From a27b59693bd2472cfa46b224db2bd45daeeee878 Mon Sep 17 00:00:00 2001 From: rchiodo <19672699+rchiodo@users.noreply.github.com> Date: Thu, 1 Oct 2026 06:11:41 +0000 Subject: [PATCH] Update benchmark results from workflow runner --- latest-results.md | 322 +- ...lsp-mypy-20261001T060547Z-responses.jsonl} | 2 +- ....json => pylsp-mypy-20261001T060547Z.json} | 2772 +++---- ... pyrefly-20261001T060547Z-responses.jsonl} | 50 +- ...42Z.json => pyrefly-20261001T060547Z.json} | 6700 ++++++++--------- ... pyright-20261001T060547Z-responses.jsonl} | 0 ...42Z.json => pyright-20261001T060547Z.json} | 2740 +++---- latest-results/summary-20260930T060542Z.csv | 132 - latest-results/summary-20261001T060547Z.csv | 132 + ...42Z.json => summary-20261001T060547Z.json} | 10 +- ...060542Z.md => summary-20261001T060547Z.md} | 322 +- ...nl => ty-20261001T060547Z-responses.jsonl} | 0 ...T060542Z.json => ty-20261001T060547Z.json} | 2740 +++---- 13 files changed, 7954 insertions(+), 7968 deletions(-) rename latest-results/{pylsp-mypy-20260930T060542Z-responses.jsonl => pylsp-mypy-20261001T060547Z-responses.jsonl} (98%) rename latest-results/{pylsp-mypy-20260930T060542Z.json => pylsp-mypy-20261001T060547Z.json} (89%) rename latest-results/{pyrefly-20260930T060542Z-responses.jsonl => pyrefly-20261001T060547Z-responses.jsonl} (99%) rename latest-results/{pyrefly-20260930T060542Z.json => pyrefly-20261001T060547Z.json} (91%) rename latest-results/{pyright-20260930T060542Z-responses.jsonl => pyright-20261001T060547Z-responses.jsonl} (100%) rename latest-results/{pyright-20260930T060542Z.json => pyright-20261001T060547Z.json} (90%) delete mode 100644 latest-results/summary-20260930T060542Z.csv create mode 100644 latest-results/summary-20261001T060547Z.csv rename latest-results/{summary-20260930T060542Z.json => summary-20261001T060547Z.json} (93%) rename latest-results/{summary-20260930T060542Z.md => summary-20261001T060547Z.md} (60%) rename latest-results/{ty-20260930T060542Z-responses.jsonl => ty-20261001T060547Z-responses.jsonl} (100%) rename latest-results/{ty-20260930T060542Z.json => ty-20261001T060547Z.json} (90%) diff --git a/latest-results.md b/latest-results.md index a3409b8..6ca3916 100644 --- a/latest-results.md +++ b/latest-results.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20260930T060542Z.json` +Generated from `results/bench-servers/summary-20261001T060547Z.json` -- Generated at: 20260930T060542Z +- Generated at: 20261001T060547Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260930T060542Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260930T060542Z.json) | yes | 6 | 4078.73 | 3.35 | 150 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | no | 8 | 11984.60 | 26.44 | 205 | 97% | 2 | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 6 | 28396.97 | 46.61 | 150 | 97% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | no | 6 | 161201.93 | 281.12 | 150 | 80% | 5 | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 6 | 5099.36 | 4.19 | 150 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | no | 8 | 16079.50 | 35.06 | 205 | 97% | 2 | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 6 | 39637.65 | 75.97 | 150 | 97% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | no | 6 | 221856.28 | 371.91 | 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-20260930T060542Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260930T060542Z.json) | yes | 384.82 | 2.99 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 842.80 | 17.75 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 3304.93 | 52.00 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | no | 6030.06 | 86.74 | 5 | 25 | 80% | 1 | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 526.78 | 3.97 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 1113.32 | 21.48 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 4673.98 | 78.30 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | no | 8348.95 | 114.81 | 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-20260930T060542Z.json) | yes | 1.27 | 1.37 | 100% | 223.00 | +22.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 4.64 | 8.35 | 100% | 201.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 66.52 | 259.58 | 100% | 250.00 | +49.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 153.20 | 390.72 | 100% | 188.00 | -13.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 1.60 | 1.74 | 100% | 223.00 | +22.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 6.34 | 9.48 | 100% | 201.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 84.76 | 330.30 | 100% | 250.00 | +49.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 217.92 | 486.59 | 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-20260930T060542Z.json) | yes | 0.21 | 0.22 | 100% | 4232.00 | +213.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 0.92 | 1.30 | 100% | 4019.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 1.73 | 1.92 | 100% | 3182.00 | -837.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 142.76 | 143.67 | 100% | 4134.00 | +115.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 0.31 | 0.32 | 100% | 4232.00 | +213.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 1.18 | 1.56 | 100% | 4019.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 2.41 | 2.61 | 100% | 3182.00 | -837.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 181.55 | 183.72 | 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-20260930T060542Z.json) | yes | 0.13 | 0.14 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 0.16 | 0.16 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 0.29 | 0.34 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 0.77 | 0.80 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 0.21 | 0.22 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 0.23 | 0.29 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 0.38 | 0.43 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 1.04 | 1.12 | 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-20260930T060542Z.json) | no | 2.96 | 3.11 | 0% | 0.00 | -168.00 | fail (10) | -| [Ty](latest-results/ty-20260930T060542Z.json) | yes | 9.23 | 10.46 | 100% | 168.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 18.13 | 24.35 | 100% | 149.00 | -19.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 231.84 | 353.98 | 100% | 168.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | no | 4.53 | 4.81 | 0% | 0.00 | -168.00 | fail (10) | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 12.10 | 13.66 | 100% | 168.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 18.35 | 21.41 | 100% | 149.00 | -19.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 352.28 | 472.49 | 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-20260930T060542Z.json) | yes | 2.24 | 3.09 | 100% | 2546.00 | +2268.00 | pass | -| [Ty](latest-results/ty-20260930T060542Z.json) | yes | 4.14 | 4.17 | 100% | 267.00 | -11.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 22.31 | 25.48 | 100% | 278.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 134.02 | 136.03 | 100% | 5662.00 | +5384.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 1.65 | 3.57 | 100% | 2546.00 | +2268.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 5.61 | 5.67 | 100% | 267.00 | -11.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 31.35 | 34.70 | 100% | 278.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 169.03 | 177.19 | 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-20260930T060542Z.json) | yes | 205.35 | 2.00 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 247.14 | 4.21 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 1102.41 | 10.53 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 5831.17 | 131.04 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 256.02 | 2.58 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 298.45 | 5.04 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 1488.15 | 14.64 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 7908.78 | 177.01 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 3.67 | 6.04 | 100% | 10.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260930T060542Z.json) | yes | 3.71 | 5.76 | 100% | 261.00 | +251.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 14.19 | 47.38 | 100% | 15.00 | +5.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 153.41 | 477.02 | 100% | 2.00 | -8.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 4.52 | 6.54 | 100% | 261.00 | +251.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 5.03 | 8.12 | 100% | 10.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 15.66 | 61.66 | 100% | 15.00 | +5.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 216.04 | 658.28 | 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-20260930T060542Z.json) | yes | 0.14 | 0.17 | 100% | 46.00 | -11.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 0.40 | 0.45 | 100% | 57.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 3.53 | 5.49 | 100% | 298.00 | +241.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 125.84 | 128.85 | 100% | 57.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 0.23 | 0.26 | 100% | 46.00 | -11.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 0.27 | 0.29 | 100% | 298.00 | +241.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 0.55 | 0.63 | 100% | 57.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 156.67 | 159.99 | 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-20260930T060542Z.json) | yes | 0.12 | 0.13 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 0.17 | 0.18 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 0.29 | 0.33 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 0.77 | 0.80 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 0.20 | 0.22 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 0.23 | 0.24 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 0.40 | 0.45 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 1.06 | 1.12 | 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-20260930T060542Z.json) | yes | 2.06 | 4.22 | 100% | 83.00 | -21.00 | pass | -| [Ty](latest-results/ty-20260930T060542Z.json) | yes | 3.65 | 3.90 | 100% | 104.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 19.21 | 20.78 | 100% | 104.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 184.84 | 224.60 | 100% | 143.00 | +39.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 1.93 | 1.97 | 100% | 83.00 | -21.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 4.70 | 5.02 | 100% | 104.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 26.67 | 28.65 | 100% | 104.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 262.16 | 297.85 | 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-20260930T060542Z.json) | yes | 1.10 | 3.05 | 100% | 858.00 | +775.00 | pass | -| [Ty](latest-results/ty-20260930T060542Z.json) | yes | 2.38 | 2.41 | 100% | 100.00 | +17.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 29.08 | 34.84 | 100% | 83.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 190.32 | 195.35 | 100% | 71.00 | -12.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 3.25 | 3.37 | 100% | 100.00 | +17.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 7.12 | 13.67 | 100% | 858.00 | +775.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 40.53 | 47.15 | 100% | 83.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 249.10 | 253.10 | 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-20260930T060542Z.json) | yes | 678.02 | 6.48 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 1023.89 | 27.14 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 7042.04 | 83.41 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 6097.87 | 102.85 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 838.27 | 8.05 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 1080.25 | 25.58 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 8054.51 | 138.56 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 11565.57 | 182.39 | 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-20260930T060542Z.json) | yes | 14.21 | 17.01 | 100% | 1000.00 | +728.80 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 42.41 | 57.98 | 100% | 6.00 | -265.20 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 66.25 | 220.28 | 100% | 271.20 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 74.00 | 295.35 | 100% | 16.00 | -255.20 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 18.51 | 21.95 | 100% | 1000.00 | +728.80 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 78.99 | 315.02 | 100% | 16.00 | -255.20 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 86.64 | 296.44 | 100% | 271.20 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 90.89 | 205.21 | 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-20260930T060542Z.json) | yes | 0.18 | 0.20 | 100% | 329.00 | -21.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 0.55 | 0.61 | 100% | 350.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 3.91 | 5.72 | 100% | 2759.00 | +2409.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 155.48 | 158.20 | 100% | 301.00 | -49.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 0.29 | 0.32 | 100% | 329.00 | -21.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 0.69 | 0.73 | 100% | 350.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 2.40 | 2.59 | 100% | 2759.00 | +2409.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 192.38 | 196.42 | 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-20260930T060542Z.json) | yes | 0.13 | 0.14 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 0.27 | 0.34 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 0.73 | 0.78 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 3.53 | 5.34 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 0.21 | 0.23 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 0.23 | 0.26 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 0.43 | 0.47 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 1.07 | 1.13 | 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-20260930T060542Z.json) | yes | 14.52 | 15.65 | 100% | 448.00 | +8.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 27.44 | 44.67 | 100% | 256.00 | -184.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 170.57 | 177.04 | 100% | 441.00 | +1.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 341.73 | 778.90 | 100% | 440.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 16.69 | 18.18 | 100% | 448.00 | +8.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 36.81 | 63.57 | 100% | 256.00 | -184.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 225.09 | 226.91 | 100% | 441.00 | +1.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 812.17 | 1295.87 | 100% | 440.00 | 0.00 | pass | ### edit dataframe then hover (edit+hover) @@ -238,10 +238,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260930T060542Z.json) | yes | 3.37 | 3.41 | 100% | 4441.00 | +149.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 8.22 | 10.26 | 100% | 4292.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 26.84 | 75.84 | 100% | 943.00 | -3349.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 145.03 | 147.57 | 100% | 232.00 | -4060.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 4.53 | 4.58 | 100% | 4441.00 | +149.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 9.48 | 23.29 | 100% | 943.00 | -3349.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 12.04 | 14.94 | 100% | 4292.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 183.40 | 184.90 | 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-20260930T060542Z.json) | yes | 299.40 | 2.24 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 682.08 | 14.20 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 2865.11 | 39.18 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | no | 5604.81 | 91.01 | 5 | 25 | 60% | 2 | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 383.97 | 2.94 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 940.38 | 21.17 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 3937.57 | 54.04 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | no | 7551.35 | 123.91 | 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-20260930T060542Z.json) | yes | 2.64 | 5.98 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 5.24 | 9.16 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 64.73 | 258.31 | 100% | 15.00 | +14.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 148.43 | 397.71 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 3.35 | 7.44 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 15.76 | 28.82 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 87.75 | 350.05 | 100% | 15.00 | +14.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 216.57 | 397.89 | 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-20260930T060542Z.json) | yes | 0.30 | 0.33 | 100% | 10621.00 | +42.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 0.75 | 0.77 | 100% | 15239.00 | +4660.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 0.86 | 0.98 | 100% | 10579.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 248.59 | 257.96 | 100% | 10498.00 | -81.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 0.40 | 0.41 | 100% | 10621.00 | +42.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 1.05 | 1.11 | 100% | 15239.00 | +4660.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 3.18 | 7.76 | 100% | 10579.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 322.68 | 326.34 | 100% | 10498.00 | -81.00 | 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-20260930T060542Z.json) | yes | 0.14 | 0.15 | 100% | 2.00 | +1.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 0.16 | 0.17 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 0.30 | 0.33 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 0.83 | 0.95 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 0.23 | 0.25 | 100% | 2.00 | +1.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 0.23 | 0.28 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 0.58 | 0.89 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 1.13 | 1.24 | 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-20260930T060542Z.json) | yes | 2.81 | 2.89 | 100% | 17.00 | -21.00 | pass | -| [Ty](latest-results/ty-20260930T060542Z.json) | yes | 4.25 | 4.81 | 100% | 23.00 | -15.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | no | 28.28 | 28.92 | 0% | 0.00 | -38.00 | fail (10) | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 114.41 | 171.84 | 100% | 38.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 5.62 | 6.00 | 100% | 23.00 | -15.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 6.75 | 15.82 | 100% | 17.00 | -21.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | no | 39.39 | 41.05 | 0% | 0.00 | -38.00 | fail (10) | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 142.39 | 181.05 | 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-20260930T060542Z.json) | yes | 2.56 | 3.48 | 100% | 2242.00 | +1349.00 | pass | -| [Ty](latest-results/ty-20260930T060542Z.json) | yes | 3.85 | 3.89 | 100% | 951.00 | +58.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | no | 28.90 | 29.05 | 0% | 0.00 | -893.00 | fail (10) | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 75.07 | 80.82 | 100% | 893.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 5.12 | 5.16 | 100% | 951.00 | +58.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 10.09 | 19.41 | 100% | 2242.00 | +1349.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | no | 39.80 | 40.86 | 0% | 0.00 | -893.00 | fail (10) | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 108.30 | 119.27 | 100% | 893.00 | 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-20260930T060542Z.json) | yes | 2229.32 | 4.08 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 12874.15 | 87.61 | 5 | 25 | 80% | 0 | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 4166.56 | 130.98 | 5 | 25 | 80% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | no | 133992.30 | 1210.62 | 5 | 25 | 40% | 2 | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 2744.92 | 4.77 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 16396.61 | 116.91 | 5 | 25 | 80% | 0 | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 5724.56 | 183.59 | 5 | 25 | 80% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | no | 184872.66 | 1568.59 | 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-20260930T060542Z.json) | yes | 9.58 | 10.16 | 100% | 777.00 | +654.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 46.34 | 71.00 | 100% | 123.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 108.27 | 114.03 | 100% | 2.00 | -121.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 646.66 | 2586.03 | 100% | 15.00 | -108.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 11.45 | 12.82 | 100% | 777.00 | +654.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 54.54 | 85.08 | 100% | 123.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 145.73 | 149.38 | 100% | 2.00 | -121.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 916.68 | 3665.83 | 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-20260930T060542Z.json) | yes | 0.14 | 0.14 | 100% | 48.00 | +14.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 0.37 | 0.42 | 100% | 34.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260930T060542Z.json) | yes | 0.38 | 1.03 | 100% | 7.00 | -27.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | no | 2131.40 | 2191.37 | 0% | 0.00 | -34.00 | fail (10) | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 0.22 | 0.22 | 100% | 48.00 | +14.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 0.25 | 0.30 | 100% | 7.00 | -27.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 0.47 | 0.55 | 100% | 34.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | no | 2771.06 | 2798.98 | 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-20260930T060542Z.json) | yes | 0.15 | 0.16 | 100% | 1.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260930T060542Z.json) | yes | 0.19 | 0.22 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 0.32 | 0.36 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 1721.67 | 1777.96 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 0.23 | 0.24 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 0.28 | 0.29 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 0.42 | 0.47 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 2251.38 | 2297.79 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 0.31 | 0.34 | 0% | 0.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 1.99 | 2.14 | 0% | 0.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 4.59 | 5.02 | 0% | 0.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260930T060542Z.json) | yes | 5.57 | 6.51 | 100% | 23.00 | +23.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 0.43 | 0.48 | 0% | 0.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 2.80 | 3.02 | 0% | 0.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 6.13 | 6.39 | 100% | 23.00 | +23.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 8.05 | 12.08 | 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-20260930T060542Z.json) | yes | 4.70 | 4.76 | 100% | 7.00 | -23.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 7.63 | 10.42 | 100% | 33.00 | +3.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 386.40 | 393.51 | 100% | 30.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | no | 2089.76 | 2152.90 | 0% | 0.00 | -30.00 | fail (10) | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 0.36 | 0.42 | 100% | 33.00 | +3.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 5.76 | 5.79 | 100% | 7.00 | -23.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 521.08 | 555.15 | 100% | 30.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | no | 2671.97 | 2720.63 | 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-20260930T060542Z.json) | yes | 281.82 | 2.31 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 1208.33 | 6.93 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 669.77 | 10.25 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 3645.72 | 64.47 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 349.39 | 2.85 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 1575.76 | 9.55 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 865.88 | 12.90 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 5120.03 | 108.55 | 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-20260930T060542Z.json) | yes | 3.51 | 6.20 | 100% | 14.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260930T060542Z.json) | yes | 5.03 | 7.16 | 100% | 467.00 | +453.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 41.26 | 132.13 | 100% | 487.80 | +473.80 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 42.41 | 68.23 | 100% | 1.00 | -13.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 4.86 | 8.70 | 100% | 14.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 5.67 | 8.20 | 100% | 467.00 | +453.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 53.48 | 179.91 | 100% | 487.80 | +473.80 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 72.08 | 100.94 | 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-20260930T060542Z.json) | yes | 0.14 | 0.16 | 100% | 7.00 | -19.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 0.39 | 0.45 | 100% | 26.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 5.12 | 18.33 | 100% | 167.00 | +141.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 13.73 | 34.87 | 100% | 359.00 | +333.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 0.22 | 0.24 | 100% | 7.00 | -19.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 0.52 | 0.59 | 100% | 26.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 5.41 | 18.77 | 100% | 167.00 | +141.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 126.23 | 233.26 | 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-20260930T060542Z.json) | yes | 0.23 | 0.25 | 100% | 2.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260930T060542Z.json) | yes | 0.44 | 0.55 | 100% | 2.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 0.58 | 0.71 | 100% | 2.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 11.30 | 27.94 | 100% | 2.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 0.35 | 0.36 | 100% | 2.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 0.59 | 0.69 | 100% | 2.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 0.98 | 1.55 | 100% | 2.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 9.70 | 25.18 | 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-20260930T060542Z.json) | yes | 2.30 | 3.75 | 100% | 32.00 | -173.00 | pass | -| [Ty](latest-results/ty-20260930T060542Z.json) | yes | 3.60 | 3.85 | 100% | 225.00 | +20.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 3.62 | 4.58 | 100% | 205.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 62.18 | 65.23 | 100% | 57.00 | -148.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 2.32 | 5.11 | 100% | 32.00 | -173.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 4.39 | 5.64 | 100% | 205.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 4.76 | 5.33 | 100% | 225.00 | +20.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 92.87 | 94.61 | 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-20260930T060542Z.json) | yes | 2.35 | 2.56 | 100% | 1555.00 | +1135.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 2.35 | 4.27 | 100% | 9977.00 | +9557.00 | pass | -| [Pyright](latest-results/pyright-20260930T060542Z.json) | yes | 26.55 | 30.56 | 100% | 420.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260930T060542Z.json) | yes | 192.72 | 223.43 | 100% | 880.00 | +460.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 2.96 | 5.17 | 100% | 9977.00 | +9557.00 | pass | +| [Ty](latest-results/ty-20261001T060547Z.json) | yes | 2.99 | 3.08 | 100% | 1555.00 | +1135.00 | pass | +| [Pyright](latest-results/pyright-20261001T060547Z.json) | yes | 37.04 | 45.46 | 100% | 420.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261001T060547Z.json) | yes | 241.86 | 249.34 | 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-20260930T060542Z.json) | no | 177.63 | 0.21 | 8 | 40 | 100% | 2 | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | no | 221.53 | 0.42 | 8 | 40 | 100% | 2 | ### builtins semantic tokens @@ -476,7 +476,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 0.70 | 0.78 | 100% | 30.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 1.79 | 4.28 | 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-20260930T060542Z.json) | yes | 0.12 | 0.12 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 0.20 | 0.21 | 100% | 7.00 | 0.00 | pass | ### list declared type @@ -492,7 +492,7 @@ Method: `typeServer/getDeclaredType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260930T060542Z.json) | yes | 0.15 | 0.16 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 0.23 | 0.24 | 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-20260930T060542Z.json) | yes | 0.14 | 0.15 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 0.21 | 0.22 | 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-20260930T060542Z.json) | yes | 0.13 | 0.14 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 0.24 | 0.26 | 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-20260930T060542Z.json) | yes | 0.16 | 0.18 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 0.24 | 0.26 | 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-20260930T060542Z.json) | yes | 4174.74 | 19.87 | 3 | 15 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 5835.13 | 28.42 | 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-20260930T060542Z.json) | yes | 10.13 | 17.62 | 100% | 126.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 17.90 | 34.22 | 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-20260930T060542Z.json) | yes | 44.35 | 48.91 | 100% | 74.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 60.40 | 64.00 | 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-20260930T060542Z.json) | yes | 5.13 | 5.28 | 100% | 75.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261001T060547Z.json) | yes | 6.96 | 7.13 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/pylsp-mypy-20260930T060542Z-responses.jsonl b/latest-results/pylsp-mypy-20261001T060547Z-responses.jsonl similarity index 98% rename from latest-results/pylsp-mypy-20260930T060542Z-responses.jsonl rename to latest-results/pylsp-mypy-20261001T060547Z-responses.jsonl index 3d25ca2..fe62770 100644 --- a/latest-results/pylsp-mypy-20260930T060542Z-responses.jsonl +++ b/latest-results/pylsp-mypy-20261001T060547Z-responses.jsonl @@ -64,7 +64,7 @@ {"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", 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32, @@ -17317,9 +17317,9 @@ { "kind": "notification", "method": "exit", - "duration_ms": 0.01420199998847238, + "duration_ms": 0.025877999973999977, "success": true, - "started_at_unix": 1790748607.6058042, + "started_at_unix": 1790835101.394375, "bytes_sent": 55, "bytes_received": 0, "request_id": null, diff --git a/latest-results/pyrefly-20260930T060542Z-responses.jsonl b/latest-results/pyrefly-20261001T060547Z-responses.jsonl similarity index 99% rename from latest-results/pyrefly-20260930T060542Z-responses.jsonl rename to latest-results/pyrefly-20261001T060547Z-responses.jsonl index 033c7d0..6f9bef0 100644 --- a/latest-results/pyrefly-20260930T060542Z-responses.jsonl +++ b/latest-results/pyrefly-20261001T060547Z-responses.jsonl @@ -128,36 +128,36 @@ {"suite": "tsp_core", "label": "builtins semantic tokens", "method": "typeServer/semanticTokens", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/tsp_core/src/builtins_basic.py", "line": 0, "character": 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"request_id": null, @@ -17284,9 +17284,9 @@ { "kind": "notification", "method": "textDocument/didClose", - "duration_ms": 0.014632000002734458, + "duration_ms": 0.025367000034748344, "success": true, - "started_at_unix": 1790748413.7598457, + "started_at_unix": 1790834838.0553184, "bytes_sent": 198, "bytes_received": 0, "request_id": null, @@ -17299,9 +17299,9 @@ { "kind": "request", "method": "shutdown", - "duration_ms": 1.8138270000065404, + "duration_ms": 2.4124729999925876, "success": true, - "started_at_unix": 1790748413.759867, + "started_at_unix": 1790834838.0553546, "bytes_sent": 67, "bytes_received": 61, "request_id": 32, @@ -17319,9 +17319,9 @@ { "kind": "notification", "method": "exit", - "duration_ms": 0.016414999990388424, + "duration_ms": 0.02689999996619008, "success": true, - "started_at_unix": 1790748413.7616947, + "started_at_unix": 1790834838.0577888, "bytes_sent": 55, "bytes_received": 0, "request_id": null, diff --git a/latest-results/summary-20260930T060542Z.csv b/latest-results/summary-20260930T060542Z.csv deleted file mode 100644 index 21ca255..0000000 --- a/latest-results/summary-20260930T060542Z.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,4.6425953999971625,8.353132999997113,1.0,completion_item_count,Completions found,201.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.2697151999958578,1.3718041999908337,1.0,completion_item_count,Completions found,223.0,22.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,66.51766280000402,259.57938399999983,1.0,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,153.1988942000055,390.7168900000158,1.0,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,0.9157116000011456,1.3027882000017144,1.0,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,0.20685899999932644,0.2183201999969242,1.0,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,1.72601160000454,1.9214576000024406,1.0,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,142.7611787999922,143.67093479999085,1.0,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,0.29095840000366024,0.3417966000085926,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.13201439999761533,0.14021059999436147,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.15719460000696017,0.16187379999905716,1.0,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,0.7718104000048243,0.8034796000060851,1.0,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,231.84426240000562,353.979559600009,1.0,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,9.226745800003755,10.459423400007495,1.0,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,18.125891399995453,24.34690800000112,1.0,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,2.962156200010213,3.1111784000188436,0.0,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,22.311997399995676,25.480059199995253,1.0,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,4.137152599997762,4.165737799993963,1.0,hover_text_char_count,Hover length,267.0,-11.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.2422504000019217,3.0905258000075264,1.0,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,134.01806099999476,136.03016999999227,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0 -benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,3.670827000004806,6.042046600001072,1.0,completion_item_count,Completions found,10.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,3.7131173999995326,5.755578400001582,1.0,completion_item_count,Completions found,261.0,251.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,14.191868799997565,47.375613799999876,1.0,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,153.41366520000292,477.0194094000145,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 -benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.4003737999966006,0.44786079999425965,1.0,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,0.14339580000068963,0.17012399999316585,1.0,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,3.5267161999968266,5.49167160000934,1.0,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,125.8396009999899,128.8456475999851,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.28840940000236515,0.32809900000358994,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.12121619999732047,0.12864739999542962,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.17419599999470847,0.18088199999510834,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,0.7686500000033902,0.8049524000057318,1.0,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,19.20773200000383,20.784167400009324,1.0,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,3.646817200001351,3.9009579999998323,1.0,completion_item_count,Completions found,104.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,2.0553556000038498,4.220070800010944,1.0,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,184.84112599999207,224.59838660000173,1.0,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,29.075764799998183,34.84074920000069,1.0,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,2.376431199999729,2.4078167999931566,1.0,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,1.1027465999973174,3.046132199995099,1.0,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,190.3205737999997,195.3498459999878,1.0,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,66.25091219999604,220.2800703999912,1.0,completion_item_count,Completions found,271.2,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,14.206984200001216,17.005316000000903,1.0,completion_item_count,Completions found,1000.0,728.8,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,74.00286559999927,295.3511460000015,1.0,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,42.41473019999944,57.98083219999625,1.0,completion_item_count,Completions found,6.0,-265.2,True,0 -benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.5510764000035806,0.6080242000081171,1.0,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,0.18068159999700129,0.20074539999086483,1.0,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,3.9050353999925846,5.723039999998036,1.0,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,155.47672439999474,158.19881600000372,1.0,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,0.2734451999998555,0.33577899999670535,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.12707700000191835,0.1354582000061555,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,3.534694000006766,5.340916400007245,1.0,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,0.7345947999965574,0.7849768000085078,1.0,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,341.7348514000025,778.8987359999963,1.0,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,14.523840200004656,15.651987000006784,1.0,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,27.435012600000164,44.67486760001407,1.0,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,170.57498520000536,177.03979600001958,1.0,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,8.217371200004209,10.258593400004656,1.0,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,3.366954800000599,3.4063540000062176,1.0,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,26.841542200003232,75.84316379999335,1.0,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,145.0331322000011,147.56791280000812,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,5.239236599999231,9.162630799997373,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,2.644937400000913,5.984506999996596,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,64.72548239999014,258.3078858000021,1.0,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,148.43061759999614,397.70716139997825,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.8611606000016536,0.9765529999981482,1.0,hover_text_char_count,Hover length,10579.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.30167360000064036,0.32546299999864914,1.0,hover_text_char_count,Hover length,10621.0,42.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.7500699999980043,0.7702705999975024,1.0,hover_text_char_count,Hover length,15239.0,4660.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,248.58984539999938,257.9562609999982,1.0,hover_text_char_count,Hover length,10498.0,-81.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.30180579999523616,0.3324293999924066,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.14305539999952543,0.14857779999886134,1.0,location_count,Definitions found,2.0,1.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.16372840000258293,0.16992540000728695,1.0,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,0.8337821999930384,0.9463131999950746,1.0,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,114.41400780000492,171.83695680000426,1.0,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,4.248333999998977,4.808404199999927,1.0,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,2.806303000011212,2.8881138000031115,1.0,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,28.277903800000104,28.920800599991026,0.0,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,75.07378600000152,80.82073200000082,1.0,hover_text_char_count,Hover length,893.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.854265399996848,3.890145200000461,1.0,hover_text_char_count,Hover length,951.0,58.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.564631200010581,3.479382600005465,1.0,hover_text_char_count,Hover length,2242.0,1349.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,28.899836999994477,29.053822399998808,0.0,hover_text_char_count,Hover length,0.0,-893.0,False,10 -benchmark,pyright,pyright,Pyright,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,46.34265240000275,71.00218520000112,1.0,completion_item_count,Completions found,123.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,9.578378400004794,10.158823600011146,1.0,completion_item_count,Completions found,777.0,654.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,646.6557684000009,2586.031351600013,1.0,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,108.274732000001,114.03226379999865,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 -benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.3743213999996442,0.4222631999937221,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.38091879999910816,1.028814799997235,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.13578000000507018,0.13883640000358355,1.0,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,2131.398333000004,2191.370155800007,0.0,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,0.31801859999802673,0.35585539999374305,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.18789840000295044,0.22346379999476085,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.1464926000039668,0.1566216000071563,1.0,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,1721.666535599968,1777.9627469999582,1.0,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,4.586865200005263,5.024345000009589,0.0,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,5.5749067999954605,6.510359199995719,1.0,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,0.3092190000018036,0.3385638000168001,0.0,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,1.9881164000253193,2.1390916000200377,0.0,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,386.40367840000636,393.50527180000654,1.0,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,4.699546200004079,4.760213400004432,1.0,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,7.631524200002104,10.41691560000686,1.0,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,2089.7585509999885,2152.8956077999737,0.0,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,3.506937400001675,6.196285400005763,1.0,completion_item_count,Completions found,14.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,5.034047600003078,7.163908199993329,1.0,completion_item_count,Completions found,467.0,453.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,41.26241419999701,132.1282193999934,1.0,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,42.40626660000544,68.23343940001223,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 -benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.3920537999960061,0.4528225999990809,1.0,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,0.1397537999935139,0.16065739998794015,1.0,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,5.1165741999966485,18.329420000003434,1.0,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,13.729289199989125,34.87093719999165,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 -benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.5796193999998422,0.7088779999946837,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.44447239999954036,0.5535521999945558,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.23057859999653374,0.24996980000082658,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,11.300337800003035,27.941970200015472,1.0,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,3.6179660000016156,4.579283800006806,1.0,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,3.5958465999954115,3.847266399986893,1.0,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,2.2957519999977194,3.7492918000111786,1.0,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,62.18324260000827,65.22751060000473,1.0,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,26.54589360000159,30.556125200001816,1.0,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,2.347399600000699,2.560896599999296,1.0,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,2.353150200002574,4.265860200013094,1.0,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,192.71876459998794,223.42837039999495,1.0,hover_text_char_count,Hover length,880.0,460.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,builtins semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,0.697138199990377,0.7792639999991025,1.0,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,0.12007460000518222,0.12318700000832905,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.15314020000687378,0.16220760000464907,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.1417851999974573,0.15282960000035928,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.141354599998067,0.1566938000053142,,,,,,False,10 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.12613179999902968,0.1389507999988382,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.15531600000144863,0.18160179999426873,1.0,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,0.13208859999735978,0.14821519999372867,,,,,,False,10 -benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,10.126744399991594,17.61811359998546,1.0,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,44.354615800000374,48.91204159999347,1.0,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,5.131279999994831,5.278517199991484,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20261001T060547Z.csv b/latest-results/summary-20261001T060547Z.csv new file mode 100644 index 0000000..80f0b1e --- /dev/null +++ b/latest-results/summary-20261001T060547Z.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,6.3351795999949445,9.484949399990228,1.0,completion_item_count,Completions found,201.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.5989830000080474,1.7409798000244336,1.0,completion_item_count,Completions found,223.0,22.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,84.76163600000746,330.3041750000261,1.0,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,217.91678260000253,486.59078700000003,1.0,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,1.1779900000021826,1.5580161999935171,1.0,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,0.3077880000091682,0.3154460000018844,1.0,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,2.4121690000129092,2.614904999995815,1.0,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,181.5505833999964,183.71588119996431,1.0,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,0.37901880000958954,0.43173160001970246,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.20853279999073493,0.21533759999101676,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.2259856000137006,0.28529039998375083,1.0,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,1.0433004000219626,1.1216184000090834,1.0,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,352.28181680000716,472.4949120000189,1.0,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,12.102103799998076,13.657080399991628,1.0,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,18.351866800014704,21.412975200007622,1.0,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,4.529604200013182,4.8097276000135025,0.0,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,31.34594279999874,34.70294379999359,1.0,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,5.614788200011844,5.668130000003657,1.0,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,1.6539881999960926,3.566403799982254,1.0,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,169.0292377999981,177.18920960003288,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,5.029697000009037,8.122313200033204,1.0,completion_item_count,Completions found,10.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.515464399992197,6.538424199993642,1.0,completion_item_count,Completions found,261.0,251.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,15.658740999992915,61.656424999978285,1.0,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,216.03607740000825,658.2762238000213,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.5526320000058149,0.6302673999925901,1.0,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,0.23377800000616844,0.2615197999830343,1.0,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,0.2721918000133883,0.2882824000266737,1.0,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,156.66631539999116,159.98844439997129,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.39785320002465596,0.4548210000393737,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.19881059998851924,0.21571159999211886,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.227059599990298,0.23925099998223232,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.0633199999915632,1.1213264000048184,1.0,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,26.665764199992736,28.64790640001047,1.0,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,4.699301200002992,5.022326399978283,1.0,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,1.9279564000044047,1.9727536000118562,1.0,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,262.1635242000025,297.85371859996985,1.0,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,40.53440320002437,47.1538226000348,1.0,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,3.2460817999890423,3.3711183999798777,1.0,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,7.122988399987662,13.6710017999917,1.0,hover_text_char_count,Hover length,858.0,775.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,249.10355939999818,253.09763159997374,1.0,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,86.64227840001786,296.4419736000081,1.0,completion_item_count,Completions found,271.2,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,18.505122199997004,21.951483800000915,1.0,completion_item_count,Completions found,1000.0,728.8,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,78.9917206000041,315.02400840003014,1.0,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,90.88827759999276,205.21307579997477,1.0,completion_item_count,Completions found,6.0,-265.2,True,0 +benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.6865811999887228,0.7340225999769245,1.0,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,0.28718300000036834,0.3242358000079548,1.0,hover_text_char_count,Hover length,329.0,-21.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,2.3953103999929226,2.593762399988009,1.0,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,192.37804939999705,196.42024739999897,1.0,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,0.4327015999933792,0.4711239999778627,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.21312119999947754,0.2274983999654978,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.23239519999833647,0.2562711999757994,1.0,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,1.0657282000124724,1.1336910000295575,1.0,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,812.1664024000097,1295.8715736000158,1.0,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,16.688685000019632,18.18163780001214,1.0,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,36.813622000022406,63.56724380003697,1.0,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,225.088604400014,226.9058331999986,1.0,completion_item_count,Completions found,441.0,1.0,True,0 +benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,12.043099200002416,14.935484200020708,1.0,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,4.531759599990437,4.575457999965238,1.0,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,9.484246400006668,23.29436119998718,1.0,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,183.40313480000532,184.89518279999402,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,15.758545000005597,28.822910599990333,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.35395580000295,7.436850799990678,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,87.75328960000479,350.05004439999533,1.0,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,216.56526000001577,397.88923720000184,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,3.1845435999912297,7.7612021999925656,1.0,hover_text_char_count,Hover length,10579.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.39916899999070665,0.41499399998201625,1.0,hover_text_char_count,Hover length,10621.0,42.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.0537162000105127,1.1058553999646392,1.0,hover_text_char_count,Hover length,15239.0,4660.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,322.6773271999946,326.3355150000052,1.0,hover_text_char_count,Hover length,10498.0,-81.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.5803619999937837,0.8929449999982352,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.2291653999918708,0.24531559998877128,1.0,location_count,Definitions found,2.0,1.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.22965599999906772,0.2815609999629487,1.0,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,1.1293471999920257,1.2394335999942996,1.0,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,142.39119359999677,181.0455837999939,1.0,completion_item_count,Completions found,38.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,5.617097200001808,6.004924800004119,1.0,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,6.75108039999941,15.823637999994844,1.0,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,39.39459359999091,41.04579479999302,0.0,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,108.2996306000041,119.26958659998944,1.0,hover_text_char_count,Hover length,893.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.115596599989658,5.1590648000114925,1.0,hover_text_char_count,Hover length,951.0,58.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,10.085142999992058,19.414783800004898,1.0,hover_text_char_count,Hover length,2242.0,1349.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,39.7961662000057,40.863062800031,0.0,hover_text_char_count,Hover length,0.0,-893.0,False,10 +benchmark,pyright,pyright,Pyright,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,54.542111800014936,85.08276900000737,1.0,completion_item_count,Completions found,123.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,11.454805400001078,12.821109999993041,1.0,completion_item_count,Completions found,777.0,654.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,916.6787241999828,3665.826719000017,1.0,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,145.7294671999989,149.37997880001603,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 +benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.4749610000089888,0.549596799999108,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.24709819998633975,0.29869420000068203,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.21911039999622517,0.22430420000318918,1.0,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,2771.0561868000013,2798.9759829999684,0.0,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,0.42405100000451057,0.4743084000097042,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.2797597999915524,0.29080819997489016,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.22947780001913998,0.24178040000606416,1.0,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,2251.382487399974,2297.7935031999777,1.0,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,8.0466873999967,12.080102000015813,0.0,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,6.1341774000084115,6.3879891999931715,1.0,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,0.4342829999927744,0.4831921999880251,0.0,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,2.795691000005718,3.0246159999705924,0.0,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,521.0776063999901,555.1520927999718,1.0,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,5.758100000002742,5.789330200013865,1.0,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,0.3646054000114418,0.4170517999796175,1.0,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,2671.9734335999647,2720.6256013999337,0.0,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,4.858167199995478,8.69553340002085,1.0,completion_item_count,Completions found,14.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,5.66775920000282,8.203506799998195,1.0,completion_item_count,Completions found,467.0,453.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,53.477537799994934,179.9071948000005,1.0,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,72.08001899998635,100.93920480001088,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.515458999996099,0.5940354000131265,1.0,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,0.2182489999995596,0.2396004000161156,1.0,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,5.408481000006304,18.76598320002358,1.0,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,126.23017019996041,233.25842159995315,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.9761283999978332,1.5505332000088856,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.5934875999969336,0.6925337999973635,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.34703659998740477,0.35860620001813004,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,9.696708000001308,25.180127200019335,1.0,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,4.3864895999945475,5.639602799976728,1.0,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,4.75657939997518,5.328485999973509,1.0,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,2.319170400016901,5.114044799972817,1.0,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,92.86958359998607,94.60901879992889,1.0,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,37.03591499998993,45.45620320002399,1.0,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,2.9925676000061685,3.078329199968266,1.0,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,2.9615970000122616,5.169615800014071,1.0,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,241.85850499998196,249.3389595999588,1.0,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,1.794723199998316,4.28384079996249,1.0,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,0.2015952000078869,0.2091642000095817,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.2264541999920766,0.2375151999785885,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.21358439998948597,0.22308960002419553,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.19019619999198767,0.19220259996473033,,,,,,False,10 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.24127340001314224,0.26287380001122074,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.23888339998165975,0.2581871999723262,1.0,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,0.2231345999803125,0.237137999999959,,,,,,False,10 +benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,17.900592199987386,34.21626040000091,1.0,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,60.3999454000018,63.99549879998858,1.0,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,6.963244600001417,7.132318000014948,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20260930T060542Z.json b/latest-results/summary-20261001T060547Z.json similarity index 93% rename from latest-results/summary-20260930T060542Z.json rename to latest-results/summary-20261001T060547Z.json index 177e160..08ec95b 100644 --- a/latest-results/summary-20260930T060542Z.json +++ b/latest-results/summary-20261001T060547Z.json @@ -17,12 +17,12 @@ "tsp_semantic" ], "baseline_server": "pyright", - "generated_at": "20260930T060542Z", + "generated_at": "20261001T060547Z", "servers": [ { "id": "pyright", "display_name": "Pyright", - "output_path": "results/bench-servers/pyright-20260930T060542Z.json", + "output_path": "results/bench-servers/pyright-20261001T060547Z.json", "success": true, "benchmark_count": 6, "command": [ @@ -58,7 +58,7 @@ { "id": "ty", "display_name": "Ty", - "output_path": "results/bench-servers/ty-20260930T060542Z.json", + "output_path": "results/bench-servers/ty-20261001T060547Z.json", "success": true, "benchmark_count": 6, "command": [ @@ -91,7 +91,7 @@ { "id": "pyrefly", "display_name": "Pyrefly", - "output_path": "results/bench-servers/pyrefly-20260930T060542Z.json", + "output_path": "results/bench-servers/pyrefly-20261001T060547Z.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-20260930T060542Z.json", + "output_path": "results/bench-servers/pylsp-mypy-20261001T060547Z.json", "success": false, "benchmark_count": 6, "command": [ diff --git a/latest-results/summary-20260930T060542Z.md b/latest-results/summary-20261001T060547Z.md similarity index 60% rename from latest-results/summary-20260930T060542Z.md rename to latest-results/summary-20261001T060547Z.md index 1128f1f..1b62d43 100644 --- a/latest-results/summary-20260930T060542Z.md +++ b/latest-results/summary-20261001T060547Z.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20260930T060542Z.json` +Generated from `results/bench-servers/summary-20261001T060547Z.json` -- Generated at: 20260930T060542Z +- Generated at: 20261001T060547Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260930T060542Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 6 | 4078.73 | 3.35 | 150 | 100% | 0 | -| Pyrefly | no | 8 | 11984.60 | 26.44 | 205 | 97% | 2 | -| Pyright | yes | 6 | 28396.97 | 46.61 | 150 | 97% | 0 | -| pylsp-mypy | no | 6 | 161201.93 | 281.12 | 150 | 80% | 5 | +| Ty | yes | 6 | 5099.36 | 4.19 | 150 | 100% | 0 | +| Pyrefly | no | 8 | 16079.50 | 35.06 | 205 | 97% | 2 | +| Pyright | yes | 6 | 39637.65 | 75.97 | 150 | 97% | 0 | +| pylsp-mypy | no | 6 | 221856.28 | 371.91 | 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-20260930T060542Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 384.82 | 2.99 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 842.80 | 17.75 | 5 | 25 | 100% | 0 | -| Pyright | yes | 3304.93 | 52.00 | 5 | 25 | 100% | 0 | -| pylsp-mypy | no | 6030.06 | 86.74 | 5 | 25 | 80% | 1 | +| Ty | yes | 526.78 | 3.97 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 1113.32 | 21.48 | 5 | 25 | 100% | 0 | +| Pyright | yes | 4673.98 | 78.30 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 8348.95 | 114.81 | 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 | 1.27 | 1.37 | 100% | 223.00 | +22.00 | pass | -| Pyright | yes | 4.64 | 8.35 | 100% | 201.00 | 0.00 | pass | -| Pyrefly | yes | 66.52 | 259.58 | 100% | 250.00 | +49.00 | pass | -| pylsp-mypy | yes | 153.20 | 390.72 | 100% | 188.00 | -13.00 | pass | +| Ty | yes | 1.60 | 1.74 | 100% | 223.00 | +22.00 | pass | +| Pyright | yes | 6.34 | 9.48 | 100% | 201.00 | 0.00 | pass | +| Pyrefly | yes | 84.76 | 330.30 | 100% | 250.00 | +49.00 | pass | +| pylsp-mypy | yes | 217.92 | 486.59 | 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 | 0.21 | 0.22 | 100% | 4232.00 | +213.00 | pass | -| Pyright | yes | 0.92 | 1.30 | 100% | 4019.00 | 0.00 | pass | -| Pyrefly | yes | 1.73 | 1.92 | 100% | 3182.00 | -837.00 | pass | -| pylsp-mypy | yes | 142.76 | 143.67 | 100% | 4134.00 | +115.00 | pass | +| Ty | yes | 0.31 | 0.32 | 100% | 4232.00 | +213.00 | pass | +| Pyright | yes | 1.18 | 1.56 | 100% | 4019.00 | 0.00 | pass | +| Pyrefly | yes | 2.41 | 2.61 | 100% | 3182.00 | -837.00 | pass | +| pylsp-mypy | yes | 181.55 | 183.72 | 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 | yes | 0.13 | 0.14 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 0.16 | 0.16 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.29 | 0.34 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 0.77 | 0.80 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.21 | 0.22 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.23 | 0.29 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.38 | 0.43 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.04 | 1.12 | 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 | 2.96 | 3.11 | 0% | 0.00 | -168.00 | fail (10) | -| Ty | yes | 9.23 | 10.46 | 100% | 168.00 | 0.00 | pass | -| Pyrefly | yes | 18.13 | 24.35 | 100% | 149.00 | -19.00 | pass | -| Pyright | yes | 231.84 | 353.98 | 100% | 168.00 | 0.00 | pass | +| pylsp-mypy | no | 4.53 | 4.81 | 0% | 0.00 | -168.00 | fail (10) | +| Ty | yes | 12.10 | 13.66 | 100% | 168.00 | 0.00 | pass | +| Pyrefly | yes | 18.35 | 21.41 | 100% | 149.00 | -19.00 | pass | +| Pyright | yes | 352.28 | 472.49 | 100% | 168.00 | 0.00 | pass | ### edit array then hover (edit+hover) @@ -96,10 +96,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 2.24 | 3.09 | 100% | 2546.00 | +2268.00 | pass | -| Ty | yes | 4.14 | 4.17 | 100% | 267.00 | -11.00 | pass | -| Pyright | yes | 22.31 | 25.48 | 100% | 278.00 | 0.00 | pass | -| pylsp-mypy | yes | 134.02 | 136.03 | 100% | 5662.00 | +5384.00 | pass | +| Pyrefly | yes | 1.65 | 3.57 | 100% | 2546.00 | +2268.00 | pass | +| Ty | yes | 5.61 | 5.67 | 100% | 267.00 | -11.00 | pass | +| Pyright | yes | 31.35 | 34.70 | 100% | 278.00 | 0.00 | pass | +| pylsp-mypy | yes | 169.03 | 177.19 | 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 | 205.35 | 2.00 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 247.14 | 4.21 | 5 | 25 | 100% | 0 | -| Pyright | yes | 1102.41 | 10.53 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 5831.17 | 131.04 | 5 | 25 | 100% | 0 | +| Ty | yes | 256.02 | 2.58 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 298.45 | 5.04 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1488.15 | 14.64 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 7908.78 | 177.01 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyright | yes | 3.67 | 6.04 | 100% | 10.00 | 0.00 | pass | -| Ty | yes | 3.71 | 5.76 | 100% | 261.00 | +251.00 | pass | -| Pyrefly | yes | 14.19 | 47.38 | 100% | 15.00 | +5.00 | pass | -| pylsp-mypy | yes | 153.41 | 477.02 | 100% | 2.00 | -8.00 | pass | +| Ty | yes | 4.52 | 6.54 | 100% | 261.00 | +251.00 | pass | +| Pyright | yes | 5.03 | 8.12 | 100% | 10.00 | 0.00 | pass | +| Pyrefly | yes | 15.66 | 61.66 | 100% | 15.00 | +5.00 | pass | +| pylsp-mypy | yes | 216.04 | 658.28 | 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 | 0.14 | 0.17 | 100% | 46.00 | -11.00 | pass | -| Pyright | yes | 0.40 | 0.45 | 100% | 57.00 | 0.00 | pass | -| Pyrefly | yes | 3.53 | 5.49 | 100% | 298.00 | +241.00 | pass | -| pylsp-mypy | yes | 125.84 | 128.85 | 100% | 57.00 | 0.00 | pass | +| Ty | yes | 0.23 | 0.26 | 100% | 46.00 | -11.00 | pass | +| Pyrefly | yes | 0.27 | 0.29 | 100% | 298.00 | +241.00 | pass | +| Pyright | yes | 0.55 | 0.63 | 100% | 57.00 | 0.00 | pass | +| pylsp-mypy | yes | 156.67 | 159.99 | 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 | 0.12 | 0.13 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 0.17 | 0.18 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.29 | 0.33 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 0.77 | 0.80 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.20 | 0.22 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.23 | 0.24 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.40 | 0.45 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.06 | 1.12 | 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 | 2.06 | 4.22 | 100% | 83.00 | -21.00 | pass | -| Ty | yes | 3.65 | 3.90 | 100% | 104.00 | 0.00 | pass | -| Pyright | yes | 19.21 | 20.78 | 100% | 104.00 | 0.00 | pass | -| pylsp-mypy | yes | 184.84 | 224.60 | 100% | 143.00 | +39.00 | pass | +| Pyrefly | yes | 1.93 | 1.97 | 100% | 83.00 | -21.00 | pass | +| Ty | yes | 4.70 | 5.02 | 100% | 104.00 | 0.00 | pass | +| Pyright | yes | 26.67 | 28.65 | 100% | 104.00 | 0.00 | pass | +| pylsp-mypy | yes | 262.16 | 297.85 | 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 | 1.10 | 3.05 | 100% | 858.00 | +775.00 | pass | -| Ty | yes | 2.38 | 2.41 | 100% | 100.00 | +17.00 | pass | -| Pyright | yes | 29.08 | 34.84 | 100% | 83.00 | 0.00 | pass | -| pylsp-mypy | yes | 190.32 | 195.35 | 100% | 71.00 | -12.00 | pass | +| Ty | yes | 3.25 | 3.37 | 100% | 100.00 | +17.00 | pass | +| Pyrefly | yes | 7.12 | 13.67 | 100% | 858.00 | +775.00 | pass | +| Pyright | yes | 40.53 | 47.15 | 100% | 83.00 | 0.00 | pass | +| pylsp-mypy | yes | 249.10 | 253.10 | 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 | 678.02 | 6.48 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 1023.89 | 27.14 | 5 | 25 | 100% | 0 | -| Pyright | yes | 7042.04 | 83.41 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 6097.87 | 102.85 | 5 | 25 | 100% | 0 | +| Ty | yes | 838.27 | 8.05 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 1080.25 | 25.58 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 8054.51 | 138.56 | 5 | 25 | 100% | 0 | +| Pyright | yes | 11565.57 | 182.39 | 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 | 14.21 | 17.01 | 100% | 1000.00 | +728.80 | pass | -| pylsp-mypy | yes | 42.41 | 57.98 | 100% | 6.00 | -265.20 | pass | -| Pyright | yes | 66.25 | 220.28 | 100% | 271.20 | 0.00 | pass | -| Pyrefly | yes | 74.00 | 295.35 | 100% | 16.00 | -255.20 | pass | +| Ty | yes | 18.51 | 21.95 | 100% | 1000.00 | +728.80 | pass | +| Pyrefly | yes | 78.99 | 315.02 | 100% | 16.00 | -255.20 | pass | +| Pyright | yes | 86.64 | 296.44 | 100% | 271.20 | 0.00 | pass | +| pylsp-mypy | yes | 90.89 | 205.21 | 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 | 0.18 | 0.20 | 100% | 329.00 | -21.00 | pass | -| Pyright | yes | 0.55 | 0.61 | 100% | 350.00 | 0.00 | pass | -| Pyrefly | yes | 3.91 | 5.72 | 100% | 2759.00 | +2409.00 | pass | -| pylsp-mypy | yes | 155.48 | 158.20 | 100% | 301.00 | -49.00 | pass | +| Ty | yes | 0.29 | 0.32 | 100% | 329.00 | -21.00 | pass | +| Pyright | yes | 0.69 | 0.73 | 100% | 350.00 | 0.00 | pass | +| Pyrefly | yes | 2.40 | 2.59 | 100% | 2759.00 | +2409.00 | pass | +| pylsp-mypy | yes | 192.38 | 196.42 | 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 | 0.13 | 0.14 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.27 | 0.34 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 0.73 | 0.78 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 3.53 | 5.34 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.21 | 0.23 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.23 | 0.26 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.43 | 0.47 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.07 | 1.13 | 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 | 14.52 | 15.65 | 100% | 448.00 | +8.00 | pass | -| Pyrefly | yes | 27.44 | 44.67 | 100% | 256.00 | -184.00 | pass | -| pylsp-mypy | yes | 170.57 | 177.04 | 100% | 441.00 | +1.00 | pass | -| Pyright | yes | 341.73 | 778.90 | 100% | 440.00 | 0.00 | pass | +| Ty | yes | 16.69 | 18.18 | 100% | 448.00 | +8.00 | pass | +| Pyrefly | yes | 36.81 | 63.57 | 100% | 256.00 | -184.00 | pass | +| pylsp-mypy | yes | 225.09 | 226.91 | 100% | 441.00 | +1.00 | pass | +| Pyright | yes | 812.17 | 1295.87 | 100% | 440.00 | 0.00 | pass | ### edit dataframe then hover (edit+hover) @@ -238,10 +238,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 3.37 | 3.41 | 100% | 4441.00 | +149.00 | pass | -| Pyright | yes | 8.22 | 10.26 | 100% | 4292.00 | 0.00 | pass | -| Pyrefly | yes | 26.84 | 75.84 | 100% | 943.00 | -3349.00 | pass | -| pylsp-mypy | yes | 145.03 | 147.57 | 100% | 232.00 | -4060.00 | pass | +| Ty | yes | 4.53 | 4.58 | 100% | 4441.00 | +149.00 | pass | +| Pyrefly | yes | 9.48 | 23.29 | 100% | 943.00 | -3349.00 | pass | +| Pyright | yes | 12.04 | 14.94 | 100% | 4292.00 | 0.00 | pass | +| pylsp-mypy | yes | 183.40 | 184.90 | 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 | 299.40 | 2.24 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 682.08 | 14.20 | 5 | 25 | 100% | 0 | -| Pyright | yes | 2865.11 | 39.18 | 5 | 25 | 100% | 0 | -| pylsp-mypy | no | 5604.81 | 91.01 | 5 | 25 | 60% | 2 | +| Ty | yes | 383.97 | 2.94 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 940.38 | 21.17 | 5 | 25 | 100% | 0 | +| Pyright | yes | 3937.57 | 54.04 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 7551.35 | 123.91 | 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 | 2.64 | 5.98 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 5.24 | 9.16 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 64.73 | 258.31 | 100% | 15.00 | +14.00 | pass | -| pylsp-mypy | yes | 148.43 | 397.71 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 3.35 | 7.44 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 15.76 | 28.82 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 87.75 | 350.05 | 100% | 15.00 | +14.00 | pass | +| pylsp-mypy | yes | 216.57 | 397.89 | 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 | 0.30 | 0.33 | 100% | 10621.00 | +42.00 | pass | -| Pyrefly | yes | 0.75 | 0.77 | 100% | 15239.00 | +4660.00 | pass | -| Pyright | yes | 0.86 | 0.98 | 100% | 10579.00 | 0.00 | pass | -| pylsp-mypy | yes | 248.59 | 257.96 | 100% | 10498.00 | -81.00 | pass | +| Ty | yes | 0.40 | 0.41 | 100% | 10621.00 | +42.00 | pass | +| Pyrefly | yes | 1.05 | 1.11 | 100% | 15239.00 | +4660.00 | pass | +| Pyright | yes | 3.18 | 7.76 | 100% | 10579.00 | 0.00 | pass | +| pylsp-mypy | yes | 322.68 | 326.34 | 100% | 10498.00 | -81.00 | 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 | 0.14 | 0.15 | 100% | 2.00 | +1.00 | pass | -| Pyrefly | yes | 0.16 | 0.17 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.30 | 0.33 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 0.83 | 0.95 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.23 | 0.25 | 100% | 2.00 | +1.00 | pass | +| Pyrefly | yes | 0.23 | 0.28 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.58 | 0.89 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.13 | 1.24 | 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 | 2.81 | 2.89 | 100% | 17.00 | -21.00 | pass | -| Ty | yes | 4.25 | 4.81 | 100% | 23.00 | -15.00 | pass | -| pylsp-mypy | no | 28.28 | 28.92 | 0% | 0.00 | -38.00 | fail (10) | -| Pyright | yes | 114.41 | 171.84 | 100% | 38.00 | 0.00 | pass | +| Ty | yes | 5.62 | 6.00 | 100% | 23.00 | -15.00 | pass | +| Pyrefly | yes | 6.75 | 15.82 | 100% | 17.00 | -21.00 | pass | +| pylsp-mypy | no | 39.39 | 41.05 | 0% | 0.00 | -38.00 | fail (10) | +| Pyright | yes | 142.39 | 181.05 | 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 | 2.56 | 3.48 | 100% | 2242.00 | +1349.00 | pass | -| Ty | yes | 3.85 | 3.89 | 100% | 951.00 | +58.00 | pass | -| pylsp-mypy | no | 28.90 | 29.05 | 0% | 0.00 | -893.00 | fail (10) | -| Pyright | yes | 75.07 | 80.82 | 100% | 893.00 | 0.00 | pass | +| Ty | yes | 5.12 | 5.16 | 100% | 951.00 | +58.00 | pass | +| Pyrefly | yes | 10.09 | 19.41 | 100% | 2242.00 | +1349.00 | pass | +| pylsp-mypy | no | 39.80 | 40.86 | 0% | 0.00 | -893.00 | fail (10) | +| Pyright | yes | 108.30 | 119.27 | 100% | 893.00 | 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 | 2229.32 | 4.08 | 5 | 25 | 100% | 0 | -| Pyright | yes | 12874.15 | 87.61 | 5 | 25 | 80% | 0 | -| Pyrefly | yes | 4166.56 | 130.98 | 5 | 25 | 80% | 0 | -| pylsp-mypy | no | 133992.30 | 1210.62 | 5 | 25 | 40% | 2 | +| Ty | yes | 2744.92 | 4.77 | 5 | 25 | 100% | 0 | +| Pyright | yes | 16396.61 | 116.91 | 5 | 25 | 80% | 0 | +| Pyrefly | yes | 5724.56 | 183.59 | 5 | 25 | 80% | 0 | +| pylsp-mypy | no | 184872.66 | 1568.59 | 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 | 9.58 | 10.16 | 100% | 777.00 | +654.00 | pass | -| Pyright | yes | 46.34 | 71.00 | 100% | 123.00 | 0.00 | pass | -| pylsp-mypy | yes | 108.27 | 114.03 | 100% | 2.00 | -121.00 | pass | -| Pyrefly | yes | 646.66 | 2586.03 | 100% | 15.00 | -108.00 | pass | +| Ty | yes | 11.45 | 12.82 | 100% | 777.00 | +654.00 | pass | +| Pyright | yes | 54.54 | 85.08 | 100% | 123.00 | 0.00 | pass | +| pylsp-mypy | yes | 145.73 | 149.38 | 100% | 2.00 | -121.00 | pass | +| Pyrefly | yes | 916.68 | 3665.83 | 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 | 0.14 | 0.14 | 100% | 48.00 | +14.00 | pass | -| Pyright | yes | 0.37 | 0.42 | 100% | 34.00 | 0.00 | pass | -| Ty | yes | 0.38 | 1.03 | 100% | 7.00 | -27.00 | pass | -| pylsp-mypy | no | 2131.40 | 2191.37 | 0% | 0.00 | -34.00 | fail (10) | +| Pyrefly | yes | 0.22 | 0.22 | 100% | 48.00 | +14.00 | pass | +| Ty | yes | 0.25 | 0.30 | 100% | 7.00 | -27.00 | pass | +| Pyright | yes | 0.47 | 0.55 | 100% | 34.00 | 0.00 | pass | +| pylsp-mypy | no | 2771.06 | 2798.98 | 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 | 0.15 | 0.16 | 100% | 1.00 | 0.00 | pass | -| Ty | yes | 0.19 | 0.22 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.32 | 0.36 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1721.67 | 1777.96 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.23 | 0.24 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.28 | 0.29 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.42 | 0.47 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 2251.38 | 2297.79 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.31 | 0.34 | 0% | 0.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.99 | 2.14 | 0% | 0.00 | 0.00 | pass | -| Pyright | yes | 4.59 | 5.02 | 0% | 0.00 | 0.00 | pass | -| Ty | yes | 5.57 | 6.51 | 100% | 23.00 | +23.00 | pass | +| Pyrefly | yes | 0.43 | 0.48 | 0% | 0.00 | 0.00 | pass | +| pylsp-mypy | yes | 2.80 | 3.02 | 0% | 0.00 | 0.00 | pass | +| Ty | yes | 6.13 | 6.39 | 100% | 23.00 | +23.00 | pass | +| Pyright | yes | 8.05 | 12.08 | 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 | 4.70 | 4.76 | 100% | 7.00 | -23.00 | pass | -| Pyrefly | yes | 7.63 | 10.42 | 100% | 33.00 | +3.00 | pass | -| Pyright | yes | 386.40 | 393.51 | 100% | 30.00 | 0.00 | pass | -| pylsp-mypy | no | 2089.76 | 2152.90 | 0% | 0.00 | -30.00 | fail (10) | +| Pyrefly | yes | 0.36 | 0.42 | 100% | 33.00 | +3.00 | pass | +| Ty | yes | 5.76 | 5.79 | 100% | 7.00 | -23.00 | pass | +| Pyright | yes | 521.08 | 555.15 | 100% | 30.00 | 0.00 | pass | +| pylsp-mypy | no | 2671.97 | 2720.63 | 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 | 281.82 | 2.31 | 5 | 25 | 100% | 0 | -| Pyright | yes | 1208.33 | 6.93 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 669.77 | 10.25 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 3645.72 | 64.47 | 5 | 25 | 100% | 0 | +| Ty | yes | 349.39 | 2.85 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1575.76 | 9.55 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 865.88 | 12.90 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 5120.03 | 108.55 | 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 | 3.51 | 6.20 | 100% | 14.00 | 0.00 | pass | -| Ty | yes | 5.03 | 7.16 | 100% | 467.00 | +453.00 | pass | -| Pyrefly | yes | 41.26 | 132.13 | 100% | 487.80 | +473.80 | pass | -| pylsp-mypy | yes | 42.41 | 68.23 | 100% | 1.00 | -13.00 | pass | +| Pyright | yes | 4.86 | 8.70 | 100% | 14.00 | 0.00 | pass | +| Ty | yes | 5.67 | 8.20 | 100% | 467.00 | +453.00 | pass | +| Pyrefly | yes | 53.48 | 179.91 | 100% | 487.80 | +473.80 | pass | +| pylsp-mypy | yes | 72.08 | 100.94 | 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 | 0.14 | 0.16 | 100% | 7.00 | -19.00 | pass | -| Pyright | yes | 0.39 | 0.45 | 100% | 26.00 | 0.00 | pass | -| Pyrefly | yes | 5.12 | 18.33 | 100% | 167.00 | +141.00 | pass | -| pylsp-mypy | yes | 13.73 | 34.87 | 100% | 359.00 | +333.00 | pass | +| Ty | yes | 0.22 | 0.24 | 100% | 7.00 | -19.00 | pass | +| Pyright | yes | 0.52 | 0.59 | 100% | 26.00 | 0.00 | pass | +| Pyrefly | yes | 5.41 | 18.77 | 100% | 167.00 | +141.00 | pass | +| pylsp-mypy | yes | 126.23 | 233.26 | 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 | 0.23 | 0.25 | 100% | 2.00 | 0.00 | pass | -| Ty | yes | 0.44 | 0.55 | 100% | 2.00 | 0.00 | pass | -| Pyright | yes | 0.58 | 0.71 | 100% | 2.00 | 0.00 | pass | -| pylsp-mypy | yes | 11.30 | 27.94 | 100% | 2.00 | 0.00 | pass | +| Pyrefly | yes | 0.35 | 0.36 | 100% | 2.00 | 0.00 | pass | +| Ty | yes | 0.59 | 0.69 | 100% | 2.00 | 0.00 | pass | +| Pyright | yes | 0.98 | 1.55 | 100% | 2.00 | 0.00 | pass | +| pylsp-mypy | yes | 9.70 | 25.18 | 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 | 2.30 | 3.75 | 100% | 32.00 | -173.00 | pass | -| Ty | yes | 3.60 | 3.85 | 100% | 225.00 | +20.00 | pass | -| Pyright | yes | 3.62 | 4.58 | 100% | 205.00 | 0.00 | pass | -| pylsp-mypy | yes | 62.18 | 65.23 | 100% | 57.00 | -148.00 | pass | +| Pyrefly | yes | 2.32 | 5.11 | 100% | 32.00 | -173.00 | pass | +| Pyright | yes | 4.39 | 5.64 | 100% | 205.00 | 0.00 | pass | +| Ty | yes | 4.76 | 5.33 | 100% | 225.00 | +20.00 | pass | +| pylsp-mypy | yes | 92.87 | 94.61 | 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 | 2.35 | 2.56 | 100% | 1555.00 | +1135.00 | pass | -| Pyrefly | yes | 2.35 | 4.27 | 100% | 9977.00 | +9557.00 | pass | -| Pyright | yes | 26.55 | 30.56 | 100% | 420.00 | 0.00 | pass | -| pylsp-mypy | yes | 192.72 | 223.43 | 100% | 880.00 | +460.00 | pass | +| Pyrefly | yes | 2.96 | 5.17 | 100% | 9977.00 | +9557.00 | pass | +| Ty | yes | 2.99 | 3.08 | 100% | 1555.00 | +1135.00 | pass | +| Pyright | yes | 37.04 | 45.46 | 100% | 420.00 | 0.00 | pass | +| pylsp-mypy | yes | 241.86 | 249.34 | 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 | 177.63 | 0.21 | 8 | 40 | 100% | 2 | +| Pyrefly | no | 221.53 | 0.42 | 8 | 40 | 100% | 2 | ### builtins semantic tokens @@ -476,7 +476,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.70 | 0.78 | 100% | 30.00 | 0.00 | pass | +| Pyrefly | yes | 1.79 | 4.28 | 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 | 0.12 | 0.12 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.20 | 0.21 | 100% | 7.00 | 0.00 | pass | ### list declared type @@ -492,7 +492,7 @@ Method: `typeServer/getDeclaredType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.15 | 0.16 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.23 | 0.24 | 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 | 0.14 | 0.15 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.21 | 0.22 | 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 | 0.13 | 0.14 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.24 | 0.26 | 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 | 0.16 | 0.18 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.24 | 0.26 | 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 | 4174.74 | 19.87 | 3 | 15 | 100% | 0 | +| Pyrefly | yes | 5835.13 | 28.42 | 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 | 10.13 | 17.62 | 100% | 126.00 | 0.00 | pass | +| Pyrefly | yes | 17.90 | 34.22 | 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 | 44.35 | 48.91 | 100% | 74.00 | 0.00 | pass | +| Pyrefly | yes | 60.40 | 64.00 | 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 | 5.13 | 5.28 | 100% | 75.00 | 0.00 | pass | +| Pyrefly | yes | 6.96 | 7.13 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/ty-20260930T060542Z-responses.jsonl b/latest-results/ty-20261001T060547Z-responses.jsonl similarity index 100% rename from latest-results/ty-20260930T060542Z-responses.jsonl rename to latest-results/ty-20261001T060547Z-responses.jsonl diff --git a/latest-results/ty-20260930T060542Z.json b/latest-results/ty-20261001T060547Z.json similarity index 90% rename from latest-results/ty-20260930T060542Z.json rename to latest-results/ty-20261001T060547Z.json index a1ee4ee..a15152e 100644 --- a/latest-results/ty-20260930T060542Z.json +++ b/latest-results/ty-20261001T060547Z.json @@ -12,8 +12,8 @@ "transformers", "web" ], - "started_at_unix": 1790748413.7990966, - "finished_at_unix": 1790748417.9486547, + "started_at_unix": 1790834838.101079, + "finished_at_unix": 1790834843.2786207, "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": 384.8205099999973, + "total_duration_ms": 526.7804550000506, "error_message": null, "summary": { "request_count": 32, @@ -35,11 +35,11 @@ "failure_count": 0, "bytes_sent": 18656, "bytes_received": 878182, - "min_ms": 0.12648999999953503, - "max_ms": 217.06556799999532, - "mean_ms": 11.48438893749848, - "median_ms": 1.3340254999931744, - "p95_ms": 35.48146355000409, + "min_ms": 0.20067399998424662, + "max_ms": 306.6601430000446, + "mean_ms": 15.805272343753174, + "median_ms": 1.6789950000202225, + "p95_ms": 46.86092594997143, "result_summary": { "present_count": 31, "empty_count": 1, @@ -95,27 +95,27 @@ "by_method": { "textDocument/completion": { "point_count": 2, - "min_ms": 1.1870649999963234, - "max_ms": 10.833560000008902, - "mean_ms": 5.248230499999806, - "median_ms": 5.047203999993144, - "p95_ms": 9.991752650005735 + "min_ms": 1.5123400000334186, + "max_ms": 14.140097999984391, + "mean_ms": 6.850543400003062, + "median_ms": 6.618860000003224, + "p95_ms": 13.05330840000067 }, "textDocument/hover": { "point_count": 2, - "min_ms": 0.1961450000038667, - "max_ms": 4.16980999999339, - "mean_ms": 2.1720057999985443, - "median_ms": 2.1687109999959375, - "p95_ms": 4.160647549994678 + "min_ms": 0.2962830000114991, + "max_ms": 5.6771550000007664, + "mean_ms": 2.9612881000105062, + "median_ms": 2.9339700000150515, + "p95_ms": 5.656848750007271 }, "textDocument/definition": { "point_count": 1, - "min_ms": 0.12648999999953503, - "max_ms": 0.14045099999293598, - "mean_ms": 0.13201439999761533, - "median_ms": 0.1269910000019081, - "p95_ms": 0.14021059999436147 + "min_ms": 0.20067399998424662, + "max_ms": 0.21555199998601893, + "mean_ms": 0.20853279999073493, + "median_ms": 0.20986099997344354, + "p95_ms": 0.21533759999101676 } }, "validation": { @@ -141,11 +141,11 @@ "failure_count": 0, "bytes_sent": 1425, "bytes_received": 306250, - "min_ms": 1.1870649999963234, - "max_ms": 1.3969899999892732, - "mean_ms": 1.2697151999958578, - "median_ms": 1.2708509999868056, - "p95_ms": 1.3718041999908337, + "min_ms": 1.5123400000334186, + "max_ms": 1.782303000027241, + "mean_ms": 1.5989830000080474, + "median_ms": 1.5653979999683543, + "p95_ms": 1.7409798000244336, "result_summary": { "present_count": 5, "empty_count": 0, @@ -205,9 +205,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 217.06556799999532, + "duration_ms": 306.6601430000446, "success": true, - "started_at_unix": 1790748413.8138945, + "started_at_unix": 1790834838.1185186, "bytes_sent": 285, "bytes_received": 61250, "request_id": 2, @@ -235,9 +235,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.3969899999892732, + "duration_ms": 1.782303000027241, "success": true, - "started_at_unix": 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