diff --git a/latest-results.md b/latest-results.md index 41b2482..005b85f 100644 --- a/latest-results.md +++ b/latest-results.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20261003T060754Z.json` +Generated from `results/bench-servers/summary-20261004T075858Z.json` -- Generated at: 20261003T060754Z +- Generated at: 20261004T075858Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20261003T060754Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 6 | 4971.80 | 4.11 | 150 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | no | 8 | 16895.41 | 36.91 | 205 | 97% | 2 | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 6 | 37606.04 | 72.15 | 150 | 97% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 6 | 213483.70 | 350.45 | 150 | 80% | 5 | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 6 | 4938.89 | 4.04 | 150 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | no | 8 | 16720.83 | 36.40 | 205 | 97% | 2 | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 6 | 36463.06 | 65.42 | 150 | 97% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | no | 6 | 214020.24 | 353.87 | 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-20261003T060754Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 488.31 | 3.98 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 1286.10 | 28.25 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 4542.54 | 77.98 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 7407.31 | 80.58 | 5 | 25 | 80% | 1 | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 500.31 | 3.85 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 1150.30 | 22.54 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 4405.43 | 73.12 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | no | 7317.95 | 101.83 | 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-20261003T060754Z.json) | yes | 1.67 | 1.75 | 100% | 223.00 | +22.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 6.06 | 9.46 | 100% | 201.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 63.14 | 76.46 | 100% | 188.00 | -13.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 93.39 | 361.77 | 100% | 250.00 | +49.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 1.62 | 1.70 | 100% | 223.00 | +22.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 7.86 | 13.02 | 100% | 201.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 94.46 | 367.68 | 100% | 250.00 | +49.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 169.32 | 367.17 | 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-20261003T060754Z.json) | yes | 0.31 | 0.33 | 100% | 4232.00 | +213.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 1.18 | 1.39 | 100% | 4019.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 5.68 | 5.89 | 100% | 3182.00 | -837.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 173.51 | 173.92 | 100% | 4134.00 | +115.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 0.33 | 0.36 | 100% | 4232.00 | +213.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 1.03 | 1.26 | 100% | 4019.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 2.45 | 2.61 | 100% | 3182.00 | -837.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 173.92 | 176.71 | 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-20261003T060754Z.json) | yes | 0.21 | 0.23 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.45 | 0.51 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 1.03 | 1.05 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 3.52 | 5.33 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 0.21 | 0.22 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 0.23 | 0.24 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 0.40 | 0.46 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 1.04 | 1.07 | 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-20261003T060754Z.json) | no | 4.37 | 4.53 | 0% | 0.00 | -168.00 | fail (10) | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 12.06 | 12.85 | 100% | 168.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 34.20 | 80.87 | 100% | 149.00 | -19.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 353.25 | 477.16 | 100% | 168.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | no | 4.51 | 4.60 | 0% | 0.00 | -168.00 | fail (10) | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 11.58 | 12.12 | 100% | 168.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 14.55 | 20.19 | 100% | 149.00 | -19.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 323.81 | 444.25 | 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-20261003T060754Z.json) | yes | 4.48 | 5.90 | 100% | 2546.00 | +2268.00 | pass | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 5.64 | 5.76 | 100% | 267.00 | -11.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 28.98 | 30.65 | 100% | 278.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 160.85 | 162.35 | 100% | 5662.00 | +5384.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 1.05 | 2.91 | 100% | 2546.00 | +2268.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 5.53 | 5.59 | 100% | 267.00 | -11.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 32.49 | 35.42 | 100% | 278.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 160.38 | 161.65 | 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-20261003T060754Z.json) | yes | 251.88 | 2.54 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 295.08 | 4.64 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 1432.37 | 13.52 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 7327.94 | 164.71 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 255.37 | 2.56 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 288.20 | 4.42 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 1408.99 | 13.62 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 7332.55 | 165.38 | 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-20261003T060754Z.json) | yes | 4.67 | 7.06 | 100% | 261.00 | +251.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 4.70 | 7.56 | 100% | 10.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 15.72 | 59.95 | 100% | 15.00 | +5.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 185.61 | 421.69 | 100% | 2.00 | -8.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 4.45 | 7.10 | 100% | 10.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 4.64 | 7.14 | 100% | 261.00 | +251.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 15.28 | 60.00 | 100% | 15.00 | +5.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 186.28 | 412.18 | 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-20261003T060754Z.json) | yes | 0.24 | 0.25 | 100% | 46.00 | -11.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.36 | 0.45 | 100% | 298.00 | +241.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.54 | 0.58 | 100% | 57.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 150.93 | 154.21 | 100% | 57.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 0.23 | 0.25 | 100% | 46.00 | -11.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 0.27 | 0.28 | 100% | 298.00 | +241.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 0.53 | 0.61 | 100% | 57.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 151.72 | 156.12 | 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-20261003T060754Z.json) | yes | 0.21 | 0.21 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.36 | 0.39 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.38 | 0.52 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 1.32 | 1.52 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 0.18 | 0.19 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 0.26 | 0.34 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 0.39 | 0.45 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 1.05 | 1.12 | 100% | 1.00 | 0.00 | pass | ### edit queryset then complete (edit+completion) @@ -156,10 +156,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 2.05 | 2.08 | 100% | 83.00 | -21.00 | pass | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 4.51 | 4.60 | 100% | 104.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 24.76 | 27.07 | 100% | 104.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 245.96 | 276.18 | 100% | 143.00 | +39.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 4.58 | 4.73 | 100% | 104.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 5.66 | 11.95 | 100% | 83.00 | -21.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 24.79 | 26.56 | 100% | 104.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 247.79 | 278.54 | 100% | 143.00 | +39.00 | pass | ### edit queryset then hover (edit+hover) @@ -167,10 +167,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 3.08 | 3.09 | 100% | 100.00 | +17.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 4.69 | 11.27 | 100% | 858.00 | +775.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 37.24 | 44.40 | 100% | 83.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 239.74 | 241.26 | 100% | 71.00 | -12.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 0.62 | 0.63 | 100% | 858.00 | +775.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 3.18 | 3.22 | 100% | 100.00 | +17.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 37.92 | 42.94 | 100% | 83.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 240.05 | 241.12 | 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-20261003T060754Z.json) | yes | 824.04 | 7.71 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 1269.66 | 29.83 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 7413.72 | 129.48 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 10963.44 | 178.76 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 808.71 | 7.49 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 1111.98 | 26.84 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 7379.26 | 127.91 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 10245.21 | 144.84 | 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-20261003T060754Z.json) | yes | 18.01 | 21.49 | 100% | 1000.00 | +728.80 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 64.44 | 103.81 | 100% | 6.00 | -265.20 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 75.35 | 251.85 | 100% | 271.20 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 85.52 | 341.17 | 100% | 16.00 | -255.20 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 17.82 | 21.35 | 100% | 1000.00 | +728.80 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 57.10 | 74.15 | 100% | 6.00 | -265.20 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 73.17 | 247.88 | 100% | 271.20 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 84.15 | 331.76 | 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-20261003T060754Z.json) | yes | 0.27 | 0.29 | 100% | 329.00 | -21.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.66 | 0.71 | 100% | 350.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 2.36 | 2.54 | 100% | 2759.00 | +2409.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 185.54 | 187.65 | 100% | 301.00 | -49.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 0.26 | 0.27 | 100% | 329.00 | -21.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 0.76 | 0.86 | 100% | 350.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 4.91 | 5.89 | 100% | 2759.00 | +2409.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 183.81 | 184.51 | 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-20261003T060754Z.json) | yes | 0.21 | 0.21 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.30 | 0.35 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.39 | 0.46 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 1.07 | 1.12 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 0.19 | 0.20 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 0.45 | 0.56 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 1.05 | 1.07 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 2.93 | 2.93 | 100% | 1.00 | 0.00 | pass | ### edit dataframe then complete (edit+completion) @@ -227,10 +227,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 15.65 | 16.91 | 100% | 448.00 | +8.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 45.25 | 68.33 | 100% | 256.00 | -184.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 217.05 | 220.33 | 100% | 441.00 | +1.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 803.25 | 1229.44 | 100% | 440.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 14.92 | 16.87 | 100% | 448.00 | +8.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 36.67 | 68.27 | 100% | 256.00 | -184.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 220.43 | 236.88 | 100% | 441.00 | +1.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 639.23 | 1317.42 | 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-20261003T060754Z.json) | yes | 4.40 | 4.42 | 100% | 4441.00 | +149.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 14.16 | 17.39 | 100% | 4292.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 15.73 | 16.74 | 100% | 943.00 | -3349.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 179.31 | 184.87 | 100% | 232.00 | -4060.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 4.26 | 4.41 | 100% | 4441.00 | +149.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 5.55 | 13.09 | 100% | 943.00 | -3349.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 10.58 | 13.78 | 100% | 4292.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 177.18 | 178.39 | 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-20261003T060754Z.json) | yes | 378.37 | 2.97 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 883.51 | 19.77 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 3809.92 | 51.26 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 6742.68 | 92.77 | 5 | 25 | 60% | 2 | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 367.18 | 2.89 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 897.64 | 20.41 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 3731.65 | 51.33 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | no | 6731.17 | 99.87 | 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-20261003T060754Z.json) | yes | 3.47 | 7.99 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 14.15 | 25.83 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 70.87 | 153.69 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 87.53 | 349.20 | 100% | 15.00 | +14.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 3.30 | 7.42 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 15.76 | 31.49 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 88.76 | 352.53 | 100% | 15.00 | +14.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 102.72 | 202.61 | 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-20261003T060754Z.json) | yes | 0.40 | 0.43 | 100% | 10621.00 | +42.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 2.53 | 3.43 | 100% | 15239.00 | +4660.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 3.34 | 7.85 | 100% | 10579.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 316.16 | 318.09 | 100% | 10498.00 | -81.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 0.40 | 0.41 | 100% | 10621.00 | +42.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 1.08 | 1.09 | 100% | 15239.00 | +4660.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 2.33 | 4.02 | 100% | 10579.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 318.14 | 321.84 | 100% | 10498.00 | -81.00 | pass | ### mapped class definition @@ -287,10 +287,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.22 | 0.23 | 100% | 2.00 | +1.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.47 | 1.06 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 1.23 | 1.50 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 1.35 | 3.25 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 0.22 | 0.22 | 100% | 2.00 | +1.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 0.26 | 0.28 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 0.44 | 0.50 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 1.09 | 1.12 | 100% | 1.00 | 0.00 | pass | ### edit query then complete (edit+completion) @@ -298,10 +298,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 5.63 | 6.14 | 100% | 23.00 | -15.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 7.83 | 18.69 | 100% | 17.00 | -21.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 37.10 | 37.63 | 0% | 0.00 | -38.00 | fail (10) | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 136.28 | 172.85 | 100% | 38.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 5.43 | 5.66 | 100% | 23.00 | -15.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 10.85 | 26.81 | 100% | 17.00 | -21.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | no | 39.68 | 40.46 | 0% | 0.00 | -38.00 | fail (10) | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 134.73 | 169.76 | 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-20261003T060754Z.json) | yes | 0.50 | 0.52 | 100% | 2242.00 | +1349.00 | pass | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 5.11 | 5.14 | 100% | 951.00 | +58.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 38.50 | 39.41 | 0% | 0.00 | -893.00 | fail (10) | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 101.15 | 114.34 | 100% | 893.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 1.11 | 2.65 | 100% | 2242.00 | +1349.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 5.08 | 5.11 | 100% | 951.00 | +58.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | no | 37.71 | 38.36 | 0% | 0.00 | -893.00 | fail (10) | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 103.37 | 122.78 | 100% | 893.00 | 0.00 | pass | ### Result Differences @@ -326,10 +326,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 2681.81 | 4.68 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 15318.87 | 102.27 | 5 | 25 | 80% | 0 | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 5262.71 | 165.82 | 5 | 25 | 80% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 180062.01 | 1549.30 | 5 | 25 | 40% | 2 | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 2655.93 | 4.51 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 15169.11 | 100.33 | 5 | 25 | 80% | 0 | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 5270.45 | 166.20 | 5 | 25 | 80% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | no | 180741.07 | 1544.28 | 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-20261003T060754Z.json) | yes | 10.88 | 12.28 | 100% | 777.00 | +654.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 50.96 | 89.80 | 100% | 123.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 141.88 | 144.19 | 100% | 2.00 | -121.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 813.71 | 3253.91 | 100% | 15.00 | -108.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 10.75 | 12.20 | 100% | 777.00 | +654.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 42.13 | 68.33 | 100% | 123.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 144.37 | 151.66 | 100% | 2.00 | -121.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 823.26 | 3292.10 | 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-20261003T060754Z.json) | yes | 0.22 | 0.23 | 100% | 48.00 | +14.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.44 | 0.49 | 100% | 34.00 | 0.00 | pass | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.61 | 1.72 | 100% | 7.00 | -27.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 2744.67 | 2770.38 | 0% | 0.00 | -34.00 | fail (10) | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 0.20 | 0.20 | 100% | 48.00 | +14.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 0.31 | 0.62 | 100% | 7.00 | -27.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 0.46 | 0.50 | 100% | 34.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | no | 2737.31 | 2783.04 | 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-20261003T060754Z.json) | yes | 0.22 | 0.22 | 100% | 1.00 | 0.00 | pass | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.27 | 0.28 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.45 | 0.50 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 2215.58 | 2268.24 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 0.27 | 0.28 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 0.40 | 0.43 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 2189.38 | 2197.73 | 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-20261003T060754Z.json) | yes | 2.48 | 2.59 | 0% | 0.00 | 0.00 | pass | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 5.93 | 6.04 | 100% | 23.00 | +23.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 7.52 | 10.71 | 0% | 0.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 14.44 | 34.05 | 0% | 0.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 2.55 | 2.66 | 0% | 0.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 2.60 | 9.24 | 0% | 0.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 5.70 | 5.89 | 100% | 23.00 | +23.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 7.00 | 8.65 | 0% | 0.00 | 0.00 | pass | ### edit tokenizer then hover (edit+hover) @@ -381,10 +381,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 0.51 | 0.55 | 100% | 33.00 | +3.00 | pass | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 5.74 | 5.80 | 100% | 7.00 | -23.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 451.98 | 480.79 | 100% | 30.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | no | 2641.89 | 2678.81 | 0% | 0.00 | -30.00 | fail (10) | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 4.74 | 11.50 | 100% | 33.00 | +3.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 5.53 | 5.74 | 100% | 7.00 | -23.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 451.64 | 495.81 | 100% | 30.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | no | 2647.81 | 2679.09 | 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-20261003T060754Z.json) | yes | 347.39 | 2.80 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 1538.91 | 9.12 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 889.92 | 13.24 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 4530.05 | 85.87 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 351.39 | 2.92 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 1502.67 | 9.27 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 928.02 | 15.91 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 4518.24 | 83.96 | 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-20261003T060754Z.json) | yes | 5.27 | 8.89 | 100% | 14.00 | 0.00 | pass | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 5.82 | 8.85 | 100% | 467.00 | +453.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 58.73 | 183.29 | 100% | 487.80 | +473.80 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 59.59 | 100.10 | 100% | 1.00 | -13.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 4.60 | 7.68 | 100% | 14.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 5.84 | 8.50 | 100% | 467.00 | +453.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 58.09 | 98.52 | 100% | 1.00 | -13.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 67.71 | 194.66 | 100% | 487.80 | +473.80 | pass | ### client session hover @@ -419,10 +419,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.21 | 0.23 | 100% | 7.00 | -19.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.59 | 0.70 | 100% | 26.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 5.15 | 17.99 | 100% | 167.00 | +141.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 45.70 | 66.31 | 100% | 359.00 | +333.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 0.21 | 0.24 | 100% | 7.00 | -19.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 0.60 | 0.69 | 100% | 26.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 4.95 | 17.29 | 100% | 167.00 | +141.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 27.05 | 60.96 | 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-20261003T060754Z.json) | yes | 0.32 | 0.37 | 100% | 2.00 | 0.00 | pass | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 0.59 | 0.67 | 100% | 2.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 0.82 | 0.89 | 100% | 2.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 12.60 | 24.38 | 100% | 2.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 0.33 | 0.35 | 100% | 2.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 0.58 | 0.66 | 100% | 2.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 0.83 | 1.01 | 100% | 2.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 26.49 | 48.35 | 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-20261003T060754Z.json) | yes | 0.55 | 0.58 | 100% | 32.00 | -173.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 4.35 | 6.24 | 100% | 205.00 | 0.00 | pass | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 4.41 | 4.45 | 100% | 225.00 | +20.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 85.32 | 88.32 | 100% | 57.00 | -148.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 4.35 | 4.72 | 100% | 32.00 | -173.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 4.60 | 5.64 | 100% | 205.00 | 0.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 5.01 | 5.97 | 100% | 225.00 | +20.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 83.83 | 85.01 | 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-20261003T060754Z.json) | yes | 1.47 | 1.47 | 100% | 9977.00 | +9557.00 | pass | -| [Ty](latest-results/ty-20261003T060754Z.json) | yes | 2.95 | 3.01 | 100% | 1555.00 | +1135.00 | pass | -| [Pyright](latest-results/pyright-20261003T060754Z.json) | yes | 34.57 | 39.37 | 100% | 420.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20261003T060754Z.json) | yes | 226.12 | 227.52 | 100% | 880.00 | +460.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 2.22 | 4.35 | 100% | 9977.00 | +9557.00 | pass | +| [Ty](latest-results/ty-20261004T075858Z.json) | yes | 2.96 | 3.03 | 100% | 1555.00 | +1135.00 | pass | +| [Pyright](latest-results/pyright-20261004T075858Z.json) | yes | 35.69 | 40.24 | 100% | 420.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20261004T075858Z.json) | yes | 224.34 | 225.23 | 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-20261003T060754Z.json) | no | 215.54 | 0.31 | 8 | 40 | 100% | 2 | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | no | 216.18 | 0.31 | 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-20261003T060754Z.json) | yes | 0.95 | 0.97 | 100% | 30.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 0.91 | 0.93 | 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-20261003T060754Z.json) | yes | 0.19 | 0.20 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 0.18 | 0.19 | 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-20261003T060754Z.json) | yes | 0.21 | 0.23 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 0.24 | 0.26 | 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-20261003T060754Z.json) | yes | 0.24 | 0.26 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 0.22 | 0.23 | 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-20261003T060754Z.json) | yes | 0.24 | 0.26 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 0.23 | 0.25 | 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-20261003T060754Z.json) | yes | 0.23 | 0.23 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 0.22 | 0.24 | 100% | 7.00 | 0.00 | pass | ## Benchmark: tsp_semantic | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Pyrefly](latest-results/pyrefly-20261003T060754Z.json) | yes | 6792.90 | 67.72 | 3 | 15 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 6858.08 | 69.44 | 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-20261003T060754Z.json) | yes | 15.63 | 20.40 | 100% | 126.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 25.06 | 39.21 | 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-20261003T060754Z.json) | yes | 129.54 | 148.32 | 100% | 74.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 138.92 | 154.48 | 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-20261003T060754Z.json) | yes | 57.98 | 60.56 | 100% | 75.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20261004T075858Z.json) | yes | 44.34 | 46.75 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/pylsp-mypy-20261003T060754Z-responses.jsonl b/latest-results/pylsp-mypy-20261004T075858Z-responses.jsonl similarity index 100% rename from latest-results/pylsp-mypy-20261003T060754Z-responses.jsonl rename to latest-results/pylsp-mypy-20261004T075858Z-responses.jsonl index ed17aad..fe62770 100644 --- a/latest-results/pylsp-mypy-20261003T060754Z-responses.jsonl +++ b/latest-results/pylsp-mypy-20261004T075858Z-responses.jsonl @@ -64,10 +64,10 @@ {"suite": "pandas", "label": "build report definition", "method": "textDocument/definition", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 16, "character": 17, "iteration": 4, "result": [{"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "range": {"start": {"line": 3, "character": 4}, "end": {"line": 3, "character": 16}}}]} {"suite": "pandas", "label": "build report definition", "method": "textDocument/definition", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 16, "character": 17, "iteration": 5, "result": [{"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "range": {"start": {"line": 3, "character": 4}, "end": {"line": 3, "character": 16}}}]} {"suite": "pandas", "label": "edit dataframe then complete (edit+completion)", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 17, "character": 39, "iteration": 1, "result": {"isIncomplete": false, "items": [{"label": "abs()", "kind": 3, "sortText": "aabs", "insertText": "abs", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add(other, axis, level, fill_value)", "kind": 3, "sortText": "aadd", "insertText": "add", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add_prefix(prefix, axis)", "kind": 3, "sortText": "aadd_prefix", "insertText": "add_prefix", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add_suffix(suffix, axis)", "kind": 3, "sortText": "aadd_suffix", "insertText": "add_suffix", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "agg", "kind": 6, "sortText": "aagg", "insertText": "agg", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "aggregate(func, axis, args, kwargs)", "kind": 3, "sortText": "aaggregate", "insertText": "aggregate", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "align(other, join, axis, level, copy, fill_value, method, limit, fill_axis, broadcast_axis)", "kind": 3, "sortText": "aalign", "insertText": "align", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "all(axis, bool_only, skipna, kwargs)", "kind": 3, "sortText": "aall", "insertText": "all", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "any(axis, bool_only, skipna, kwargs)", "kind": 3, "sortText": "aany", "insertText": "any", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "apply(func, axis, raw, result_type, args, by_row, engine, engine_kwargs, kwargs)", "kind": 3, "sortText": "aapply", "insertText": "apply", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "applymap(func, na_action, kwargs)", "kind": 3, "sortText": "aapplymap", "insertText": "applymap", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "asfreq(freq, method, how, normalize, fill_value)", "kind": 3, "sortText": "aasfreq", "insertText": "asfreq", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "asof(where, subset)", "kind": 3, "sortText": "aasof", "insertText": "asof", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "assign(kwargs)", "kind": 3, "sortText": "aassign", "insertText": "assign", "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-20261003T060754Z.json b/latest-results/pylsp-mypy-20261004T075858Z.json similarity index 90% rename from latest-results/pylsp-mypy-20261003T060754Z.json rename to latest-results/pylsp-mypy-20261004T075858Z.json index 48e83d1..54c202f 100644 --- a/latest-results/pylsp-mypy-20261003T060754Z.json +++ b/latest-results/pylsp-mypy-20261004T075858Z.json @@ -11,8 +11,8 @@ "transformers", "web" ], - "started_at_unix": 1791007804.6523826, - "finished_at_unix": 1791008018.2153945, + "started_at_unix": 1791100865.388038, + "finished_at_unix": 1791101079.4882736, "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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"duration_ms": 0.032178999987309, "success": true, - "started_at_unix": 1791007762.9125762, + "started_at_unix": 1791100824.124929, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17216,9 +17216,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.024166000002878718, + "duration_ms": 0.022059999992052326, "success": true, - "started_at_unix": 1791007762.9126236, + "started_at_unix": 1791100824.1249728, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17235,9 +17235,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 30.319818999998915, + "duration_ms": 35.19984499999396, "success": true, - "started_at_unix": 1791007762.9126608, + "started_at_unix": 1791100824.1250064, "bytes_sent": 241, "bytes_received": 614, "request_id": 31, @@ -17265,9 +17265,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.029495000006818373, + "duration_ms": 0.025136999994401776, "success": true, - "started_at_unix": 1791007762.9430566, + "started_at_unix": 1791100824.160292, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17284,9 +17284,9 @@ { "kind": "notification", "method": "textDocument/didClose", - "duration_ms": 0.028953999986924828, + "duration_ms": 0.017172000013943034, "success": true, - "started_at_unix": 1791007762.943221, + "started_at_unix": 1791100824.1604288, "bytes_sent": 198, "bytes_received": 0, "request_id": null, @@ -17299,9 +17299,9 @@ { "kind": "request", "method": "shutdown", - "duration_ms": 1.832944000000225, + "duration_ms": 1.8162359999962518, "success": true, - "started_at_unix": 1791007762.9432611, + "started_at_unix": 1791100824.160453, "bytes_sent": 67, "bytes_received": 61, "request_id": 32, @@ -17319,9 +17319,9 @@ { "kind": "notification", "method": "exit", - "duration_ms": 0.02624900000114394, + "duration_ms": 0.018173999990267475, "success": true, - "started_at_unix": 1791007762.9451137, + "started_at_unix": 1791100824.162285, "bytes_sent": 55, "bytes_received": 0, "request_id": null, diff --git a/latest-results/summary-20261003T060754Z.csv b/latest-results/summary-20261003T060754Z.csv deleted file mode 100644 index e80ff39..0000000 --- a/latest-results/summary-20261003T060754Z.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,6.055189200000655,9.458224000002247,1.0,completion_item_count,Completions found,201.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.6691713999989588,1.7483925999897565,1.0,completion_item_count,Completions found,223.0,22.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,93.38787339999044,361.7653629999949,1.0,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,63.13502000000426,76.4637203999996,1.0,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,1.175833600001397,1.3906217999988257,1.0,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,0.30738860000383283,0.33390460001214706,1.0,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,5.683185800000956,5.885009000002128,1.0,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,173.51122740000164,173.91739239999993,1.0,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,0.45047499999668617,0.510918799992055,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.21048079998990943,0.2250123999886,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,3.5182879999979377,5.331529200014984,1.0,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,1.0273528000084298,1.0547746000156621,1.0,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,353.2540718000007,477.15656220000534,1.0,completion_item_count,Completions found,168.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,12.061903000005714,12.848117200007891,1.0,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,34.204097600002115,80.87398420001362,1.0,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,4.3742037999948025,4.531894600000896,0.0,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,28.97956239999928,30.652160400003936,1.0,hover_text_char_count,Hover length,278.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.640809000004765,5.76464220000048,1.0,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,4.480903000001035,5.900089399995068,1.0,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,160.84715280001092,162.35483260000478,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0 -benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.704451400002085,7.559089400001539,1.0,completion_item_count,Completions found,10.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.671605600003659,7.0574328000020605,1.0,completion_item_count,Completions found,261.0,251.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,15.718855599999415,59.94610800000258,1.0,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,185.60800419999737,421.690972600004,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 -benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.5378651999990325,0.5806597999992391,1.0,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,0.24386100000128863,0.2501430000052096,1.0,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,0.3647029999967799,0.4512376000036511,1.0,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,150.9293917999969,154.20651919999955,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.35777159999952346,0.3905467999913981,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.20672140000783656,0.21408120000501185,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.38483899999732785,0.5178873999909683,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.3209011999947506,1.5203676000169253,1.0,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,24.76204799999948,27.067043599996055,1.0,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,4.506592799998543,4.599501399997052,1.0,completion_item_count,Completions found,104.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,2.045089400002098,2.0839644000091084,1.0,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,245.95581059999745,276.1804379999944,1.0,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,37.237805799998114,44.401592800005574,1.0,hover_text_char_count,Hover length,83.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.0772692000027746,3.094329799995421,1.0,hover_text_char_count,Hover length,100.0,17.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.693443399992248,11.272393599989528,1.0,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,239.74295439999764,241.2574303999918,1.0,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,75.3536113999985,251.8515328000006,1.0,completion_item_count,Completions found,271.2,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,18.0057703999978,21.487505800001827,1.0,completion_item_count,Completions found,1000.0,728.8,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,85.51860559999795,341.1694037999893,1.0,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,64.43940320000365,103.80710320001185,1.0,completion_item_count,Completions found,6.0,-265.2,True,0 -benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.6570611999961784,0.7122756000001118,1.0,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,0.271192800011022,0.2907771999957731,1.0,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,2.362369000002218,2.5418090000243865,1.0,hover_text_char_count,Hover length,2759.0,2409.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,185.53608820000136,187.64671419998535,1.0,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,0.3942204000026095,0.45914080000102325,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.20828620000656883,0.20937079999043817,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.29613560000711914,0.3464800000017476,1.0,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,1.0669277999966198,1.117114400005903,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,803.2529362000021,1229.4424200000067,1.0,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,15.648207200007391,16.9116926000072,1.0,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,45.24581460000263,68.32931879999364,1.0,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,217.046898600006,220.32616200000916,1.0,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,14.15760319999606,17.385042999998745,1.0,hover_text_char_count,Hover length,4292.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.402813199993716,4.42412000000445,1.0,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,15.7322430000022,16.741183199997067,1.0,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,179.30757360000484,184.87407960000724,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,14.154789599999162,25.82666339999946,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.4707979999950567,7.985748999993801,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,87.52704759999688,349.19516519998973,1.0,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,70.87304039999935,153.68729079999068,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,3.344534799995813,7.845998400000552,1.0,hover_text_char_count,Hover length,10579.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.401644200002238,0.4288672000029692,1.0,hover_text_char_count,Hover length,10621.0,42.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,2.5257670000087273,3.425740200009386,1.0,hover_text_char_count,Hover length,15239.0,4660.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,316.15857460000143,318.0893268000034,1.0,hover_text_char_count,Hover length,10498.0,-81.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,1.348904600001788,3.248312599998825,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.22289600000249266,0.23443200000201614,1.0,location_count,Definitions found,2.0,1.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.46985080001036295,1.0560042000065548,1.0,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,1.2313447999986238,1.4956766000011612,1.0,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,136.2825076000007,172.85346260000267,1.0,completion_item_count,Completions found,38.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,5.62533560000702,6.1368510000193055,1.0,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,7.826537999994798,18.68611259999966,1.0,completion_item_count,Completions found,17.0,-21.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,False,37.104092399994215,37.62543820000133,0.0,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,101.15457220000224,114.34171900000081,1.0,hover_text_char_count,Hover length,893.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.11340379999865,5.144219200013822,1.0,hover_text_char_count,Hover length,951.0,58.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.5011537999962457,0.5174701999976605,1.0,hover_text_char_count,Hover length,2242.0,1349.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,38.49514379999164,39.40967619998901,0.0,hover_text_char_count,Hover length,0.0,-893.0,False,10 -benchmark,pyright,pyright,Pyright,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,50.960659800000485,89.79651640001975,1.0,completion_item_count,Completions found,123.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,10.881036600011385,12.284156800018309,1.0,completion_item_count,Completions found,777.0,654.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,813.7066112000014,3253.906740000019,1.0,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,141.88494980000996,144.1893896000181,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 -benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.4443769999909364,0.48605179998162384,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.6089264000024741,1.7177208000020978,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.218318999998246,0.22628679999456836,1.0,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,2744.670173200018,2770.378401400012,0.0,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,0.44658040000058463,0.49991900000918577,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.26792239999622325,0.28085239998176803,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.22047939999652044,0.22435439998389484,1.0,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,2215.5779103999976,2268.2365865999714,1.0,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,7.524890799999184,10.707156800009443,0.0,completion_item_count,Completions found,0.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,5.931729600001745,6.036959599998681,1.0,completion_item_count,Completions found,23.0,23.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,14.442147799985605,34.045845199989344,0.0,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,2.4781223999980284,2.587174600000708,0.0,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,451.9797406000066,480.7923884000104,1.0,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,5.73535759999686,5.7951206000097955,1.0,hover_text_char_count,Hover length,7.0,-23.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.5119157999956769,0.5466532000014013,1.0,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,2641.8908138000006,2678.8149662000137,0.0,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,5.268042999995259,8.893960199992534,1.0,completion_item_count,Completions found,14.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,5.817206000000397,8.84651100000724,1.0,completion_item_count,Completions found,467.0,453.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,58.727770600000895,183.29248840000216,1.0,completion_item_count,Completions found,487.8,473.8,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,request args completion,textDocument/completion,textDocument/completion,True,59.592777800003205,100.09798820000242,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 -benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.5883080000046448,0.6954396000196539,1.0,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,0.2115565999986302,0.23290280000765048,1.0,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,5.150904600003514,17.986238600002476,1.0,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,45.7013252000138,66.30916940000589,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 -benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.8235571999989588,0.8856651999849419,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.5923017999975855,0.6658077999873058,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.3244230000063908,0.3656210000201554,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,12.601024599996435,24.38024799996583,1.0,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,4.351649000005864,6.237294000004567,1.0,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,4.408412000009321,4.4488368000088485,1.0,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,0.5489061999924161,0.5821303999994143,1.0,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,85.32308600000533,88.31962040000008,1.0,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,34.56631000000243,39.36697160000335,1.0,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,2.954063599992196,3.011307599979318,1.0,hover_text_char_count,Hover length,1555.0,1135.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,1.4657566000039424,1.474437000007356,1.0,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,226.12442959999726,227.51879440000948,1.0,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,0.9459332000062659,0.9744750000095337,1.0,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,0.18848099999786427,0.2009545999897,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.208051799995701,0.22564079999369824,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.2416375999985121,0.25601719998462613,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.21914399998763656,0.23085099998638725,,,,,,False,10 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.23993999999447624,0.2578827999911937,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.22798360000706452,0.23175640001227293,1.0,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,0.22393300000089766,0.2566559999877427,,,,,,False,10 -benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,15.625312399998847,20.397056399991698,1.0,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,129.54474000000573,148.32403999999428,1.0,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,57.97563200000582,60.5573720000109,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20261004T075858Z.csv b/latest-results/summary-20261004T075858Z.csv new file mode 100644 index 0000000..4228bc9 --- /dev/null +++ b/latest-results/summary-20261004T075858Z.csv @@ -0,0 +1,132 @@ +report_type,baseline_server_id,server_id,server_name,suite_name,scenario_name,point_label,method,method_display,success,mean_ms,p95_ms,non_empty_rate,result_metric_name,result_metric_label,result_metric_value,result_metric_delta,validation_passed,validation_failure_count +benchmark,pyright,pyright,Pyright,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,7.86347739999087,13.02206620000561,1.0,completion_item_count,Completions found,201.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.6246007999995982,1.7038234000096963,1.0,completion_item_count,Completions found,223.0,22.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,94.45585199999869,367.6811248000035,1.0,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,169.31574900002033,367.167757600032,1.0,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,1.02779600000531,1.2636944000121275,1.0,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,0.3279195999937201,0.3649419999987913,1.0,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,2.4450193999996372,2.6051226000106453,1.0,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,173.92199540000775,176.71388539998816,1.0,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,0.40026720000696514,0.4623504000107914,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.2146576000029654,0.22048619999850416,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.2266867999992428,0.24126600000045073,1.0,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,1.039510800012522,1.0702338000101008,1.0,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,323.8053464000018,444.2499833999932,1.0,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,11.57694760000254,12.118281400012165,1.0,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,14.550170799998341,20.185901400014927,1.0,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,4.514512600007947,4.599712400010958,0.0,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,32.487270599989415,35.41669599999295,1.0,hover_text_char_count,Hover length,278.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.528411599993888,5.590486200003397,1.0,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,1.0469311999941056,2.9104519999862073,1.0,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,160.37870420000218,161.6462831999911,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.45239039999592,7.095033399997418,1.0,completion_item_count,Completions found,10.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.638017799999261,7.141321199992489,1.0,completion_item_count,Completions found,261.0,251.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,15.280733200000896,60.00267240000311,1.0,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,186.27703580000343,412.1826650000344,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.5320534000020416,0.6115828000076817,1.0,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,0.23073400000157562,0.2533142000118005,1.0,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,0.2669088000004649,0.2793075999989014,1.0,hover_text_char_count,Hover length,298.0,241.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,151.72033979999924,156.12032239999962,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.39252939999414593,0.4460167999980058,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.18072679999932006,0.18694980001328076,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.25504299999852265,0.34062379999113546,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.0534807999988516,1.1164518000327917,1.0,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,24.79403000000957,26.56228440001769,1.0,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,4.579166799999257,4.727147400001286,1.0,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,5.663773599991373,11.954545799989091,1.0,completion_item_count,Completions found,83.0,-21.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,247.78727560000107,278.54221840000264,1.0,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,37.920522599995365,42.93929340000773,1.0,hover_text_char_count,Hover length,83.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.1763528000055885,3.219229799998402,1.0,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,0.6157657999892763,0.62933879998468,1.0,hover_text_char_count,Hover length,858.0,775.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,240.05290140000852,241.11608360000218,1.0,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,73.17202959999918,247.88261199999505,1.0,completion_item_count,Completions found,271.2,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,17.820564799995964,21.353131999990183,1.0,completion_item_count,Completions found,1000.0,728.8,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,84.14953160000209,331.7601890000048,1.0,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,57.0986504000075,74.14814859998842,1.0,completion_item_count,Completions found,6.0,-265.2,True,0 +benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.7624945999964439,0.859760999998116,1.0,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,0.26048060000221085,0.27309760001230643,1.0,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,4.906649400004426,5.887823400001935,1.0,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,183.80802860000358,184.50626880000982,1.0,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,0.4484436000097958,0.5569672000035553,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.190827800003035,0.19846980000579606,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,2.9261899999880825,2.9289273999836496,1.0,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,1.0518291999915164,1.0657009999931688,1.0,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,639.2303054000024,1317.4222432000079,1.0,completion_item_count,Completions found,440.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,14.915162200009036,16.867514200004052,1.0,completion_item_count,Completions found,448.0,8.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,36.672474600004534,68.26790840000285,1.0,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,220.42760399998542,236.88034539999308,1.0,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,10.584484800000382,13.778487599995515,1.0,hover_text_char_count,Hover length,4292.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.263078399998221,4.411549200000309,1.0,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,5.546123600009878,13.088994600013848,1.0,hover_text_char_count,Hover length,943.0,-3349.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,177.18321419999938,178.3924709999951,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,15.763891800003194,31.492186600007695,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.302650799986395,7.4176827999849575,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,88.76212679999753,352.52647099997597,1.0,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,102.71900720001668,202.61037380003017,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,2.3325864000014462,4.022002799990786,1.0,hover_text_char_count,Hover length,10579.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.4026943999974719,0.4117109999924651,1.0,hover_text_char_count,Hover length,10621.0,42.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.0797960000047624,1.0931746000039766,1.0,hover_text_char_count,Hover length,15239.0,4660.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,318.14145659998303,321.83924919997935,1.0,hover_text_char_count,Hover length,10498.0,-81.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.4361099999925955,0.5040337999957956,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.21875160000490723,0.22454040000070563,1.0,location_count,Definitions found,2.0,1.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.2629653999974835,0.2777568000055908,1.0,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,1.0852066000097693,1.11960619999536,1.0,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,134.7320637999985,169.76187939998795,1.0,completion_item_count,Completions found,38.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,5.432355599998573,5.663379399987889,1.0,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,10.846637799994596,26.81025599999316,1.0,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,39.682874599998286,40.461208600004284,0.0,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,103.37187480000125,122.78354460000286,1.0,hover_text_char_count,Hover length,893.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.075628999998116,5.106875000006994,1.0,hover_text_char_count,Hover length,951.0,58.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,1.1088903999961985,2.6478497999960378,1.0,hover_text_char_count,Hover length,2242.0,1349.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,37.7066392000188,38.362934999986464,0.0,hover_text_char_count,Hover length,0.0,-893.0,False,10 +benchmark,pyright,pyright,Pyright,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,42.13163359999044,68.33497639998996,1.0,completion_item_count,Completions found,123.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,10.753679800001237,12.202801000000818,1.0,completion_item_count,Completions found,777.0,654.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,823.2641575999993,3292.1039463999987,1.0,completion_item_count,Completions found,15.0,-108.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,144.3724743999951,151.6610574000083,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 +benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.4601648000004843,0.4993178000120224,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.3104817999997067,0.6239548000053218,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.19892079999976886,0.2038077999941379,1.0,hover_text_char_count,Hover length,48.0,14.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,pipeline hover,textDocument/hover,textDocument/hover,False,2737.3062604000097,2783.041339400006,0.0,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,0.3987229999893316,0.43038019998675736,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.2694958000063252,0.2829513999984101,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.20292219998623295,0.20825599999056976,1.0,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,2189.3752990000053,2197.731575399996,1.0,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,7.003653599997506,8.647861000008561,0.0,completion_item_count,Completions found,0.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,5.702519399994799,5.888117800003556,1.0,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,2.596241999998483,9.23657860000162,0.0,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,2.5510699999927056,2.661118599951351,0.0,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,451.6367491999972,495.8122966000076,1.0,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,5.533031199996685,5.736236199999212,1.0,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,4.738417800001571,11.496228200002179,1.0,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,2647.8131493999854,2679.092034999985,0.0,hover_text_char_count,Hover length,0.0,-30.0,False,10 +benchmark,pyright,pyright,Pyright,web,,request args completion,textDocument/completion,textDocument/completion,True,4.604663400004938,7.679411800012303,1.0,completion_item_count,Completions found,14.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,5.84028920000037,8.498568199991041,1.0,completion_item_count,Completions found,467.0,453.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,67.7094504000138,194.66325939998794,1.0,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,58.08869140000752,98.5192755999833,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.5997830000012527,0.6940840000083881,1.0,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,0.2128345999949488,0.23540679998745873,1.0,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,4.9532558000009885,17.287140400003405,1.0,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,27.051227400011157,60.95854980002285,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.8349612000017714,1.0107857999969383,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.5829989999995178,0.6555377999859502,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.3277453999999125,0.3451401999996051,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,26.49270179999803,48.350511199964785,1.0,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,4.597606400005816,5.641811399988228,1.0,completion_item_count,Completions found,205.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,5.014075400004003,5.974582800007511,1.0,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,4.346261000000595,4.716349199998149,1.0,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,83.82784120000224,85.01430260004099,1.0,completion_item_count,Completions found,57.0,-148.0,True,0 +benchmark,pyright,pyright,Pyright,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,35.69410899999639,40.243973999997706,1.0,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,2.961959999998953,3.029880399992635,1.0,hover_text_char_count,Hover length,1555.0,1135.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.2171253999999863,4.345522200026152,1.0,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,224.33805399999756,225.22948119997181,1.0,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,0.9091020000141725,0.9309320000227217,1.0,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,0.17892620000452553,0.18999440000015966,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.24211639999407453,0.25996100000043043,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.22039140000060797,0.23191300001030868,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.23314179999260887,0.2564727999981642,,,,,,False,10 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.23288319999892337,0.2481380000062927,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.22482279999849197,0.2434989999926529,1.0,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,0.22032859999967513,0.22569619998193957,,,,,,False,10 +benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,25.05581880001273,39.205245800019384,1.0,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,138.91948279999724,154.48480100003508,1.0,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,44.339200199999595,46.74998240001287,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20261003T060754Z.json b/latest-results/summary-20261004T075858Z.json similarity index 93% rename from latest-results/summary-20261003T060754Z.json rename to latest-results/summary-20261004T075858Z.json index bbcec8c..5fcaa64 100644 --- a/latest-results/summary-20261003T060754Z.json +++ b/latest-results/summary-20261004T075858Z.json @@ -17,12 +17,12 @@ "tsp_semantic" ], "baseline_server": "pyright", - "generated_at": "20261003T060754Z", + "generated_at": "20261004T075858Z", "servers": [ { "id": "pyright", "display_name": "Pyright", - "output_path": "results/bench-servers/pyright-20261003T060754Z.json", + "output_path": "results/bench-servers/pyright-20261004T075858Z.json", "success": true, "benchmark_count": 6, "command": [ @@ -58,7 +58,7 @@ { "id": "ty", "display_name": "Ty", - "output_path": "results/bench-servers/ty-20261003T060754Z.json", + "output_path": "results/bench-servers/ty-20261004T075858Z.json", "success": true, "benchmark_count": 6, "command": [ @@ -91,7 +91,7 @@ { "id": "pyrefly", "display_name": "Pyrefly", - "output_path": "results/bench-servers/pyrefly-20261003T060754Z.json", + "output_path": "results/bench-servers/pyrefly-20261004T075858Z.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-20261003T060754Z.json", + "output_path": "results/bench-servers/pylsp-mypy-20261004T075858Z.json", "success": false, "benchmark_count": 6, "command": [ diff --git a/latest-results/summary-20261003T060754Z.md b/latest-results/summary-20261004T075858Z.md similarity index 61% rename from latest-results/summary-20261003T060754Z.md rename to latest-results/summary-20261004T075858Z.md index 3a4616c..0376834 100644 --- a/latest-results/summary-20261003T060754Z.md +++ b/latest-results/summary-20261004T075858Z.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20261003T060754Z.json` +Generated from `results/bench-servers/summary-20261004T075858Z.json` -- Generated at: 20261003T060754Z +- Generated at: 20261004T075858Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20261003T060754Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 6 | 4971.80 | 4.11 | 150 | 100% | 0 | -| Pyrefly | no | 8 | 16895.41 | 36.91 | 205 | 97% | 2 | -| Pyright | yes | 6 | 37606.04 | 72.15 | 150 | 97% | 0 | -| pylsp-mypy | no | 6 | 213483.70 | 350.45 | 150 | 80% | 5 | +| Ty | yes | 6 | 4938.89 | 4.04 | 150 | 100% | 0 | +| Pyrefly | no | 8 | 16720.83 | 36.40 | 205 | 97% | 2 | +| Pyright | yes | 6 | 36463.06 | 65.42 | 150 | 97% | 0 | +| pylsp-mypy | no | 6 | 214020.24 | 353.87 | 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-20261003T060754Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 488.31 | 3.98 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 1286.10 | 28.25 | 5 | 25 | 100% | 0 | -| Pyright | yes | 4542.54 | 77.98 | 5 | 25 | 100% | 0 | -| pylsp-mypy | no | 7407.31 | 80.58 | 5 | 25 | 80% | 1 | +| Ty | yes | 500.31 | 3.85 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 1150.30 | 22.54 | 5 | 25 | 100% | 0 | +| Pyright | yes | 4405.43 | 73.12 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 7317.95 | 101.83 | 5 | 25 | 80% | 1 | ### dataframe completion @@ -52,10 +52,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 1.67 | 1.75 | 100% | 223.00 | +22.00 | pass | -| Pyright | yes | 6.06 | 9.46 | 100% | 201.00 | 0.00 | pass | -| pylsp-mypy | yes | 63.14 | 76.46 | 100% | 188.00 | -13.00 | pass | -| Pyrefly | yes | 93.39 | 361.77 | 100% | 250.00 | +49.00 | pass | +| Ty | yes | 1.62 | 1.70 | 100% | 223.00 | +22.00 | pass | +| Pyright | yes | 7.86 | 13.02 | 100% | 201.00 | 0.00 | pass | +| Pyrefly | yes | 94.46 | 367.68 | 100% | 250.00 | +49.00 | pass | +| pylsp-mypy | yes | 169.32 | 367.17 | 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 | 0.31 | 0.33 | 100% | 4232.00 | +213.00 | pass | -| Pyright | yes | 1.18 | 1.39 | 100% | 4019.00 | 0.00 | pass | -| Pyrefly | yes | 5.68 | 5.89 | 100% | 3182.00 | -837.00 | pass | -| pylsp-mypy | yes | 173.51 | 173.92 | 100% | 4134.00 | +115.00 | pass | +| Ty | yes | 0.33 | 0.36 | 100% | 4232.00 | +213.00 | pass | +| Pyright | yes | 1.03 | 1.26 | 100% | 4019.00 | 0.00 | pass | +| Pyrefly | yes | 2.45 | 2.61 | 100% | 3182.00 | -837.00 | pass | +| pylsp-mypy | yes | 173.92 | 176.71 | 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 | 0.21 | 0.23 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.45 | 0.51 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.03 | 1.05 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 3.52 | 5.33 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.21 | 0.22 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.23 | 0.24 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.40 | 0.46 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.04 | 1.07 | 100% | 1.00 | 0.00 | pass | ### edit array then complete (edit+completion) @@ -85,10 +85,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| pylsp-mypy | no | 4.37 | 4.53 | 0% | 0.00 | -168.00 | fail (10) | -| Ty | yes | 12.06 | 12.85 | 100% | 168.00 | 0.00 | pass | -| Pyrefly | yes | 34.20 | 80.87 | 100% | 149.00 | -19.00 | pass | -| Pyright | yes | 353.25 | 477.16 | 100% | 168.00 | 0.00 | pass | +| pylsp-mypy | no | 4.51 | 4.60 | 0% | 0.00 | -168.00 | fail (10) | +| Ty | yes | 11.58 | 12.12 | 100% | 168.00 | 0.00 | pass | +| Pyrefly | yes | 14.55 | 20.19 | 100% | 149.00 | -19.00 | pass | +| Pyright | yes | 323.81 | 444.25 | 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 | 4.48 | 5.90 | 100% | 2546.00 | +2268.00 | pass | -| Ty | yes | 5.64 | 5.76 | 100% | 267.00 | -11.00 | pass | -| Pyright | yes | 28.98 | 30.65 | 100% | 278.00 | 0.00 | pass | -| pylsp-mypy | yes | 160.85 | 162.35 | 100% | 5662.00 | +5384.00 | pass | +| Pyrefly | yes | 1.05 | 2.91 | 100% | 2546.00 | +2268.00 | pass | +| Ty | yes | 5.53 | 5.59 | 100% | 267.00 | -11.00 | pass | +| Pyright | yes | 32.49 | 35.42 | 100% | 278.00 | 0.00 | pass | +| pylsp-mypy | yes | 160.38 | 161.65 | 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 | 251.88 | 2.54 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 295.08 | 4.64 | 5 | 25 | 100% | 0 | -| Pyright | yes | 1432.37 | 13.52 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 7327.94 | 164.71 | 5 | 25 | 100% | 0 | +| Ty | yes | 255.37 | 2.56 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 288.20 | 4.42 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1408.99 | 13.62 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 7332.55 | 165.38 | 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 | 4.67 | 7.06 | 100% | 261.00 | +251.00 | pass | -| Pyright | yes | 4.70 | 7.56 | 100% | 10.00 | 0.00 | pass | -| Pyrefly | yes | 15.72 | 59.95 | 100% | 15.00 | +5.00 | pass | -| pylsp-mypy | yes | 185.61 | 421.69 | 100% | 2.00 | -8.00 | pass | +| Pyright | yes | 4.45 | 7.10 | 100% | 10.00 | 0.00 | pass | +| Ty | yes | 4.64 | 7.14 | 100% | 261.00 | +251.00 | pass | +| Pyrefly | yes | 15.28 | 60.00 | 100% | 15.00 | +5.00 | pass | +| pylsp-mypy | yes | 186.28 | 412.18 | 100% | 2.00 | -8.00 | pass | ### queryset filter hover @@ -134,10 +134,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.24 | 0.25 | 100% | 46.00 | -11.00 | pass | -| Pyrefly | yes | 0.36 | 0.45 | 100% | 298.00 | +241.00 | pass | -| Pyright | yes | 0.54 | 0.58 | 100% | 57.00 | 0.00 | pass | -| pylsp-mypy | yes | 150.93 | 154.21 | 100% | 57.00 | 0.00 | pass | +| Ty | yes | 0.23 | 0.25 | 100% | 46.00 | -11.00 | pass | +| Pyrefly | yes | 0.27 | 0.28 | 100% | 298.00 | +241.00 | pass | +| Pyright | yes | 0.53 | 0.61 | 100% | 57.00 | 0.00 | pass | +| pylsp-mypy | yes | 151.72 | 156.12 | 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 | 0.21 | 0.21 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.36 | 0.39 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 0.38 | 0.52 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.32 | 1.52 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.18 | 0.19 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.26 | 0.34 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.39 | 0.45 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.05 | 1.12 | 100% | 1.00 | 0.00 | pass | ### edit queryset then complete (edit+completion) @@ -156,10 +156,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 2.05 | 2.08 | 100% | 83.00 | -21.00 | pass | -| Ty | yes | 4.51 | 4.60 | 100% | 104.00 | 0.00 | pass | -| Pyright | yes | 24.76 | 27.07 | 100% | 104.00 | 0.00 | pass | -| pylsp-mypy | yes | 245.96 | 276.18 | 100% | 143.00 | +39.00 | pass | +| Ty | yes | 4.58 | 4.73 | 100% | 104.00 | 0.00 | pass | +| Pyrefly | yes | 5.66 | 11.95 | 100% | 83.00 | -21.00 | pass | +| Pyright | yes | 24.79 | 26.56 | 100% | 104.00 | 0.00 | pass | +| pylsp-mypy | yes | 247.79 | 278.54 | 100% | 143.00 | +39.00 | pass | ### edit queryset then hover (edit+hover) @@ -167,10 +167,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 3.08 | 3.09 | 100% | 100.00 | +17.00 | pass | -| Pyrefly | yes | 4.69 | 11.27 | 100% | 858.00 | +775.00 | pass | -| Pyright | yes | 37.24 | 44.40 | 100% | 83.00 | 0.00 | pass | -| pylsp-mypy | yes | 239.74 | 241.26 | 100% | 71.00 | -12.00 | pass | +| Pyrefly | yes | 0.62 | 0.63 | 100% | 858.00 | +775.00 | pass | +| Ty | yes | 3.18 | 3.22 | 100% | 100.00 | +17.00 | pass | +| Pyright | yes | 37.92 | 42.94 | 100% | 83.00 | 0.00 | pass | +| pylsp-mypy | yes | 240.05 | 241.12 | 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 | 824.04 | 7.71 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 1269.66 | 29.83 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 7413.72 | 129.48 | 5 | 25 | 100% | 0 | -| Pyright | yes | 10963.44 | 178.76 | 5 | 25 | 100% | 0 | +| Ty | yes | 808.71 | 7.49 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 1111.98 | 26.84 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 7379.26 | 127.91 | 5 | 25 | 100% | 0 | +| Pyright | yes | 10245.21 | 144.84 | 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 | 18.01 | 21.49 | 100% | 1000.00 | +728.80 | pass | -| pylsp-mypy | yes | 64.44 | 103.81 | 100% | 6.00 | -265.20 | pass | -| Pyright | yes | 75.35 | 251.85 | 100% | 271.20 | 0.00 | pass | -| Pyrefly | yes | 85.52 | 341.17 | 100% | 16.00 | -255.20 | pass | +| Ty | yes | 17.82 | 21.35 | 100% | 1000.00 | +728.80 | pass | +| pylsp-mypy | yes | 57.10 | 74.15 | 100% | 6.00 | -265.20 | pass | +| Pyright | yes | 73.17 | 247.88 | 100% | 271.20 | 0.00 | pass | +| Pyrefly | yes | 84.15 | 331.76 | 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 | 0.27 | 0.29 | 100% | 329.00 | -21.00 | pass | -| Pyright | yes | 0.66 | 0.71 | 100% | 350.00 | 0.00 | pass | -| Pyrefly | yes | 2.36 | 2.54 | 100% | 2759.00 | +2409.00 | pass | -| pylsp-mypy | yes | 185.54 | 187.65 | 100% | 301.00 | -49.00 | pass | +| Ty | yes | 0.26 | 0.27 | 100% | 329.00 | -21.00 | pass | +| Pyright | yes | 0.76 | 0.86 | 100% | 350.00 | 0.00 | pass | +| Pyrefly | yes | 4.91 | 5.89 | 100% | 2759.00 | +2409.00 | pass | +| pylsp-mypy | yes | 183.81 | 184.51 | 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 | 0.21 | 0.21 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 0.30 | 0.35 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.39 | 0.46 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.07 | 1.12 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.19 | 0.20 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.45 | 0.56 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.05 | 1.07 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 2.93 | 2.93 | 100% | 1.00 | 0.00 | pass | ### edit dataframe then complete (edit+completion) @@ -227,10 +227,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 15.65 | 16.91 | 100% | 448.00 | +8.00 | pass | -| Pyrefly | yes | 45.25 | 68.33 | 100% | 256.00 | -184.00 | pass | -| pylsp-mypy | yes | 217.05 | 220.33 | 100% | 441.00 | +1.00 | pass | -| Pyright | yes | 803.25 | 1229.44 | 100% | 440.00 | 0.00 | pass | +| Ty | yes | 14.92 | 16.87 | 100% | 448.00 | +8.00 | pass | +| Pyrefly | yes | 36.67 | 68.27 | 100% | 256.00 | -184.00 | pass | +| pylsp-mypy | yes | 220.43 | 236.88 | 100% | 441.00 | +1.00 | pass | +| Pyright | yes | 639.23 | 1317.42 | 100% | 440.00 | 0.00 | pass | ### edit dataframe then hover (edit+hover) @@ -238,10 +238,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 4.40 | 4.42 | 100% | 4441.00 | +149.00 | pass | -| Pyright | yes | 14.16 | 17.39 | 100% | 4292.00 | 0.00 | pass | -| Pyrefly | yes | 15.73 | 16.74 | 100% | 943.00 | -3349.00 | pass | -| pylsp-mypy | yes | 179.31 | 184.87 | 100% | 232.00 | -4060.00 | pass | +| Ty | yes | 4.26 | 4.41 | 100% | 4441.00 | +149.00 | pass | +| Pyrefly | yes | 5.55 | 13.09 | 100% | 943.00 | -3349.00 | pass | +| Pyright | yes | 10.58 | 13.78 | 100% | 4292.00 | 0.00 | pass | +| pylsp-mypy | yes | 177.18 | 178.39 | 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 | 378.37 | 2.97 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 883.51 | 19.77 | 5 | 25 | 100% | 0 | -| Pyright | yes | 3809.92 | 51.26 | 5 | 25 | 100% | 0 | -| pylsp-mypy | no | 6742.68 | 92.77 | 5 | 25 | 60% | 2 | +| Ty | yes | 367.18 | 2.89 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 897.64 | 20.41 | 5 | 25 | 100% | 0 | +| Pyright | yes | 3731.65 | 51.33 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 6731.17 | 99.87 | 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 | 3.47 | 7.99 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 14.15 | 25.83 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 70.87 | 153.69 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 87.53 | 349.20 | 100% | 15.00 | +14.00 | pass | +| Ty | yes | 3.30 | 7.42 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 15.76 | 31.49 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 88.76 | 352.53 | 100% | 15.00 | +14.00 | pass | +| pylsp-mypy | yes | 102.72 | 202.61 | 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 | 0.43 | 100% | 10621.00 | +42.00 | pass | -| Pyrefly | yes | 2.53 | 3.43 | 100% | 15239.00 | +4660.00 | pass | -| Pyright | yes | 3.34 | 7.85 | 100% | 10579.00 | 0.00 | pass | -| pylsp-mypy | yes | 316.16 | 318.09 | 100% | 10498.00 | -81.00 | pass | +| Ty | yes | 0.40 | 0.41 | 100% | 10621.00 | +42.00 | pass | +| Pyrefly | yes | 1.08 | 1.09 | 100% | 15239.00 | +4660.00 | pass | +| Pyright | yes | 2.33 | 4.02 | 100% | 10579.00 | 0.00 | pass | +| pylsp-mypy | yes | 318.14 | 321.84 | 100% | 10498.00 | -81.00 | pass | ### mapped class definition @@ -287,10 +287,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.22 | 0.23 | 100% | 2.00 | +1.00 | pass | -| Pyrefly | yes | 0.47 | 1.06 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.23 | 1.50 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 1.35 | 3.25 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.22 | 0.22 | 100% | 2.00 | +1.00 | pass | +| Pyrefly | yes | 0.26 | 0.28 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.44 | 0.50 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.09 | 1.12 | 100% | 1.00 | 0.00 | pass | ### edit query then complete (edit+completion) @@ -298,10 +298,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 5.63 | 6.14 | 100% | 23.00 | -15.00 | pass | -| Pyrefly | yes | 7.83 | 18.69 | 100% | 17.00 | -21.00 | pass | -| pylsp-mypy | no | 37.10 | 37.63 | 0% | 0.00 | -38.00 | fail (10) | -| Pyright | yes | 136.28 | 172.85 | 100% | 38.00 | 0.00 | pass | +| Ty | yes | 5.43 | 5.66 | 100% | 23.00 | -15.00 | pass | +| Pyrefly | yes | 10.85 | 26.81 | 100% | 17.00 | -21.00 | pass | +| pylsp-mypy | no | 39.68 | 40.46 | 0% | 0.00 | -38.00 | fail (10) | +| Pyright | yes | 134.73 | 169.76 | 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 | 0.50 | 0.52 | 100% | 2242.00 | +1349.00 | pass | -| Ty | yes | 5.11 | 5.14 | 100% | 951.00 | +58.00 | pass | -| pylsp-mypy | no | 38.50 | 39.41 | 0% | 0.00 | -893.00 | fail (10) | -| Pyright | yes | 101.15 | 114.34 | 100% | 893.00 | 0.00 | pass | +| Pyrefly | yes | 1.11 | 2.65 | 100% | 2242.00 | +1349.00 | pass | +| Ty | yes | 5.08 | 5.11 | 100% | 951.00 | +58.00 | pass | +| pylsp-mypy | no | 37.71 | 38.36 | 0% | 0.00 | -893.00 | fail (10) | +| Pyright | yes | 103.37 | 122.78 | 100% | 893.00 | 0.00 | pass | ### Result Differences @@ -326,10 +326,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 2681.81 | 4.68 | 5 | 25 | 100% | 0 | -| Pyright | yes | 15318.87 | 102.27 | 5 | 25 | 80% | 0 | -| Pyrefly | yes | 5262.71 | 165.82 | 5 | 25 | 80% | 0 | -| pylsp-mypy | no | 180062.01 | 1549.30 | 5 | 25 | 40% | 2 | +| Ty | yes | 2655.93 | 4.51 | 5 | 25 | 100% | 0 | +| Pyright | yes | 15169.11 | 100.33 | 5 | 25 | 80% | 0 | +| Pyrefly | yes | 5270.45 | 166.20 | 5 | 25 | 80% | 0 | +| pylsp-mypy | no | 180741.07 | 1544.28 | 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 | 10.88 | 12.28 | 100% | 777.00 | +654.00 | pass | -| Pyright | yes | 50.96 | 89.80 | 100% | 123.00 | 0.00 | pass | -| pylsp-mypy | yes | 141.88 | 144.19 | 100% | 2.00 | -121.00 | pass | -| Pyrefly | yes | 813.71 | 3253.91 | 100% | 15.00 | -108.00 | pass | +| Ty | yes | 10.75 | 12.20 | 100% | 777.00 | +654.00 | pass | +| Pyright | yes | 42.13 | 68.33 | 100% | 123.00 | 0.00 | pass | +| pylsp-mypy | yes | 144.37 | 151.66 | 100% | 2.00 | -121.00 | pass | +| Pyrefly | yes | 823.26 | 3292.10 | 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 | 0.22 | 0.23 | 100% | 48.00 | +14.00 | pass | -| Pyright | yes | 0.44 | 0.49 | 100% | 34.00 | 0.00 | pass | -| Ty | yes | 0.61 | 1.72 | 100% | 7.00 | -27.00 | pass | -| pylsp-mypy | no | 2744.67 | 2770.38 | 0% | 0.00 | -34.00 | fail (10) | +| Pyrefly | yes | 0.20 | 0.20 | 100% | 48.00 | +14.00 | pass | +| Ty | yes | 0.31 | 0.62 | 100% | 7.00 | -27.00 | pass | +| Pyright | yes | 0.46 | 0.50 | 100% | 34.00 | 0.00 | pass | +| pylsp-mypy | no | 2737.31 | 2783.04 | 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 | 0.22 | 0.22 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass | | Ty | yes | 0.27 | 0.28 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.45 | 0.50 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 2215.58 | 2268.24 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.40 | 0.43 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 2189.38 | 2197.73 | 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 | 2.48 | 2.59 | 0% | 0.00 | 0.00 | pass | -| Ty | yes | 5.93 | 6.04 | 100% | 23.00 | +23.00 | pass | -| Pyright | yes | 7.52 | 10.71 | 0% | 0.00 | 0.00 | pass | -| Pyrefly | yes | 14.44 | 34.05 | 0% | 0.00 | 0.00 | pass | +| pylsp-mypy | yes | 2.55 | 2.66 | 0% | 0.00 | 0.00 | pass | +| Pyrefly | yes | 2.60 | 9.24 | 0% | 0.00 | 0.00 | pass | +| Ty | yes | 5.70 | 5.89 | 100% | 23.00 | +23.00 | pass | +| Pyright | yes | 7.00 | 8.65 | 0% | 0.00 | 0.00 | pass | ### edit tokenizer then hover (edit+hover) @@ -381,10 +381,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.51 | 0.55 | 100% | 33.00 | +3.00 | pass | -| Ty | yes | 5.74 | 5.80 | 100% | 7.00 | -23.00 | pass | -| Pyright | yes | 451.98 | 480.79 | 100% | 30.00 | 0.00 | pass | -| pylsp-mypy | no | 2641.89 | 2678.81 | 0% | 0.00 | -30.00 | fail (10) | +| Pyrefly | yes | 4.74 | 11.50 | 100% | 33.00 | +3.00 | pass | +| Ty | yes | 5.53 | 5.74 | 100% | 7.00 | -23.00 | pass | +| Pyright | yes | 451.64 | 495.81 | 100% | 30.00 | 0.00 | pass | +| pylsp-mypy | no | 2647.81 | 2679.09 | 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 | 347.39 | 2.80 | 5 | 25 | 100% | 0 | -| Pyright | yes | 1538.91 | 9.12 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 889.92 | 13.24 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 4530.05 | 85.87 | 5 | 25 | 100% | 0 | +| Ty | yes | 351.39 | 2.92 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1502.67 | 9.27 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 928.02 | 15.91 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 4518.24 | 83.96 | 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 | 5.27 | 8.89 | 100% | 14.00 | 0.00 | pass | -| Ty | yes | 5.82 | 8.85 | 100% | 467.00 | +453.00 | pass | -| Pyrefly | yes | 58.73 | 183.29 | 100% | 487.80 | +473.80 | pass | -| pylsp-mypy | yes | 59.59 | 100.10 | 100% | 1.00 | -13.00 | pass | +| Pyright | yes | 4.60 | 7.68 | 100% | 14.00 | 0.00 | pass | +| Ty | yes | 5.84 | 8.50 | 100% | 467.00 | +453.00 | pass | +| pylsp-mypy | yes | 58.09 | 98.52 | 100% | 1.00 | -13.00 | pass | +| Pyrefly | yes | 67.71 | 194.66 | 100% | 487.80 | +473.80 | pass | ### client session hover @@ -419,10 +419,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.21 | 0.23 | 100% | 7.00 | -19.00 | pass | -| Pyright | yes | 0.59 | 0.70 | 100% | 26.00 | 0.00 | pass | -| Pyrefly | yes | 5.15 | 17.99 | 100% | 167.00 | +141.00 | pass | -| pylsp-mypy | yes | 45.70 | 66.31 | 100% | 359.00 | +333.00 | pass | +| Ty | yes | 0.21 | 0.24 | 100% | 7.00 | -19.00 | pass | +| Pyright | yes | 0.60 | 0.69 | 100% | 26.00 | 0.00 | pass | +| Pyrefly | yes | 4.95 | 17.29 | 100% | 167.00 | +141.00 | pass | +| pylsp-mypy | yes | 27.05 | 60.96 | 100% | 359.00 | +333.00 | pass | ### client references @@ -430,10 +430,10 @@ Method: `textDocument/references` | Server | Success | Mean ms | P95 ms | Non-empty % | References found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.32 | 0.37 | 100% | 2.00 | 0.00 | pass | -| Ty | yes | 0.59 | 0.67 | 100% | 2.00 | 0.00 | pass | -| Pyright | yes | 0.82 | 0.89 | 100% | 2.00 | 0.00 | pass | -| pylsp-mypy | yes | 12.60 | 24.38 | 100% | 2.00 | 0.00 | pass | +| Pyrefly | yes | 0.33 | 0.35 | 100% | 2.00 | 0.00 | pass | +| Ty | yes | 0.58 | 0.66 | 100% | 2.00 | 0.00 | pass | +| Pyright | yes | 0.83 | 1.01 | 100% | 2.00 | 0.00 | pass | +| pylsp-mypy | yes | 26.49 | 48.35 | 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 | 0.55 | 0.58 | 100% | 32.00 | -173.00 | pass | -| Pyright | yes | 4.35 | 6.24 | 100% | 205.00 | 0.00 | pass | -| Ty | yes | 4.41 | 4.45 | 100% | 225.00 | +20.00 | pass | -| pylsp-mypy | yes | 85.32 | 88.32 | 100% | 57.00 | -148.00 | pass | +| Pyrefly | yes | 4.35 | 4.72 | 100% | 32.00 | -173.00 | pass | +| Pyright | yes | 4.60 | 5.64 | 100% | 205.00 | 0.00 | pass | +| Ty | yes | 5.01 | 5.97 | 100% | 225.00 | +20.00 | pass | +| pylsp-mypy | yes | 83.83 | 85.01 | 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 | 1.47 | 1.47 | 100% | 9977.00 | +9557.00 | pass | -| Ty | yes | 2.95 | 3.01 | 100% | 1555.00 | +1135.00 | pass | -| Pyright | yes | 34.57 | 39.37 | 100% | 420.00 | 0.00 | pass | -| pylsp-mypy | yes | 226.12 | 227.52 | 100% | 880.00 | +460.00 | pass | +| Pyrefly | yes | 2.22 | 4.35 | 100% | 9977.00 | +9557.00 | pass | +| Ty | yes | 2.96 | 3.03 | 100% | 1555.00 | +1135.00 | pass | +| Pyright | yes | 35.69 | 40.24 | 100% | 420.00 | 0.00 | pass | +| pylsp-mypy | yes | 224.34 | 225.23 | 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 | 215.54 | 0.31 | 8 | 40 | 100% | 2 | +| Pyrefly | no | 216.18 | 0.31 | 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 | 0.97 | 100% | 30.00 | 0.00 | pass | +| Pyrefly | yes | 0.91 | 0.93 | 100% | 30.00 | 0.00 | pass | ### builtin int computed type @@ -484,7 +484,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.19 | 0.20 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.18 | 0.19 | 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 | 0.21 | 0.23 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.24 | 0.26 | 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 | 0.24 | 0.26 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.22 | 0.23 | 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 | 0.24 | 0.26 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.23 | 0.25 | 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 | 0.23 | 0.23 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.22 | 0.24 | 100% | 7.00 | 0.00 | pass | ## Benchmark: tsp_semantic | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Pyrefly | yes | 6792.90 | 67.72 | 3 | 15 | 100% | 0 | +| Pyrefly | yes | 6858.08 | 69.44 | 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 | 15.63 | 20.40 | 100% | 126.00 | 0.00 | pass | +| Pyrefly | yes | 25.06 | 39.21 | 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 | 129.54 | 148.32 | 100% | 74.00 | 0.00 | pass | +| Pyrefly | yes | 138.92 | 154.48 | 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 | 57.98 | 60.56 | 100% | 75.00 | 0.00 | pass | +| Pyrefly | yes | 44.34 | 46.75 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/ty-20261003T060754Z-responses.jsonl b/latest-results/ty-20261004T075858Z-responses.jsonl similarity index 100% rename from latest-results/ty-20261003T060754Z-responses.jsonl rename to latest-results/ty-20261004T075858Z-responses.jsonl diff --git a/latest-results/ty-20261003T060754Z.json b/latest-results/ty-20261004T075858Z.json similarity index 90% rename from latest-results/ty-20261003T060754Z.json rename to latest-results/ty-20261004T075858Z.json index c238f34..39e1e21 100644 --- a/latest-results/ty-20261003T060754Z.json +++ b/latest-results/ty-20261004T075858Z.json @@ -12,8 +12,8 @@ "transformers", "web" ], - "started_at_unix": 1791007762.98847, - "finished_at_unix": 1791007768.0391655, + "started_at_unix": 1791100824.2057707, + "finished_at_unix": 1791100829.2219365, "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": 488.3129330000031, + "total_duration_ms": 500.3130780000049, "error_message": null, "summary": { "request_count": 32, @@ -35,11 +35,11 @@ "failure_count": 0, "bytes_sent": 18656, "bytes_received": 878182, - "min_ms": 0.19800399999780893, - "max_ms": 268.91745300000025, - "mean_ms": 14.60176203125041, - "median_ms": 1.73525799999652, - "p95_ms": 45.787397800005124, + "min_ms": 0.20918800001368254, + "max_ms": 285.0079540000081, + "mean_ms": 14.989858687498803, + "median_ms": 1.703396500005283, + "p95_ms": 45.2816614500079, "result_summary": { "present_count": 31, "empty_count": 1, @@ -95,27 +95,27 @@ "by_method": { "textDocument/completion": { "point_count": 2, - "min_ms": 1.5280679999989388, - "max_ms": 12.906976000010673, - "mean_ms": 6.865537200002336, - "median_ms": 6.660437999997271, - "p95_ms": 12.774543700004415 + "min_ms": 1.5054299999803789, + "max_ms": 12.261525000013762, + "mean_ms": 6.600774200001069, + "median_ms": 6.489396500001021, + "p95_ms": 11.93922690001017 }, "textDocument/hover": { "point_count": 2, - "min_ms": 0.2853569999956562, - "max_ms": 5.790445000002364, - "mean_ms": 2.974098800004299, - "median_ms": 2.9230800000021873, - "p95_ms": 5.7323886999981255 + "min_ms": 0.3035629999885714, + "max_ms": 5.600068000006786, + "mean_ms": 2.928165599993804, + "median_ms": 2.927730999999767, + "p95_ms": 5.578508949999161 }, "textDocument/definition": { "point_count": 1, - "min_ms": 0.19800399999780893, - "max_ms": 0.2263069999912659, - "mean_ms": 0.21048079998990943, - "median_ms": 0.20796199999040255, - "p95_ms": 0.2250123999886 + "min_ms": 0.20918800001368254, + "max_ms": 0.221449999997958, + "mean_ms": 0.2146576000029654, + "median_ms": 0.2150480000011612, + "p95_ms": 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