diff --git a/latest-results.md b/latest-results.md index 0f77b96..c1e2b7d 100644 --- a/latest-results.md +++ b/latest-results.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20260927T060535Z.json` +Generated from `results/bench-servers/summary-20260928T060730Z.json` -- Generated at: 20260927T060535Z +- Generated at: 20260928T060730Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260927T060535Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| [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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 6 | 5088.02 | 4.16 | 150 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | no | 8 | 16436.19 | 37.77 | 205 | 97% | 2 | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 6 | 38514.36 | 74.14 | 150 | 97% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | no | 6 | 217566.56 | 364.51 | 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-20260927T060535Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 504.17 | 4.09 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 1053.90 | 22.73 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 4500.42 | 73.97 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | no | 7688.41 | 114.99 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 1.65 | 1.89 | 100% | 223.00 | +22.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 6.12 | 8.84 | 100% | 201.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 83.23 | 329.24 | 100% | 250.00 | +49.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 227.50 | 468.36 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 0.33 | 0.36 | 100% | 4232.00 | +213.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 1.16 | 1.49 | 100% | 4019.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 2.23 | 2.33 | 100% | 3182.00 | -837.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 175.42 | 175.90 | 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-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 | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 0.19 | 0.19 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 0.21 | 0.23 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 0.39 | 0.44 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 1.03 | 1.06 | 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-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 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | no | 4.29 | 4.36 | 0% | 0.00 | -168.00 | fail (10) | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 12.59 | 14.17 | 100% | 168.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 19.64 | 22.45 | 100% | 149.00 | -19.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 329.85 | 464.42 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 5.66 | 5.79 | 100% | 267.00 | -11.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 8.36 | 16.17 | 100% | 2546.00 | +2268.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 32.34 | 35.77 | 100% | 278.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 166.71 | 168.72 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 257.86 | 2.62 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 285.29 | 4.25 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 1461.00 | 13.95 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 7736.99 | 172.00 | 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-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 | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 4.73 | 7.80 | 100% | 10.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 4.81 | 7.16 | 100% | 261.00 | +251.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 17.74 | 68.20 | 100% | 15.00 | +5.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 209.10 | 640.39 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 0.23 | 0.25 | 100% | 46.00 | -11.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 0.42 | 0.47 | 100% | 298.00 | +241.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 0.52 | 0.59 | 100% | 57.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 151.88 | 152.92 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 0.19 | 0.20 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 0.37 | 0.41 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 0.37 | 0.47 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 1.08 | 1.11 | 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-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 | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 1.94 | 2.02 | 100% | 83.00 | -21.00 | pass | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 4.73 | 5.04 | 100% | 104.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 25.85 | 28.51 | 100% | 104.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 255.91 | 289.24 | 100% | 143.00 | +39.00 | pass | ### edit queryset then hover (edit+hover) @@ -167,10 +167,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-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 | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 0.79 | 0.85 | 100% | 858.00 | +775.00 | pass | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 3.16 | 3.20 | 100% | 100.00 | +17.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 38.27 | 43.63 | 100% | 83.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 242.02 | 243.47 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 832.64 | 7.82 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 1129.21 | 29.57 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 7632.92 | 136.30 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 11274.25 | 185.99 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 18.28 | 21.81 | 100% | 1000.00 | +728.80 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 79.07 | 266.94 | 100% | 271.20 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 87.86 | 347.62 | 100% | 16.00 | -255.20 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 92.23 | 216.42 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 0.27 | 0.29 | 100% | 329.00 | -21.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 0.68 | 0.75 | 100% | 350.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 3.85 | 5.74 | 100% | 2759.00 | +2409.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 191.16 | 192.67 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 0.40 | 0.47 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 1.03 | 1.05 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 2.92 | 2.93 | 100% | 1.00 | 0.00 | pass | ### edit dataframe then complete (edit+completion) @@ -227,10 +227,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 15.86 | 17.41 | 100% | 448.00 | +8.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 47.65 | 80.12 | 100% | 256.00 | -184.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 215.62 | 216.90 | 100% | 441.00 | +1.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 838.49 | 1379.15 | 100% | 440.00 | 0.00 | pass | ### edit dataframe then hover (edit+hover) @@ -238,10 +238,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 4.47 | 4.48 | 100% | 4441.00 | +149.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 5.57 | 13.19 | 100% | 943.00 | -3349.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 11.32 | 13.29 | 100% | 4292.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 181.45 | 183.44 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 374.41 | 2.88 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 926.41 | 20.92 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 3867.76 | 53.42 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | no | 7086.84 | 120.64 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 3.33 | 7.41 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 14.42 | 26.58 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 88.10 | 351.56 | 100% | 15.00 | +14.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 208.83 | 460.44 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 0.44 | 0.51 | 100% | 10621.00 | +42.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 2.49 | 3.32 | 100% | 15239.00 | +4660.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 4.25 | 7.79 | 100% | 10579.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 318.44 | 321.94 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 0.21 | 0.23 | 100% | 2.00 | +1.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 0.75 | 1.65 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 1.08 | 1.11 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 2.20 | 3.67 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 5.36 | 5.56 | 100% | 23.00 | -15.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 7.20 | 22.84 | 100% | 17.00 | -21.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | no | 37.64 | 38.27 | 0% | 0.00 | -38.00 | fail (10) | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 145.72 | 176.38 | 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-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 | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 4.60 | 12.11 | 100% | 2242.00 | +1349.00 | pass | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 5.06 | 5.10 | 100% | 951.00 | +58.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | no | 37.18 | 37.55 | 0% | 0.00 | -893.00 | fail (10) | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 101.94 | 110.98 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 2761.66 | 4.78 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 15845.34 | 108.00 | 5 | 25 | 80% | 0 | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 5609.51 | 178.76 | 5 | 25 | 80% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | no | 182639.34 | 1538.47 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 11.44 | 12.58 | 100% | 777.00 | +654.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 51.53 | 81.65 | 100% | 123.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 149.07 | 151.99 | 100% | 2.00 | -121.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 877.67 | 3509.79 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [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) | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 0.22 | 0.22 | 100% | 48.00 | +14.00 | pass | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 0.25 | 0.27 | 100% | 7.00 | -27.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 0.48 | 0.54 | 100% | 34.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | no | 2741.08 | 2774.28 | 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-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 | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 0.28 | 0.28 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 0.45 | 0.52 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 2180.97 | 2209.83 | 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-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 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 2.60 | 2.66 | 0% | 0.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 6.12 | 6.49 | 100% | 23.00 | +23.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 6.98 | 9.93 | 0% | 0.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 12.67 | 23.94 | 0% | 0.00 | 0.00 | pass | ### edit tokenizer then hover (edit+hover) @@ -381,10 +381,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-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) | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 3.05 | 3.70 | 100% | 33.00 | +3.00 | pass | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 5.81 | 5.92 | 100% | 7.00 | -23.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 480.54 | 505.46 | 100% | 30.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | no | 2618.62 | 2658.80 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 357.27 | 2.78 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 1565.58 | 9.53 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 864.84 | 12.83 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 4782.06 | 104.69 | 5 | 25 | 100% | 0 | ### request args completion @@ -408,10 +408,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyright](latest-results/pyright-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 | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 4.71 | 7.83 | 100% | 14.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 5.74 | 8.14 | 100% | 467.00 | +453.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 54.96 | 182.88 | 100% | 487.80 | +473.80 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 70.75 | 96.72 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 0.21 | 0.23 | 100% | 7.00 | -19.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 0.58 | 0.67 | 100% | 26.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 5.19 | 18.16 | 100% | 167.00 | +141.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 102.40 | 193.33 | 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-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 | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 0.34 | 0.35 | 100% | 2.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 0.58 | 0.62 | 100% | 2.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 0.81 | 0.85 | 100% | 2.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 33.42 | 84.02 | 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-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 | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 0.58 | 0.62 | 100% | 32.00 | -173.00 | pass | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 4.44 | 4.57 | 100% | 225.00 | +20.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 4.80 | 5.89 | 100% | 205.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 88.43 | 88.72 | 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-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 | +| [Ty](latest-results/ty-20260928T060730Z.json) | yes | 2.95 | 2.98 | 100% | 1555.00 | +1135.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 3.07 | 5.50 | 100% | 9977.00 | +9557.00 | pass | +| [Pyright](latest-results/pyright-20260928T060730Z.json) | yes | 36.75 | 39.79 | 100% | 420.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260928T060730Z.json) | yes | 228.47 | 230.60 | 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-20260927T060535Z.json) | no | 227.25 | 0.32 | 8 | 40 | 100% | 2 | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | no | 223.27 | 0.43 | 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-20260927T060535Z.json) | yes | 0.98 | 1.03 | 100% | 30.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 1.85 | 4.39 | 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-20260927T060535Z.json) | yes | 0.20 | 0.24 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 0.21 | 0.22 | 100% | 7.00 | 0.00 | pass | ### list declared type @@ -492,7 +492,7 @@ Method: `typeServer/getDeclaredType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.23 | 0.23 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 0.24 | 0.25 | 100% | 7.00 | 0.00 | pass | ### generic specialization computed type @@ -500,7 +500,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 0.23 | 0.25 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 0.25 | 0.26 | 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-20260927T060535Z.json) | yes | 0.22 | 0.24 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 0.21 | 0.21 | 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-20260927T060535Z.json) | yes | 0.25 | 0.26 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 0.25 | 0.27 | 100% | 7.00 | 0.00 | pass | ## Benchmark: tsp_semantic | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Pyrefly](latest-results/pyrefly-20260927T060535Z.json) | yes | 6772.98 | 80.28 | 3 | 15 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 6343.76 | 66.56 | 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-20260927T060535Z.json) | yes | 17.41 | 26.78 | 100% | 126.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 17.65 | 36.64 | 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-20260927T060535Z.json) | yes | 168.47 | 193.24 | 100% | 74.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 122.07 | 150.74 | 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-20260927T060535Z.json) | yes | 54.97 | 70.13 | 100% | 75.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260928T060730Z.json) | yes | 59.96 | 73.59 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/pylsp-mypy-20260927T060535Z-responses.jsonl b/latest-results/pylsp-mypy-20260928T060730Z-responses.jsonl similarity index 98% rename from latest-results/pylsp-mypy-20260927T060535Z-responses.jsonl rename to latest-results/pylsp-mypy-20260928T060730Z-responses.jsonl index ed17aad..3d25ca2 100644 --- a/latest-results/pylsp-mypy-20260927T060535Z-responses.jsonl +++ b/latest-results/pylsp-mypy-20260928T060730Z-responses.jsonl @@ -67,7 +67,7 @@ {"suite": "pandas", "label": "edit dataframe then complete (edit+completion)", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 17, "character": 39, "iteration": 2, "result": {"isIncomplete": false, "items": [{"label": "abs()", "kind": 3, "sortText": "aabs", "insertText": "abs", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add(other, axis, level, fill_value)", "kind": 3, "sortText": "aadd", "insertText": "add", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add_prefix(prefix, axis)", "kind": 3, "sortText": "aadd_prefix", "insertText": "add_prefix", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add_suffix(suffix, axis)", "kind": 3, "sortText": "aadd_suffix", "insertText": "add_suffix", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "agg", "kind": 6, "sortText": "aagg", "insertText": "agg", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "aggregate(func, axis, args, kwargs)", "kind": 3, "sortText": "aaggregate", "insertText": "aggregate", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "align(other, join, axis, level, copy, fill_value, method, limit, fill_axis, broadcast_axis)", "kind": 3, "sortText": "aalign", "insertText": "align", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "all(axis, bool_only, skipna, kwargs)", "kind": 3, "sortText": "aall", "insertText": "all", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "any(axis, bool_only, skipna, kwargs)", "kind": 3, "sortText": "aany", "insertText": "any", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "apply(func, axis, raw, result_type, args, by_row, engine, engine_kwargs, kwargs)", "kind": 3, "sortText": "aapply", "insertText": "apply", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "applymap(func, na_action, kwargs)", "kind": 3, "sortText": "aapplymap", "insertText": "applymap", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "asfreq(freq, method, how, normalize, fill_value)", "kind": 3, "sortText": "aasfreq", "insertText": "asfreq", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "asof(where, subset)", "kind": 3, "sortText": "aasof", "insertText": "asof", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "assign(kwargs)", "kind": 3, "sortText": "aassign", "insertText": "assign", "data": {"doc_uri": 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latest-results/pyrefly-20260927T060535Z-responses.jsonl rename to latest-results/pyrefly-20260928T060730Z-responses.jsonl index 33d5ef2..ae34137 100644 --- a/latest-results/pyrefly-20260927T060535Z-responses.jsonl +++ b/latest-results/pyrefly-20260928T060730Z-responses.jsonl @@ -128,36 +128,36 @@ {"suite": "tsp_core", "label": "builtins semantic tokens", "method": "typeServer/semanticTokens", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/tsp_core/src/builtins_basic.py", "line": 0, "character": 0, "iteration": 3, "result": {"data": [0, 0, 5, 10, 1, 0, 5, 1, 2, 0, 0, 2, 3, 5, 0, 0, 4, 1, 2, 0, 0, 2, 1, 4, 0, 1, 0, 4, 10, 1, 0, 4, 1, 2, 0, 0, 2, 3, 5, 0, 0, 4, 1, 2, 0, 0, 2, 8, 3, 0, 1, 0, 5, 10, 1, 0, 5, 1, 2, 0, 0, 2, 4, 5, 0, 0, 4, 1, 2, 0, 0, 1, 3, 5, 0, 0, 3, 1, 2, 0, 0, 2, 1, 2, 0, 0, 2, 1, 2, 0, 0, 1, 1, 4, 0, 0, 1, 1, 2, 0, 0, 2, 1, 4, 0, 0, 1, 1, 2, 0, 0, 2, 1, 4, 0, 0, 1, 1, 2, 0, 1, 0, 6, 10, 1, 0, 7, 1, 2, 0, 0, 2, 3, 7, 2048, 0, 3, 1, 2, 0, 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1790489228.0117621, + "started_at_unix": 1790575741.1289265, "bytes_sent": 55, "bytes_received": 0, "request_id": null, diff --git a/latest-results/summary-20260927T060535Z.csv b/latest-results/summary-20260927T060535Z.csv deleted file mode 100644 index c60847b..0000000 --- a/latest-results/summary-20260927T060535Z.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,5.365230999996129,8.996079199994256,1.0,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-20260928T060730Z.csv b/latest-results/summary-20260928T060730Z.csv new file mode 100644 index 0000000..cc2972c --- /dev/null +++ b/latest-results/summary-20260928T060730Z.csv @@ -0,0 +1,132 @@ +report_type,baseline_server_id,server_id,server_name,suite_name,scenario_name,point_label,method,method_display,success,mean_ms,p95_ms,non_empty_rate,result_metric_name,result_metric_label,result_metric_value,result_metric_delta,validation_passed,validation_failure_count +benchmark,pyright,pyright,Pyright,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,6.119325600002412,8.839870800005656,1.0,completion_item_count,Completions found,201.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.6489957999965554,1.8898415999899496,1.0,completion_item_count,Completions found,223.0,22.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,83.23008940000136,329.23834719999826,1.0,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,227.49525020000192,468.36264900001646,1.0,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,1.1646368000072016,1.4907686000100284,1.0,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,0.3297655999915605,0.3563487999940662,1.0,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,2.2333937999974296,2.331652800006623,1.0,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,175.41739119999988,175.90426179999668,1.0,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,0.3948263999973278,0.44155320000243137,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.21245460000045568,0.2284362000125384,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.18935740000074475,0.19451100000651422,1.0,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,1.034802800000989,1.0557118000008359,1.0,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,329.84938479999926,464.41747540000046,1.0,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,12.594198399995093,14.170623000001115,1.0,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,19.637740199999598,22.446893999995154,1.0,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,4.286280200000192,4.357377000002316,0.0,completion_item_count,Completions found,0.0,-168.0,False,10 +benchmark,pyright,pyright,Pyright,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,32.33889400000294,35.76522020001107,1.0,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,5.663309200002686,5.788214400007519,1.0,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,8.362083999998049,16.16794400000572,1.0,hover_text_char_count,Hover length,2546.0,2268.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,166.70991700000286,168.72076660000062,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.732433600003105,7.801473199998553,1.0,completion_item_count,Completions found,10.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.813258600000836,7.156921800003601,1.0,completion_item_count,Completions found,261.0,251.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,17.73992119999548,68.19672679999938,1.0,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,209.10146239999676,640.3891957999916,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.5189921999999569,0.5860228000017287,1.0,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,0.22957459999588536,0.25141339999663614,1.0,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,0.4177557999980763,0.4680139999948096,1.0,hover_text_char_count,Hover length,298.0,241.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,151.88236179999421,152.92167899997935,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.37355499999591757,0.47016139999414003,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.19236519999594748,0.20353220000401961,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.37237880000020596,0.41473599999903854,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.0767654000005678,1.1080272000072,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,25.850669799999082,28.514820600003077,1.0,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,4.7258599999963735,5.037746599981574,1.0,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,1.9370228000013867,2.023343999996996,1.0,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,255.9143267999957,289.2440289999911,1.0,completion_item_count,Completions found,143.0,39.0,True,0 +benchmark,pyright,pyright,Pyright,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,38.272985399999015,43.628796399994485,1.0,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,3.158542200003467,3.195836199989799,1.0,hover_text_char_count,Hover length,100.0,17.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.793426800009911,0.8506656000179191,1.0,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,242.02036119999661,243.46662020000167,1.0,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,79.0691006000003,266.9421858000049,1.0,completion_item_count,Completions found,271.2,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,18.277907800001003,21.808449800010976,1.0,completion_item_count,Completions found,1000.0,728.8,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,87.86251519999837,347.6151127999855,1.0,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,92.22980880000478,216.41691039998813,1.0,completion_item_count,Completions found,6.0,-265.2,True,0 +benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.6757945999964932,0.7548677999920983,1.0,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,0.2672146000122666,0.2923776000102407,1.0,hover_text_char_count,Hover length,329.0,-21.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,3.848359800002754,5.7408227999872,1.0,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,191.16486080000072,192.66575120000198,1.0,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,0.3967577999929972,0.4679387999914297,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.20255999999676533,0.20768759998759379,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,2.9220543999940674,2.932926199986241,1.0,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,1.030108200001223,1.0485845999937737,1.0,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,838.4930983999993,1379.1481671999943,1.0,completion_item_count,Completions found,440.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,15.862748400013515,17.413950999997496,1.0,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,47.65374120000274,80.11805680000066,1.0,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,215.62128779999625,216.90200520000076,1.0,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,11.32426480000106,13.286811000006082,1.0,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,4.4666256000027715,4.47725159999095,1.0,hover_text_char_count,Hover length,4441.0,149.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.566680199996199,13.191992999986724,1.0,hover_text_char_count,Hover length,943.0,-3349.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,181.4526525999952,183.4398725999904,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,14.417787000002136,26.580071600002952,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.3298360000060256,7.410486400016223,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,88.09765879999532,351.555751599983,1.0,completion_item_count,Completions found,15.0,14.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,208.8318748000006,460.44303460000145,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,4.253389799998786,7.787071399999944,1.0,hover_text_char_count,Hover length,10579.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.44086479999805306,0.5130642000040098,1.0,hover_text_char_count,Hover length,10621.0,42.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,2.4916614000005666,3.317949199998793,1.0,hover_text_char_count,Hover length,15239.0,4660.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,318.44260099999815,321.9359316000066,1.0,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,0.7548323999998274,1.6478948000070655,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.21077099999047277,0.22708959997999045,1.0,location_count,Definitions found,2.0,1.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,2.1982319999949596,3.669659599995611,1.0,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,1.0795691999987866,1.1064213999929962,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,145.72185920000322,176.38167200000225,1.0,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,5.357676399995626,5.555322000003571,1.0,completion_item_count,Completions found,23.0,-15.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,7.204661800000167,22.83945419999895,1.0,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,37.64422740000555,38.27115120000144,0.0,completion_item_count,Completions found,0.0,-38.0,False,10 +benchmark,pyright,pyright,Pyright,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,101.93516180000017,110.97852500000158,1.0,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,5.063658800003168,5.0993475999973725,1.0,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,4.603029399993375,12.106963999997332,1.0,hover_text_char_count,Hover length,2242.0,1349.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,37.18111580000141,37.54723260000219,0.0,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,51.52740840000547,81.65036980000764,1.0,completion_item_count,Completions found,123.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,11.43924759999777,12.582162399991148,1.0,completion_item_count,Completions found,777.0,654.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,877.6658394000038,3509.785699200011,1.0,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,149.06878639999377,151.99489599999652,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 +benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.48414480000360527,0.5354544000113037,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.2504216000033921,0.26589059999082565,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.2195222000011654,0.22234760000401366,1.0,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,2741.0767143999806,2774.2773103999866,0.0,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,0.45409060000451973,0.5215322000140077,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.27514939999946364,0.2835471999958372,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.22215280000636994,0.22869720001494898,1.0,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,2180.97402479998,2209.827497199967,1.0,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,6.981431200000543,9.933740800011037,0.0,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,6.117162200007442,6.485856799997691,1.0,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,12.666792599998189,23.94116760000884,0.0,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,2.598799399993368,2.6632334000169067,0.0,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,480.5350553999915,505.4607397999803,1.0,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,5.814816800000244,5.918981400009216,1.0,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,3.045564799992917,3.7011871999766295,1.0,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,2618.6240633999887,2658.797489599999,0.0,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,4.714771800001927,7.832015800016733,1.0,completion_item_count,Completions found,14.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,5.7357110000054945,8.140147400018805,1.0,completion_item_count,Completions found,467.0,453.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,54.9555555999973,182.8751745999966,1.0,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,70.74944259999256,96.7188948000171,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.584979799998564,0.6748656000013398,1.0,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,0.20524120000118273,0.2254775999915637,1.0,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,5.190579799995021,18.162839999996546,1.0,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,102.39710699997886,193.3277423999698,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.8118700000011358,0.8523972000205049,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.5763554000054683,0.6208322000020416,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.33787259999940034,0.3533714000013788,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,33.41753099998641,84.01988699997673,1.0,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,4.80265620000182,5.89290560000677,1.0,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,4.4430121999937455,4.565350999996554,1.0,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,0.5764439999950355,0.6215897999993558,1.0,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,88.4262799999874,88.72037300001239,1.0,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,36.748395000000755,39.791292000006706,1.0,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,2.945125800005144,2.9775828000083493,1.0,hover_text_char_count,Hover length,1555.0,1135.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.073950400010972,5.503030000016906,1.0,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,228.47313319999785,230.59836840000116,1.0,hover_text_char_count,Hover length,880.0,460.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,builtins semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,1.854982400004701,4.392242600005146,1.0,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,0.2136249999921347,0.21787519999065807,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.23785760000123446,0.24708740000392027,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.24949920000381098,0.2622378000012304,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.20384859999467153,0.22056599999018545,,,,,,False,10 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.20946899999785273,0.2118409999980031,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.25122760000044764,0.2687614000024041,1.0,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,0.21575399998710054,0.2328337999813357,,,,,,False,10 +benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,17.647472799995967,36.638987200007016,1.0,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,122.07399220000639,150.7368873999951,1.0,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,59.963732800002845,73.58896840000853,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20260927T060535Z.json b/latest-results/summary-20260928T060730Z.json similarity index 93% rename from latest-results/summary-20260927T060535Z.json rename to latest-results/summary-20260928T060730Z.json index 26a0a53..42d8ecc 100644 --- a/latest-results/summary-20260927T060535Z.json +++ b/latest-results/summary-20260928T060730Z.json @@ -17,12 +17,12 @@ "tsp_semantic" ], "baseline_server": "pyright", - "generated_at": "20260927T060535Z", + "generated_at": "20260928T060730Z", "servers": [ { "id": "pyright", "display_name": "Pyright", - "output_path": "results/bench-servers/pyright-20260927T060535Z.json", + "output_path": "results/bench-servers/pyright-20260928T060730Z.json", "success": true, "benchmark_count": 6, "command": [ @@ -58,7 +58,7 @@ { "id": "ty", "display_name": "Ty", - "output_path": "results/bench-servers/ty-20260927T060535Z.json", + "output_path": "results/bench-servers/ty-20260928T060730Z.json", "success": true, "benchmark_count": 6, "command": [ @@ -91,7 +91,7 @@ { "id": "pyrefly", "display_name": "Pyrefly", - "output_path": "results/bench-servers/pyrefly-20260927T060535Z.json", + "output_path": "results/bench-servers/pyrefly-20260928T060730Z.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-20260927T060535Z.json", + "output_path": "results/bench-servers/pylsp-mypy-20260928T060730Z.json", "success": false, "benchmark_count": 6, "command": [ diff --git a/latest-results/summary-20260927T060535Z.md b/latest-results/summary-20260928T060730Z.md similarity index 61% rename from latest-results/summary-20260927T060535Z.md rename to latest-results/summary-20260928T060730Z.md index 3aafb38..3e5f319 100644 --- a/latest-results/summary-20260927T060535Z.md +++ b/latest-results/summary-20260928T060730Z.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20260927T060535Z.json` +Generated from `results/bench-servers/summary-20260928T060730Z.json` -- Generated at: 20260927T060535Z +- Generated at: 20260928T060730Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260927T060535Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| 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 | +| Ty | yes | 6 | 5088.02 | 4.16 | 150 | 100% | 0 | +| Pyrefly | no | 8 | 16436.19 | 37.77 | 205 | 97% | 2 | +| Pyright | yes | 6 | 38514.36 | 74.14 | 150 | 97% | 0 | +| pylsp-mypy | no | 6 | 217566.56 | 364.51 | 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-20260927T060535Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| 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 | +| Ty | yes | 504.17 | 4.09 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 1053.90 | 22.73 | 5 | 25 | 100% | 0 | +| Pyright | yes | 4500.42 | 73.97 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 7688.41 | 114.99 | 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 | 1.60 | 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 | +| Ty | yes | 1.65 | 1.89 | 100% | 223.00 | +22.00 | pass | +| Pyright | yes | 6.12 | 8.84 | 100% | 201.00 | 0.00 | pass | +| Pyrefly | yes | 83.23 | 329.24 | 100% | 250.00 | +49.00 | pass | +| pylsp-mypy | yes | 227.50 | 468.36 | 100% | 188.00 | -13.00 | pass | ### dataframe describe hover @@ -63,10 +63,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.32 | 0.34 | 100% | 4232.00 | +213.00 | pass | -| Pyright | yes | 1.13 | 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 | +| Ty | yes | 0.33 | 0.36 | 100% | 4232.00 | +213.00 | pass | +| Pyright | yes | 1.16 | 1.49 | 100% | 4019.00 | 0.00 | pass | +| Pyrefly | yes | 2.23 | 2.33 | 100% | 3182.00 | -837.00 | pass | +| pylsp-mypy | yes | 175.42 | 175.90 | 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 | 0.22 | 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 | +| Pyrefly | yes | 0.19 | 0.19 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.21 | 0.23 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.39 | 0.44 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.03 | 1.06 | 100% | 1.00 | 0.00 | pass | ### edit array then complete (edit+completion) @@ -85,10 +85,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| pylsp-mypy | no | 4.12 | 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 | +| pylsp-mypy | no | 4.29 | 4.36 | 0% | 0.00 | -168.00 | fail (10) | +| Ty | yes | 12.59 | 14.17 | 100% | 168.00 | 0.00 | pass | +| Pyrefly | yes | 19.64 | 22.45 | 100% | 149.00 | -19.00 | pass | +| Pyright | yes | 329.85 | 464.42 | 100% | 168.00 | 0.00 | pass | ### edit array then hover (edit+hover) @@ -96,10 +96,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 2.60 | 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 | +| Ty | yes | 5.66 | 5.79 | 100% | 267.00 | -11.00 | pass | +| Pyrefly | yes | 8.36 | 16.17 | 100% | 2546.00 | +2268.00 | pass | +| Pyright | yes | 32.34 | 35.77 | 100% | 278.00 | 0.00 | pass | +| pylsp-mypy | yes | 166.71 | 168.72 | 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 | 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 | +| Ty | yes | 257.86 | 2.62 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 285.29 | 4.25 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1461.00 | 13.95 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 7736.99 | 172.00 | 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 | 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 | +| Pyright | yes | 4.73 | 7.80 | 100% | 10.00 | 0.00 | pass | +| Ty | yes | 4.81 | 7.16 | 100% | 261.00 | +251.00 | pass | +| Pyrefly | yes | 17.74 | 68.20 | 100% | 15.00 | +5.00 | pass | +| pylsp-mypy | yes | 209.10 | 640.39 | 100% | 2.00 | -8.00 | pass | ### queryset filter hover @@ -135,9 +135,9 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | | 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 | +| Pyrefly | yes | 0.42 | 0.47 | 100% | 298.00 | +241.00 | pass | +| Pyright | yes | 0.52 | 0.59 | 100% | 57.00 | 0.00 | pass | +| pylsp-mypy | yes | 151.88 | 152.92 | 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 | 0.20 | 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 | +| Ty | yes | 0.19 | 0.20 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.37 | 0.41 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.37 | 0.47 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.08 | 1.11 | 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 | 1.91 | 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 | +| Pyrefly | yes | 1.94 | 2.02 | 100% | 83.00 | -21.00 | pass | +| Ty | yes | 4.73 | 5.04 | 100% | 104.00 | 0.00 | pass | +| Pyright | yes | 25.85 | 28.51 | 100% | 104.00 | 0.00 | pass | +| pylsp-mypy | yes | 255.91 | 289.24 | 100% | 143.00 | +39.00 | pass | ### edit queryset then hover (edit+hover) @@ -167,10 +167,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 3.15 | 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 | +| Pyrefly | yes | 0.79 | 0.85 | 100% | 858.00 | +775.00 | pass | +| Ty | yes | 3.16 | 3.20 | 100% | 100.00 | +17.00 | pass | +| Pyright | yes | 38.27 | 43.63 | 100% | 83.00 | 0.00 | pass | +| pylsp-mypy | yes | 242.02 | 243.47 | 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 | 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 | +| Ty | yes | 832.64 | 7.82 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 1129.21 | 29.57 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 7632.92 | 136.30 | 5 | 25 | 100% | 0 | +| Pyright | yes | 11274.25 | 185.99 | 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 | 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 | +| Ty | yes | 18.28 | 21.81 | 100% | 1000.00 | +728.80 | pass | +| Pyright | yes | 79.07 | 266.94 | 100% | 271.20 | 0.00 | pass | +| Pyrefly | yes | 87.86 | 347.62 | 100% | 16.00 | -255.20 | pass | +| pylsp-mypy | yes | 92.23 | 216.42 | 100% | 6.00 | -265.20 | pass | ### dataframe groupby hover @@ -206,9 +206,9 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | | Ty | yes | 0.27 | 0.29 | 100% | 329.00 | -21.00 | pass | -| Pyright | yes | 0.89 | 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 | +| Pyright | yes | 0.68 | 0.75 | 100% | 350.00 | 0.00 | pass | +| Pyrefly | yes | 3.85 | 5.74 | 100% | 2759.00 | +2409.00 | pass | +| pylsp-mypy | yes | 191.16 | 192.67 | 100% | 301.00 | -49.00 | pass | ### build report definition @@ -216,10 +216,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.21 | 0.22 | 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 | +| Ty | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.40 | 0.47 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.03 | 1.05 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 2.92 | 2.93 | 100% | 1.00 | 0.00 | pass | ### edit dataframe then complete (edit+completion) @@ -227,10 +227,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 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 | +| Ty | yes | 15.86 | 17.41 | 100% | 448.00 | +8.00 | pass | +| Pyrefly | yes | 47.65 | 80.12 | 100% | 256.00 | -184.00 | pass | +| pylsp-mypy | yes | 215.62 | 216.90 | 100% | 441.00 | +1.00 | pass | +| Pyright | yes | 838.49 | 1379.15 | 100% | 440.00 | 0.00 | pass | ### edit dataframe then hover (edit+hover) @@ -238,10 +238,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 4.51 | 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 | +| Ty | yes | 4.47 | 4.48 | 100% | 4441.00 | +149.00 | pass | +| Pyrefly | yes | 5.57 | 13.19 | 100% | 943.00 | -3349.00 | pass | +| Pyright | yes | 11.32 | 13.29 | 100% | 4292.00 | 0.00 | pass | +| pylsp-mypy | yes | 181.45 | 183.44 | 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 | 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 | +| Ty | yes | 374.41 | 2.88 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 926.41 | 20.92 | 5 | 25 | 100% | 0 | +| Pyright | yes | 3867.76 | 53.42 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 7086.84 | 120.64 | 5 | 25 | 60% | 2 | ### query completion @@ -265,10 +265,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 3.35 | 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 | +| Ty | yes | 3.33 | 7.41 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 14.42 | 26.58 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 88.10 | 351.56 | 100% | 15.00 | +14.00 | pass | +| pylsp-mypy | yes | 208.83 | 460.44 | 100% | 1.00 | 0.00 | pass | ### sessionmaker hover @@ -276,10 +276,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.39 | 0.41 | 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 | +| Ty | yes | 0.44 | 0.51 | 100% | 10621.00 | +42.00 | pass | +| Pyrefly | yes | 2.49 | 3.32 | 100% | 15239.00 | +4660.00 | pass | +| Pyright | yes | 4.25 | 7.79 | 100% | 10579.00 | 0.00 | pass | +| pylsp-mypy | yes | 318.44 | 321.94 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| 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 | +| Ty | yes | 0.21 | 0.23 | 100% | 2.00 | +1.00 | pass | +| Pyright | yes | 0.75 | 1.65 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.08 | 1.11 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 2.20 | 3.67 | 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 | 0.95 | 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 | +| Ty | yes | 5.36 | 5.56 | 100% | 23.00 | -15.00 | pass | +| Pyrefly | yes | 7.20 | 22.84 | 100% | 17.00 | -21.00 | pass | +| pylsp-mypy | no | 37.64 | 38.27 | 0% | 0.00 | -38.00 | fail (10) | +| Pyright | yes | 145.72 | 176.38 | 100% | 38.00 | 0.00 | pass | ### edit session then hover (edit+hover) @@ -309,10 +309,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.53 | 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 | +| Pyrefly | yes | 4.60 | 12.11 | 100% | 2242.00 | +1349.00 | pass | +| Ty | yes | 5.06 | 5.10 | 100% | 951.00 | +58.00 | pass | +| pylsp-mypy | no | 37.18 | 37.55 | 0% | 0.00 | -893.00 | fail (10) | +| Pyright | yes | 101.94 | 110.98 | 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 | 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 | +| Ty | yes | 2761.66 | 4.78 | 5 | 25 | 100% | 0 | +| Pyright | yes | 15845.34 | 108.00 | 5 | 25 | 80% | 0 | +| Pyrefly | yes | 5609.51 | 178.76 | 5 | 25 | 80% | 0 | +| pylsp-mypy | no | 182639.34 | 1538.47 | 5 | 25 | 40% | 2 | ### classifier pipeline completion @@ -337,10 +337,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 11.07 | 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 | +| Ty | yes | 11.44 | 12.58 | 100% | 777.00 | +654.00 | pass | +| Pyright | yes | 51.53 | 81.65 | 100% | 123.00 | 0.00 | pass | +| pylsp-mypy | yes | 149.07 | 151.99 | 100% | 2.00 | -121.00 | pass | +| Pyrefly | yes | 877.67 | 3509.79 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| 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) | +| Pyrefly | yes | 0.22 | 0.22 | 100% | 48.00 | +14.00 | pass | +| Ty | yes | 0.25 | 0.27 | 100% | 7.00 | -27.00 | pass | +| Pyright | yes | 0.48 | 0.54 | 100% | 34.00 | 0.00 | pass | +| pylsp-mypy | no | 2741.08 | 2774.28 | 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 | 0.26 | 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 | +| Pyrefly | yes | 0.22 | 0.23 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.28 | 0.28 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.45 | 0.52 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 2180.97 | 2209.83 | 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 | 0.65 | 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 | +| pylsp-mypy | yes | 2.60 | 2.66 | 0% | 0.00 | 0.00 | pass | +| Ty | yes | 6.12 | 6.49 | 100% | 23.00 | +23.00 | pass | +| Pyright | yes | 6.98 | 9.93 | 0% | 0.00 | 0.00 | pass | +| Pyrefly | yes | 12.67 | 23.94 | 0% | 0.00 | 0.00 | pass | ### edit tokenizer then hover (edit+hover) @@ -381,10 +381,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 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) | +| Pyrefly | yes | 3.05 | 3.70 | 100% | 33.00 | +3.00 | pass | +| Ty | yes | 5.81 | 5.92 | 100% | 7.00 | -23.00 | pass | +| Pyright | yes | 480.54 | 505.46 | 100% | 30.00 | 0.00 | pass | +| pylsp-mypy | no | 2618.62 | 2658.80 | 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 | 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 | +| Ty | yes | 357.27 | 2.78 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1565.58 | 9.53 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 864.84 | 12.83 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 4782.06 | 104.69 | 5 | 25 | 100% | 0 | ### request args completion @@ -408,10 +408,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyright | yes | 5.82 | 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 | +| Pyright | yes | 4.71 | 7.83 | 100% | 14.00 | 0.00 | pass | +| Ty | yes | 5.74 | 8.14 | 100% | 467.00 | +453.00 | pass | +| Pyrefly | yes | 54.96 | 182.88 | 100% | 487.80 | +473.80 | pass | +| pylsp-mypy | yes | 70.75 | 96.72 | 100% | 1.00 | -13.00 | pass | ### client session hover @@ -420,9 +420,9 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | | Ty | yes | 0.21 | 0.23 | 100% | 7.00 | -19.00 | pass | -| Pyright | yes | 0.51 | 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 | +| Pyright | yes | 0.58 | 0.67 | 100% | 26.00 | 0.00 | pass | +| Pyrefly | yes | 5.19 | 18.16 | 100% | 167.00 | +141.00 | pass | +| pylsp-mypy | yes | 102.40 | 193.33 | 100% | 359.00 | +333.00 | pass | ### client references @@ -430,10 +430,10 @@ Method: `textDocument/references` | Server | Success | Mean ms | P95 ms | Non-empty % | References found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.32 | 0.35 | 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 | +| Pyrefly | yes | 0.34 | 0.35 | 100% | 2.00 | 0.00 | pass | +| Ty | yes | 0.58 | 0.62 | 100% | 2.00 | 0.00 | pass | +| Pyright | yes | 0.81 | 0.85 | 100% | 2.00 | 0.00 | pass | +| pylsp-mypy | yes | 33.42 | 84.02 | 100% | 2.00 | 0.00 | pass | ### edit response then complete (edit+completion) @@ -441,10 +441,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.57 | 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 | +| Pyrefly | yes | 0.58 | 0.62 | 100% | 32.00 | -173.00 | pass | +| Ty | yes | 4.44 | 4.57 | 100% | 225.00 | +20.00 | pass | +| Pyright | yes | 4.80 | 5.89 | 100% | 205.00 | 0.00 | pass | +| pylsp-mypy | yes | 88.43 | 88.72 | 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 | 1.51 | 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 | +| Ty | yes | 2.95 | 2.98 | 100% | 1555.00 | +1135.00 | pass | +| Pyrefly | yes | 3.07 | 5.50 | 100% | 9977.00 | +9557.00 | pass | +| Pyright | yes | 36.75 | 39.79 | 100% | 420.00 | 0.00 | pass | +| pylsp-mypy | yes | 228.47 | 230.60 | 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 | 227.25 | 0.32 | 8 | 40 | 100% | 2 | +| Pyrefly | no | 223.27 | 0.43 | 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 | 0.98 | 1.03 | 100% | 30.00 | 0.00 | pass | +| Pyrefly | yes | 1.85 | 4.39 | 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 | 0.20 | 0.24 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.21 | 0.22 | 100% | 7.00 | 0.00 | pass | ### list declared type @@ -492,7 +492,7 @@ Method: `typeServer/getDeclaredType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.23 | 0.23 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.24 | 0.25 | 100% | 7.00 | 0.00 | pass | ### generic specialization computed type @@ -500,7 +500,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.23 | 0.25 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.25 | 0.26 | 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 | 0.22 | 0.24 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.21 | 0.21 | 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 | 0.25 | 0.26 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.25 | 0.27 | 100% | 7.00 | 0.00 | pass | ## Benchmark: tsp_semantic | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Pyrefly | yes | 6772.98 | 80.28 | 3 | 15 | 100% | 0 | +| Pyrefly | yes | 6343.76 | 66.56 | 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 | 17.41 | 26.78 | 100% | 126.00 | 0.00 | pass | +| Pyrefly | yes | 17.65 | 36.64 | 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 | 168.47 | 193.24 | 100% | 74.00 | 0.00 | pass | +| Pyrefly | yes | 122.07 | 150.74 | 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 | 54.97 | 70.13 | 100% | 75.00 | 0.00 | pass | +| Pyrefly | yes | 59.96 | 73.59 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/ty-20260927T060535Z-responses.jsonl b/latest-results/ty-20260928T060730Z-responses.jsonl similarity index 100% rename from latest-results/ty-20260927T060535Z-responses.jsonl rename to latest-results/ty-20260928T060730Z-responses.jsonl diff --git a/latest-results/ty-20260927T060535Z.json b/latest-results/ty-20260928T060730Z.json similarity index 90% rename from latest-results/ty-20260927T060535Z.json rename to latest-results/ty-20260928T060730Z.json index 27d0d39..bea8e59 100644 --- a/latest-results/ty-20260927T060535Z.json +++ b/latest-results/ty-20260928T060730Z.json @@ -12,8 +12,8 @@ "transformers", "web" ], - "started_at_unix": 1790489228.0557137, - "finished_at_unix": 1790489233.2146347, + "started_at_unix": 1790575741.1725664, + "finished_at_unix": 1790575746.339772, "scenario_reports": [], "benchmark_reports": [ { @@ -26,7 +26,7 @@ "environment_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/data_science/.venv", "python_executable": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/data_science/.venv/bin/python", "success": true, - "total_duration_ms": 487.97248599998966, + "total_duration_ms": 504.17331299999546, "error_message": null, "summary": { "request_count": 32, @@ -35,11 +35,11 @@ "failure_count": 0, "bytes_sent": 18656, "bytes_received": 878182, - "min_ms": 0.2145209999753206, - "max_ms": 269.10539400000744, - "mean_ms": 14.594487343755347, - "median_ms": 1.6879905000166673, - "p95_ms": 46.062451499997735, + "min_ms": 0.19383199997946576, + "max_ms": 277.85044800000946, + "mean_ms": 15.057159812498, + "median_ms": 1.7987324999921839, + "p95_ms": 47.76270415000988, "result_summary": { "present_count": 31, "empty_count": 1, @@ -95,27 +95,27 @@ "by_method": { "textDocument/completion": { "point_count": 2, - "min_ms": 1.5020470000308705, - "max_ms": 13.439597999990838, - "mean_ms": 6.803033600010622, - "median_ms": 6.6381465000233675, - "p95_ms": 12.699738150010374 + "min_ms": 1.4810239999860642, + "max_ms": 14.636671000005208, + "mean_ms": 7.1215970999958245, + "median_ms": 6.957998000004295, + "p95_ms": 13.588062999995994 }, "textDocument/hover": { "point_count": 2, - "min_ms": 0.3092279999918901, - "max_ms": 5.6250529999601895, - "mean_ms": 2.941357299999936, - "median_ms": 2.918880000009949, - "p95_ms": 5.6117307499818025 + "min_ms": 0.30094199999552984, + "max_ms": 5.805156000008083, + "mean_ms": 2.9965373999971234, + "median_ms": 2.949509999993438, + "p95_ms": 5.767037400006814 }, "textDocument/definition": { "point_count": 1, - "min_ms": 0.2145209999753206, - "max_ms": 0.22587199998724827, - "mean_ms": 0.2203742000119746, - "median_ms": 0.21996200001694888, - "p95_ms": 0.22565179999674 + "min_ms": 0.19383199997946576, + "max_ms": 0.23156200001039906, + "mean_ms": 0.21245460000045568, + "median_ms": 0.21274700000617486, + "p95_ms": 0.2284362000125384 } }, "validation": { @@ -141,11 +141,11 @@ "failure_count": 0, "bytes_sent": 1425, "bytes_received": 306250, - "min_ms": 1.5020470000308705, - "max_ms": 1.7684360000203014, - "mean_ms": 1.5968886000109705, - "median_ms": 1.5938889999915773, - "p95_ms": 1.7362578000188478, + "min_ms": 1.4810239999860642, + "max_ms": 1.9505809999884605, + "mean_ms": 1.6489957999965554, + "median_ms": 1.6036030000066148, + "p95_ms": 1.8898415999899496, "result_summary": { "present_count": 5, "empty_count": 0, @@ -205,9 +205,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 269.10539400000744, + "duration_ms": 277.85044800000946, "success": true, - "started_at_unix": 1790489228.0734506, + "started_at_unix": 1790575741.1905935, "bytes_sent": 285, "bytes_received": 61250, "request_id": 2, @@ -235,9 +235,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.7684360000203014, + "duration_ms": 1.9505809999884605, "success": true, - "started_at_unix": 1790489228.3436334, + "started_at_unix": 1790575741.4695604, "bytes_sent": 285, "bytes_received": 61250, "request_id": 3, @@ -265,9 +265,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.6075450000130331, + "duration_ms": 1.6036030000066148, "success": true, - "started_at_unix": 1790489228.3467002, + "started_at_unix": 1790575741.472888, "bytes_sent": 285, "bytes_received": 61250, "request_id": 4, @@ -295,9 +295,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.5938889999915773, + "duration_ms": 1.6468839999959073, "success": true, - "started_at_unix": 1790489228.3496072, + "started_at_unix": 1790575741.4758573, "bytes_sent": 285, "bytes_received": 61250, "request_id": 5, @@ -325,9 +325,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.5020470000308705, + "duration_ms": 1.5628870000057304, "success": true, - "started_at_unix": 1790489228.352548, + "started_at_unix": 1790575741.4788105, "bytes_sent": 285, "bytes_received": 61250, "request_id": 6, @@ -355,9 +355,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.5125259999990703, + "duration_ms": 1.4810239999860642, "success": true, - "started_at_unix": 1790489228.3553154, + "started_at_unix": 1790575741.4816642, "bytes_sent": 285, "bytes_received": 61250, "request_id": 7, @@ -400,11 +400,11 @@ "failure_count": 0, "bytes_sent": 1269, "bytes_received": 22949, - "min_ms": 0.3092279999918901, - "max_ms": 0.34606700000949786, - "mean_ms": 0.3224727999963761, - "median_ms": 0.319536999995762, - "p95_ms": 0.3414404000068316, + "min_ms": 0.30094199999552984, + "max_ms": 0.3597209999952611, + "mean_ms": 0.3297655999915605, + "median_ms": 0.3421189999812668, + "p95_ms": 0.3563487999940662, "result_summary": { "present_count": 5, "empty_count": 0, @@ -464,9 +464,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 0.5102329999999711, + "duration_ms": 0.5093199999919307, "success": true, - "started_at_unix": 1790489228.3581994, + "started_at_unix": 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