55 | 100% | 34.00 | 0.00 | pass | -| pylsp-mypy | no | 2769.93 | 2799.03 | 0% | 0.00 | -34.00 | fail (10) | +| Ty | yes | 0.24 | 0.26 | 100% | 7.00 | -27.00 | pass | +| Pyright | yes | 0.48 | 0.57 | 100% | 34.00 | 0.00 | pass | +| Pyrefly | yes | 0.96 | 2.24 | 100% | 48.00 | +14.00 | pass | +| pylsp-mypy | no | 2809.34 | 2883.19 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass | -| Ty | yes | 0.26 | 0.28 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.42 | 0.48 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 2219.35 | 2260.88 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.25 | 0.29 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.30 | 0.33 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.45 | 0.52 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 2234.02 | 2299.54 | 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 | 2.59 | 2.80 | 0% | 0.00 | 0.00 | pass | -| Ty | yes | 5.99 | 6.32 | 100% | 23.00 | +23.00 | pass | -| Pyrefly | yes | 7.75 | 18.79 | 0% | 0.00 | 0.00 | pass | -| Pyright | yes | 8.05 | 11.17 | 0% | 0.00 | 0.00 | pass | +| pylsp-mypy | yes | 2.63 | 2.74 | 0% | 0.00 | 0.00 | pass | +| Ty | yes | 6.18 | 6.55 | 100% | 23.00 | +23.00 | pass | +| Pyright | yes | 7.39 | 10.32 | 0% | 0.00 | 0.00 | pass | +| Pyrefly | yes | 13.32 | 24.55 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 5.70 | 5.75 | 100% | 7.00 | -23.00 | pass | -| Pyrefly | yes | 15.40 | 25.78 | 100% | 33.00 | +3.00 | pass | -| Pyright | yes | 482.82 | 509.99 | 100% | 30.00 | 0.00 | pass | -| pylsp-mypy | no | 2653.73 | 2674.10 | 0% | 0.00 | -30.00 | fail (10) | +| Pyrefly | yes | 0.54 | 0.59 | 100% | 33.00 | +3.00 | pass | +| Ty | yes | 5.94 | 6.05 | 100% | 7.00 | -23.00 | pass | +| Pyright | yes | 485.18 | 516.75 | 100% | 30.00 | 0.00 | pass | +| pylsp-mypy | no | 2688.82 | 2733.40 | 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 | 341.97 | 2.80 | 5 | 25 | 100% | 0 | -| Pyright | yes | 1535.29 | 8.97 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 901.83 | 14.25 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 4943.53 | 106.32 | 5 | 25 | 100% | 0 | +| Ty | yes | 399.48 | 3.42 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1541.06 | 9.36 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 885.35 | 12.93 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 4970.13 | 108.30 | 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 | 4.59 | 7.97 | 100% | 14.00 | 0.00 | pass | -| Ty | yes | 5.93 | 8.43 | 100% | 467.00 | +453.00 | pass | -| Pyrefly | yes | 59.64 | 186.22 | 100% | 487.80 | +473.80 | pass | -| pylsp-mypy | yes | 68.52 | 90.98 | 100% | 1.00 | -13.00 | pass | +| Pyright | yes | 5.45 | 9.49 | 100% | 14.00 | 0.00 | pass | +| Ty | yes | 6.98 | 10.73 | 100% | 467.00 | +453.00 | pass | +| Pyrefly | yes | 55.87 | 183.34 | 100% | 487.80 | +473.80 | pass | +| pylsp-mypy | yes | 71.96 | 94.04 | 100% | 1.00 | -13.00 | 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 | 0.23 | 100% | 7.00 | -19.00 | pass | -| Pyright | yes | 0.48 | 0.55 | 100% | 26.00 | 0.00 | pass | -| Pyrefly | yes | 5.38 | 18.92 | 100% | 167.00 | +141.00 | pass | -| pylsp-mypy | yes | 98.63 | 224.59 | 100% | 359.00 | +333.00 | pass | +| Ty | yes | 0.23 | 0.25 | 100% | 7.00 | -19.00 | pass | +| Pyright | yes | 0.55 | 0.59 | 100% | 26.00 | 0.00 | pass | +| Pyrefly | yes | 5.33 | 18.61 | 100% | 167.00 | +141.00 | pass | +| pylsp-mypy | yes | 112.70 | 209.34 | 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 | 0.32 | 0.33 | 100% | 2.00 | 0.00 | pass | -| Ty | yes | 0.60 | 0.67 | 100% | 2.00 | 0.00 | pass | -| Pyright | yes | 0.81 | 1.05 | 100% | 2.00 | 0.00 | pass | -| pylsp-mypy | yes | 46.25 | 89.66 | 100% | 2.00 | 0.00 | pass | +| Pyrefly | yes | 0.35 | 0.43 | 100% | 2.00 | 0.00 | pass | +| Ty | yes | 0.61 | 0.67 | 100% | 2.00 | 0.00 | pass | +| Pyright | yes | 0.78 | 0.88 | 100% | 2.00 | 0.00 | pass | +| pylsp-mypy | yes | 30.35 | 69.85 | 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 | 2.83 | 4.60 | 100% | 32.00 | -173.00 | pass | -| Ty | yes | 4.43 | 4.62 | 100% | 225.00 | +20.00 | pass | -| Pyright | yes | 4.53 | 6.09 | 100% | 205.00 | 0.00 | pass | -| pylsp-mypy | yes | 87.15 | 90.60 | 100% | 57.00 | -148.00 | pass | +| Pyrefly | yes | 0.55 | 0.57 | 100% | 32.00 | -173.00 | pass | +| Pyright | yes | 4.50 | 6.16 | 100% | 205.00 | 0.00 | pass | +| Ty | yes | 5.45 | 6.40 | 100% | 225.00 | +20.00 | pass | +| pylsp-mypy | yes | 94.23 | 105.90 | 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 | 2.83 | 2.88 | 100% | 1555.00 | +1135.00 | pass | -| Pyrefly | yes | 3.07 | 5.45 | 100% | 9977.00 | +9557.00 | pass | -| Pyright | yes | 34.45 | 41.06 | 100% | 420.00 | 0.00 | pass | -| pylsp-mypy | yes | 231.07 | 232.78 | 100% | 880.00 | +460.00 | pass | +| Pyrefly | yes | 2.52 | 5.39 | 100% | 9977.00 | +9557.00 | pass | +| Ty | yes | 3.83 | 3.87 | 100% | 1555.00 | +1135.00 | pass | +| Pyright | yes | 35.55 | 39.47 | 100% | 420.00 | 0.00 | pass | +| pylsp-mypy | yes | 232.26 | 233.89 | 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 | 219.88 | 0.41 | 8 | 40 | 100% | 2 | +| Pyrefly | no | 216.79 | 0.44 | 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 | 1.80 | 4.27 | 100% | 30.00 | 0.00 | pass | +| Pyrefly | yes | 1.81 | 4.29 | 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 | 0.18 | 0.18 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.21 | 0.23 | 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 | 0.23 | 0.23 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.25 | 0.27 | 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 | 0.22 | 0.22 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.26 | 0.31 | 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 | yes | 0.23 | 0.24 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.26 | 0.27 | 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 | yes | 0.22 | 0.22 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.24 | 0.24 | 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 | 6568.64 | 66.10 | 3 | 15 | 100% | 0 | +| Pyrefly | yes | 6457.30 | 59.63 | 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 | 10.25 | 11.79 | 100% | 126.00 | 0.00 | pass | +| Pyrefly | yes | 14.41 | 21.66 | 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 | 132.29 | 151.20 | 100% | 74.00 | 0.00 | pass | +| Pyrefly | yes | 112.34 | 144.09 | 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 | 55.75 | 66.38 | 100% | 75.00 | 0.00 | pass | +| Pyrefly | yes | 52.12 | 65.83 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/ty-20260922T060545Z-responses.jsonl b/latest-results/ty-20260923T060603Z-responses.jsonl similarity index 100% rename from latest-results/ty-20260922T060545Z-responses.jsonl rename to latest-results/ty-20260923T060603Z-responses.jsonl diff --git a/latest-results/ty-20260922T060545Z.json b/latest-results/ty-20260923T060603Z.json similarity index 90% rename from latest-results/ty-20260922T060545Z.json rename to latest-results/ty-20260923T060603Z.json index 42ceb59..717a18e 100644 --- a/latest-results/ty-20260922T060545Z.json +++ b/latest-results/ty-20260923T060603Z.json @@ -12,8 +12,8 @@ "transformers", "web" ], - "started_at_unix": 1790057237.3548574, - "finished_at_unix": 1790057242.4522736, + "started_at_unix": 1790143652.8100007, + "finished_at_unix": 1790143658.0883882, "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": 493.6825190000036, + "total_duration_ms": 487.8772069999968, 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