diff --git a/latest-results.md b/latest-results.md index 46f330e..0f77b96 100644 --- a/latest-results.md +++ b/latest-results.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20260926T060531Z.json` +Generated from `results/bench-servers/summary-20260927T060535Z.json` -- Generated at: 20260926T060531Z +- Generated at: 20260927T060535Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260926T060531Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 6 | 4065.46 | 3.35 | 150 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | no | 8 | 12524.01 | 28.00 | 205 | 97% | 2 | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 6 | 29443.84 | 49.42 | 150 | 97% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | no | 6 | 159910.95 | 281.49 | 150 | 80% | 5 | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 6 | 5079.98 | 4.25 | 150 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | no | 8 | 16961.98 | 38.50 | 205 | 97% | 2 | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 6 | 38856.76 | 72.94 | 150 | 97% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | no | 6 | 218633.21 | 369.89 | 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-20260926T060531Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 425.71 | 3.80 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 839.22 | 15.92 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 3699.08 | 60.22 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | no | 5884.32 | 84.97 | 5 | 25 | 80% | 1 | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 487.97 | 3.94 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 1088.58 | 22.92 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 4561.30 | 77.21 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | no | 7863.89 | 112.38 | 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-20260926T060531Z.json) | yes | 1.34 | 1.56 | 100% | 223.00 | +22.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 5.54 | 9.84 | 100% | 201.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 67.14 | 254.30 | 100% | 250.00 | +49.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 145.98 | 351.17 | 100% | 188.00 | -13.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 1.60 | 1.74 | 100% | 223.00 | +22.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 5.37 | 9.00 | 100% | 201.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 84.80 | 335.27 | 100% | 250.00 | +49.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 215.05 | 509.12 | 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-20260926T060531Z.json) | yes | 0.23 | 0.24 | 100% | 4232.00 | +213.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 0.87 | 1.20 | 100% | 4019.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 1.80 | 2.04 | 100% | 3182.00 | -837.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 142.53 | 144.38 | 100% | 4134.00 | +115.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 0.32 | 0.34 | 100% | 4232.00 | +213.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 1.13 | 1.51 | 100% | 4019.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 2.57 | 3.15 | 100% | 3182.00 | -837.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 176.10 | 177.63 | 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-20260926T060531Z.json) | yes | 0.14 | 0.15 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 0.21 | 0.22 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 0.33 | 0.37 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 0.78 | 0.81 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.26 | 0.28 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 0.46 | 0.55 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 1.03 | 1.08 | 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-20260926T060531Z.json) | no | 3.11 | 3.31 | 0% | 0.00 | -168.00 | fail (10) | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 8.81 | 10.47 | 100% | 149.00 | -19.00 | pass | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 12.33 | 13.34 | 100% | 168.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 269.22 | 399.02 | 100% | 168.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | no | 4.12 | 4.24 | 0% | 0.00 | -168.00 | fail (10) | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 12.01 | 13.11 | 100% | 168.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 24.39 | 35.16 | 100% | 149.00 | -19.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 347.48 | 487.62 | 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-20260926T060531Z.json) | yes | 1.61 | 2.55 | 100% | 2546.00 | +2268.00 | pass | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 4.99 | 5.16 | 100% | 267.00 | -11.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 25.15 | 29.69 | 100% | 278.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 132.42 | 133.95 | 100% | 5662.00 | +5384.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 2.60 | 3.39 | 100% | 2546.00 | +2268.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 5.56 | 5.62 | 100% | 267.00 | -11.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 31.62 | 33.88 | 100% | 278.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 165.58 | 166.49 | 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-20260926T060531Z.json) | yes | 209.70 | 2.02 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 214.25 | 2.95 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 1141.11 | 11.06 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 5829.22 | 129.86 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 266.08 | 2.63 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 298.87 | 5.06 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 1469.15 | 14.48 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 7810.15 | 175.06 | 5 | 25 | 100% | 0 | ### queryset completion @@ -123,10 +123,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 3.73 | 5.80 | 100% | 10.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 3.75 | 5.79 | 100% | 261.00 | +251.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 11.79 | 45.89 | 100% | 15.00 | +5.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 149.01 | 452.79 | 100% | 2.00 | -8.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 4.69 | 7.42 | 100% | 10.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 4.77 | 7.22 | 100% | 261.00 | +251.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 16.11 | 63.12 | 100% | 15.00 | +5.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 219.55 | 675.07 | 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-20260926T060531Z.json) | yes | 0.17 | 0.20 | 100% | 46.00 | -11.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 0.21 | 0.25 | 100% | 298.00 | +241.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 0.39 | 0.42 | 100% | 57.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 125.17 | 126.02 | 100% | 57.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 0.23 | 0.25 | 100% | 46.00 | -11.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.27 | 0.33 | 100% | 298.00 | +241.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 0.50 | 0.55 | 100% | 57.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 155.05 | 156.69 | 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-20260926T060531Z.json) | yes | 0.13 | 0.13 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 0.15 | 0.18 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 0.26 | 0.30 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 0.78 | 0.81 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 0.40 | 0.43 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 1.07 | 1.10 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 1.17 | 3.48 | 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-20260926T060531Z.json) | yes | 1.39 | 1.50 | 100% | 83.00 | -21.00 | pass | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 3.65 | 4.06 | 100% | 104.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 19.49 | 20.63 | 100% | 104.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 183.95 | 217.58 | 100% | 143.00 | +39.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 1.91 | 1.94 | 100% | 83.00 | -21.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 4.80 | 5.17 | 100% | 104.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 26.37 | 28.95 | 100% | 104.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 253.29 | 284.96 | 100% | 143.00 | +39.00 | pass | ### edit queryset then hover (edit+hover) @@ -167,10 +167,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 1.20 | 3.32 | 100% | 858.00 | +775.00 | pass | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 2.42 | 2.51 | 100% | 100.00 | +17.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 31.43 | 37.15 | 100% | 83.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 190.42 | 192.90 | 100% | 71.00 | -12.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 3.15 | 3.19 | 100% | 100.00 | +17.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 5.86 | 12.71 | 100% | 858.00 | +775.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 40.43 | 45.66 | 100% | 83.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 246.34 | 252.35 | 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-20260926T060531Z.json) | yes | 669.71 | 6.19 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 846.75 | 19.64 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 7387.63 | 86.14 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 6108.94 | 104.43 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 866.86 | 8.38 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 1423.14 | 37.93 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 7821.89 | 137.37 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 11588.10 | 178.39 | 5 | 25 | 100% | 0 | ### report dataframe completion @@ -194,10 +194,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 13.75 | 16.72 | 100% | 1000.00 | +728.80 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 43.45 | 55.75 | 100% | 6.00 | -265.20 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 62.71 | 250.20 | 100% | 16.00 | -255.20 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 66.22 | 223.18 | 100% | 271.20 | 0.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 20.07 | 27.80 | 100% | 1000.00 | +728.80 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 85.57 | 290.79 | 100% | 271.20 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 87.72 | 350.04 | 100% | 16.00 | -255.20 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 87.86 | 199.83 | 100% | 6.00 | -265.20 | pass | ### dataframe groupby hover @@ -205,10 +205,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 0.18 | 0.21 | 100% | 329.00 | -21.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 0.63 | 0.81 | 100% | 350.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 1.72 | 1.83 | 100% | 2759.00 | +2409.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 153.23 | 157.33 | 100% | 301.00 | -49.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 0.27 | 0.29 | 100% | 329.00 | -21.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 0.89 | 1.21 | 100% | 350.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 5.40 | 7.63 | 100% | 2759.00 | +2409.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 194.70 | 206.22 | 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-20260926T060531Z.json) | yes | 0.13 | 0.13 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 0.16 | 0.17 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 0.30 | 0.47 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 0.75 | 0.80 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 0.21 | 0.22 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 0.43 | 0.49 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 1.08 | 1.11 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 5.11 | 5.92 | 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-20260926T060531Z.json) | yes | 13.47 | 14.90 | 100% | 448.00 | +8.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 31.26 | 49.99 | 100% | 256.00 | -184.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 177.02 | 193.31 | 100% | 441.00 | +1.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 354.89 | 823.83 | 100% | 440.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 16.83 | 18.22 | 100% | 448.00 | +8.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 57.26 | 87.14 | 100% | 256.00 | -184.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 224.47 | 228.99 | 100% | 441.00 | +1.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 793.86 | 1254.04 | 100% | 440.00 | 0.00 | pass | ### edit dataframe then hover (edit+hover) @@ -238,10 +238,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 2.33 | 8.06 | 100% | 943.00 | -3349.00 | pass | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 3.42 | 3.49 | 100% | 4441.00 | +149.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 8.65 | 9.91 | 100% | 4292.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 147.68 | 149.59 | 100% | 232.00 | -4060.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 4.51 | 4.53 | 100% | 4441.00 | +149.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 11.21 | 12.84 | 100% | 4292.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 34.17 | 89.89 | 100% | 943.00 | -3349.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 178.74 | 179.59 | 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-20260926T060531Z.json) | yes | 295.14 | 2.21 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 664.28 | 14.19 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 2932.35 | 39.21 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | no | 5799.35 | 91.02 | 5 | 25 | 60% | 2 | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 377.93 | 2.91 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 880.04 | 17.84 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 3795.74 | 51.28 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | no | 7102.06 | 121.17 | 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-20260926T060531Z.json) | yes | 2.71 | 6.48 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 12.30 | 22.46 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 66.32 | 264.68 | 100% | 15.00 | +14.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 152.31 | 283.26 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 3.35 | 7.43 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 17.30 | 22.29 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 86.53 | 345.20 | 100% | 15.00 | +14.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 214.06 | 404.74 | 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-20260926T060531Z.json) | yes | 0.29 | 0.32 | 100% | 10621.00 | +42.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 0.75 | 0.77 | 100% | 15239.00 | +4660.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 1.41 | 1.80 | 100% | 10579.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 245.69 | 250.24 | 100% | 10498.00 | -81.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 0.39 | 0.41 | 100% | 10621.00 | +42.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.98 | 1.01 | 100% | 15239.00 | +4660.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 1.69 | 1.90 | 100% | 10579.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 316.21 | 317.39 | 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-20260926T060531Z.json) | yes | 0.14 | 0.16 | 100% | 2.00 | +1.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 0.17 | 0.18 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 0.67 | 1.60 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 0.86 | 1.05 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.21 | 0.24 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 0.22 | 0.22 | 100% | 2.00 | +1.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 0.51 | 0.59 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 1.28 | 1.69 | 100% | 1.00 | 0.00 | pass | ### edit query then complete (edit+completion) @@ -298,10 +298,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 0.58 | 0.60 | 100% | 17.00 | -21.00 | pass | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 4.11 | 4.36 | 100% | 23.00 | -15.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | no | 28.76 | 30.43 | 0% | 0.00 | -38.00 | fail (10) | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 104.08 | 131.24 | 100% | 38.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.95 | 1.01 | 100% | 17.00 | -21.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 5.40 | 5.62 | 100% | 23.00 | -15.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | no | 37.80 | 38.89 | 0% | 0.00 | -38.00 | fail (10) | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 137.89 | 175.79 | 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-20260926T060531Z.json) | yes | 3.12 | 7.03 | 100% | 2242.00 | +1349.00 | pass | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 3.81 | 3.87 | 100% | 951.00 | +58.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | no | 27.47 | 27.85 | 0% | 0.00 | -893.00 | fail (10) | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 77.59 | 82.41 | 100% | 893.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.53 | 0.55 | 100% | 2242.00 | +1349.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 5.17 | 5.21 | 100% | 951.00 | +58.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | no | 36.52 | 36.65 | 0% | 0.00 | -893.00 | fail (10) | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 99.02 | 108.60 | 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-20260926T060531Z.json) | yes | 2192.82 | 3.72 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 13076.17 | 92.78 | 5 | 25 | 80% | 0 | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 4090.89 | 127.38 | 5 | 25 | 80% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | no | 132528.61 | 1205.75 | 5 | 25 | 40% | 2 | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 2725.60 | 4.75 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 15903.85 | 107.19 | 5 | 25 | 80% | 0 | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 5414.77 | 170.64 | 5 | 25 | 80% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | no | 183111.35 | 1565.53 | 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-20260926T060531Z.json) | yes | 8.60 | 9.60 | 100% | 777.00 | +654.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 50.54 | 69.48 | 100% | 123.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 109.56 | 111.70 | 100% | 2.00 | -121.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 627.50 | 2509.34 | 100% | 15.00 | -108.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 11.07 | 12.28 | 100% | 777.00 | +654.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 48.30 | 79.50 | 100% | 123.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 148.82 | 151.73 | 100% | 2.00 | -121.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 847.92 | 3363.29 | 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-20260926T060531Z.json) | yes | 0.14 | 0.15 | 100% | 48.00 | +14.00 | pass | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 0.22 | 0.45 | 100% | 7.00 | -27.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 0.35 | 0.43 | 100% | 34.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | no | 2126.26 | 2186.45 | 0% | 0.00 | -34.00 | fail (10) | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 0.39 | 0.87 | 100% | 7.00 | -27.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 0.49 | 0.56 | 100% | 34.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 1.37 | 2.78 | 100% | 48.00 | +14.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | no | 2781.15 | 2824.53 | 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-20260926T060531Z.json) | yes | 0.14 | 0.14 | 100% | 1.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 0.21 | 0.23 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 0.33 | 0.35 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 1725.39 | 1767.49 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.26 | 0.28 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 0.28 | 0.30 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 0.46 | 0.53 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 2241.87 | 2288.17 | 100% | 1.00 | 0.00 | pass | ### edit prediction then complete (edit+completion) @@ -370,10 +370,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 0.36 | 0.39 | 0% | 0.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 1.98 | 2.05 | 0% | 0.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 4.91 | 5.01 | 100% | 23.00 | +23.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 5.16 | 5.86 | 0% | 0.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.65 | 0.80 | 0% | 0.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 2.48 | 2.55 | 0% | 0.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 6.15 | 6.29 | 100% | 23.00 | +23.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 6.87 | 7.38 | 0% | 0.00 | 0.00 | pass | ### edit tokenizer then hover (edit+hover) @@ -381,10 +381,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 4.66 | 4.81 | 100% | 7.00 | -23.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 8.76 | 23.55 | 100% | 33.00 | +3.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 407.55 | 430.49 | 100% | 30.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | no | 2065.58 | 2115.60 | 0% | 0.00 | -30.00 | fail (10) | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 3.01 | 3.43 | 100% | 33.00 | +3.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 5.88 | 5.96 | 100% | 7.00 | -23.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 479.84 | 507.62 | 100% | 30.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | no | 2653.34 | 2675.29 | 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-20260926T060531Z.json) | yes | 272.38 | 2.17 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 1207.50 | 7.13 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 664.02 | 9.97 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 3760.51 | 72.92 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 355.54 | 2.87 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 1538.61 | 9.09 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 856.33 | 12.65 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 4923.87 | 107.82 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 4.53 | 6.90 | 100% | 467.00 | +453.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 4.74 | 8.29 | 100% | 14.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 41.38 | 133.83 | 100% | 487.80 | +473.80 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 46.60 | 69.66 | 100% | 1.00 | -13.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 5.82 | 10.54 | 100% | 14.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 5.93 | 8.80 | 100% | 467.00 | +453.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 55.70 | 181.86 | 100% | 487.80 | +473.80 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 69.38 | 94.44 | 100% | 1.00 | -13.00 | pass | ### client session hover @@ -419,10 +419,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 0.14 | 0.15 | 100% | 7.00 | -19.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 0.39 | 0.44 | 100% | 26.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 4.73 | 16.75 | 100% | 167.00 | +141.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 36.17 | 64.27 | 100% | 359.00 | +333.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 0.21 | 0.23 | 100% | 7.00 | -19.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 0.51 | 0.56 | 100% | 26.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 5.15 | 17.91 | 100% | 167.00 | +141.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 141.03 | 224.17 | 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-20260926T060531Z.json) | yes | 0.23 | 0.25 | 100% | 2.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 0.42 | 0.48 | 100% | 2.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 0.62 | 0.78 | 100% | 2.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 29.26 | 95.67 | 100% | 2.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.32 | 0.35 | 100% | 2.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 0.58 | 0.67 | 100% | 2.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 0.79 | 1.01 | 100% | 2.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 3.72 | 4.81 | 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-20260926T060531Z.json) | yes | 1.65 | 3.58 | 100% | 32.00 | -173.00 | pass | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 3.47 | 3.55 | 100% | 225.00 | +20.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 3.51 | 4.41 | 100% | 205.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 67.29 | 68.89 | 100% | 57.00 | -148.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.57 | 0.59 | 100% | 32.00 | -173.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 4.17 | 6.01 | 100% | 205.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 4.64 | 4.86 | 100% | 225.00 | +20.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 90.95 | 93.67 | 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-20260926T060531Z.json) | yes | 1.86 | 3.90 | 100% | 9977.00 | +9557.00 | pass | -| [Ty](latest-results/ty-20260926T060531Z.json) | yes | 2.27 | 2.30 | 100% | 1555.00 | +1135.00 | pass | -| [Pyright](latest-results/pyright-20260926T060531Z.json) | yes | 26.40 | 29.41 | 100% | 420.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260926T060531Z.json) | yes | 185.26 | 188.34 | 100% | 880.00 | +460.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 1.51 | 1.56 | 100% | 9977.00 | +9557.00 | pass | +| [Ty](latest-results/ty-20260927T060535Z.json) | yes | 2.97 | 3.05 | 100% | 1555.00 | +1135.00 | pass | +| [Pyright](latest-results/pyright-20260927T060535Z.json) | yes | 34.15 | 38.51 | 100% | 420.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260927T060535Z.json) | yes | 234.00 | 237.11 | 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-20260926T060531Z.json) | no | 175.13 | 0.22 | 8 | 40 | 100% | 2 | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | no | 227.25 | 0.32 | 8 | 40 | 100% | 2 | ### builtins semantic tokens @@ -476,7 +476,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 0.72 | 0.77 | 100% | 30.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.98 | 1.03 | 100% | 30.00 | 0.00 | pass | ### builtin int computed type @@ -484,7 +484,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 0.12 | 0.13 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.20 | 0.24 | 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-20260926T060531Z.json) | yes | 0.16 | 0.17 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.23 | 0.23 | 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-20260926T060531Z.json) | yes | 0.14 | 0.16 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.23 | 0.25 | 100% | 7.00 | 0.00 | pass | ### stdlib path computed type @@ -508,7 +508,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 0.16 | 0.17 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.22 | 0.24 | 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-20260926T060531Z.json) | yes | 0.16 | 0.18 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.25 | 0.26 | 100% | 7.00 | 0.00 | pass | ## Benchmark: tsp_semantic | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Pyrefly](latest-results/pyrefly-20260926T060531Z.json) | yes | 5029.46 | 65.35 | 3 | 15 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 6772.98 | 80.28 | 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-20260926T060531Z.json) | yes | 17.32 | 34.98 | 100% | 126.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 17.41 | 26.78 | 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-20260926T060531Z.json) | yes | 118.64 | 130.44 | 100% | 74.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 168.47 | 193.24 | 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-20260926T060531Z.json) | yes | 60.09 | 72.95 | 100% | 75.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 54.97 | 70.13 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/pylsp-mypy-20260926T060531Z-responses.jsonl b/latest-results/pylsp-mypy-20260927T060535Z-responses.jsonl similarity index 100% rename from latest-results/pylsp-mypy-20260926T060531Z-responses.jsonl rename to latest-results/pylsp-mypy-20260927T060535Z-responses.jsonl diff --git a/latest-results/pylsp-mypy-20260926T060531Z.json b/latest-results/pylsp-mypy-20260927T060535Z.json similarity index 90% rename from latest-results/pylsp-mypy-20260926T060531Z.json rename to latest-results/pylsp-mypy-20260927T060535Z.json index 9df278d..fe04e02 100644 --- a/latest-results/pylsp-mypy-20260926T060531Z.json +++ b/latest-results/pylsp-mypy-20260927T060535Z.json @@ -11,8 +11,8 @@ "transformers", "web" ], - "started_at_unix": 1790402837.4922776, - "finished_at_unix": 1790402997.4756112, + "started_at_unix": 1790489270.704843, + "finished_at_unix": 1790489489.4181051, "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": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/data_science/.venv/bin/python", "success": false, - "total_duration_ms": 5884.321623000005, + "total_duration_ms": 7863.8917290000445, "error_message": null, "summary": { "request_count": 32, @@ -34,11 +34,11 @@ "failure_count": 0, "bytes_sent": 18656, "bytes_received": 310574, - "min_ms": 0.7215800000039962, - "max_ms": 1447.5095260000046, - "mean_ms": 183.13210596874808, - "median_ms": 92.71193699999003, - "p95_ms": 967.3960950500099, + "min_ms": 0.8379959999729181, + "max_ms": 1934.8674940000024, + "mean_ms": 244.92826774999799, + "median_ms": 152.10101400001008, + "p95_ms": 1325.6216783000123, "result_summary": { "present_count": 31, "empty_count": 7, @@ -94,27 +94,27 @@ "by_method": { "textDocument/completion": { "point_count": 2, - "min_ms": 2.8612829999872247, - "max_ms": 389.9516070000004, - "mean_ms": 74.54868589999535, - "median_ms": 22.12414500000648, - "p95_ms": 302.7039181500027 + "min_ms": 4.059398999970654, + "max_ms": 584.2392950000317, + "mean_ms": 109.58535479998659, + "median_ms": 35.348299999981236, + "p95_ms": 415.22643965000117 }, "textDocument/hover": { "point_count": 2, - "min_ms": 130.59399499999813, - "max_ms": 144.44374900000412, - "mean_ms": 137.47785819999763, - "median_ms": 137.29147600000147, - "p95_ms": 144.3028116999912 + "min_ms": 165.09106300003396, + "max_ms": 178.04082200001403, + "mean_ms": 170.83611990000804, + "median_ms": 170.8914815000071, + "p95_ms": 177.10931750000896 }, "textDocument/definition": { "point_count": 1, - "min_ms": 0.7590969999853314, - "max_ms": 0.8195280000222738, - "mean_ms": 0.7754533999957403, - "median_ms": 0.7656869999834726, - "p95_ms": 0.809084200017196 + "min_ms": 0.9821360000046298, + "max_ms": 1.088864999985617, + "mean_ms": 1.034577799998715, + "median_ms": 1.0330809999459234, + "p95_ms": 1.0837275999961093 } }, "validation": { @@ -140,11 +140,11 @@ "failure_count": 0, "bytes_sent": 1425, "bytes_received": 202685, - "min_ms": 40.93399200002068, - "max_ms": 389.9516070000004, - "mean_ms": 145.9842760000015, - "median_ms": 54.82987899998193, - "p95_ms": 351.17485640000154, + "min_ms": 66.42527499997186, + "max_ms": 584.2392950000317, + "mean_ms": 215.04991579998887, + "median_ms": 139.1109649999862, + "p95_ms": 509.12247040001824, "result_summary": { "present_count": 5, "empty_count": 0, @@ -204,9 +204,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1222.807916000022, + "duration_ms": 1694.1015119999747, "success": true, - "started_at_unix": 1790402837.8055634, + "started_at_unix": 1790489271.086374, "bytes_sent": 285, "bytes_received": 40537, "request_id": 2, @@ -234,9 +234,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 196.06785400000604, + "duration_ms": 139.1109649999862, "success": true, - "started_at_unix": 1790402839.0289009, + "started_at_unix": 1790489272.781181, "bytes_sent": 285, "bytes_received": 40537, "request_id": 3, @@ -264,9 +264,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 389.9516070000004, + "duration_ms": 584.2392950000317, "success": true, - "started_at_unix": 1790402839.2258034, + "started_at_unix": 1790489272.9213407, "bytes_sent": 285, "bytes_received": 40537, "request_id": 4, @@ -294,9 +294,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 54.82987899998193, + "duration_ms": 208.65517199996475, "success": true, - "started_at_unix": 1790402839.6165469, + "started_at_unix": 1790489273.5066884, "bytes_sent": 285, "bytes_received": 40537, "request_id": 5, @@ -324,9 +324,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 48.138047999998435, + "duration_ms": 76.81887199998982, "success": true, - "started_at_unix": 1790402839.6721797, + "started_at_unix": 1790489273.7163959, "bytes_sent": 285, "bytes_received": 40537, "request_id": 6, @@ -354,9 +354,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 40.93399200002068, + "duration_ms": 66.42527499997186, "success": true, - "started_at_unix": 1790402839.7210946, + "started_at_unix": 1790489273.794302, "bytes_sent": 285, "bytes_received": 40537, "request_id": 7, @@ -399,11 +399,11 @@ "failure_count": 0, "bytes_sent": 1269, "bytes_received": 22644, - "min_ms": 140.53309900000954, - "max_ms": 144.44374900000412, - "mean_ms": 142.53096019999703, - "median_ms": 142.62403899999754, - "p95_ms": 144.38111019999837, + "min_ms": 175.02505400000246, + "max_ms": 178.04082200001403, + "mean_ms": 176.09500000000935, + "median_ms": 175.918624000019, + "p95_ms": 177.62682000001178, "result_summary": { "present_count": 5, "empty_count": 0, @@ -463,9 +463,9 @@ { "kind": "request", 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"textDocument/hover", - "duration_ms": 29.69197200000906, + "duration_ms": 38.73681900000747, "success": true, - "started_at_unix": 1790402804.3926408, + "started_at_unix": 1790489227.8380144, "bytes_sent": 241, "bytes_received": 614, "request_id": 27, @@ -16993,9 +16993,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.029243999989603253, + "duration_ms": 0.04078599999957078, "success": true, - "started_at_unix": 1790402804.422447, + "started_at_unix": 1790489227.8768642, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17012,9 +17012,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.014812999992841469, + "duration_ms": 0.03519599999890488, "success": true, - "started_at_unix": 1790402804.4224865, + "started_at_unix": 1790489227.8769183, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17031,9 +17031,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 28.27742399999522, + "duration_ms": 37.52621200004569, "success": true, - "started_at_unix": 1790402804.4225097, + "started_at_unix": 1790489227.876965, "bytes_sent": 241, "bytes_received": 614, "request_id": 28, @@ -17061,9 +17061,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.02476800000295043, + "duration_ms": 0.03126899997596411, "success": true, - "started_at_unix": 1790402804.4508803, + "started_at_unix": 1790489227.9145796, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17080,9 +17080,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.011487000008969517, + "duration_ms": 0.026198999989901495, "success": true, - "started_at_unix": 1790402804.4509134, + "started_at_unix": 1790489227.9146245, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17099,9 +17099,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 25.984839000003035, + "duration_ms": 30.231282999977793, "success": true, - "started_at_unix": 1790402804.4509318, + "started_at_unix": 1790489227.9146643, "bytes_sent": 241, "bytes_received": 614, "request_id": 29, @@ -17129,9 +17129,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.032218000001194014, + "duration_ms": 0.030857000012929348, "success": true, - "started_at_unix": 1790402804.4770296, + "started_at_unix": 1790489227.945001, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17148,9 +17148,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.015583999996238163, + "duration_ms": 0.021380000021054002, "success": true, - "started_at_unix": 1790402804.4770727, + "started_at_unix": 1790489227.9450436, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17167,9 +17167,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 24.58008600000028, + "duration_ms": 37.586948000011944, "success": true, - "started_at_unix": 1790402804.477098, + "started_at_unix": 1790489227.9450767, "bytes_sent": 241, "bytes_received": 614, "request_id": 30, @@ -17197,9 +17197,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.03234900000848029, + "duration_ms": 0.039694000008694275, "success": true, - "started_at_unix": 1790402804.5017927, + "started_at_unix": 1790489227.9827769, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17216,9 +17216,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.015713999999888983, + "duration_ms": 0.022561999969639146, "success": true, - "started_at_unix": 1790402804.5018356, + "started_at_unix": 1790489227.9828303, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17235,9 +17235,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 23.48273799999845, + "duration_ms": 26.657632000024023, "success": true, - "started_at_unix": 1790402804.5018609, + "started_at_unix": 1790489227.982865, "bytes_sent": 241, "bytes_received": 614, "request_id": 31, @@ -17265,9 +17265,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.03316999999469772, + "duration_ms": 0.024375000009513315, "success": true, - "started_at_unix": 1790402804.5254605, + "started_at_unix": 1790489228.0096073, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17284,9 +17284,9 @@ { "kind": "notification", "method": "textDocument/didClose", - "duration_ms": 0.018036999989590186, + "duration_ms": 0.015098000005764334, "success": true, - "started_at_unix": 1790402804.5255973, + "started_at_unix": 1790489228.0097213, "bytes_sent": 198, "bytes_received": 0, "request_id": null, @@ -17299,9 +17299,9 @@ { "kind": "request", "method": "shutdown", - "duration_ms": 2.1149060000027475, + "duration_ms": 2.001249999977972, "success": true, - "started_at_unix": 1790402804.5256228, + "started_at_unix": 1790489228.0097432, "bytes_sent": 67, "bytes_received": 61, "request_id": 32, @@ -17319,9 +17319,9 @@ { "kind": "notification", "method": "exit", - "duration_ms": 0.027130999995961247, + "duration_ms": 0.01961599997457597, "success": true, - "started_at_unix": 1790402804.5277607, + "started_at_unix": 1790489228.0117621, "bytes_sent": 55, "bytes_received": 0, "request_id": null, diff --git a/latest-results/summary-20260926T060531Z.csv b/latest-results/summary-20260926T060531Z.csv deleted file mode 100644 index d854bff..0000000 --- a/latest-results/summary-20260926T060531Z.csv +++ /dev/null @@ -1,132 +0,0 @@ -report_type,baseline_server_id,server_id,server_name,suite_name,scenario_name,point_label,method,method_display,success,mean_ms,p95_ms,non_empty_rate,result_metric_name,result_metric_label,result_metric_value,result_metric_delta,validation_passed,validation_failure_count -benchmark,pyright,pyright,Pyright,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,5.5444124000004535,9.83751000000126,1.0,completion_item_count,Completions found,201.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.3354543999980706,1.555466999991495,1.0,completion_item_count,Completions found,223.0,22.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,67.14183760000196,254.296163400005,1.0,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,145.9842760000015,351.17485640000154,1.0,completion_item_count,Completions found,188.0,-13.0,True,0 -benchmark,pyright,pyright,Pyright,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,0.8719925999997713,1.1979481999972563,1.0,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,0.22527640000191695,0.23984240000913815,1.0,hover_text_char_count,Hover length,4232.0,213.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,1.8002952000017558,2.039119999989225,1.0,hover_text_char_count,Hover length,3182.0,-837.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,142.53096019999703,144.38111019999837,1.0,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,0.33368120000147883,0.3681148000012513,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.13922259999787912,0.1458965999972861,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.20643020000647994,0.2203549999990173,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.7754533999957403,0.809084200017196,1.0,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,269.2151890000005,399.0161667999999,1.0,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,12.326097600001162,13.342289599995638,1.0,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,8.811854800001129,10.470328600001721,1.0,completion_item_count,Completions found,149.0,-19.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,False,3.113095799989196,3.313460799989798,0.0,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,25.151931800002103,29.69145900000285,1.0,hover_text_char_count,Hover length,278.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.986239400000159,5.159230400005299,1.0,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,1.6149368000014874,2.55170020000719,1.0,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,132.42475619999823,133.95435179999708,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0 -benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,3.727682599998161,5.802891000001864,1.0,completion_item_count,Completions found,10.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,3.753448599997,5.793091599994682,1.0,completion_item_count,Completions found,261.0,251.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,11.791686199995866,45.88978920001522,1.0,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,149.00739159999148,452.7939532000004,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 -benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.38830200000461446,0.4234092000046985,1.0,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,0.1685488000020996,0.20328300000755917,1.0,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,0.2093605999959891,0.2468769999836695,1.0,hover_text_char_count,Hover length,298.0,241.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,125.16692180000177,126.02331219999314,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.2590504000011151,0.3011242000013681,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.1270299999987401,0.1307177999990472,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.1494776000015463,0.17542059999868798,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,0.7842409999909705,0.8148587999983192,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,19.49045339999884,20.63305779999496,1.0,completion_item_count,Completions found,104.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,3.65196080000203,4.058598800000368,1.0,completion_item_count,Completions found,104.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,1.3901128000043173,1.5009624000015265,1.0,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,183.94622780000418,217.57910439999364,1.0,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,31.431266000004143,37.14509380000095,1.0,hover_text_char_count,Hover length,83.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.4171349999988934,2.5126293999989002,1.0,hover_text_char_count,Hover length,100.0,17.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,1.1997509999957856,3.3191977999877045,1.0,hover_text_char_count,Hover length,858.0,775.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,190.4176611999901,192.90136079998774,1.0,hover_text_char_count,Hover length,71.0,-12.0,True,0 -benchmark,pyright,pyright,Pyright,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,66.22133559999384,223.18351299999216,1.0,completion_item_count,Completions found,271.2,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,13.75170019999814,16.71520099999384,1.0,completion_item_count,Completions found,1000.0,728.8,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,62.712153400002535,250.2025610000032,1.0,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,43.454645999997865,55.74741100000438,1.0,completion_item_count,Completions found,6.0,-265.2,True,0 -benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.6265761999969754,0.8137481999995089,1.0,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,0.1827784000028032,0.2147345999958361,1.0,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,1.7228214000056141,1.8322464000164018,1.0,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,153.22636199999806,157.32525759998452,1.0,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,0.29564860000164117,0.46845260000338834,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.12516899999752695,0.12982619999775125,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.1624336000020321,0.1715290000049663,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.7512726000015846,0.7970036000074288,1.0,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,354.8895561999956,823.8338903999958,1.0,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,13.471094199999811,14.900285999999594,1.0,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,31.26480079998828,49.989670399997976,1.0,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,177.0210888000122,193.3144552000158,1.0,completion_item_count,Completions found,441.0,1.0,True,0 -benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,8.653989000001161,9.91097540000112,1.0,hover_text_char_count,Hover length,4292.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.423601999998027,3.4929603999955816,1.0,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,2.3343838000016603,8.056454800004074,1.0,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,147.6758163999989,149.5857954000087,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,12.296410800001922,22.459543000007898,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,2.7149125999983426,6.481318000001577,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,66.31836019999469,264.68094119999813,1.0,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,152.30680319999692,283.25661559999844,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.4115424000010535,1.8025530000045362,1.0,hover_text_char_count,Hover length,10579.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.2924142000011898,0.3199095999974588,1.0,hover_text_char_count,Hover length,10621.0,42.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.7457867999960399,0.767210799995155,1.0,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,245.68725279999057,250.23791799998207,1.0,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,0.6748155999986238,1.6034189999999167,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.13711320000595606,0.1552288000112867,1.0,location_count,Definitions found,2.0,1.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.16882499999724132,0.18164459999638893,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.8579307999980301,1.0527074000037828,1.0,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,104.07934559999603,131.2446319999964,1.0,completion_item_count,Completions found,38.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,4.110499800000866,4.360976400005256,1.0,completion_item_count,Completions found,23.0,-15.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,0.5808298000033574,0.5956900000171572,1.0,completion_item_count,Completions found,17.0,-21.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,False,28.7607936000029,30.432335800009014,0.0,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,77.59062319999828,82.41190560000575,1.0,hover_text_char_count,Hover length,893.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.8131585999991557,3.8724845999922763,1.0,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,3.119399000007661,7.031001199993625,1.0,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,27.4670207999975,27.84909199999106,0.0,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,50.53744840000434,69.4753472000059,1.0,completion_item_count,Completions found,123.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,8.59643320000032,9.599458800005323,1.0,completion_item_count,Completions found,777.0,654.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,627.4992374000021,2509.3357070000134,1.0,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,109.56488219999869,111.69831640000893,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 -benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.3515931999999111,0.43448439999451693,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.22284060000856698,0.4458819999967999,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.13549459999921964,0.1509619999978895,1.0,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,2126.264425199986,2186.447617599981,0.0,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,0.3288690000033512,0.351272600005359,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.2095672000052673,0.2294048000010207,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.13815660000204844,0.14433800001256714,1.0,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,1725.3904215999908,1767.4863221999885,1.0,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,5.155314000006683,5.8574170000071035,0.0,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,4.912796399997887,5.009110000008832,1.0,completion_item_count,Completions found,23.0,23.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,0.35716359999469205,0.3914329999815891,0.0,completion_item_count,Completions found,0.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,1.976208200005658,2.0493366000323476,0.0,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,407.545597400005,430.4856038000082,1.0,hover_text_char_count,Hover length,30.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.658055800001648,4.813614800002597,1.0,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,8.761646200002815,23.54679379998856,1.0,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,2065.5759697999997,2115.6024889999912,0.0,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,4.738370800006919,8.285098400011748,1.0,completion_item_count,Completions found,14.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,4.528095000000576,6.902265000013585,1.0,completion_item_count,Completions found,467.0,453.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,41.38347960000601,133.82696080000184,1.0,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,46.60102180000649,69.66111579998824,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 -benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.3881683999992447,0.4442389999894658,1.0,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,0.14035779999517217,0.1527905999921586,1.0,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,4.729187599997431,16.7518419999908,1.0,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,36.16780959998778,64.26878259999285,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 -benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.6236946000029775,0.7837790000081668,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.4193895999947017,0.4847765999898001,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.2284350000024915,0.24715119999996205,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,29.25937160000558,95.674273599991,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,3.514439200000652,4.405990399999382,1.0,completion_item_count,Completions found,205.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,3.4737596000070425,3.550543200009315,1.0,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,1.645788800004766,3.5819300000127896,1.0,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,67.29127219998645,68.8913341999978,1.0,completion_item_count,Completions found,57.0,-148.0,True,0 -benchmark,pyright,pyright,Pyright,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,26.40341180000121,29.40906240000629,1.0,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,2.273657800003548,2.3019525999927737,1.0,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,1.8581496000138031,3.896074800019277,1.0,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,185.2557893999915,188.342529800002,1.0,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,0.7242306000023291,0.7721709999941595,1.0,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,0.12215059999789446,0.13017500000387372,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.15642419999721824,0.16939960000286192,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.14145540000640722,0.1554630000043744,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.13834099999598948,0.14713040000629007,,,,,,False,10 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.1562219999982517,0.16618500000049607,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.16010819999223713,0.17968580000342627,1.0,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,0.1644746000010855,0.17917500000521613,,,,,,False,10 -benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,17.31643159999976,34.9794729999985,1.0,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,118.63592199999857,130.44280620001132,1.0,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,60.0868968000043,72.95470020002313,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20260927T060535Z.csv b/latest-results/summary-20260927T060535Z.csv new file mode 100644 index 0000000..c60847b --- /dev/null +++ b/latest-results/summary-20260927T060535Z.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,5.365230999996129,8.996079199994256,1.0,completion_item_count,Completions found,201.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.5968886000109705,1.7362578000188478,1.0,completion_item_count,Completions found,223.0,22.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,84.79691320000029,335.27092980000356,1.0,completion_item_count,Completions found,250.0,49.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,215.04991579998887,509.12247040001824,1.0,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,1.1340759999995953,1.5061886000125924,1.0,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,0.3224727999963761,0.3414404000068316,1.0,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,2.569370200001231,3.1508890000054635,1.0,hover_text_char_count,Hover length,3182.0,-837.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,176.09500000000935,177.62682000001178,1.0,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,0.4589414000065517,0.5510114000060184,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.2203742000119746,0.22565179999674,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.2622696000230462,0.2779008000061367,1.0,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,1.034577799998715,1.0837275999961093,1.0,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,347.4802737999994,487.6160871999843,1.0,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,12.009178600010273,13.110771399999521,1.0,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,24.391157399998065,35.15715280003633,1.0,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,4.1207937999843125,4.237006999994719,0.0,completion_item_count,Completions found,0.0,-168.0,False,10 +benchmark,pyright,pyright,Pyright,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,31.61801319999995,33.87948879998817,1.0,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,5.560241800003496,5.619131999969795,1.0,hover_text_char_count,Hover length,267.0,-11.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.604430400003821,3.390083800013599,1.0,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,165.57723980000674,166.49033480001663,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.68757779998441,7.418768799993813,1.0,completion_item_count,Completions found,10.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.767147600000499,7.217607199970643,1.0,completion_item_count,Completions found,261.0,251.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,16.10748660001491,63.123578600004734,1.0,completion_item_count,Completions found,15.0,5.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset completion,textDocument/completion,textDocument/completion,True,219.55196240000987,675.0695982000251,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.5045293999842215,0.5500239999832957,1.0,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,0.23300159999735115,0.2506178000089676,1.0,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,0.2688713999987158,0.3279472000031092,1.0,hover_text_char_count,Hover length,298.0,241.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,155.04809779998823,156.69264839999641,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.39583820001780623,0.43397760001653296,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.20197359999656328,0.20875240002169448,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,1.1695540000118854,3.4765011999979825,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.066119200004323,1.1049016000129086,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,26.36603120001837,28.949942000019746,1.0,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,4.798321799989935,5.174643199995899,1.0,completion_item_count,Completions found,104.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,1.9125766000001931,1.936206799973661,1.0,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,253.28690759999972,284.9642406000157,1.0,completion_item_count,Completions found,143.0,39.0,True,0 +benchmark,pyright,pyright,Pyright,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,40.42806139998447,45.66108119998944,1.0,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,3.1486203999861573,3.185585599987917,1.0,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,5.855259199995544,12.709434599992164,1.0,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,246.34229980001692,252.35404660000995,1.0,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,85.57108539998808,290.7887817999721,1.0,completion_item_count,Completions found,271.2,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,20.06688579999718,27.798189400016323,1.0,completion_item_count,Completions found,1000.0,728.8,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,87.72380460000022,350.0398762000031,1.0,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,87.8570609999997,199.8347123999906,1.0,completion_item_count,Completions found,6.0,-265.2,True,0 +benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.8916947999864533,1.2079537999625245,1.0,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,0.2683013999899231,0.29318799996644884,1.0,hover_text_char_count,Hover length,329.0,-21.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,5.402674800006935,7.625210199978482,1.0,hover_text_char_count,Hover length,2759.0,2409.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,194.70331919999353,206.22497900000099,1.0,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,0.433280000004288,0.49177920000147424,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.21030320002637382,0.21556720002990915,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,5.109791400013819,5.92256460003,1.0,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,1.0775630000011915,1.1067109999657987,1.0,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,793.8552375999848,1254.043427199997,1.0,completion_item_count,Completions found,440.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,16.83249300000398,18.218836200003352,1.0,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,57.25778180001271,87.14060960001007,1.0,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,224.46684819999518,228.99279519998572,1.0,completion_item_count,Completions found,441.0,1.0,True,0 +benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,11.214156200003345,12.838980799983801,1.0,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,4.513601599990125,4.532892000008815,1.0,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,34.16700659997787,89.8906307999823,1.0,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,178.7448897999866,179.588179999962,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,17.30193779999354,22.289433200012354,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.350561600018409,7.4261168000134585,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,86.53007120000211,345.20472060002015,1.0,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,214.05958919997374,404.7410749999699,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.6938105999997788,1.9035582000242357,1.0,hover_text_char_count,Hover length,10579.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.3893940000011753,0.40619279998281854,1.0,hover_text_char_count,Hover length,10621.0,42.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.9809995999717103,1.0130733999744734,1.0,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,316.2142071999824,317.3886669999547,1.0,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,0.5057187999796042,0.5864397999744142,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.21615179999798784,0.2246317999833991,1.0,location_count,Definitions found,2.0,1.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.20807879999438228,0.23967779999338745,1.0,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,1.282009399983508,1.6858283999908963,1.0,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,137.8882400000066,175.78985000002376,1.0,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,5.4035433999956695,5.618310199974985,1.0,completion_item_count,Completions found,23.0,-15.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,0.9461504000114473,1.0075508000227273,1.0,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,37.79700599999387,38.88712419998228,0.0,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,99.02446700001519,108.60195300002715,1.0,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,5.169122600000264,5.206726999995226,1.0,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,0.5289890000085506,0.5495831999837719,1.0,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,36.519455199993445,36.654441199993926,0.0,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,48.29934620000813,79.50353840002435,1.0,completion_item_count,Completions found,123.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,11.067414599995118,12.282382800003688,1.0,completion_item_count,Completions found,777.0,654.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,847.9188050000063,3363.287318200013,1.0,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,148.8227901999835,151.7333471999791,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 +benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.491760800002794,0.5561608000220986,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.3855745999885585,0.8726468000077146,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,1.3704073999974753,2.7812404000087554,1.0,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,2781.1486779999996,2824.5274623999876,0.0,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,0.4563402000030692,0.5311423999955878,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.2789653999911934,0.30007719998366156,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.25808139999980995,0.27756419999604987,1.0,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,2241.8704965999723,2288.1671562000065,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,6.870534799986672,7.381233199976123,0.0,completion_item_count,Completions found,0.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,6.146639799987952,6.292147599992859,1.0,completion_item_count,Completions found,23.0,23.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,0.6538034000072912,0.8031664000100136,0.0,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,2.476412199985134,2.5452410000070813,0.0,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,479.8356364000142,507.6227109999991,1.0,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,5.878791200007072,5.955656599996928,1.0,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,3.0095591999952376,3.4297657999900366,1.0,hover_text_char_count,Hover length,33.0,3.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,False,2653.344489599999,2675.2940551999245,0.0,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,5.819387999997616,10.536038399993686,1.0,completion_item_count,Completions found,14.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,5.934136600012607,8.79961819998698,1.0,completion_item_count,Completions found,467.0,453.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,55.69501920000448,181.85949320002234,1.0,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,69.3802450000021,94.43947060001392,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.5126984000185075,0.5599628000027224,1.0,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,0.21142139999028586,0.23020279999173,1.0,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,5.1464679999980945,17.9147574000126,1.0,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,141.02978039998106,224.16852099997868,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.7940538000070774,1.00677740001629,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.5848372000059499,0.6743239999764228,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.32406180000634777,0.34929520003288417,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,3.720703799990588,4.811765199997353,1.0,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,4.170227800000248,6.0112018000381795,1.0,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,4.638890199976231,4.85973339997372,1.0,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,0.5742353999949046,0.5912127999977201,1.0,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,90.94809599998825,93.67149020001762,1.0,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,34.147778800013384,38.506844800008366,1.0,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,2.9673724000190305,3.0527528000334314,1.0,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,1.5142136000122264,1.559542400002556,1.0,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,233.99690359999568,237.1131595999259,1.0,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,0.9825564000038867,1.0324876000140648,1.0,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,0.2042320000100517,0.24106500000016237,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.22678860000269196,0.23157319999427273,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.23116399999025816,0.24647100001402578,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.2188428000067688,0.2311648000159039,,,,,,False,10 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.21944400001530084,0.23626200002127007,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.2456137999956809,0.25582499999927677,1.0,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,0.21209099999168757,0.2319342000191682,,,,,,False,10 +benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,17.40641899999673,26.779324200003884,1.0,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,168.46954559999858,193.23938259998386,1.0,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,54.9683686000094,70.1287412000056,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20260926T060531Z.json b/latest-results/summary-20260927T060535Z.json similarity index 93% rename from latest-results/summary-20260926T060531Z.json rename to latest-results/summary-20260927T060535Z.json index d818367..26a0a53 100644 --- a/latest-results/summary-20260926T060531Z.json +++ b/latest-results/summary-20260927T060535Z.json @@ -17,12 +17,12 @@ "tsp_semantic" ], "baseline_server": "pyright", - "generated_at": "20260926T060531Z", + "generated_at": "20260927T060535Z", "servers": [ { "id": "pyright", "display_name": "Pyright", - "output_path": "results/bench-servers/pyright-20260926T060531Z.json", + "output_path": "results/bench-servers/pyright-20260927T060535Z.json", "success": true, "benchmark_count": 6, "command": [ @@ -58,7 +58,7 @@ { "id": "ty", "display_name": "Ty", - "output_path": "results/bench-servers/ty-20260926T060531Z.json", + "output_path": "results/bench-servers/ty-20260927T060535Z.json", "success": true, "benchmark_count": 6, "command": [ @@ -91,7 +91,7 @@ { "id": "pyrefly", "display_name": "Pyrefly", - "output_path": "results/bench-servers/pyrefly-20260926T060531Z.json", + "output_path": "results/bench-servers/pyrefly-20260927T060535Z.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-20260926T060531Z.json", + "output_path": "results/bench-servers/pylsp-mypy-20260927T060535Z.json", "success": false, "benchmark_count": 6, "command": [ diff --git a/latest-results/summary-20260926T060531Z.md b/latest-results/summary-20260927T060535Z.md similarity index 60% rename from latest-results/summary-20260926T060531Z.md rename to latest-results/summary-20260927T060535Z.md index 5e3d628..3aafb38 100644 --- a/latest-results/summary-20260926T060531Z.md +++ b/latest-results/summary-20260927T060535Z.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20260926T060531Z.json` +Generated from `results/bench-servers/summary-20260927T060535Z.json` -- Generated at: 20260926T060531Z +- Generated at: 20260927T060535Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260926T060531Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 6 | 4065.46 | 3.35 | 150 | 100% | 0 | -| Pyrefly | no | 8 | 12524.01 | 28.00 | 205 | 97% | 2 | -| Pyright | yes | 6 | 29443.84 | 49.42 | 150 | 97% | 0 | -| pylsp-mypy | no | 6 | 159910.95 | 281.49 | 150 | 80% | 5 | +| Ty | yes | 6 | 5079.98 | 4.25 | 150 | 100% | 0 | +| Pyrefly | no | 8 | 16961.98 | 38.50 | 205 | 97% | 2 | +| Pyright | yes | 6 | 38856.76 | 72.94 | 150 | 97% | 0 | +| pylsp-mypy | no | 6 | 218633.21 | 369.89 | 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-20260926T060531Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 425.71 | 3.80 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 839.22 | 15.92 | 5 | 25 | 100% | 0 | -| Pyright | yes | 3699.08 | 60.22 | 5 | 25 | 100% | 0 | -| pylsp-mypy | no | 5884.32 | 84.97 | 5 | 25 | 80% | 1 | +| Ty | yes | 487.97 | 3.94 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 1088.58 | 22.92 | 5 | 25 | 100% | 0 | +| Pyright | yes | 4561.30 | 77.21 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 7863.89 | 112.38 | 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 | 1.34 | 1.56 | 100% | 223.00 | +22.00 | pass | -| Pyright | yes | 5.54 | 9.84 | 100% | 201.00 | 0.00 | pass | -| Pyrefly | yes | 67.14 | 254.30 | 100% | 250.00 | +49.00 | pass | -| pylsp-mypy | yes | 145.98 | 351.17 | 100% | 188.00 | -13.00 | pass | +| Ty | yes | 1.60 | 1.74 | 100% | 223.00 | +22.00 | pass | +| Pyright | yes | 5.37 | 9.00 | 100% | 201.00 | 0.00 | pass | +| Pyrefly | yes | 84.80 | 335.27 | 100% | 250.00 | +49.00 | pass | +| pylsp-mypy | yes | 215.05 | 509.12 | 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 | 0.23 | 0.24 | 100% | 4232.00 | +213.00 | pass | -| Pyright | yes | 0.87 | 1.20 | 100% | 4019.00 | 0.00 | pass | -| Pyrefly | yes | 1.80 | 2.04 | 100% | 3182.00 | -837.00 | pass | -| pylsp-mypy | yes | 142.53 | 144.38 | 100% | 4134.00 | +115.00 | pass | +| Ty | yes | 0.32 | 0.34 | 100% | 4232.00 | +213.00 | pass | +| Pyright | yes | 1.13 | 1.51 | 100% | 4019.00 | 0.00 | pass | +| Pyrefly | yes | 2.57 | 3.15 | 100% | 3182.00 | -837.00 | pass | +| pylsp-mypy | yes | 176.10 | 177.63 | 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 | 0.14 | 0.15 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 0.21 | 0.22 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.33 | 0.37 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 0.78 | 0.81 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.26 | 0.28 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.46 | 0.55 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.03 | 1.08 | 100% | 1.00 | 0.00 | pass | ### edit array then complete (edit+completion) @@ -85,10 +85,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| pylsp-mypy | no | 3.11 | 3.31 | 0% | 0.00 | -168.00 | fail (10) | -| Pyrefly | yes | 8.81 | 10.47 | 100% | 149.00 | -19.00 | pass | -| Ty | yes | 12.33 | 13.34 | 100% | 168.00 | 0.00 | pass | -| Pyright | yes | 269.22 | 399.02 | 100% | 168.00 | 0.00 | pass | +| pylsp-mypy | no | 4.12 | 4.24 | 0% | 0.00 | -168.00 | fail (10) | +| Ty | yes | 12.01 | 13.11 | 100% | 168.00 | 0.00 | pass | +| Pyrefly | yes | 24.39 | 35.16 | 100% | 149.00 | -19.00 | pass | +| Pyright | yes | 347.48 | 487.62 | 100% | 168.00 | 0.00 | pass | ### edit array then hover (edit+hover) @@ -96,10 +96,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 1.61 | 2.55 | 100% | 2546.00 | +2268.00 | pass | -| Ty | yes | 4.99 | 5.16 | 100% | 267.00 | -11.00 | pass | -| Pyright | yes | 25.15 | 29.69 | 100% | 278.00 | 0.00 | pass | -| pylsp-mypy | yes | 132.42 | 133.95 | 100% | 5662.00 | +5384.00 | pass | +| Pyrefly | yes | 2.60 | 3.39 | 100% | 2546.00 | +2268.00 | pass | +| Ty | yes | 5.56 | 5.62 | 100% | 267.00 | -11.00 | pass | +| Pyright | yes | 31.62 | 33.88 | 100% | 278.00 | 0.00 | pass | +| pylsp-mypy | yes | 165.58 | 166.49 | 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 | 209.70 | 2.02 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 214.25 | 2.95 | 5 | 25 | 100% | 0 | -| Pyright | yes | 1141.11 | 11.06 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 5829.22 | 129.86 | 5 | 25 | 100% | 0 | +| Ty | yes | 266.08 | 2.63 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 298.87 | 5.06 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1469.15 | 14.48 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 7810.15 | 175.06 | 5 | 25 | 100% | 0 | ### queryset completion @@ -123,10 +123,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyright | yes | 3.73 | 5.80 | 100% | 10.00 | 0.00 | pass | -| Ty | yes | 3.75 | 5.79 | 100% | 261.00 | +251.00 | pass | -| Pyrefly | yes | 11.79 | 45.89 | 100% | 15.00 | +5.00 | pass | -| pylsp-mypy | yes | 149.01 | 452.79 | 100% | 2.00 | -8.00 | pass | +| Pyright | yes | 4.69 | 7.42 | 100% | 10.00 | 0.00 | pass | +| Ty | yes | 4.77 | 7.22 | 100% | 261.00 | +251.00 | pass | +| Pyrefly | yes | 16.11 | 63.12 | 100% | 15.00 | +5.00 | pass | +| pylsp-mypy | yes | 219.55 | 675.07 | 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 | 0.17 | 0.20 | 100% | 46.00 | -11.00 | pass | -| Pyrefly | yes | 0.21 | 0.25 | 100% | 298.00 | +241.00 | pass | -| Pyright | yes | 0.39 | 0.42 | 100% | 57.00 | 0.00 | pass | -| pylsp-mypy | yes | 125.17 | 126.02 | 100% | 57.00 | 0.00 | pass | +| Ty | yes | 0.23 | 0.25 | 100% | 46.00 | -11.00 | pass | +| Pyrefly | yes | 0.27 | 0.33 | 100% | 298.00 | +241.00 | pass | +| Pyright | yes | 0.50 | 0.55 | 100% | 57.00 | 0.00 | pass | +| pylsp-mypy | yes | 155.05 | 156.69 | 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 | 0.13 | 0.13 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 0.15 | 0.18 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.26 | 0.30 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 0.78 | 0.81 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.40 | 0.43 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.07 | 1.10 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 1.17 | 3.48 | 100% | 1.00 | 0.00 | pass | ### edit queryset then complete (edit+completion) @@ -156,10 +156,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 1.39 | 1.50 | 100% | 83.00 | -21.00 | pass | -| Ty | yes | 3.65 | 4.06 | 100% | 104.00 | 0.00 | pass | -| Pyright | yes | 19.49 | 20.63 | 100% | 104.00 | 0.00 | pass | -| pylsp-mypy | yes | 183.95 | 217.58 | 100% | 143.00 | +39.00 | pass | +| Pyrefly | yes | 1.91 | 1.94 | 100% | 83.00 | -21.00 | pass | +| Ty | yes | 4.80 | 5.17 | 100% | 104.00 | 0.00 | pass | +| Pyright | yes | 26.37 | 28.95 | 100% | 104.00 | 0.00 | pass | +| pylsp-mypy | yes | 253.29 | 284.96 | 100% | 143.00 | +39.00 | pass | ### edit queryset then hover (edit+hover) @@ -167,10 +167,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 1.20 | 3.32 | 100% | 858.00 | +775.00 | pass | -| Ty | yes | 2.42 | 2.51 | 100% | 100.00 | +17.00 | pass | -| Pyright | yes | 31.43 | 37.15 | 100% | 83.00 | 0.00 | pass | -| pylsp-mypy | yes | 190.42 | 192.90 | 100% | 71.00 | -12.00 | pass | +| Ty | yes | 3.15 | 3.19 | 100% | 100.00 | +17.00 | pass | +| Pyrefly | yes | 5.86 | 12.71 | 100% | 858.00 | +775.00 | pass | +| Pyright | yes | 40.43 | 45.66 | 100% | 83.00 | 0.00 | pass | +| pylsp-mypy | yes | 246.34 | 252.35 | 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 | 669.71 | 6.19 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 846.75 | 19.64 | 5 | 25 | 100% | 0 | -| Pyright | yes | 7387.63 | 86.14 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 6108.94 | 104.43 | 5 | 25 | 100% | 0 | +| Ty | yes | 866.86 | 8.38 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 1423.14 | 37.93 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 7821.89 | 137.37 | 5 | 25 | 100% | 0 | +| Pyright | yes | 11588.10 | 178.39 | 5 | 25 | 100% | 0 | ### report dataframe completion @@ -194,10 +194,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 13.75 | 16.72 | 100% | 1000.00 | +728.80 | pass | -| pylsp-mypy | yes | 43.45 | 55.75 | 100% | 6.00 | -265.20 | pass | -| Pyrefly | yes | 62.71 | 250.20 | 100% | 16.00 | -255.20 | pass | -| Pyright | yes | 66.22 | 223.18 | 100% | 271.20 | 0.00 | pass | +| Ty | yes | 20.07 | 27.80 | 100% | 1000.00 | +728.80 | pass | +| Pyright | yes | 85.57 | 290.79 | 100% | 271.20 | 0.00 | pass | +| Pyrefly | yes | 87.72 | 350.04 | 100% | 16.00 | -255.20 | pass | +| pylsp-mypy | yes | 87.86 | 199.83 | 100% | 6.00 | -265.20 | pass | ### dataframe groupby hover @@ -205,10 +205,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.18 | 0.21 | 100% | 329.00 | -21.00 | pass | -| Pyright | yes | 0.63 | 0.81 | 100% | 350.00 | 0.00 | pass | -| Pyrefly | yes | 1.72 | 1.83 | 100% | 2759.00 | +2409.00 | pass | -| pylsp-mypy | yes | 153.23 | 157.33 | 100% | 301.00 | -49.00 | pass | +| Ty | yes | 0.27 | 0.29 | 100% | 329.00 | -21.00 | pass | +| Pyright | yes | 0.89 | 1.21 | 100% | 350.00 | 0.00 | pass | +| Pyrefly | yes | 5.40 | 7.63 | 100% | 2759.00 | +2409.00 | pass | +| pylsp-mypy | yes | 194.70 | 206.22 | 100% | 301.00 | -49.00 | pass | ### build report definition @@ -216,10 +216,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.13 | 0.13 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 0.16 | 0.17 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.30 | 0.47 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 0.75 | 0.80 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.21 | 0.22 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.43 | 0.49 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.08 | 1.11 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 5.11 | 5.92 | 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 | 13.47 | 14.90 | 100% | 448.00 | +8.00 | pass | -| Pyrefly | yes | 31.26 | 49.99 | 100% | 256.00 | -184.00 | pass | -| pylsp-mypy | yes | 177.02 | 193.31 | 100% | 441.00 | +1.00 | pass | -| Pyright | yes | 354.89 | 823.83 | 100% | 440.00 | 0.00 | pass | +| Ty | yes | 16.83 | 18.22 | 100% | 448.00 | +8.00 | pass | +| Pyrefly | yes | 57.26 | 87.14 | 100% | 256.00 | -184.00 | pass | +| pylsp-mypy | yes | 224.47 | 228.99 | 100% | 441.00 | +1.00 | pass | +| Pyright | yes | 793.86 | 1254.04 | 100% | 440.00 | 0.00 | pass | ### edit dataframe then hover (edit+hover) @@ -238,10 +238,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 2.33 | 8.06 | 100% | 943.00 | -3349.00 | pass | -| Ty | yes | 3.42 | 3.49 | 100% | 4441.00 | +149.00 | pass | -| Pyright | yes | 8.65 | 9.91 | 100% | 4292.00 | 0.00 | pass | -| pylsp-mypy | yes | 147.68 | 149.59 | 100% | 232.00 | -4060.00 | pass | +| Ty | yes | 4.51 | 4.53 | 100% | 4441.00 | +149.00 | pass | +| Pyright | yes | 11.21 | 12.84 | 100% | 4292.00 | 0.00 | pass | +| Pyrefly | yes | 34.17 | 89.89 | 100% | 943.00 | -3349.00 | pass | +| pylsp-mypy | yes | 178.74 | 179.59 | 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 | 295.14 | 2.21 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 664.28 | 14.19 | 5 | 25 | 100% | 0 | -| Pyright | yes | 2932.35 | 39.21 | 5 | 25 | 100% | 0 | -| pylsp-mypy | no | 5799.35 | 91.02 | 5 | 25 | 60% | 2 | +| Ty | yes | 377.93 | 2.91 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 880.04 | 17.84 | 5 | 25 | 100% | 0 | +| Pyright | yes | 3795.74 | 51.28 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 7102.06 | 121.17 | 5 | 25 | 60% | 2 | ### query completion @@ -265,10 +265,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 2.71 | 6.48 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 12.30 | 22.46 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 66.32 | 264.68 | 100% | 15.00 | +14.00 | pass | -| pylsp-mypy | yes | 152.31 | 283.26 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 3.35 | 7.43 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 17.30 | 22.29 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 86.53 | 345.20 | 100% | 15.00 | +14.00 | pass | +| pylsp-mypy | yes | 214.06 | 404.74 | 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 | 0.29 | 0.32 | 100% | 10621.00 | +42.00 | pass | -| Pyrefly | yes | 0.75 | 0.77 | 100% | 15239.00 | +4660.00 | pass | -| Pyright | yes | 1.41 | 1.80 | 100% | 10579.00 | 0.00 | pass | -| pylsp-mypy | yes | 245.69 | 250.24 | 100% | 10498.00 | -81.00 | pass | +| Ty | yes | 0.39 | 0.41 | 100% | 10621.00 | +42.00 | pass | +| Pyrefly | yes | 0.98 | 1.01 | 100% | 15239.00 | +4660.00 | pass | +| Pyright | yes | 1.69 | 1.90 | 100% | 10579.00 | 0.00 | pass | +| pylsp-mypy | yes | 316.21 | 317.39 | 100% | 10498.00 | -81.00 | pass | ### mapped class definition @@ -287,10 +287,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.14 | 0.16 | 100% | 2.00 | +1.00 | pass | -| Pyrefly | yes | 0.17 | 0.18 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.67 | 1.60 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 0.86 | 1.05 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.21 | 0.24 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.22 | 0.22 | 100% | 2.00 | +1.00 | pass | +| Pyright | yes | 0.51 | 0.59 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.28 | 1.69 | 100% | 1.00 | 0.00 | pass | ### edit query then complete (edit+completion) @@ -298,10 +298,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.58 | 0.60 | 100% | 17.00 | -21.00 | pass | -| Ty | yes | 4.11 | 4.36 | 100% | 23.00 | -15.00 | pass | -| pylsp-mypy | no | 28.76 | 30.43 | 0% | 0.00 | -38.00 | fail (10) | -| Pyright | yes | 104.08 | 131.24 | 100% | 38.00 | 0.00 | pass | +| Pyrefly | yes | 0.95 | 1.01 | 100% | 17.00 | -21.00 | pass | +| Ty | yes | 5.40 | 5.62 | 100% | 23.00 | -15.00 | pass | +| pylsp-mypy | no | 37.80 | 38.89 | 0% | 0.00 | -38.00 | fail (10) | +| Pyright | yes | 137.89 | 175.79 | 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 | 3.12 | 7.03 | 100% | 2242.00 | +1349.00 | pass | -| Ty | yes | 3.81 | 3.87 | 100% | 951.00 | +58.00 | pass | -| pylsp-mypy | no | 27.47 | 27.85 | 0% | 0.00 | -893.00 | fail (10) | -| Pyright | yes | 77.59 | 82.41 | 100% | 893.00 | 0.00 | pass | +| Pyrefly | yes | 0.53 | 0.55 | 100% | 2242.00 | +1349.00 | pass | +| Ty | yes | 5.17 | 5.21 | 100% | 951.00 | +58.00 | pass | +| pylsp-mypy | no | 36.52 | 36.65 | 0% | 0.00 | -893.00 | fail (10) | +| Pyright | yes | 99.02 | 108.60 | 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 | 2192.82 | 3.72 | 5 | 25 | 100% | 0 | -| Pyright | yes | 13076.17 | 92.78 | 5 | 25 | 80% | 0 | -| Pyrefly | yes | 4090.89 | 127.38 | 5 | 25 | 80% | 0 | -| pylsp-mypy | no | 132528.61 | 1205.75 | 5 | 25 | 40% | 2 | +| Ty | yes | 2725.60 | 4.75 | 5 | 25 | 100% | 0 | +| Pyright | yes | 15903.85 | 107.19 | 5 | 25 | 80% | 0 | +| Pyrefly | yes | 5414.77 | 170.64 | 5 | 25 | 80% | 0 | +| pylsp-mypy | no | 183111.35 | 1565.53 | 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 | 8.60 | 9.60 | 100% | 777.00 | +654.00 | pass | -| Pyright | yes | 50.54 | 69.48 | 100% | 123.00 | 0.00 | pass | -| pylsp-mypy | yes | 109.56 | 111.70 | 100% | 2.00 | -121.00 | pass | -| Pyrefly | yes | 627.50 | 2509.34 | 100% | 15.00 | -108.00 | pass | +| Ty | yes | 11.07 | 12.28 | 100% | 777.00 | +654.00 | pass | +| Pyright | yes | 48.30 | 79.50 | 100% | 123.00 | 0.00 | pass | +| pylsp-mypy | yes | 148.82 | 151.73 | 100% | 2.00 | -121.00 | pass | +| Pyrefly | yes | 847.92 | 3363.29 | 100% | 15.00 | -108.00 | pass | ### pipeline hover @@ -348,10 +348,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.14 | 0.15 | 100% | 48.00 | +14.00 | pass | -| Ty | yes | 0.22 | 0.45 | 100% | 7.00 | -27.00 | pass | -| Pyright | yes | 0.35 | 0.43 | 100% | 34.00 | 0.00 | pass | -| pylsp-mypy | no | 2126.26 | 2186.45 | 0% | 0.00 | -34.00 | fail (10) | +| Ty | yes | 0.39 | 0.87 | 100% | 7.00 | -27.00 | pass | +| Pyright | yes | 0.49 | 0.56 | 100% | 34.00 | 0.00 | pass | +| Pyrefly | yes | 1.37 | 2.78 | 100% | 48.00 | +14.00 | pass | +| pylsp-mypy | no | 2781.15 | 2824.53 | 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 | 0.14 | 0.14 | 100% | 1.00 | 0.00 | pass | -| Ty | yes | 0.21 | 0.23 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.33 | 0.35 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1725.39 | 1767.49 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.26 | 0.28 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.28 | 0.30 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.46 | 0.53 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 2241.87 | 2288.17 | 100% | 1.00 | 0.00 | pass | ### edit prediction then complete (edit+completion) @@ -370,10 +370,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.36 | 0.39 | 0% | 0.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.98 | 2.05 | 0% | 0.00 | 0.00 | pass | -| Ty | yes | 4.91 | 5.01 | 100% | 23.00 | +23.00 | pass | -| Pyright | yes | 5.16 | 5.86 | 0% | 0.00 | 0.00 | pass | +| Pyrefly | yes | 0.65 | 0.80 | 0% | 0.00 | 0.00 | pass | +| pylsp-mypy | yes | 2.48 | 2.55 | 0% | 0.00 | 0.00 | pass | +| Ty | yes | 6.15 | 6.29 | 100% | 23.00 | +23.00 | pass | +| Pyright | yes | 6.87 | 7.38 | 0% | 0.00 | 0.00 | pass | ### edit tokenizer then hover (edit+hover) @@ -381,10 +381,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 4.66 | 4.81 | 100% | 7.00 | -23.00 | pass | -| Pyrefly | yes | 8.76 | 23.55 | 100% | 33.00 | +3.00 | pass | -| Pyright | yes | 407.55 | 430.49 | 100% | 30.00 | 0.00 | pass | -| pylsp-mypy | no | 2065.58 | 2115.60 | 0% | 0.00 | -30.00 | fail (10) | +| Pyrefly | yes | 3.01 | 3.43 | 100% | 33.00 | +3.00 | pass | +| Ty | yes | 5.88 | 5.96 | 100% | 7.00 | -23.00 | pass | +| Pyright | yes | 479.84 | 507.62 | 100% | 30.00 | 0.00 | pass | +| pylsp-mypy | no | 2653.34 | 2675.29 | 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 | 272.38 | 2.17 | 5 | 25 | 100% | 0 | -| Pyright | yes | 1207.50 | 7.13 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 664.02 | 9.97 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 3760.51 | 72.92 | 5 | 25 | 100% | 0 | +| Ty | yes | 355.54 | 2.87 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1538.61 | 9.09 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 856.33 | 12.65 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 4923.87 | 107.82 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 4.53 | 6.90 | 100% | 467.00 | +453.00 | pass | -| Pyright | yes | 4.74 | 8.29 | 100% | 14.00 | 0.00 | pass | -| Pyrefly | yes | 41.38 | 133.83 | 100% | 487.80 | +473.80 | pass | -| pylsp-mypy | yes | 46.60 | 69.66 | 100% | 1.00 | -13.00 | pass | +| Pyright | yes | 5.82 | 10.54 | 100% | 14.00 | 0.00 | pass | +| Ty | yes | 5.93 | 8.80 | 100% | 467.00 | +453.00 | pass | +| Pyrefly | yes | 55.70 | 181.86 | 100% | 487.80 | +473.80 | pass | +| pylsp-mypy | yes | 69.38 | 94.44 | 100% | 1.00 | -13.00 | pass | ### client session hover @@ -419,10 +419,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.14 | 0.15 | 100% | 7.00 | -19.00 | pass | -| Pyright | yes | 0.39 | 0.44 | 100% | 26.00 | 0.00 | pass | -| Pyrefly | yes | 4.73 | 16.75 | 100% | 167.00 | +141.00 | pass | -| pylsp-mypy | yes | 36.17 | 64.27 | 100% | 359.00 | +333.00 | pass | +| Ty | yes | 0.21 | 0.23 | 100% | 7.00 | -19.00 | pass | +| Pyright | yes | 0.51 | 0.56 | 100% | 26.00 | 0.00 | pass | +| Pyrefly | yes | 5.15 | 17.91 | 100% | 167.00 | +141.00 | pass | +| pylsp-mypy | yes | 141.03 | 224.17 | 100% | 359.00 | +333.00 | pass | ### client references @@ -430,10 +430,10 @@ Method: `textDocument/references` | Server | Success | Mean ms | P95 ms | Non-empty % | References found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.23 | 0.25 | 100% | 2.00 | 0.00 | pass | -| Ty | yes | 0.42 | 0.48 | 100% | 2.00 | 0.00 | pass | -| Pyright | yes | 0.62 | 0.78 | 100% | 2.00 | 0.00 | pass | -| pylsp-mypy | yes | 29.26 | 95.67 | 100% | 2.00 | 0.00 | pass | +| Pyrefly | yes | 0.32 | 0.35 | 100% | 2.00 | 0.00 | pass | +| Ty | yes | 0.58 | 0.67 | 100% | 2.00 | 0.00 | pass | +| Pyright | yes | 0.79 | 1.01 | 100% | 2.00 | 0.00 | pass | +| pylsp-mypy | yes | 3.72 | 4.81 | 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 | 1.65 | 3.58 | 100% | 32.00 | -173.00 | pass | -| Ty | yes | 3.47 | 3.55 | 100% | 225.00 | +20.00 | pass | -| Pyright | yes | 3.51 | 4.41 | 100% | 205.00 | 0.00 | pass | -| pylsp-mypy | yes | 67.29 | 68.89 | 100% | 57.00 | -148.00 | pass | +| Pyrefly | yes | 0.57 | 0.59 | 100% | 32.00 | -173.00 | pass | +| Pyright | yes | 4.17 | 6.01 | 100% | 205.00 | 0.00 | pass | +| Ty | yes | 4.64 | 4.86 | 100% | 225.00 | +20.00 | pass | +| pylsp-mypy | yes | 90.95 | 93.67 | 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 | 1.86 | 3.90 | 100% | 9977.00 | +9557.00 | pass | -| Ty | yes | 2.27 | 2.30 | 100% | 1555.00 | +1135.00 | pass | -| Pyright | yes | 26.40 | 29.41 | 100% | 420.00 | 0.00 | pass | -| pylsp-mypy | yes | 185.26 | 188.34 | 100% | 880.00 | +460.00 | pass | +| Pyrefly | yes | 1.51 | 1.56 | 100% | 9977.00 | +9557.00 | pass | +| Ty | yes | 2.97 | 3.05 | 100% | 1555.00 | +1135.00 | pass | +| Pyright | yes | 34.15 | 38.51 | 100% | 420.00 | 0.00 | pass | +| pylsp-mypy | yes | 234.00 | 237.11 | 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 | 175.13 | 0.22 | 8 | 40 | 100% | 2 | +| Pyrefly | no | 227.25 | 0.32 | 8 | 40 | 100% | 2 | ### builtins semantic tokens @@ -476,7 +476,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.72 | 0.77 | 100% | 30.00 | 0.00 | pass | +| Pyrefly | yes | 0.98 | 1.03 | 100% | 30.00 | 0.00 | pass | ### builtin int computed type @@ -484,7 +484,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.12 | 0.13 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.20 | 0.24 | 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 | 0.16 | 0.17 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.23 | 0.23 | 100% | 7.00 | 0.00 | pass | ### generic specialization computed type @@ -500,7 +500,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.14 | 0.16 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.23 | 0.25 | 100% | 7.00 | 0.00 | pass | ### stdlib path computed type @@ -508,7 +508,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.16 | 0.17 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.22 | 0.24 | 100% | 7.00 | 0.00 | pass | ### function argument expected type @@ -516,13 +516,13 @@ Method: `typeServer/getExpectedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.16 | 0.18 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.25 | 0.26 | 100% | 7.00 | 0.00 | pass | ## Benchmark: tsp_semantic | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Pyrefly | yes | 5029.46 | 65.35 | 3 | 15 | 100% | 0 | +| Pyrefly | yes | 6772.98 | 80.28 | 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 | 17.32 | 34.98 | 100% | 126.00 | 0.00 | pass | +| Pyrefly | yes | 17.41 | 26.78 | 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 | 118.64 | 130.44 | 100% | 74.00 | 0.00 | pass | +| Pyrefly | yes | 168.47 | 193.24 | 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 | 60.09 | 72.95 | 100% | 75.00 | 0.00 | pass | +| Pyrefly | yes | 54.97 | 70.13 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/ty-20260926T060531Z-responses.jsonl b/latest-results/ty-20260927T060535Z-responses.jsonl similarity index 99% rename from latest-results/ty-20260926T060531Z-responses.jsonl rename to latest-results/ty-20260927T060535Z-responses.jsonl index 9a92579..5615ccf 100644 --- a/latest-results/ty-20260926T060531Z-responses.jsonl +++ b/latest-results/ty-20260927T060535Z-responses.jsonl @@ -83,11 +83,11 @@ {"suite": "sqlalchemy", "label": "sessionmaker hover", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "line": 12, "character": 27, "iteration": 3, "result": {"contents": {"kind": "plaintext", "value": "def mapped_column[_T](\n __name_pos: str | type[TypeEngine[Any]] | TypeEngine[Any] | SchemaEventTarget | None = None,\n __type_pos: type[TypeEngine[Any]] | TypeEngine[Any] | SchemaEventTarget | None = None,\n /,\n *args: SchemaEventTarget,\n init: _NoArg | bool = ...,\n repr: _NoArg | bool = ...,\n default: Any | None = ...,\n default_factory: _NoArg | (() -> _T) = ...,\n compare: _NoArg | bool = ...,\n kw_only: _NoArg | bool = ...,\n hash: _NoArg | bool | None = ...,\n nullable: bool | Literal[SchemaConst.NULL_UNSPECIFIED] | None = SchemaConst.NULL_UNSPECIFIED,\n primary_key: bool | None = False,\n deferred: _NoArg | bool = ...,\n deferred_group: str | None = None,\n deferred_raiseload: bool | None = None,\n use_existing_column: bool = False,\n name: str | None = None,\n type_: type[TypeEngine[Any]] | TypeEngine[Any] | None = None,\n autoincrement: bool | Literal[\"auto\", \"ignore_fk\"] = \"auto\",\n doc: str | None = None,\n key: str | None = None,\n index: bool | None = None,\n unique: bool | None = None,\n info: dict[Any, Any] | None = None,\n onupdate: Any | None = None,\n insert_default: Any | None = ...,\n server_default: FetchedValue | str | TextClause | ColumnElement[Any] | None = None,\n server_onupdate: FetchedValue | str | TextClause | ColumnElement[Any] | None = None,\n active_history: bool = False,\n quote: bool | None = None,\n system: bool = False,\n comment: str | None = None,\n sort_order: _NoArg | int = ...,\n dataclass_metadata: _NoArg | Mapping[Any, Any] | None = ...,\n **kw: Any\n) -> MappedColumn[Any]\n---------------------------------------------\ndeclare a new ORM-mapped :class:`_schema.Column` construct\nfor use within :ref:`Declarative Table `\nconfiguration.\n\nThe :func:`_orm.mapped_column` function provides an ORM-aware and\nPython-typing-compatible construct which is used with\n:ref:`declarative ` mappings to indicate an\nattribute that's mapped to a Core :class:`_schema.Column` object. It\nprovides the equivalent feature as mapping an attribute to a\n:class:`_schema.Column` object directly when using Declarative,\nspecifically when using :ref:`Declarative Table `\nconfiguration.\n\n.. versionadded:: 2.0\n\n:func:`_orm.mapped_column` is normally used with explicit typing along with\nthe :class:`_orm.Mapped` annotation type, where it can derive the SQL\ntype and nullability for the column based on what's present within the\n:class:`_orm.Mapped` annotation. It also may be used without annotations\nas a drop-in replacement for how :class:`_schema.Column` is used in\nDeclarative mappings in SQLAlchemy 1.x style.\n\nFor usage examples of :func:`_orm.mapped_column`, see the documentation\nat :ref:`orm_declarative_table`.\n\n.. seealso::\n\n :ref:`orm_declarative_table` - complete documentation\n\n :ref:`whatsnew_20_orm_declarative_typing` - migration notes for\n Declarative mappings using 1.x style mappings\n\n:param __name: String name to give to the :class:`_schema.Column`. This\n is an optional, positional only argument that if present must be the\n first positional argument passed. If omitted, the attribute name to\n which the :func:`_orm.mapped_column` is mapped will be used as the SQL\n column name.\n:param __type: :class:`_types.TypeEngine` type or instance which will\n indicate the datatype to be associated with the :class:`_schema.Column`.\n This is an optional, positional-only argument that if present must\n immediately follow the ``__name`` parameter if present also, or otherwise\n be the first positional parameter. If omitted, the ultimate type for\n the column may be derived either from the annotated type, or if a\n :class:`_schema.ForeignKey` is present, from the datatype of the\n referenced column.\n:param \\*args: Additional positional arguments include constructs such\n as :class:`_schema.ForeignKey`, :class:`_schema.CheckConstraint`,\n and :class:`_schema.Identity`, which are passed through to the constructed\n :class:`_schema.Column`.\n:param nullable: Optional bool, whether the column should be \"NULL\" or\n \"NOT NULL\". If omitted, the nullability is derived from the type\n annotation based on whether or not ``typing.Optional`` (or its equivalent)\n is present. ``nullable`` defaults to ``True`` otherwise for non-primary\n key columns, and ``False`` for primary key columns.\n:param primary_key: optional bool, indicates the :class:`_schema.Column`\n would be part of the table's primary key or not.\n:param deferred: Optional bool - this keyword argument is consumed by the\n ORM declarative process, and is not part of the :class:`_schema.Column`\n itself; instead, it indicates that this column should be \"deferred\" for\n loading as though mapped by :func:`_orm.deferred`.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_declarative`\n\n:param deferred_group: Implies :paramref:`_orm.mapped_column.deferred`\n to ``True``, and set the :paramref:`_orm.deferred.group` parameter.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_group`\n\n:param deferred_raiseload: Implies :paramref:`_orm.mapped_column.deferred`\n to ``True``, and set the :paramref:`_orm.deferred.raiseload` parameter.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_raiseload`\n\n:param use_existing_column: if True, will attempt to locate the given\n column name on an inherited superclass (typically single inheriting\n superclass), and if present, will not produce a new column, mapping\n to the superclass column as though it were omitted from this class.\n This is used for mixins that add new columns to an inherited superclass.\n\n .. seealso::\n\n :ref:`orm_inheritance_column_conflicts`\n\n .. versionadded:: 2.0.0b4\n\n:param default: Passed directly to the\n :paramref:`_schema.Column.default` parameter if the\n :paramref:`_orm.mapped_column.insert_default` parameter is not present.\n Additionally, when used with :ref:`orm_declarative_native_dataclasses`,\n indicates a default Python value that should be applied to the keyword\n constructor within the generated ``__init__()`` method.\n\n Note that in the case of dataclass generation when\n :paramref:`_orm.mapped_column.insert_default` is not present, this means\n the :paramref:`_orm.mapped_column.default` value is used in **two**\n places, both the ``__init__()`` method as well as the\n :paramref:`_schema.Column.default` parameter. While this behavior may\n change in a future release, for the moment this tends to \"work out\"; a\n default of ``None`` will mean that the :class:`_schema.Column` gets no\n default generator, whereas a default that refers to a non-``None`` Python\n or SQL expression value will be assigned up front on the object when\n ``__init__()`` is called, which is the same value that the Core\n :class:`_sql.Insert` construct would use in any case, leading to the same\n end result.\n\n .. note:: When using Core level column defaults that are callables to\n be interpreted by the underlying :class:`_schema.Column` in conjunction\n with :ref:`ORM-mapped dataclasses\n `, especially those that are\n :ref:`context-aware default functions `,\n **the** :paramref:`_orm.mapped_column.insert_default` **parameter must\n be used instead**. This is necessary to disambiguate the callable from\n being interpreted as a dataclass level default.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.insert_default`\n\n :paramref:`_orm.mapped_column.default_factory`\n\n:param insert_default: Passed directly to the\n :paramref:`_schema.Column.default` parameter; will supersede the value\n of :paramref:`_orm.mapped_column.default` when present, however\n :paramref:`_orm.mapped_column.default` will always apply to the\n constructor default for a dataclasses mapping.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.default`\n\n :paramref:`_orm.mapped_column.default_factory`\n\n:param sort_order: An integer that indicates how this mapped column\n should be sorted compared to the others when the ORM is creating a\n :class:`_schema.Table`. Among mapped columns that have the same\n value the default ordering is used, placing first the mapped columns\n defined in the main class, then the ones in the super classes.\n Defaults to 0. The sort is ascending.\n\n .. versionadded:: 2.0.4\n\n:param active_history=False:\n\n When ``True``, indicates that the \"previous\" value for a\n scalar attribute should be loaded when replaced, if not\n already loaded. Normally, history tracking logic for\n simple non-primary-key scalar values only needs to be\n aware of the \"new\" value in order to perform a flush. This\n flag is available for applications that make use of\n :func:`.attributes.get_history` or :meth:`.Session.is_modified`\n which also need to know the \"previous\" value of the attribute.\n\n .. versionadded:: 2.0.10\n\n\n:param init: Specific to :ref:`orm_declarative_native_dataclasses`,\n specifies if the mapped attribute should be part of the ``__init__()``\n method as generated by the dataclass process.\n:param repr: Specific to :ref:`orm_declarative_native_dataclasses`,\n specifies if the mapped attribute should be part of the ``__repr__()``\n method as generated by the dataclass process.\n:param default_factory: Specific to\n :ref:`orm_declarative_native_dataclasses`,\n specifies a default-value generation function that will take place\n as part of the ``__init__()``\n method as generated by the dataclass process.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.default`\n\n :paramref:`_orm.mapped_column.insert_default`\n\n:param compare: Specific to\n :ref:`orm_declarative_native_dataclasses`, indicates if this field\n should be included in comparison operations when generating the\n ``__eq__()`` and ``__ne__()`` methods for the mapped class.\n\n .. versionadded:: 2.0.0b4\n\n:param kw_only: Specific to\n :ref:`orm_declarative_native_dataclasses`, indicates if this field\n should be marked as keyword-only when generating the ``__init__()``.\n\n:param hash: Specific to\n :ref:`orm_declarative_native_dataclasses`, controls if this field\n is included when generating the ``__hash__()`` method for the mapped\n class.\n\n .. versionadded:: 2.0.36\n\n:param dataclass_metadata: Specific to\n :ref:`orm_declarative_native_dataclasses`, supplies metadata\n to be attached to the generated dataclass field.\n\n .. versionadded:: 2.0.42\n\n:param \\**kw: All remaining keyword arguments are passed through to the\n constructor for the :class:`_schema.Column`.\n"}, "range": {"end": {"character": 37, "line": 12}, "start": {"character": 24, "line": 12}}}} {"suite": "sqlalchemy", "label": "sessionmaker hover", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "line": 12, "character": 27, "iteration": 4, "result": {"contents": {"kind": "plaintext", "value": "def mapped_column[_T](\n __name_pos: str | type[TypeEngine[Any]] | TypeEngine[Any] | SchemaEventTarget | None = None,\n __type_pos: type[TypeEngine[Any]] | TypeEngine[Any] | SchemaEventTarget | None = None,\n /,\n *args: SchemaEventTarget,\n init: _NoArg | bool = ...,\n repr: _NoArg | bool = ...,\n default: Any | None = ...,\n default_factory: _NoArg | (() -> _T) = ...,\n compare: _NoArg | bool = ...,\n kw_only: _NoArg | bool = ...,\n hash: _NoArg | bool | None = ...,\n nullable: bool | Literal[SchemaConst.NULL_UNSPECIFIED] | None = SchemaConst.NULL_UNSPECIFIED,\n primary_key: bool | None = False,\n deferred: _NoArg | bool = ...,\n deferred_group: str | None = None,\n deferred_raiseload: bool | None = None,\n use_existing_column: bool = False,\n name: str | None = None,\n type_: type[TypeEngine[Any]] | TypeEngine[Any] | None = None,\n autoincrement: bool | Literal[\"auto\", \"ignore_fk\"] = \"auto\",\n doc: str | None = None,\n key: str | None = None,\n index: bool | None = None,\n unique: bool | None = None,\n info: dict[Any, Any] | None = None,\n onupdate: Any | None = None,\n insert_default: Any | None = ...,\n server_default: FetchedValue | str | TextClause | ColumnElement[Any] | None = None,\n server_onupdate: FetchedValue | str | TextClause | ColumnElement[Any] | None = None,\n active_history: bool = False,\n quote: bool | None = None,\n system: bool = False,\n comment: str | None = None,\n sort_order: _NoArg | int = ...,\n dataclass_metadata: _NoArg | Mapping[Any, Any] | None = ...,\n **kw: Any\n) -> MappedColumn[Any]\n---------------------------------------------\ndeclare a new ORM-mapped :class:`_schema.Column` construct\nfor use within :ref:`Declarative Table `\nconfiguration.\n\nThe :func:`_orm.mapped_column` function provides an ORM-aware and\nPython-typing-compatible construct which is used with\n:ref:`declarative ` mappings to indicate an\nattribute that's mapped to a Core :class:`_schema.Column` object. It\nprovides the equivalent feature as mapping an attribute to a\n:class:`_schema.Column` object directly when using Declarative,\nspecifically when using :ref:`Declarative Table `\nconfiguration.\n\n.. versionadded:: 2.0\n\n:func:`_orm.mapped_column` is normally used with explicit typing along with\nthe :class:`_orm.Mapped` annotation type, where it can derive the SQL\ntype and nullability for the column based on what's present within the\n:class:`_orm.Mapped` annotation. It also may be used without annotations\nas a drop-in replacement for how :class:`_schema.Column` is used in\nDeclarative mappings in SQLAlchemy 1.x style.\n\nFor usage examples of :func:`_orm.mapped_column`, see the documentation\nat :ref:`orm_declarative_table`.\n\n.. seealso::\n\n :ref:`orm_declarative_table` - complete documentation\n\n :ref:`whatsnew_20_orm_declarative_typing` - migration notes for\n Declarative mappings using 1.x style mappings\n\n:param __name: String name to give to the :class:`_schema.Column`. This\n is an optional, positional only argument that if present must be the\n first positional argument passed. If omitted, the attribute name to\n which the :func:`_orm.mapped_column` is mapped will be used as the SQL\n column name.\n:param __type: :class:`_types.TypeEngine` type or instance which will\n indicate the datatype to be associated with the :class:`_schema.Column`.\n This is an optional, positional-only argument that if present must\n immediately follow the ``__name`` parameter if present also, or otherwise\n be the first positional parameter. If omitted, the ultimate type for\n the column may be derived either from the annotated type, or if a\n :class:`_schema.ForeignKey` is present, from the datatype of the\n referenced column.\n:param \\*args: Additional positional arguments include constructs such\n as :class:`_schema.ForeignKey`, :class:`_schema.CheckConstraint`,\n and :class:`_schema.Identity`, which are passed through to the constructed\n :class:`_schema.Column`.\n:param nullable: Optional bool, whether the column should be \"NULL\" or\n \"NOT NULL\". If omitted, the nullability is derived from the type\n annotation based on whether or not ``typing.Optional`` (or its equivalent)\n is present. ``nullable`` defaults to ``True`` otherwise for non-primary\n key columns, and ``False`` for primary key columns.\n:param primary_key: optional bool, indicates the :class:`_schema.Column`\n would be part of the table's primary key or not.\n:param deferred: Optional bool - this keyword argument is consumed by the\n ORM declarative process, and is not part of the :class:`_schema.Column`\n itself; instead, it indicates that this column should be \"deferred\" for\n loading as though mapped by :func:`_orm.deferred`.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_declarative`\n\n:param deferred_group: Implies :paramref:`_orm.mapped_column.deferred`\n to ``True``, and set the :paramref:`_orm.deferred.group` parameter.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_group`\n\n:param deferred_raiseload: Implies :paramref:`_orm.mapped_column.deferred`\n to ``True``, and set the :paramref:`_orm.deferred.raiseload` parameter.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_raiseload`\n\n:param use_existing_column: if True, will attempt to locate the given\n column name on an inherited superclass (typically single inheriting\n superclass), and if present, will not produce a new column, mapping\n to the superclass column as though it were omitted from this class.\n This is used for mixins that add new columns to an inherited superclass.\n\n .. seealso::\n\n :ref:`orm_inheritance_column_conflicts`\n\n .. versionadded:: 2.0.0b4\n\n:param default: Passed directly to the\n :paramref:`_schema.Column.default` parameter if the\n :paramref:`_orm.mapped_column.insert_default` parameter is not present.\n Additionally, when used with :ref:`orm_declarative_native_dataclasses`,\n indicates a default Python value that should be applied to the keyword\n constructor within the generated ``__init__()`` method.\n\n Note that in the case of dataclass generation when\n :paramref:`_orm.mapped_column.insert_default` is not present, this means\n the :paramref:`_orm.mapped_column.default` value is used in **two**\n places, both the ``__init__()`` method as well as the\n :paramref:`_schema.Column.default` parameter. While this behavior may\n change in a future release, for the moment this tends to \"work out\"; a\n default of ``None`` will mean that the :class:`_schema.Column` gets no\n default generator, whereas a default that refers to a non-``None`` Python\n or SQL expression value will be assigned up front on the object when\n ``__init__()`` is called, which is the same value that the Core\n :class:`_sql.Insert` construct would use in any case, leading to the same\n end result.\n\n .. note:: When using Core level column defaults that are callables to\n be interpreted by the underlying :class:`_schema.Column` in conjunction\n with :ref:`ORM-mapped dataclasses\n `, especially those that are\n :ref:`context-aware default functions `,\n **the** :paramref:`_orm.mapped_column.insert_default` **parameter must\n be used instead**. This is necessary to disambiguate the callable from\n being interpreted as a dataclass level default.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.insert_default`\n\n :paramref:`_orm.mapped_column.default_factory`\n\n:param insert_default: Passed directly to the\n :paramref:`_schema.Column.default` parameter; will supersede the value\n of :paramref:`_orm.mapped_column.default` when present, however\n :paramref:`_orm.mapped_column.default` will always apply to the\n constructor default for a dataclasses mapping.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.default`\n\n :paramref:`_orm.mapped_column.default_factory`\n\n:param sort_order: An integer that indicates how this mapped column\n should be sorted compared to the others when the ORM is creating a\n :class:`_schema.Table`. Among mapped columns that have the same\n value the default ordering is used, placing first the mapped columns\n defined in the main class, then the ones in the super classes.\n Defaults to 0. The sort is ascending.\n\n .. versionadded:: 2.0.4\n\n:param active_history=False:\n\n When ``True``, indicates that the \"previous\" value for a\n scalar attribute should be loaded when replaced, if not\n already loaded. Normally, history tracking logic for\n simple non-primary-key scalar values only needs to be\n aware of the \"new\" value in order to perform a flush. This\n flag is available for applications that make use of\n :func:`.attributes.get_history` or :meth:`.Session.is_modified`\n which also need to know the \"previous\" value of the attribute.\n\n .. versionadded:: 2.0.10\n\n\n:param init: Specific to :ref:`orm_declarative_native_dataclasses`,\n specifies if the mapped attribute should be part of the ``__init__()``\n method as generated by the dataclass process.\n:param repr: Specific to :ref:`orm_declarative_native_dataclasses`,\n specifies if the mapped attribute should be part of the ``__repr__()``\n method as generated by the dataclass process.\n:param default_factory: Specific to\n :ref:`orm_declarative_native_dataclasses`,\n specifies a default-value generation function that will take place\n as part of the ``__init__()``\n method as generated by the dataclass process.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.default`\n\n :paramref:`_orm.mapped_column.insert_default`\n\n:param compare: Specific to\n :ref:`orm_declarative_native_dataclasses`, indicates if this field\n should be included in comparison operations when generating the\n ``__eq__()`` and ``__ne__()`` methods for the mapped class.\n\n .. versionadded:: 2.0.0b4\n\n:param kw_only: Specific to\n :ref:`orm_declarative_native_dataclasses`, indicates if this field\n should be marked as keyword-only when generating the ``__init__()``.\n\n:param hash: Specific to\n :ref:`orm_declarative_native_dataclasses`, controls if this field\n is included when generating the ``__hash__()`` method for the mapped\n class.\n\n .. versionadded:: 2.0.36\n\n:param dataclass_metadata: Specific to\n :ref:`orm_declarative_native_dataclasses`, supplies metadata\n to be attached to the generated dataclass field.\n\n .. versionadded:: 2.0.42\n\n:param \\**kw: All remaining keyword arguments are passed through to the\n constructor for the :class:`_schema.Column`.\n"}, "range": {"end": {"character": 37, "line": 12}, "start": {"character": 24, "line": 12}}}} {"suite": "sqlalchemy", "label": "sessionmaker hover", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "line": 12, "character": 27, "iteration": 5, "result": {"contents": {"kind": "plaintext", "value": "def mapped_column[_T](\n __name_pos: str | type[TypeEngine[Any]] | TypeEngine[Any] | SchemaEventTarget | None = None,\n __type_pos: type[TypeEngine[Any]] | TypeEngine[Any] | SchemaEventTarget | None = None,\n /,\n *args: SchemaEventTarget,\n init: _NoArg | bool = ...,\n repr: _NoArg | bool = ...,\n default: Any | None = ...,\n default_factory: _NoArg | (() -> _T) = ...,\n compare: _NoArg | bool = ...,\n kw_only: _NoArg | bool = ...,\n hash: _NoArg | bool | None = ...,\n nullable: bool | Literal[SchemaConst.NULL_UNSPECIFIED] | None = SchemaConst.NULL_UNSPECIFIED,\n primary_key: bool | None = False,\n deferred: _NoArg | bool = ...,\n deferred_group: str | None = None,\n deferred_raiseload: bool | None = None,\n use_existing_column: bool = False,\n name: str | None = None,\n type_: type[TypeEngine[Any]] | TypeEngine[Any] | None = None,\n autoincrement: bool | Literal[\"auto\", \"ignore_fk\"] = \"auto\",\n doc: str | None = None,\n key: str | None = None,\n index: bool | None = None,\n unique: bool | None = None,\n info: dict[Any, Any] | None = None,\n onupdate: Any | None = None,\n insert_default: Any | None = ...,\n server_default: FetchedValue | str | TextClause | ColumnElement[Any] | None = None,\n server_onupdate: FetchedValue | str | TextClause | ColumnElement[Any] | None = None,\n active_history: bool = False,\n quote: bool | None = None,\n system: bool = False,\n comment: str | None = None,\n sort_order: _NoArg | int = ...,\n dataclass_metadata: _NoArg | Mapping[Any, Any] | None = ...,\n **kw: Any\n) -> MappedColumn[Any]\n---------------------------------------------\ndeclare a new ORM-mapped :class:`_schema.Column` construct\nfor use within :ref:`Declarative Table `\nconfiguration.\n\nThe :func:`_orm.mapped_column` function provides an ORM-aware and\nPython-typing-compatible construct which is used with\n:ref:`declarative ` mappings to indicate an\nattribute that's mapped to a Core :class:`_schema.Column` object. It\nprovides the equivalent feature as mapping an attribute to a\n:class:`_schema.Column` object directly when using Declarative,\nspecifically when using :ref:`Declarative Table `\nconfiguration.\n\n.. versionadded:: 2.0\n\n:func:`_orm.mapped_column` is normally used with explicit typing along with\nthe :class:`_orm.Mapped` annotation type, where it can derive the SQL\ntype and nullability for the column based on what's present within the\n:class:`_orm.Mapped` annotation. It also may be used without annotations\nas a drop-in replacement for how :class:`_schema.Column` is used in\nDeclarative mappings in SQLAlchemy 1.x style.\n\nFor usage examples of :func:`_orm.mapped_column`, see the documentation\nat :ref:`orm_declarative_table`.\n\n.. seealso::\n\n :ref:`orm_declarative_table` - complete documentation\n\n :ref:`whatsnew_20_orm_declarative_typing` - migration notes for\n Declarative mappings using 1.x style mappings\n\n:param __name: String name to give to the :class:`_schema.Column`. This\n is an optional, positional only argument that if present must be the\n first positional argument passed. If omitted, the attribute name to\n which the :func:`_orm.mapped_column` is mapped will be used as the SQL\n column name.\n:param __type: :class:`_types.TypeEngine` type or instance which will\n indicate the datatype to be associated with the :class:`_schema.Column`.\n This is an optional, positional-only argument that if present must\n immediately follow the ``__name`` parameter if present also, or otherwise\n be the first positional parameter. If omitted, the ultimate type for\n the column may be derived either from the annotated type, or if a\n :class:`_schema.ForeignKey` is present, from the datatype of the\n referenced column.\n:param \\*args: Additional positional arguments include constructs such\n as :class:`_schema.ForeignKey`, :class:`_schema.CheckConstraint`,\n and :class:`_schema.Identity`, which are passed through to the constructed\n :class:`_schema.Column`.\n:param nullable: Optional bool, whether the column should be \"NULL\" or\n \"NOT NULL\". If omitted, the nullability is derived from the type\n annotation based on whether or not ``typing.Optional`` (or its equivalent)\n is present. ``nullable`` defaults to ``True`` otherwise for non-primary\n key columns, and ``False`` for primary key columns.\n:param primary_key: optional bool, indicates the :class:`_schema.Column`\n would be part of the table's primary key or not.\n:param deferred: Optional bool - this keyword argument is consumed by the\n ORM declarative process, and is not part of the :class:`_schema.Column`\n itself; instead, it indicates that this column should be \"deferred\" for\n loading as though mapped by :func:`_orm.deferred`.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_declarative`\n\n:param deferred_group: Implies :paramref:`_orm.mapped_column.deferred`\n to ``True``, and set the :paramref:`_orm.deferred.group` parameter.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_group`\n\n:param deferred_raiseload: Implies :paramref:`_orm.mapped_column.deferred`\n to ``True``, and set the :paramref:`_orm.deferred.raiseload` parameter.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_raiseload`\n\n:param use_existing_column: if True, will attempt to locate the given\n column name on an inherited superclass (typically single inheriting\n superclass), and if present, will not produce a new column, mapping\n to the superclass column as though it were omitted from this class.\n This is used for mixins that add new columns to an inherited superclass.\n\n .. seealso::\n\n :ref:`orm_inheritance_column_conflicts`\n\n .. versionadded:: 2.0.0b4\n\n:param default: Passed directly to the\n :paramref:`_schema.Column.default` parameter if the\n :paramref:`_orm.mapped_column.insert_default` parameter is not present.\n Additionally, when used with :ref:`orm_declarative_native_dataclasses`,\n indicates a default Python value that should be applied to the keyword\n constructor within the generated ``__init__()`` method.\n\n Note that in the case of dataclass generation when\n :paramref:`_orm.mapped_column.insert_default` is not present, this means\n the :paramref:`_orm.mapped_column.default` value is used in **two**\n places, both the ``__init__()`` method as well as the\n :paramref:`_schema.Column.default` parameter. While this behavior may\n change in a future release, for the moment this tends to \"work out\"; a\n default of ``None`` will mean that the :class:`_schema.Column` gets no\n default generator, whereas a default that refers to a non-``None`` Python\n or SQL expression value will be assigned up front on the object when\n ``__init__()`` is called, which is the same value that the Core\n :class:`_sql.Insert` construct would use in any case, leading to the same\n end result.\n\n .. note:: When using Core level column defaults that are callables to\n be interpreted by the underlying :class:`_schema.Column` in conjunction\n with :ref:`ORM-mapped dataclasses\n `, especially those that are\n :ref:`context-aware default functions `,\n **the** :paramref:`_orm.mapped_column.insert_default` **parameter must\n be used instead**. This is necessary to disambiguate the callable from\n being interpreted as a dataclass level default.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.insert_default`\n\n :paramref:`_orm.mapped_column.default_factory`\n\n:param insert_default: Passed directly to the\n :paramref:`_schema.Column.default` parameter; will supersede the value\n of :paramref:`_orm.mapped_column.default` when present, however\n :paramref:`_orm.mapped_column.default` will always apply to the\n constructor default for a dataclasses mapping.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.default`\n\n :paramref:`_orm.mapped_column.default_factory`\n\n:param sort_order: An integer that indicates how this mapped column\n should be sorted compared to the others when the ORM is creating a\n :class:`_schema.Table`. Among mapped columns that have the same\n value the default ordering is used, placing first the mapped columns\n defined in the main class, then the ones in the super classes.\n Defaults to 0. The sort is ascending.\n\n .. versionadded:: 2.0.4\n\n:param active_history=False:\n\n When ``True``, indicates that the \"previous\" value for a\n scalar attribute should be loaded when replaced, if not\n already loaded. Normally, history tracking logic for\n simple non-primary-key scalar values only needs to be\n aware of the \"new\" value in order to perform a flush. This\n flag is available for applications that make use of\n :func:`.attributes.get_history` or :meth:`.Session.is_modified`\n which also need to know the \"previous\" value of the attribute.\n\n .. versionadded:: 2.0.10\n\n\n:param init: Specific to :ref:`orm_declarative_native_dataclasses`,\n specifies if the mapped attribute should be part of the ``__init__()``\n method as generated by the dataclass process.\n:param repr: Specific to :ref:`orm_declarative_native_dataclasses`,\n specifies if the mapped attribute should be part of the ``__repr__()``\n method as generated by the dataclass process.\n:param default_factory: Specific to\n :ref:`orm_declarative_native_dataclasses`,\n specifies a default-value generation function that will take place\n as part of the ``__init__()``\n method as generated by the dataclass process.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.default`\n\n :paramref:`_orm.mapped_column.insert_default`\n\n:param compare: Specific to\n :ref:`orm_declarative_native_dataclasses`, indicates if this field\n should be included in comparison operations when generating the\n ``__eq__()`` and ``__ne__()`` methods for the mapped class.\n\n .. versionadded:: 2.0.0b4\n\n:param kw_only: Specific to\n :ref:`orm_declarative_native_dataclasses`, indicates if this field\n should be marked as keyword-only when generating the ``__init__()``.\n\n:param hash: Specific to\n :ref:`orm_declarative_native_dataclasses`, controls if this field\n is included when generating the ``__hash__()`` method for the mapped\n class.\n\n .. versionadded:: 2.0.36\n\n:param dataclass_metadata: Specific to\n :ref:`orm_declarative_native_dataclasses`, supplies metadata\n to be attached to the generated dataclass field.\n\n .. versionadded:: 2.0.42\n\n:param \\**kw: All remaining keyword arguments are passed through to the\n constructor for the :class:`_schema.Column`.\n"}, 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