From d3b803bd777f05277f9e9c0df7432edfbc2028ee Mon Sep 17 00:00:00 2001 From: rchiodo <19672699+rchiodo@users.noreply.github.com> Date: Thu, 17 Sep 2026 06:13:00 +0000 Subject: [PATCH] Update benchmark results from workflow runner --- latest-results.md | 322 +- ...lsp-mypy-20260917T060626Z-responses.jsonl} | 4 +- ....json => pylsp-mypy-20260917T060626Z.json} | 2756 +++---- ... pyrefly-20260917T060626Z-responses.jsonl} | 52 +- ...23Z.json => pyrefly-20260917T060626Z.json} | 6750 ++++++++--------- ... pyright-20260917T060626Z-responses.jsonl} | 0 ...23Z.json => pyright-20260917T060626Z.json} | 2740 +++---- latest-results/summary-20260916T060523Z.csv | 132 - latest-results/summary-20260917T060626Z.csv | 132 + ...23Z.json => summary-20260917T060626Z.json} | 10 +- ...060523Z.md => summary-20260917T060626Z.md} | 322 +- ...nl => ty-20260917T060626Z-responses.jsonl} | 0 ...T060523Z.json => ty-20260917T060626Z.json} | 2740 +++---- 13 files changed, 7966 insertions(+), 7994 deletions(-) rename latest-results/{pylsp-mypy-20260916T060523Z-responses.jsonl => pylsp-mypy-20260917T060626Z-responses.jsonl} (100%) rename latest-results/{pylsp-mypy-20260916T060523Z.json => pylsp-mypy-20260917T060626Z.json} (90%) rename latest-results/{pyrefly-20260916T060523Z-responses.jsonl => pyrefly-20260917T060626Z-responses.jsonl} (99%) rename latest-results/{pyrefly-20260916T060523Z.json => pyrefly-20260917T060626Z.json} (91%) rename latest-results/{pyright-20260916T060523Z-responses.jsonl => pyright-20260917T060626Z-responses.jsonl} (100%) rename latest-results/{pyright-20260916T060523Z.json => pyright-20260917T060626Z.json} (90%) delete mode 100644 latest-results/summary-20260916T060523Z.csv create mode 100644 latest-results/summary-20260917T060626Z.csv rename latest-results/{summary-20260916T060523Z.json => summary-20260917T060626Z.json} (93%) rename latest-results/{summary-20260916T060523Z.md => summary-20260917T060626Z.md} (60%) rename latest-results/{ty-20260916T060523Z-responses.jsonl => ty-20260917T060626Z-responses.jsonl} (100%) rename latest-results/{ty-20260916T060523Z.json => ty-20260917T060626Z.json} (90%) diff --git a/latest-results.md b/latest-results.md index e1cc37f..15a039a 100644 --- a/latest-results.md +++ b/latest-results.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20260916T060523Z.json` +Generated from `results/bench-servers/summary-20260917T060626Z.json` -- Generated at: 20260916T060523Z +- Generated at: 20260917T060626Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260916T060523Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 6 | 4989.74 | 4.01 | 150 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | no | 8 | 16242.67 | 35.39 | 205 | 97% | 2 | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 6 | 36449.51 | 65.04 | 150 | 97% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | no | 6 | 207157.00 | 361.16 | 150 | 80% | 5 | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 6 | 4893.94 | 3.96 | 150 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | no | 8 | 15742.33 | 33.47 | 205 | 97% | 2 | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 6 | 39362.93 | 75.06 | 150 | 97% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | no | 6 | 257590.03 | 378.08 | 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-20260916T060523Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 402.02 | 3.43 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 1089.58 | 23.73 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 4493.34 | 76.41 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | no | 7862.22 | 109.48 | 5 | 25 | 80% | 1 | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 396.37 | 3.37 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 1135.26 | 22.68 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 4702.15 | 82.68 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | no | 7787.40 | 114.15 | 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-20260916T060523Z.json) | yes | 1.78 | 1.99 | 100% | 223.00 | +22.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 6.31 | 9.60 | 100% | 201.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 82.61 | 326.77 | 100% | 250.00 | +49.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 184.15 | 420.20 | 100% | 188.00 | -13.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 1.73 | 1.93 | 100% | 223.00 | +22.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 6.85 | 12.24 | 100% | 201.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 85.70 | 340.01 | 100% | 250.00 | +49.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 215.30 | 451.37 | 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-20260916T060523Z.json) | yes | 0.29 | 0.31 | 100% | 4232.00 | +213.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 1.15 | 1.60 | 100% | 4019.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 2.83 | 3.69 | 100% | 3182.00 | -837.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 185.25 | 186.92 | 100% | 4134.00 | +115.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 0.33 | 0.38 | 100% | 4232.00 | +213.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 1.09 | 1.33 | 100% | 4019.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 5.53 | 8.03 | 100% | 3182.00 | -837.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 182.41 | 186.40 | 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-20260916T060523Z.json) | yes | 0.19 | 0.19 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 0.34 | 0.34 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 0.41 | 0.49 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 0.99 | 1.03 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 0.22 | 0.24 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.23 | 0.26 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 0.40 | 0.46 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 1.05 | 1.10 | 100% | 1.00 | 0.00 | pass | ### edit array then complete (edit+completion) @@ -85,10 +85,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | no | 3.96 | 4.12 | 0% | 0.00 | -168.00 | fail (10) | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 11.19 | 12.54 | 100% | 168.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 32.46 | 46.19 | 100% | 149.00 | -19.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 343.27 | 430.02 | 100% | 168.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | no | 4.13 | 4.34 | 0% | 0.00 | -168.00 | fail (10) | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 10.78 | 11.35 | 100% | 168.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 20.90 | 27.80 | 100% | 149.00 | -19.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 370.53 | 453.48 | 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-20260916T060523Z.json) | yes | 0.39 | 0.42 | 100% | 2546.00 | +2268.00 | pass | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 3.69 | 3.82 | 100% | 267.00 | -11.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 30.92 | 33.45 | 100% | 278.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 173.04 | 174.80 | 100% | 5662.00 | +5384.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 1.06 | 2.97 | 100% | 2546.00 | +2268.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 3.76 | 3.91 | 100% | 267.00 | -11.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 34.53 | 36.47 | 100% | 278.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 167.85 | 169.34 | 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-20260916T060523Z.json) | yes | 262.34 | 2.55 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 266.41 | 3.68 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 1454.06 | 13.73 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 7522.96 | 169.15 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 259.60 | 2.54 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 272.62 | 3.99 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 1469.45 | 14.03 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 8045.82 | 182.14 | 5 | 25 | 100% | 0 | ### queryset completion @@ -123,10 +123,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 4.87 | 7.35 | 100% | 261.00 | +251.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 5.35 | 8.13 | 100% | 10.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 15.81 | 62.32 | 100% | 15.00 | +5.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 194.26 | 580.73 | 100% | 2.00 | -8.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 4.70 | 7.37 | 100% | 10.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 4.85 | 7.17 | 100% | 261.00 | +251.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 16.67 | 64.64 | 100% | 15.00 | +5.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 224.94 | 694.83 | 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-20260916T060523Z.json) | yes | 0.19 | 0.22 | 100% | 46.00 | -11.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 0.24 | 0.27 | 100% | 298.00 | +241.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 0.50 | 0.54 | 100% | 57.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 165.23 | 168.03 | 100% | 57.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 0.24 | 0.26 | 100% | 46.00 | -11.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.41 | 0.46 | 100% | 298.00 | +241.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 0.53 | 0.58 | 100% | 57.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 158.86 | 161.94 | 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-20260916T060523Z.json) | yes | 0.16 | 0.17 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 0.20 | 0.24 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 0.40 | 0.44 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 1.02 | 1.05 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.32 | 0.41 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 0.39 | 0.43 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 1.09 | 1.13 | 100% | 1.00 | 0.00 | pass | ### edit queryset then complete (edit+completion) @@ -156,10 +156,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 1.69 | 1.79 | 100% | 83.00 | -21.00 | pass | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 4.67 | 5.24 | 100% | 104.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 25.07 | 27.06 | 100% | 104.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 237.99 | 278.96 | 100% | 143.00 | +39.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 1.84 | 1.89 | 100% | 83.00 | -21.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 4.51 | 4.96 | 100% | 104.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 25.76 | 28.27 | 100% | 104.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 278.11 | 323.96 | 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-20260916T060523Z.json) | yes | 0.47 | 0.53 | 100% | 858.00 | +775.00 | pass | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 2.88 | 2.92 | 100% | 100.00 | +17.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 37.31 | 43.01 | 100% | 83.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 247.26 | 250.28 | 100% | 71.00 | -12.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.71 | 0.74 | 100% | 858.00 | +775.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 2.89 | 2.94 | 100% | 100.00 | +17.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 38.76 | 44.28 | 100% | 83.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 247.68 | 253.73 | 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-20260916T060523Z.json) | yes | 857.94 | 7.79 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 1234.48 | 30.58 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 7757.14 | 131.91 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 9669.88 | 134.05 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 828.39 | 7.69 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 1098.59 | 27.84 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 7863.39 | 140.43 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 12026.90 | 179.57 | 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-20260916T060523Z.json) | yes | 18.41 | 21.78 | 100% | 1000.00 | +728.80 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 51.93 | 69.96 | 100% | 6.00 | -265.20 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 73.59 | 250.03 | 100% | 271.20 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 86.02 | 343.32 | 100% | 16.00 | -255.20 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 18.41 | 22.19 | 100% | 1000.00 | +728.80 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 77.21 | 263.36 | 100% | 271.20 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 89.91 | 199.14 | 100% | 6.00 | -265.20 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 91.64 | 364.49 | 100% | 16.00 | -255.20 | pass | ### dataframe groupby hover @@ -205,10 +205,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 0.24 | 0.28 | 100% | 329.00 | -21.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 0.72 | 0.82 | 100% | 350.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 4.83 | 6.61 | 100% | 2759.00 | +2409.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 195.78 | 198.21 | 100% | 301.00 | -49.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 0.25 | 0.27 | 100% | 329.00 | -21.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 0.79 | 0.90 | 100% | 350.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 2.44 | 2.63 | 100% | 2759.00 | +2409.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 194.17 | 199.56 | 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-20260916T060523Z.json) | yes | 0.17 | 0.20 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 0.44 | 0.52 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 1.03 | 1.06 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 2.72 | 2.92 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 0.23 | 0.29 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.24 | 0.25 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 0.45 | 0.54 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 1.09 | 1.14 | 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-20260916T060523Z.json) | yes | 17.32 | 18.27 | 100% | 448.00 | +8.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 30.23 | 33.24 | 100% | 256.00 | -184.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 220.41 | 230.74 | 100% | 441.00 | +1.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 584.93 | 1156.02 | 100% | 440.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 16.71 | 17.68 | 100% | 448.00 | +8.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 44.10 | 67.19 | 100% | 256.00 | -184.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 230.56 | 236.24 | 100% | 441.00 | +1.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 809.83 | 1273.60 | 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-20260916T060523Z.json) | yes | 2.83 | 2.88 | 100% | 4441.00 | +149.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 10.58 | 14.56 | 100% | 4292.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 29.07 | 91.89 | 100% | 943.00 | -3349.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 190.42 | 193.62 | 100% | 232.00 | -4060.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.78 | 0.84 | 100% | 943.00 | -3349.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 2.84 | 2.96 | 100% | 4441.00 | +149.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 9.57 | 10.78 | 100% | 4292.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 186.42 | 190.40 | 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-20260916T060523Z.json) | yes | 366.66 | 2.51 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 783.43 | 15.87 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 3494.28 | 46.68 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | no | 6949.82 | 116.80 | 5 | 25 | 60% | 2 | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 357.80 | 2.48 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 809.80 | 17.31 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 3671.70 | 50.35 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | no | 7226.75 | 127.07 | 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-20260916T060523Z.json) | yes | 3.58 | 8.22 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 7.38 | 11.48 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 76.98 | 307.13 | 100% | 15.00 | +14.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 194.00 | 522.55 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 3.31 | 7.32 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 7.47 | 13.35 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 84.05 | 335.21 | 100% | 15.00 | +14.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 223.34 | 409.40 | 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-20260916T060523Z.json) | yes | 0.40 | 0.42 | 100% | 10621.00 | +49.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 0.99 | 1.04 | 100% | 15232.00 | +4660.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 1.22 | 1.43 | 100% | 10572.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 319.60 | 325.33 | 100% | 10498.00 | -74.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 0.41 | 0.43 | 100% | 10621.00 | +49.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 1.06 | 1.13 | 100% | 15232.00 | +4660.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 1.25 | 1.44 | 100% | 10572.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 331.65 | 338.00 | 100% | 10498.00 | -74.00 | pass | ### mapped class definition @@ -287,10 +287,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 0.19 | 0.21 | 100% | 2.00 | +1.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 0.22 | 0.25 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 0.39 | 0.43 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 1.07 | 1.27 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 0.23 | 0.24 | 100% | 2.00 | +1.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.24 | 0.26 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 0.46 | 0.51 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 1.19 | 1.34 | 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-20260916T060523Z.json) | yes | 0.70 | 0.75 | 100% | 17.00 | -21.00 | pass | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 4.40 | 5.04 | 100% | 23.00 | -15.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | no | 34.58 | 34.76 | 0% | 0.00 | -38.00 | fail (10) | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 135.35 | 202.52 | 100% | 38.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.71 | 0.75 | 100% | 17.00 | -21.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 4.37 | 4.78 | 100% | 23.00 | -15.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | no | 39.51 | 40.57 | 0% | 0.00 | -38.00 | fail (10) | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 145.39 | 185.92 | 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-20260916T060523Z.json) | yes | 0.46 | 0.48 | 100% | 2246.00 | +1346.00 | pass | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 3.96 | 4.03 | 100% | 958.00 | +58.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | no | 34.75 | 34.98 | 0% | 0.00 | -900.00 | fail (10) | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 89.04 | 102.72 | 100% | 900.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.49 | 0.52 | 100% | 2246.00 | +1346.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 4.10 | 4.18 | 100% | 958.00 | +58.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | no | 39.67 | 41.49 | 0% | 0.00 | -900.00 | fail (10) | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 97.16 | 105.77 | 100% | 900.00 | 0.00 | pass | ### Result Differences @@ -326,10 +326,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 2774.40 | 5.10 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 15814.46 | 110.45 | 5 | 25 | 80% | 0 | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 5142.65 | 159.36 | 5 | 25 | 80% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | no | 172270.83 | 1533.34 | 5 | 25 | 40% | 2 | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 2730.05 | 4.89 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 15913.06 | 114.45 | 5 | 25 | 80% | 0 | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 5401.79 | 169.92 | 5 | 25 | 80% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | no | 221534.85 | 1587.86 | 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-20260916T060523Z.json) | yes | 11.67 | 12.26 | 100% | 776.00 | +653.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 55.13 | 78.09 | 100% | 123.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 133.11 | 141.20 | 100% | 2.00 | -121.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 768.52 | 3073.32 | 100% | 15.00 | -108.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 11.58 | 12.78 | 100% | 776.00 | +653.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 50.67 | 77.69 | 100% | 123.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 152.87 | 156.82 | 100% | 2.00 | -121.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 836.29 | 3344.21 | 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-20260916T060523Z.json) | yes | 0.19 | 0.20 | 100% | 48.00 | +14.00 | pass | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 0.24 | 0.36 | 100% | 7.00 | -27.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 0.49 | 0.56 | 100% | 34.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | no | 2717.94 | 2753.59 | 0% | 0.00 | -34.00 | fail (10) | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.21 | 0.22 | 100% | 48.00 | +14.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 0.23 | 0.26 | 100% | 7.00 | -27.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 0.47 | 0.55 | 100% | 34.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | no | 2846.33 | 2909.71 | 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-20260916T060523Z.json) | yes | 0.19 | 0.20 | 100% | 1.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 0.28 | 0.34 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 0.44 | 0.47 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 2213.10 | 2239.11 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 0.27 | 0.29 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 0.48 | 0.67 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 2229.58 | 2274.33 | 100% | 1.00 | 0.00 | pass | ### edit prediction then complete (edit+completion) @@ -370,10 +370,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 2.45 | 2.58 | 0% | 0.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 6.37 | 8.10 | 0% | 0.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 7.45 | 7.91 | 100% | 23.00 | +23.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 11.51 | 23.18 | 0% | 0.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 2.54 | 2.65 | 0% | 0.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 6.26 | 17.14 | 0% | 0.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 6.75 | 8.02 | 100% | 23.00 | +23.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 7.72 | 9.29 | 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-20260916T060523Z.json) | yes | 5.84 | 5.93 | 100% | 7.00 | -23.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 16.39 | 38.84 | 100% | 33.00 | +3.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 489.84 | 505.37 | 100% | 30.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | no | 2600.12 | 2659.59 | 0% | 0.00 | -30.00 | fail (10) | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 5.63 | 5.74 | 100% | 7.00 | -23.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 6.61 | 22.64 | 100% | 33.00 | +3.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 512.91 | 546.57 | 100% | 30.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | no | 2707.97 | 2737.51 | 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-20260916T060523Z.json) | yes | 326.38 | 2.72 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 1523.50 | 8.92 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 900.61 | 15.12 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 4794.03 | 106.25 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 321.72 | 2.79 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 1579.67 | 9.28 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 881.55 | 12.92 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 5131.83 | 116.81 | 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-20260916T060523Z.json) | yes | 5.70 | 9.73 | 100% | 14.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 6.19 | 8.65 | 100% | 467.00 | +453.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 65.30 | 178.49 | 100% | 487.80 | +473.80 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 71.29 | 98.16 | 100% | 1.00 | -13.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 6.07 | 10.60 | 100% | 14.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 6.25 | 9.07 | 100% | 467.00 | +453.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 56.00 | 184.05 | 100% | 487.80 | +473.80 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 95.80 | 161.84 | 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-20260916T060523Z.json) | yes | 0.18 | 0.20 | 100% | 7.00 | -19.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 0.57 | 0.67 | 100% | 26.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 5.49 | 19.22 | 100% | 167.00 | +141.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 132.00 | 242.84 | 100% | 359.00 | +333.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 0.22 | 0.24 | 100% | 7.00 | -19.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 0.52 | 0.59 | 100% | 26.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 5.34 | 18.56 | 100% | 167.00 | +141.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 151.61 | 198.46 | 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-20260916T060523Z.json) | yes | 0.31 | 0.33 | 100% | 2.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 0.54 | 0.63 | 100% | 2.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 0.85 | 0.90 | 100% | 2.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 3.68 | 4.39 | 100% | 2.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.32 | 0.34 | 100% | 2.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 0.58 | 0.71 | 100% | 2.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 0.79 | 0.95 | 100% | 2.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 4.08 | 5.08 | 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-20260916T060523Z.json) | yes | 2.97 | 4.84 | 100% | 32.00 | -173.00 | pass | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 4.16 | 4.35 | 100% | 225.00 | +20.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 4.62 | 6.18 | 100% | 205.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 86.30 | 87.00 | 100% | 57.00 | -148.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.59 | 0.62 | 100% | 32.00 | -173.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 4.44 | 5.19 | 100% | 225.00 | +20.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 4.84 | 6.02 | 100% | 205.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 94.40 | 96.61 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 1.52 | 1.56 | 100% | 9977.00 | +9557.00 | pass | -| [Ty](latest-results/ty-20260916T060523Z.json) | yes | 2.50 | 2.56 | 100% | 1613.00 | +1193.00 | pass | -| [Pyright](latest-results/pyright-20260916T060523Z.json) | yes | 32.85 | 36.37 | 100% | 420.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260916T060523Z.json) | yes | 237.99 | 244.08 | 100% | 880.00 | +460.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 2.34 | 4.75 | 100% | 9977.00 | +9557.00 | pass | +| [Ty](latest-results/ty-20260917T060626Z.json) | yes | 2.44 | 2.49 | 100% | 1613.00 | +1193.00 | pass | +| [Pyright](latest-results/pyright-20260917T060626Z.json) | yes | 34.16 | 38.28 | 100% | 420.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260917T060626Z.json) | yes | 238.17 | 245.23 | 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-20260916T060523Z.json) | no | 223.33 | 0.29 | 8 | 40 | 100% | 2 | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | no | 223.92 | 0.32 | 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-20260916T060523Z.json) | yes | 0.95 | 1.06 | 100% | 30.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 1.00 | 1.03 | 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-20260916T060523Z.json) | yes | 0.16 | 0.18 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.21 | 0.22 | 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-20260916T060523Z.json) | yes | 0.20 | 0.22 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.24 | 0.25 | 100% | 7.00 | 0.00 | pass | ### generic specialization computed type @@ -500,7 +500,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 0.17 | 0.19 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.24 | 0.25 | 100% | 7.00 | 0.00 | pass | ### stdlib path computed type @@ -508,7 +508,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 0.19 | 0.21 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.22 | 0.23 | 100% | 7.00 | 0.00 | pass | ### function argument expected type @@ -516,13 +516,13 @@ Method: `typeServer/getExpectedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260916T060523Z.json) | yes | 0.31 | 0.61 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 0.22 | 0.27 | 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-20260916T060523Z.json) | yes | 6602.17 | 68.98 | 3 | 15 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 5918.79 | 32.19 | 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-20260916T060523Z.json) | yes | 18.08 | 32.61 | 100% | 126.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 15.31 | 31.68 | 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-20260916T060523Z.json) | yes | 139.58 | 150.07 | 100% | 74.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 71.02 | 87.82 | 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-20260916T060523Z.json) | yes | 49.27 | 55.88 | 100% | 75.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260917T060626Z.json) | yes | 10.25 | 17.16 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/pylsp-mypy-20260916T060523Z-responses.jsonl b/latest-results/pylsp-mypy-20260917T060626Z-responses.jsonl similarity index 100% rename from latest-results/pylsp-mypy-20260916T060523Z-responses.jsonl rename to latest-results/pylsp-mypy-20260917T060626Z-responses.jsonl index ed17aad..40da258 100644 --- a/latest-results/pylsp-mypy-20260916T060523Z-responses.jsonl +++ b/latest-results/pylsp-mypy-20260917T060626Z-responses.jsonl @@ -66,8 +66,8 @@ {"suite": "pandas", "label": "edit dataframe then complete (edit+completion)", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 17, "character": 39, "iteration": 1, "result": {"isIncomplete": false, "items": [{"label": "abs()", "kind": 3, "sortText": "aabs", "insertText": "abs", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add(other, axis, level, fill_value)", "kind": 3, "sortText": "aadd", "insertText": "add", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add_prefix(prefix, axis)", "kind": 3, "sortText": "aadd_prefix", "insertText": "add_prefix", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add_suffix(suffix, axis)", "kind": 3, "sortText": "aadd_suffix", "insertText": "add_suffix", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "agg", "kind": 6, "sortText": "aagg", "insertText": "agg", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "aggregate(func, axis, args, kwargs)", "kind": 3, "sortText": "aaggregate", "insertText": "aggregate", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "align(other, join, axis, level, copy, fill_value, method, limit, fill_axis, broadcast_axis)", "kind": 3, "sortText": "aalign", "insertText": "align", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "all(axis, bool_only, skipna, kwargs)", "kind": 3, "sortText": "aall", "insertText": "all", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "any(axis, bool_only, skipna, kwargs)", "kind": 3, "sortText": "aany", "insertText": "any", "data": {"doc_uri": 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errors: IgnoreRaise = ...,\n) -> None\n```\n"}}} {"suite": "pandas", "label": "edit dataframe then hover (edit+hover)", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 17, "character": 20, "iteration": 2, "result": {"contents": {"kind": "markdown", "value": "```python\ndrop(\n labels: IndexLabel = ...,\n *,\n axis: Axis = ...,\n index: IndexLabel = ...,\n columns: IndexLabel = ...,\n level: Level = ...,\n inplace: Literal[True],\n errors: IgnoreRaise = ...,\n) -> None\n```\n"}}} {"suite": "pandas", "label": "edit dataframe then hover (edit+hover)", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 17, "character": 20, "iteration": 3, "result": {"contents": {"kind": "markdown", "value": "```python\ndrop(\n labels: IndexLabel = ...,\n *,\n axis: Axis = ...,\n index: IndexLabel = ...,\n columns: IndexLabel = ...,\n level: Level = ...,\n inplace: Literal[True],\n errors: IgnoreRaise = ...,\n) -> None\n```\n"}}} diff --git a/latest-results/pylsp-mypy-20260916T060523Z.json b/latest-results/pylsp-mypy-20260917T060626Z.json similarity index 90% rename from latest-results/pylsp-mypy-20260916T060523Z.json rename to latest-results/pylsp-mypy-20260917T060626Z.json index bbc8bae..0dc6179 100644 --- a/latest-results/pylsp-mypy-20260916T060523Z.json +++ b/latest-results/pylsp-mypy-20260917T060626Z.json @@ -11,8 +11,8 @@ "transformers", "web" ], - "started_at_unix": 1789538857.9563327, - "finished_at_unix": 1789539065.2024946, + "started_at_unix": 1789625322.7054727, + "finished_at_unix": 1789625580.3794765, "scenario_reports": [], "benchmark_reports": [ { @@ -25,7 +25,7 @@ "environment_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/data_science/.venv", "python_executable": 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"success": true, - "started_at_unix": 1789539065.1858578, + "started_at_unix": 1789625580.3627808, "bytes_sent": 67, "bytes_received": 117, "request_id": 32, @@ -17317,9 +17317,9 @@ { "kind": "notification", "method": "exit", - "duration_ms": 0.021983000010550313, + "duration_ms": 0.025857999958134315, "success": true, - "started_at_unix": 1789539065.186658, + "started_at_unix": 1789625580.363582, "bytes_sent": 55, "bytes_received": 0, "request_id": null, diff --git a/latest-results/pyrefly-20260916T060523Z-responses.jsonl b/latest-results/pyrefly-20260917T060626Z-responses.jsonl similarity index 99% rename from latest-results/pyrefly-20260916T060523Z-responses.jsonl rename to latest-results/pyrefly-20260917T060626Z-responses.jsonl index 1988e32..841fe29 100644 --- a/latest-results/pyrefly-20260916T060523Z-responses.jsonl +++ b/latest-results/pyrefly-20260917T060626Z-responses.jsonl @@ -123,41 +123,41 @@ {"suite": "transformers", "label": "edit tokenizer then hover (edit+hover)", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/transformers/src/inference.py", "line": 10, "character": 30, "iteration": 3, "result": {"canIncreaseVerbosity": false, "contents": {"kind": "markdown", "value": "```python\nvocab_size: Unknown\n```"}}} {"suite": "transformers", "label": "edit tokenizer then hover (edit+hover)", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/transformers/src/inference.py", "line": 10, "character": 30, "iteration": 4, "result": {"canIncreaseVerbosity": false, "contents": {"kind": "markdown", "value": "```python\nvocab_size: Unknown\n```"}}} {"suite": "transformers", "label": "edit tokenizer then hover (edit+hover)", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/transformers/src/inference.py", "line": 10, "character": 30, "iteration": 5, "result": {"canIncreaseVerbosity": false, "contents": {"kind": "markdown", "value": "```python\nvocab_size: Unknown\n```"}}} -{"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": 0, "iteration": 1, "result": {"data": [0, 0, 5, 10, 1, 0, 5, 1, 2, 0, 0, 2, 3, 5, 0, 0, 4, 1, 2, 0, 0, 2, 1, 4, 0, 1, 0, 4, 10, 1, 0, 4, 1, 2, 0, 0, 2, 3, 5, 0, 0, 4, 1, 2, 0, 0, 2, 8, 3, 0, 1, 0, 5, 10, 1, 0, 5, 1, 2, 0, 0, 2, 4, 5, 0, 0, 4, 1, 2, 0, 0, 1, 3, 5, 0, 0, 3, 1, 2, 0, 0, 2, 1, 2, 0, 0, 2, 1, 2, 0, 0, 1, 1, 4, 0, 0, 1, 1, 2, 0, 0, 2, 1, 4, 0, 0, 1, 1, 2, 0, 0, 2, 1, 4, 0, 0, 1, 1, 2, 0, 1, 0, 6, 10, 1, 0, 7, 1, 2, 0, 0, 2, 3, 7, 2048, 0, 3, 1, 2, 0, 0, 1, 5, 10, 0, 0, 5, 1, 2, 0], "semantic_token_count": 30, "type_query_count": 2, "type_query_failure_count": 0, "token_type_counts": {"function": 1, "number": 4, "operator": 15, 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"duration_ms": 0.03361000000268177, + "duration_ms": 0.036979000014980556, "success": true, - "started_at_unix": 1789538815.497001, + "started_at_unix": 1789625280.997441, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17148,9 +17148,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.01974000002746834, + "duration_ms": 0.04637600000023667, "success": true, - "started_at_unix": 1789538815.4970465, + "started_at_unix": 1789625280.9974902, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17167,9 +17167,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 32.27995099996406, + "duration_ms": 32.59832200001256, "success": true, - "started_at_unix": 1789538815.4970782, + "started_at_unix": 1789625280.9975493, "bytes_sent": 241, "bytes_received": 614, "request_id": 30, @@ -17197,9 +17197,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.036945000033483666, + "duration_ms": 0.03776000002631008, "success": true, - "started_at_unix": 1789538815.529516, + "started_at_unix": 1789625281.030269, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17216,9 +17216,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.020189999986541807, + "duration_ms": 0.02120999999988271, "success": true, - "started_at_unix": 1789538815.5295658, + "started_at_unix": 1789625281.0303183, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17235,9 +17235,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 26.415639999981977, + "duration_ms": 31.207912999974496, "success": true, - "started_at_unix": 1789538815.5295978, + "started_at_unix": 1789625281.0303507, "bytes_sent": 241, "bytes_received": 614, "request_id": 31, @@ -17265,9 +17265,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.03249899998536421, + "duration_ms": 0.03038700000956851, "success": true, - "started_at_unix": 1789538815.5561194, + "started_at_unix": 1789625281.0616598, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17284,9 +17284,9 @@ { "kind": "notification", "method": "textDocument/didClose", - "duration_ms": 0.02647999997407169, + "duration_ms": 0.01564899997674729, "success": true, - "started_at_unix": 1789538815.5562742, + "started_at_unix": 1789625281.061781, "bytes_sent": 198, "bytes_received": 0, "request_id": null, @@ -17299,9 +17299,9 @@ { "kind": "request", "method": "shutdown", - "duration_ms": 2.064173999997365, + "duration_ms": 2.3538190000067516, "success": true, - "started_at_unix": 1789538815.5563104, + "started_at_unix": 1789625281.0618038, "bytes_sent": 67, "bytes_received": 61, "request_id": 32, @@ -17319,9 +17319,9 @@ { "kind": "notification", "method": "exit", - "duration_ms": 0.05547299997488153, + "duration_ms": 0.022642000004680085, "success": true, - "started_at_unix": 1789538815.5583978, + "started_at_unix": 1789625281.064175, "bytes_sent": 55, "bytes_received": 0, "request_id": null, diff --git a/latest-results/summary-20260916T060523Z.csv b/latest-results/summary-20260916T060523Z.csv deleted file mode 100644 index 267408c..0000000 --- a/latest-results/summary-20260916T060523Z.csv +++ /dev/null @@ -1,132 +0,0 @@ -report_type,baseline_server_id,server_id,server_name,suite_name,scenario_name,point_label,method,method_display,success,mean_ms,p95_ms,non_empty_rate,result_metric_name,result_metric_label,result_metric_value,result_metric_delta,validation_passed,validation_failure_count -benchmark,pyright,pyright,Pyright,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,6.313640399991982,9.59661279998727,1.0,completion_item_count,Completions found,201.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.7782110000098328,1.9914696000114418,1.0,completion_item_count,Completions found,223.0,22.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,82.61461920001238,326.76983260001856,1.0,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,184.15179559999615,420.1988323999899,1.0,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,1.1516177999965294,1.5961829999810107,1.0,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,0.29057899998861103,0.30534820000411855,1.0,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,2.826648400002796,3.6880075999988544,1.0,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,185.24734400001535,186.92060780000475,1.0,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,0.4089485999884346,0.48907859998053027,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.18515200000592813,0.19256099999438447,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.33517979999260206,0.34402699999418473,1.0,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,0.9921404000010625,1.0312263999935567,1.0,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,343.2698079999909,430.02122719999534,1.0,completion_item_count,Completions found,168.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,11.193645599996671,12.543756200000189,1.0,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,32.464543200012486,46.18548940001119,1.0,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,3.9560287999961474,4.120197999975517,0.0,completion_item_count,Completions found,0.0,-168.0,False,10 -benchmark,pyright,pyright,Pyright,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,30.921480599988627,33.448635399975046,1.0,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,3.689315799999804,3.8183435999826543,1.0,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,0.3871244000038132,0.4221936000021742,1.0,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,173.04359780001732,174.80239620003886,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0 -benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,5.3512023999928715,8.129364400019767,1.0,completion_item_count,Completions found,10.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.8665076000020235,7.350740399999721,1.0,completion_item_count,Completions found,261.0,251.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,15.810734399997273,62.31975660001579,1.0,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,194.2560634000074,580.7306846000073,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 -benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.5001494000111961,0.5380658000149197,1.0,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,0.18641379999735364,0.2163028000381928,1.0,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,0.24317180001389715,0.2680769999869881,1.0,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,165.22800079999342,168.03491999999096,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.3963773999998921,0.43705420000605955,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.1578852000079678,0.1672290000101384,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.203066000005947,0.23813880000034257,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.0171936000006099,1.0470536000184438,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,25.073143600013736,27.055947200017272,1.0,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,4.672252600016691,5.237137400001757,1.0,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,1.6894743999955608,1.7912243999830935,1.0,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,237.98865040000692,278.9639102000251,1.0,completion_item_count,Completions found,143.0,39.0,True,0 -benchmark,pyright,pyright,Pyright,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,37.308202600002005,43.00811560000284,1.0,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,2.8770731999998134,2.915958599987789,1.0,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,0.4718924000030711,0.528675399993972,1.0,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,247.25909299999103,250.28498279999667,1.0,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,73.58549439999251,250.03376979999524,1.0,completion_item_count,Completions found,271.2,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,18.409760800000186,21.778393000010965,1.0,completion_item_count,Completions found,1000.0,728.8,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,86.02111320000176,343.3236100000044,1.0,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,51.93214179998904,69.96415639997622,1.0,completion_item_count,Completions found,6.0,-265.2,True,0 -benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.7202942000049006,0.8180730000162839,1.0,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,0.2370335999898998,0.27947699996957454,1.0,hover_text_char_count,Hover length,329.0,-21.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,4.834192600003462,6.60948179998968,1.0,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,195.77620259998412,198.21371819998603,1.0,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,0.43695240001397906,0.5190298000002258,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.1701203999914469,0.19975399998202192,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,2.7204956000105085,2.9208790000211593,1.0,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,1.0298075999912726,1.062292399967646,1.0,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,584.9251203999984,1156.019737000031,1.0,completion_item_count,Completions found,440.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,17.31935999999905,18.269107600008283,1.0,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,30.232482400015215,33.24451380000255,1.0,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,220.40650300001516,230.7419655999979,1.0,completion_item_count,Completions found,441.0,1.0,True,0 -benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,10.582423200003177,14.559421200021914,1.0,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,2.8278566000039973,2.8836565999768027,1.0,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,29.070199199998115,91.89267660001404,1.0,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,190.41587680001157,193.61860960001422,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,7.381221600019217,11.47967360000166,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.581594199999927,8.2226700000092,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,76.97945899999468,307.132731799993,1.0,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,194.0003413999989,522.5504921999685,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.2244539999755943,1.4302867999845148,1.0,hover_text_char_count,Hover length,10572.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.3991512000084185,0.4221875999974145,1.0,hover_text_char_count,Hover length,10621.0,49.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.9913693999919815,1.0405773999764278,1.0,hover_text_char_count,Hover length,15232.0,4660.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,319.6026290000191,325.33256260003327,1.0,hover_text_char_count,Hover length,10498.0,-74.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.3885962000026666,0.43001439998988644,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.190586200017151,0.2142416000083358,1.0,location_count,Definitions found,2.0,1.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.21557259999553935,0.24910500001169564,1.0,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,1.0713360000181638,1.2665917999811427,1.0,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,135.3535987999976,202.52189259999795,1.0,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,4.396182599987242,5.044243000008919,1.0,completion_item_count,Completions found,23.0,-15.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,0.7031967999978406,0.7471621999798117,1.0,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,34.5843243999866,34.76499859998512,0.0,completion_item_count,Completions found,0.0,-38.0,False,10 -benchmark,pyright,pyright,Pyright,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,89.04168140001048,102.72108320002644,1.0,hover_text_char_count,Hover length,900.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.9620270000000346,4.03403940000544,1.0,hover_text_char_count,Hover length,958.0,58.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.4632492000041566,0.48373560000527505,1.0,hover_text_char_count,Hover length,2246.0,1346.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,34.75054360000058,34.98440779999328,0.0,hover_text_char_count,Hover length,0.0,-900.0,False,10 -benchmark,pyright,pyright,Pyright,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,55.131693199996334,78.08933539997724,1.0,completion_item_count,Completions found,123.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,11.665427000002637,12.260859800005619,1.0,completion_item_count,Completions found,776.0,653.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,768.5215131999939,3073.317563999989,1.0,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,133.10603379999293,141.19755620001797,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 -benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.4886188000114089,0.5649891999951251,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.23882739998271063,0.35510760000079244,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.1859588000002077,0.1964569999699961,1.0,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,2717.940931399994,2753.591569199966,0.0,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,0.43616239998982564,0.47138699999322853,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.2825655999913579,0.33802139996623737,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.1884208000092258,0.1959924000175306,1.0,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,2213.0986039999925,2239.107105999983,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,6.370577199993477,8.095148599988988,0.0,completion_item_count,Completions found,0.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,7.4486093999894365,7.913777200008099,1.0,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,11.510464399987086,23.18435839997619,0.0,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,2.454586800013203,2.578260200061777,0.0,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,489.8421025999937,505.3725449999888,1.0,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,5.842245200005891,5.929221199994572,1.0,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,16.391231199997947,38.838693600018814,1.0,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,2600.1193247999936,2659.588193400009,0.0,hover_text_char_count,Hover length,0.0,-30.0,False,10 -benchmark,pyright,pyright,Pyright,web,,request args completion,textDocument/completion,textDocument/completion,True,5.703672800007098,9.728919799999858,1.0,completion_item_count,Completions found,14.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,6.191746199976933,8.64593099997819,1.0,completion_item_count,Completions found,467.0,453.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,65.29608439999492,178.48962859995933,1.0,completion_item_count,Completions found,487.8,473.8,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,request args completion,textDocument/completion,textDocument/completion,True,71.28558140000223,98.16421199998331,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 -benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.5694243999982973,0.6748965999804568,1.0,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,0.18192659998703675,0.19582119998631242,1.0,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,5.488484799991511,19.22438540002531,1.0,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,132.00345480001943,242.83891940006012,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 -benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.847308000004432,0.8981717999972716,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.5413773999976002,0.6281781999973646,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.3089075999923807,0.3303296000353839,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,3.6752699999851757,4.394861599962496,1.0,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,4.624576399999114,6.183128600014243,1.0,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,4.159615600008237,4.3525359999875946,1.0,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,2.9747579999934715,4.842745799987824,1.0,completion_item_count,Completions found,32.0,-173.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,86.30014899999878,87.00012599999809,1.0,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,32.854545199995755,36.36549800000921,1.0,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,2.502759599997262,2.559725799960688,1.0,hover_text_char_count,Hover length,1613.0,1193.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,1.5176061999909507,1.5550241999903847,1.0,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,237.99002359996848,244.08384260000275,1.0,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,0.9505187999934606,1.0591105999878891,1.0,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,0.16119579997848632,0.17636079996918852,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.19677959999171435,0.21513720001848924,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.17363880000402787,0.18872539999392757,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.1772977999962677,0.1922148000062407,,,,,,False,10 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.18994480000174008,0.20605079999995723,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.3062823999812281,0.6121015999838163,1.0,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,0.20303439999906914,0.23723180000843058,,,,,,False,10 -benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,18.08315240000411,32.612163999999666,1.0,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,139.57521260000476,150.06717299999082,1.0,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,49.26917460002187,55.879810800013274,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20260917T060626Z.csv b/latest-results/summary-20260917T060626Z.csv new file mode 100644 index 0000000..b1b351b --- /dev/null +++ b/latest-results/summary-20260917T060626Z.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,6.853805800000146,12.243956199989725,1.0,completion_item_count,Completions found,201.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.7329913999958535,1.9259646000023167,1.0,completion_item_count,Completions found,223.0,22.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,85.69967280000128,340.00540259999633,1.0,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,215.3005807999989,451.3672452000151,1.0,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,1.0862263999968036,1.329381199997215,1.0,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,0.33128119999901173,0.3821684000058667,1.0,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,5.529336999995849,8.028560399992557,1.0,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,182.40587960000312,186.3973165999937,1.0,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,0.4023541999970348,0.46267319998491985,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.21780660001127217,0.24079820001929875,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.23275319999811472,0.261802200003558,1.0,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,1.0502068000050713,1.1045424000144521,1.0,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,370.5255637999983,453.4820638000042,1.0,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,10.780125799999496,11.353542800009109,1.0,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,20.89862479999738,27.802609400009715,1.0,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,4.130732800001624,4.338583399999152,0.0,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,34.52936919999843,36.47074819999716,1.0,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,3.7637874000040483,3.9094376000036846,1.0,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,1.0562052000068434,2.9652732000101873,1.0,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,167.84747819997392,169.34237639998173,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.704463400008763,7.366456199997628,1.0,completion_item_count,Completions found,10.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.852680200002624,7.173377999998819,1.0,completion_item_count,Completions found,261.0,251.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,16.667461200006528,64.64360340001461,1.0,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,224.9419047999936,694.8293568000053,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.5313995999983945,0.5800768000142398,1.0,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,0.24100619999671835,0.25943460000235063,1.0,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,0.4056583999954455,0.4644783999935953,1.0,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,158.86321699999826,161.93930780001438,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.3861859999972239,0.42815420001147686,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.20442599998773403,0.21383919999493628,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.3172632000030262,0.41120220000152585,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.0883399999897847,1.1264891999985593,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,25.762384399996563,28.26996879999797,1.0,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,4.511137999992343,4.9553819999914595,1.0,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,1.840021599997499,1.8919007999897985,1.0,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,278.1143494000048,323.96343540000316,1.0,completion_item_count,Completions found,143.0,39.0,True,0 +benchmark,pyright,pyright,Pyright,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,38.76132579999876,44.27628639999739,1.0,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,2.888580799998408,2.9442403999894395,1.0,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,0.708674599997039,0.7441947999893728,1.0,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,247.68304980000266,253.72805360000257,1.0,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,77.20737200000372,263.36020300000763,1.0,completion_item_count,Completions found,271.2,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,18.41168440000729,22.190245000012965,1.0,completion_item_count,Completions found,1000.0,728.8,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,91.64153120000265,364.4934544000079,1.0,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,89.91041719999657,199.14463179998162,1.0,completion_item_count,Completions found,6.0,-265.2,True,0 +benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.7878365999999914,0.9001345999990917,1.0,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,0.2544016000058491,0.2731928000116568,1.0,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,2.443409199997859,2.6346865999926194,1.0,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,194.17426039999555,199.56293960001403,1.0,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,0.4453322000017579,0.5399851999925431,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.23185140000805404,0.2861866000102964,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.24237279999397288,0.2513255999872399,1.0,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,1.0864704000255188,1.1364240000034442,1.0,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,809.8325284000055,1273.5999338000113,1.0,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,16.71307519999914,17.682819400010885,1.0,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,44.102225800003225,67.19199579999895,1.0,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,230.5560805999903,236.24279939996313,1.0,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,9.570147799996676,10.779148199986821,1.0,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,2.8424651999955586,2.9579449999914686,1.0,hover_text_char_count,Hover length,4441.0,149.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.7800437999947007,0.8363164000002143,1.0,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,186.41741039999715,190.40413160000753,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,7.46887020000031,13.350204000005306,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.3112353999911193,7.324279999988901,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,84.05303040000831,335.21026280001814,1.0,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,223.34092720001308,409.40285920002,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.2492621999967923,1.4382423999961702,1.0,hover_text_char_count,Hover length,10572.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.40695280000591083,0.4286356000136493,1.0,hover_text_char_count,Hover length,10621.0,49.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.0631709999984196,1.1336829999947895,1.0,hover_text_char_count,Hover length,15232.0,4660.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,331.6529540000033,338.0031270000245,1.0,hover_text_char_count,Hover length,10498.0,-74.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.4646763999971881,0.5108007999979236,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.2283086000034018,0.24342840001168042,1.0,location_count,Definitions found,2.0,1.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.2353140000025178,0.2639154000007693,1.0,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,1.1915918000227066,1.3429442000301606,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,145.38746619999756,185.92269539999506,1.0,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,4.372194399996943,4.784285999994609,1.0,completion_item_count,Completions found,23.0,-15.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,0.71343960000263,0.7524344000046312,1.0,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,39.51081139999815,40.56785380000747,0.0,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,97.1639792000019,105.77158640000448,1.0,hover_text_char_count,Hover length,900.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.095067800000152,4.178271800003586,1.0,hover_text_char_count,Hover length,958.0,58.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.48679560000550737,0.5232498000111718,1.0,hover_text_char_count,Hover length,2246.0,1346.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,39.66808240001001,41.48695580000776,0.0,hover_text_char_count,Hover length,0.0,-900.0,False,10 +benchmark,pyright,pyright,Pyright,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,50.667706400003,77.69089120000672,1.0,completion_item_count,Completions found,123.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,11.583579600005578,12.776557599994476,1.0,completion_item_count,Completions found,776.0,653.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,836.2892396000063,3344.2146756000047,1.0,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,152.866913999992,156.82470320000448,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 +benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.46792659999823627,0.5549394000013308,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.22950499999865315,0.26370079998514484,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.2146293999999216,0.21723439999732364,1.0,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,2846.328490999997,2909.7137050000015,0.0,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,0.48497659999497955,0.6700103999889961,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.2679810000017824,0.286371199996438,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.22056800002019372,0.22759940002288204,1.0,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,2229.5765566,2274.33223659998,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,7.721935399996482,9.292573600009746,0.0,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,6.751367399999708,8.016155599995045,1.0,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,6.25848880000035,17.143410399995673,0.0,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,2.5418057999900157,2.6453074000073684,0.0,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,512.9132620000007,546.5719369999988,1.0,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,5.6297287999996115,5.737766399988686,1.0,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,6.613427599995703,22.636556999998444,1.0,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,2707.972011800007,2737.5106886000026,0.0,hover_text_char_count,Hover length,0.0,-30.0,False,10 +benchmark,pyright,pyright,Pyright,web,,request args completion,textDocument/completion,textDocument/completion,True,6.071855799996229,10.602265000011357,1.0,completion_item_count,Completions found,14.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,6.248964200000273,9.070722400008435,1.0,completion_item_count,Completions found,467.0,453.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,56.001089400012916,184.05420299999375,1.0,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,95.80376840000326,161.83794859999807,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.5212363999987701,0.5940724000026876,1.0,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,0.21847020000222983,0.24011499999687658,1.0,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,5.337137599997277,18.56390679998867,1.0,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,151.60762399999612,198.45799759996225,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.7897623999951975,0.9522522000054322,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.5772210000031919,0.7076808000022083,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.3247649999934765,0.33649540000624256,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,4.0757962000043335,5.077315399989857,1.0,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,4.842892400000665,6.022433000003957,1.0,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,4.441810199995189,5.1921430000049895,1.0,completion_item_count,Completions found,225.0,20.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,0.5927923999934137,0.619382599995788,1.0,completion_item_count,Completions found,32.0,-173.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,94.39547940003195,96.60628300005101,1.0,completion_item_count,Completions found,57.0,-148.0,True,0 +benchmark,pyright,pyright,Pyright,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,34.16491280000287,38.27747339999519,1.0,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,2.443920200011007,2.488253200010604,1.0,hover_text_char_count,Hover length,1613.0,1193.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.337145200010582,4.746534200023688,1.0,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,238.17242640002405,245.22880840008838,1.0,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,1.0036100000036186,1.0274059999971996,1.0,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,0.20580080000058842,0.21774340000888515,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.23921059999452154,0.2546547999827453,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.23621619999403265,0.25123459998326325,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.21575100000177372,0.2247509999904196,,,,,,False,10 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.22181580000051326,0.22974679999379077,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.2225603999931991,0.27065239999615187,1.0,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,0.21776280000267434,0.2290052000034848,,,,,,False,10 +benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,15.308100799990143,31.67596600000024,1.0,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,71.0187471999916,87.81578400000853,1.0,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,10.251338599994142,17.163958999992698,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20260916T060523Z.json b/latest-results/summary-20260917T060626Z.json similarity index 93% rename from latest-results/summary-20260916T060523Z.json rename to latest-results/summary-20260917T060626Z.json index 92c7fd3..ba976a1 100644 --- a/latest-results/summary-20260916T060523Z.json +++ b/latest-results/summary-20260917T060626Z.json @@ -17,12 +17,12 @@ "tsp_semantic" ], "baseline_server": "pyright", - "generated_at": "20260916T060523Z", + "generated_at": "20260917T060626Z", "servers": [ { "id": "pyright", "display_name": "Pyright", - "output_path": "results/bench-servers/pyright-20260916T060523Z.json", + "output_path": "results/bench-servers/pyright-20260917T060626Z.json", "success": true, "benchmark_count": 6, "command": [ @@ -58,7 +58,7 @@ { "id": "ty", "display_name": "Ty", - "output_path": "results/bench-servers/ty-20260916T060523Z.json", + "output_path": "results/bench-servers/ty-20260917T060626Z.json", "success": true, "benchmark_count": 6, "command": [ @@ -91,7 +91,7 @@ { "id": "pyrefly", "display_name": "Pyrefly", - "output_path": "results/bench-servers/pyrefly-20260916T060523Z.json", + "output_path": "results/bench-servers/pyrefly-20260917T060626Z.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-20260916T060523Z.json", + "output_path": "results/bench-servers/pylsp-mypy-20260917T060626Z.json", "success": false, "benchmark_count": 6, "command": [ diff --git a/latest-results/summary-20260916T060523Z.md b/latest-results/summary-20260917T060626Z.md similarity index 60% rename from latest-results/summary-20260916T060523Z.md rename to latest-results/summary-20260917T060626Z.md index 6a168fc..08d3559 100644 --- a/latest-results/summary-20260916T060523Z.md +++ b/latest-results/summary-20260917T060626Z.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20260916T060523Z.json` +Generated from `results/bench-servers/summary-20260917T060626Z.json` -- Generated at: 20260916T060523Z +- Generated at: 20260917T060626Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260916T060523Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 6 | 4989.74 | 4.01 | 150 | 100% | 0 | -| Pyrefly | no | 8 | 16242.67 | 35.39 | 205 | 97% | 2 | -| Pyright | yes | 6 | 36449.51 | 65.04 | 150 | 97% | 0 | -| pylsp-mypy | no | 6 | 207157.00 | 361.16 | 150 | 80% | 5 | +| Ty | yes | 6 | 4893.94 | 3.96 | 150 | 100% | 0 | +| Pyrefly | no | 8 | 15742.33 | 33.47 | 205 | 97% | 2 | +| Pyright | yes | 6 | 39362.93 | 75.06 | 150 | 97% | 0 | +| pylsp-mypy | no | 6 | 257590.03 | 378.08 | 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-20260916T060523Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 402.02 | 3.43 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 1089.58 | 23.73 | 5 | 25 | 100% | 0 | -| Pyright | yes | 4493.34 | 76.41 | 5 | 25 | 100% | 0 | -| pylsp-mypy | no | 7862.22 | 109.48 | 5 | 25 | 80% | 1 | +| Ty | yes | 396.37 | 3.37 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 1135.26 | 22.68 | 5 | 25 | 100% | 0 | +| Pyright | yes | 4702.15 | 82.68 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 7787.40 | 114.15 | 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 | 1.78 | 1.99 | 100% | 223.00 | +22.00 | pass | -| Pyright | yes | 6.31 | 9.60 | 100% | 201.00 | 0.00 | pass | -| Pyrefly | yes | 82.61 | 326.77 | 100% | 250.00 | +49.00 | pass | -| pylsp-mypy | yes | 184.15 | 420.20 | 100% | 188.00 | -13.00 | pass | +| Ty | yes | 1.73 | 1.93 | 100% | 223.00 | +22.00 | pass | +| Pyright | yes | 6.85 | 12.24 | 100% | 201.00 | 0.00 | pass | +| Pyrefly | yes | 85.70 | 340.01 | 100% | 250.00 | +49.00 | pass | +| pylsp-mypy | yes | 215.30 | 451.37 | 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 | 0.29 | 0.31 | 100% | 4232.00 | +213.00 | pass | -| Pyright | yes | 1.15 | 1.60 | 100% | 4019.00 | 0.00 | pass | -| Pyrefly | yes | 2.83 | 3.69 | 100% | 3182.00 | -837.00 | pass | -| pylsp-mypy | yes | 185.25 | 186.92 | 100% | 4134.00 | +115.00 | pass | +| Ty | yes | 0.33 | 0.38 | 100% | 4232.00 | +213.00 | pass | +| Pyright | yes | 1.09 | 1.33 | 100% | 4019.00 | 0.00 | pass | +| Pyrefly | yes | 5.53 | 8.03 | 100% | 3182.00 | -837.00 | pass | +| pylsp-mypy | yes | 182.41 | 186.40 | 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 | 0.19 | 0.19 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 0.34 | 0.34 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.41 | 0.49 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 0.99 | 1.03 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.22 | 0.24 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.23 | 0.26 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.40 | 0.46 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.05 | 1.10 | 100% | 1.00 | 0.00 | pass | ### edit array then complete (edit+completion) @@ -85,10 +85,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| pylsp-mypy | no | 3.96 | 4.12 | 0% | 0.00 | -168.00 | fail (10) | -| Ty | yes | 11.19 | 12.54 | 100% | 168.00 | 0.00 | pass | -| Pyrefly | yes | 32.46 | 46.19 | 100% | 149.00 | -19.00 | pass | -| Pyright | yes | 343.27 | 430.02 | 100% | 168.00 | 0.00 | pass | +| pylsp-mypy | no | 4.13 | 4.34 | 0% | 0.00 | -168.00 | fail (10) | +| Ty | yes | 10.78 | 11.35 | 100% | 168.00 | 0.00 | pass | +| Pyrefly | yes | 20.90 | 27.80 | 100% | 149.00 | -19.00 | pass | +| Pyright | yes | 370.53 | 453.48 | 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 | 0.39 | 0.42 | 100% | 2546.00 | +2268.00 | pass | -| Ty | yes | 3.69 | 3.82 | 100% | 267.00 | -11.00 | pass | -| Pyright | yes | 30.92 | 33.45 | 100% | 278.00 | 0.00 | pass | -| pylsp-mypy | yes | 173.04 | 174.80 | 100% | 5662.00 | +5384.00 | pass | +| Pyrefly | yes | 1.06 | 2.97 | 100% | 2546.00 | +2268.00 | pass | +| Ty | yes | 3.76 | 3.91 | 100% | 267.00 | -11.00 | pass | +| Pyright | yes | 34.53 | 36.47 | 100% | 278.00 | 0.00 | pass | +| pylsp-mypy | yes | 167.85 | 169.34 | 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 | 262.34 | 2.55 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 266.41 | 3.68 | 5 | 25 | 100% | 0 | -| Pyright | yes | 1454.06 | 13.73 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 7522.96 | 169.15 | 5 | 25 | 100% | 0 | +| Ty | yes | 259.60 | 2.54 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 272.62 | 3.99 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1469.45 | 14.03 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 8045.82 | 182.14 | 5 | 25 | 100% | 0 | ### queryset completion @@ -123,10 +123,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 4.87 | 7.35 | 100% | 261.00 | +251.00 | pass | -| Pyright | yes | 5.35 | 8.13 | 100% | 10.00 | 0.00 | pass | -| Pyrefly | yes | 15.81 | 62.32 | 100% | 15.00 | +5.00 | pass | -| pylsp-mypy | yes | 194.26 | 580.73 | 100% | 2.00 | -8.00 | pass | +| Pyright | yes | 4.70 | 7.37 | 100% | 10.00 | 0.00 | pass | +| Ty | yes | 4.85 | 7.17 | 100% | 261.00 | +251.00 | pass | +| Pyrefly | yes | 16.67 | 64.64 | 100% | 15.00 | +5.00 | pass | +| pylsp-mypy | yes | 224.94 | 694.83 | 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 | 0.19 | 0.22 | 100% | 46.00 | -11.00 | pass | -| Pyrefly | yes | 0.24 | 0.27 | 100% | 298.00 | +241.00 | pass | -| Pyright | yes | 0.50 | 0.54 | 100% | 57.00 | 0.00 | pass | -| pylsp-mypy | yes | 165.23 | 168.03 | 100% | 57.00 | 0.00 | pass | +| Ty | yes | 0.24 | 0.26 | 100% | 46.00 | -11.00 | pass | +| Pyrefly | yes | 0.41 | 0.46 | 100% | 298.00 | +241.00 | pass | +| Pyright | yes | 0.53 | 0.58 | 100% | 57.00 | 0.00 | pass | +| pylsp-mypy | yes | 158.86 | 161.94 | 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 | 0.16 | 0.17 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 0.20 | 0.24 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.40 | 0.44 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.02 | 1.05 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.32 | 0.41 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.39 | 0.43 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.09 | 1.13 | 100% | 1.00 | 0.00 | pass | ### edit queryset then complete (edit+completion) @@ -156,10 +156,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 1.69 | 1.79 | 100% | 83.00 | -21.00 | pass | -| Ty | yes | 4.67 | 5.24 | 100% | 104.00 | 0.00 | pass | -| Pyright | yes | 25.07 | 27.06 | 100% | 104.00 | 0.00 | pass | -| pylsp-mypy | yes | 237.99 | 278.96 | 100% | 143.00 | +39.00 | pass | +| Pyrefly | yes | 1.84 | 1.89 | 100% | 83.00 | -21.00 | pass | +| Ty | yes | 4.51 | 4.96 | 100% | 104.00 | 0.00 | pass | +| Pyright | yes | 25.76 | 28.27 | 100% | 104.00 | 0.00 | pass | +| pylsp-mypy | yes | 278.11 | 323.96 | 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 | 0.47 | 0.53 | 100% | 858.00 | +775.00 | pass | -| Ty | yes | 2.88 | 2.92 | 100% | 100.00 | +17.00 | pass | -| Pyright | yes | 37.31 | 43.01 | 100% | 83.00 | 0.00 | pass | -| pylsp-mypy | yes | 247.26 | 250.28 | 100% | 71.00 | -12.00 | pass | +| Pyrefly | yes | 0.71 | 0.74 | 100% | 858.00 | +775.00 | pass | +| Ty | yes | 2.89 | 2.94 | 100% | 100.00 | +17.00 | pass | +| Pyright | yes | 38.76 | 44.28 | 100% | 83.00 | 0.00 | pass | +| pylsp-mypy | yes | 247.68 | 253.73 | 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 | 857.94 | 7.79 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 1234.48 | 30.58 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 7757.14 | 131.91 | 5 | 25 | 100% | 0 | -| Pyright | yes | 9669.88 | 134.05 | 5 | 25 | 100% | 0 | +| Ty | yes | 828.39 | 7.69 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 1098.59 | 27.84 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 7863.39 | 140.43 | 5 | 25 | 100% | 0 | +| Pyright | yes | 12026.90 | 179.57 | 5 | 25 | 100% | 0 | ### report dataframe completion @@ -194,10 +194,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 18.41 | 21.78 | 100% | 1000.00 | +728.80 | pass | -| pylsp-mypy | yes | 51.93 | 69.96 | 100% | 6.00 | -265.20 | pass | -| Pyright | yes | 73.59 | 250.03 | 100% | 271.20 | 0.00 | pass | -| Pyrefly | yes | 86.02 | 343.32 | 100% | 16.00 | -255.20 | pass | +| Ty | yes | 18.41 | 22.19 | 100% | 1000.00 | +728.80 | pass | +| Pyright | yes | 77.21 | 263.36 | 100% | 271.20 | 0.00 | pass | +| pylsp-mypy | yes | 89.91 | 199.14 | 100% | 6.00 | -265.20 | pass | +| Pyrefly | yes | 91.64 | 364.49 | 100% | 16.00 | -255.20 | pass | ### dataframe groupby hover @@ -205,10 +205,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.24 | 0.28 | 100% | 329.00 | -21.00 | pass | -| Pyright | yes | 0.72 | 0.82 | 100% | 350.00 | 0.00 | pass | -| Pyrefly | yes | 4.83 | 6.61 | 100% | 2759.00 | +2409.00 | pass | -| pylsp-mypy | yes | 195.78 | 198.21 | 100% | 301.00 | -49.00 | pass | +| Ty | yes | 0.25 | 0.27 | 100% | 329.00 | -21.00 | pass | +| Pyright | yes | 0.79 | 0.90 | 100% | 350.00 | 0.00 | pass | +| Pyrefly | yes | 2.44 | 2.63 | 100% | 2759.00 | +2409.00 | pass | +| pylsp-mypy | yes | 194.17 | 199.56 | 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 | 0.17 | 0.20 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.44 | 0.52 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.03 | 1.06 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 2.72 | 2.92 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.23 | 0.29 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.24 | 0.25 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.45 | 0.54 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.09 | 1.14 | 100% | 1.00 | 0.00 | pass | ### edit dataframe then complete (edit+completion) @@ -227,10 +227,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 17.32 | 18.27 | 100% | 448.00 | +8.00 | pass | -| Pyrefly | yes | 30.23 | 33.24 | 100% | 256.00 | -184.00 | pass | -| pylsp-mypy | yes | 220.41 | 230.74 | 100% | 441.00 | +1.00 | pass | -| Pyright | yes | 584.93 | 1156.02 | 100% | 440.00 | 0.00 | pass | +| Ty | yes | 16.71 | 17.68 | 100% | 448.00 | +8.00 | pass | +| Pyrefly | yes | 44.10 | 67.19 | 100% | 256.00 | -184.00 | pass | +| pylsp-mypy | yes | 230.56 | 236.24 | 100% | 441.00 | +1.00 | pass | +| Pyright | yes | 809.83 | 1273.60 | 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 | 2.83 | 2.88 | 100% | 4441.00 | +149.00 | pass | -| Pyright | yes | 10.58 | 14.56 | 100% | 4292.00 | 0.00 | pass | -| Pyrefly | yes | 29.07 | 91.89 | 100% | 943.00 | -3349.00 | pass | -| pylsp-mypy | yes | 190.42 | 193.62 | 100% | 232.00 | -4060.00 | pass | +| Pyrefly | yes | 0.78 | 0.84 | 100% | 943.00 | -3349.00 | pass | +| Ty | yes | 2.84 | 2.96 | 100% | 4441.00 | +149.00 | pass | +| Pyright | yes | 9.57 | 10.78 | 100% | 4292.00 | 0.00 | pass | +| pylsp-mypy | yes | 186.42 | 190.40 | 100% | 232.00 | -4060.00 | pass | ### Result Differences @@ -254,10 +254,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 366.66 | 2.51 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 783.43 | 15.87 | 5 | 25 | 100% | 0 | -| Pyright | yes | 3494.28 | 46.68 | 5 | 25 | 100% | 0 | -| pylsp-mypy | no | 6949.82 | 116.80 | 5 | 25 | 60% | 2 | +| Ty | yes | 357.80 | 2.48 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 809.80 | 17.31 | 5 | 25 | 100% | 0 | +| Pyright | yes | 3671.70 | 50.35 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 7226.75 | 127.07 | 5 | 25 | 60% | 2 | ### query completion @@ -265,10 +265,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 3.58 | 8.22 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 7.38 | 11.48 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 76.98 | 307.13 | 100% | 15.00 | +14.00 | pass | -| pylsp-mypy | yes | 194.00 | 522.55 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 3.31 | 7.32 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 7.47 | 13.35 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 84.05 | 335.21 | 100% | 15.00 | +14.00 | pass | +| pylsp-mypy | yes | 223.34 | 409.40 | 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 | 0.40 | 0.42 | 100% | 10621.00 | +49.00 | pass | -| Pyrefly | yes | 0.99 | 1.04 | 100% | 15232.00 | +4660.00 | pass | -| Pyright | yes | 1.22 | 1.43 | 100% | 10572.00 | 0.00 | pass | -| pylsp-mypy | yes | 319.60 | 325.33 | 100% | 10498.00 | -74.00 | pass | +| Ty | yes | 0.41 | 0.43 | 100% | 10621.00 | +49.00 | pass | +| Pyrefly | yes | 1.06 | 1.13 | 100% | 15232.00 | +4660.00 | pass | +| Pyright | yes | 1.25 | 1.44 | 100% | 10572.00 | 0.00 | pass | +| pylsp-mypy | yes | 331.65 | 338.00 | 100% | 10498.00 | -74.00 | pass | ### mapped class definition @@ -287,10 +287,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.19 | 0.21 | 100% | 2.00 | +1.00 | pass | -| Pyrefly | yes | 0.22 | 0.25 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.39 | 0.43 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.07 | 1.27 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.23 | 0.24 | 100% | 2.00 | +1.00 | pass | +| Pyrefly | yes | 0.24 | 0.26 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.46 | 0.51 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.19 | 1.34 | 100% | 1.00 | 0.00 | pass | ### edit query then complete (edit+completion) @@ -298,10 +298,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.70 | 0.75 | 100% | 17.00 | -21.00 | pass | -| Ty | yes | 4.40 | 5.04 | 100% | 23.00 | -15.00 | pass | -| pylsp-mypy | no | 34.58 | 34.76 | 0% | 0.00 | -38.00 | fail (10) | -| Pyright | yes | 135.35 | 202.52 | 100% | 38.00 | 0.00 | pass | +| Pyrefly | yes | 0.71 | 0.75 | 100% | 17.00 | -21.00 | pass | +| Ty | yes | 4.37 | 4.78 | 100% | 23.00 | -15.00 | pass | +| pylsp-mypy | no | 39.51 | 40.57 | 0% | 0.00 | -38.00 | fail (10) | +| Pyright | yes | 145.39 | 185.92 | 100% | 38.00 | 0.00 | pass | ### edit session then hover (edit+hover) @@ -309,10 +309,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.46 | 0.48 | 100% | 2246.00 | +1346.00 | pass | -| Ty | yes | 3.96 | 4.03 | 100% | 958.00 | +58.00 | pass | -| pylsp-mypy | no | 34.75 | 34.98 | 0% | 0.00 | -900.00 | fail (10) | -| Pyright | yes | 89.04 | 102.72 | 100% | 900.00 | 0.00 | pass | +| Pyrefly | yes | 0.49 | 0.52 | 100% | 2246.00 | +1346.00 | pass | +| Ty | yes | 4.10 | 4.18 | 100% | 958.00 | +58.00 | pass | +| pylsp-mypy | no | 39.67 | 41.49 | 0% | 0.00 | -900.00 | fail (10) | +| Pyright | yes | 97.16 | 105.77 | 100% | 900.00 | 0.00 | pass | ### Result Differences @@ -326,10 +326,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 2774.40 | 5.10 | 5 | 25 | 100% | 0 | -| Pyright | yes | 15814.46 | 110.45 | 5 | 25 | 80% | 0 | -| Pyrefly | yes | 5142.65 | 159.36 | 5 | 25 | 80% | 0 | -| pylsp-mypy | no | 172270.83 | 1533.34 | 5 | 25 | 40% | 2 | +| Ty | yes | 2730.05 | 4.89 | 5 | 25 | 100% | 0 | +| Pyright | yes | 15913.06 | 114.45 | 5 | 25 | 80% | 0 | +| Pyrefly | yes | 5401.79 | 169.92 | 5 | 25 | 80% | 0 | +| pylsp-mypy | no | 221534.85 | 1587.86 | 5 | 25 | 40% | 2 | ### classifier pipeline completion @@ -337,10 +337,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 11.67 | 12.26 | 100% | 776.00 | +653.00 | pass | -| Pyright | yes | 55.13 | 78.09 | 100% | 123.00 | 0.00 | pass | -| pylsp-mypy | yes | 133.11 | 141.20 | 100% | 2.00 | -121.00 | pass | -| Pyrefly | yes | 768.52 | 3073.32 | 100% | 15.00 | -108.00 | pass | +| Ty | yes | 11.58 | 12.78 | 100% | 776.00 | +653.00 | pass | +| Pyright | yes | 50.67 | 77.69 | 100% | 123.00 | 0.00 | pass | +| pylsp-mypy | yes | 152.87 | 156.82 | 100% | 2.00 | -121.00 | pass | +| Pyrefly | yes | 836.29 | 3344.21 | 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 | 0.19 | 0.20 | 100% | 48.00 | +14.00 | pass | -| Ty | yes | 0.24 | 0.36 | 100% | 7.00 | -27.00 | pass | -| Pyright | yes | 0.49 | 0.56 | 100% | 34.00 | 0.00 | pass | -| pylsp-mypy | no | 2717.94 | 2753.59 | 0% | 0.00 | -34.00 | fail (10) | +| Pyrefly | yes | 0.21 | 0.22 | 100% | 48.00 | +14.00 | pass | +| Ty | yes | 0.23 | 0.26 | 100% | 7.00 | -27.00 | pass | +| Pyright | yes | 0.47 | 0.55 | 100% | 34.00 | 0.00 | pass | +| pylsp-mypy | no | 2846.33 | 2909.71 | 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 | 0.19 | 0.20 | 100% | 1.00 | 0.00 | pass | -| Ty | yes | 0.28 | 0.34 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.44 | 0.47 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 2213.10 | 2239.11 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.27 | 0.29 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.48 | 0.67 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 2229.58 | 2274.33 | 100% | 1.00 | 0.00 | pass | ### edit prediction then complete (edit+completion) @@ -370,10 +370,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| pylsp-mypy | yes | 2.45 | 2.58 | 0% | 0.00 | 0.00 | pass | -| Pyright | yes | 6.37 | 8.10 | 0% | 0.00 | 0.00 | pass | -| Ty | yes | 7.45 | 7.91 | 100% | 23.00 | +23.00 | pass | -| Pyrefly | yes | 11.51 | 23.18 | 0% | 0.00 | 0.00 | pass | +| pylsp-mypy | yes | 2.54 | 2.65 | 0% | 0.00 | 0.00 | pass | +| Pyrefly | yes | 6.26 | 17.14 | 0% | 0.00 | 0.00 | pass | +| Ty | yes | 6.75 | 8.02 | 100% | 23.00 | +23.00 | pass | +| Pyright | yes | 7.72 | 9.29 | 0% | 0.00 | 0.00 | pass | ### edit tokenizer then hover (edit+hover) @@ -381,10 +381,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 5.84 | 5.93 | 100% | 7.00 | -23.00 | pass | -| Pyrefly | yes | 16.39 | 38.84 | 100% | 33.00 | +3.00 | pass | -| Pyright | yes | 489.84 | 505.37 | 100% | 30.00 | 0.00 | pass | -| pylsp-mypy | no | 2600.12 | 2659.59 | 0% | 0.00 | -30.00 | fail (10) | +| Ty | yes | 5.63 | 5.74 | 100% | 7.00 | -23.00 | pass | +| Pyrefly | yes | 6.61 | 22.64 | 100% | 33.00 | +3.00 | pass | +| Pyright | yes | 512.91 | 546.57 | 100% | 30.00 | 0.00 | pass | +| pylsp-mypy | no | 2707.97 | 2737.51 | 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 | 326.38 | 2.72 | 5 | 25 | 100% | 0 | -| Pyright | yes | 1523.50 | 8.92 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 900.61 | 15.12 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 4794.03 | 106.25 | 5 | 25 | 100% | 0 | +| Ty | yes | 321.72 | 2.79 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1579.67 | 9.28 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 881.55 | 12.92 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 5131.83 | 116.81 | 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 | 5.70 | 9.73 | 100% | 14.00 | 0.00 | pass | -| Ty | yes | 6.19 | 8.65 | 100% | 467.00 | +453.00 | pass | -| Pyrefly | yes | 65.30 | 178.49 | 100% | 487.80 | +473.80 | pass | -| pylsp-mypy | yes | 71.29 | 98.16 | 100% | 1.00 | -13.00 | pass | +| Pyright | yes | 6.07 | 10.60 | 100% | 14.00 | 0.00 | pass | +| Ty | yes | 6.25 | 9.07 | 100% | 467.00 | +453.00 | pass | +| Pyrefly | yes | 56.00 | 184.05 | 100% | 487.80 | +473.80 | pass | +| pylsp-mypy | yes | 95.80 | 161.84 | 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 | 0.18 | 0.20 | 100% | 7.00 | -19.00 | pass | -| Pyright | yes | 0.57 | 0.67 | 100% | 26.00 | 0.00 | pass | -| Pyrefly | yes | 5.49 | 19.22 | 100% | 167.00 | +141.00 | pass | -| pylsp-mypy | yes | 132.00 | 242.84 | 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 | 5.34 | 18.56 | 100% | 167.00 | +141.00 | pass | +| pylsp-mypy | yes | 151.61 | 198.46 | 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 | 0.31 | 0.33 | 100% | 2.00 | 0.00 | pass | -| Ty | yes | 0.54 | 0.63 | 100% | 2.00 | 0.00 | pass | -| Pyright | yes | 0.85 | 0.90 | 100% | 2.00 | 0.00 | pass | -| pylsp-mypy | yes | 3.68 | 4.39 | 100% | 2.00 | 0.00 | pass | +| Pyrefly | yes | 0.32 | 0.34 | 100% | 2.00 | 0.00 | pass | +| Ty | yes | 0.58 | 0.71 | 100% | 2.00 | 0.00 | pass | +| Pyright | yes | 0.79 | 0.95 | 100% | 2.00 | 0.00 | pass | +| pylsp-mypy | yes | 4.08 | 5.08 | 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 | 2.97 | 4.84 | 100% | 32.00 | -173.00 | pass | -| Ty | yes | 4.16 | 4.35 | 100% | 225.00 | +20.00 | pass | -| Pyright | yes | 4.62 | 6.18 | 100% | 205.00 | 0.00 | pass | -| pylsp-mypy | yes | 86.30 | 87.00 | 100% | 57.00 | -148.00 | pass | +| Pyrefly | yes | 0.59 | 0.62 | 100% | 32.00 | -173.00 | pass | +| Ty | yes | 4.44 | 5.19 | 100% | 225.00 | +20.00 | pass | +| Pyright | yes | 4.84 | 6.02 | 100% | 205.00 | 0.00 | pass | +| pylsp-mypy | yes | 94.40 | 96.61 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 1.52 | 1.56 | 100% | 9977.00 | +9557.00 | pass | -| Ty | yes | 2.50 | 2.56 | 100% | 1613.00 | +1193.00 | pass | -| Pyright | yes | 32.85 | 36.37 | 100% | 420.00 | 0.00 | pass | -| pylsp-mypy | yes | 237.99 | 244.08 | 100% | 880.00 | +460.00 | pass | +| Pyrefly | yes | 2.34 | 4.75 | 100% | 9977.00 | +9557.00 | pass | +| Ty | yes | 2.44 | 2.49 | 100% | 1613.00 | +1193.00 | pass | +| Pyright | yes | 34.16 | 38.28 | 100% | 420.00 | 0.00 | pass | +| pylsp-mypy | yes | 238.17 | 245.23 | 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 | 223.33 | 0.29 | 8 | 40 | 100% | 2 | +| Pyrefly | no | 223.92 | 0.32 | 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 | 0.95 | 1.06 | 100% | 30.00 | 0.00 | pass | +| Pyrefly | yes | 1.00 | 1.03 | 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 | 0.16 | 0.18 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.21 | 0.22 | 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 | 0.20 | 0.22 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.24 | 0.25 | 100% | 7.00 | 0.00 | pass | ### generic specialization computed type @@ -500,7 +500,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.17 | 0.19 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.24 | 0.25 | 100% | 7.00 | 0.00 | pass | ### stdlib path computed type @@ -508,7 +508,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.19 | 0.21 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.22 | 0.23 | 100% | 7.00 | 0.00 | pass | ### function argument expected type @@ -516,13 +516,13 @@ Method: `typeServer/getExpectedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.31 | 0.61 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.22 | 0.27 | 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 | 6602.17 | 68.98 | 3 | 15 | 100% | 0 | +| Pyrefly | yes | 5918.79 | 32.19 | 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 | 18.08 | 32.61 | 100% | 126.00 | 0.00 | pass | +| Pyrefly | yes | 15.31 | 31.68 | 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 | 139.58 | 150.07 | 100% | 74.00 | 0.00 | pass | +| Pyrefly | yes | 71.02 | 87.82 | 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 | 49.27 | 55.88 | 100% | 75.00 | 0.00 | pass | +| Pyrefly | yes | 10.25 | 17.16 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/ty-20260916T060523Z-responses.jsonl b/latest-results/ty-20260917T060626Z-responses.jsonl similarity index 100% rename from latest-results/ty-20260916T060523Z-responses.jsonl rename to latest-results/ty-20260917T060626Z-responses.jsonl diff --git a/latest-results/ty-20260916T060523Z.json b/latest-results/ty-20260917T060626Z.json similarity index 90% rename from latest-results/ty-20260916T060523Z.json rename to latest-results/ty-20260917T060626Z.json index 5716557..8fc2346 100644 --- a/latest-results/ty-20260916T060523Z.json +++ b/latest-results/ty-20260917T060626Z.json @@ -12,8 +12,8 @@ "transformers", "web" ], - "started_at_unix": 1789538815.602533, - "finished_at_unix": 1789538820.6797647, + "started_at_unix": 1789625281.1079874, + "finished_at_unix": 1789625286.0830112, "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": 402.02142699996557, + "total_duration_ms": 396.3682819999974, "error_message": null, "summary": { "request_count": 32, @@ -35,11 +35,11 @@ "failure_count": 0, "bytes_sent": 18656, "bytes_received": 874720, - "min_ms": 0.177026000017122, - "max_ms": 209.24401700000317, - "mean_ms": 11.896530593748622, - "median_ms": 1.932004500019957, - "p95_ms": 41.01931399998188, + "min_ms": 0.20183700002007754, + "max_ms": 202.8018080000038, + "mean_ms": 11.712054156250318, + "median_ms": 1.8636269999916522, + "p95_ms": 40.92316510000695, "result_summary": { "present_count": 31, "empty_count": 1, @@ -95,27 +95,27 @@ "by_method": { 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