diff --git a/latest-results.md b/latest-results.md index 47246a5..70dc7f6 100644 --- a/latest-results.md +++ b/latest-results.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20260523T065111Z.json` +Generated from `results/bench-servers/summary-20260524T070153Z.json` -- Generated at: 20260523T065111Z +- Generated at: 20260524T070153Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260523T065111Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 6 | 3880.63 | 3.47 | 150 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 8 | 10338.70 | 20.11 | 205 | 98% | 0 | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 6 | 34520.31 | 59.47 | 150 | 97% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | no | 6 | 191175.73 | 343.54 | 150 | 80% | 5 | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 6 | 3658.99 | 3.11 | 150 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 8 | 9812.71 | 18.95 | 205 | 98% | 0 | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 6 | 32855.58 | 56.20 | 150 | 97% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | no | 6 | 206900.36 | 340.74 | 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-20260523T065111Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 552.14 | 3.79 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 889.78 | 11.81 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 3652.65 | 56.97 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | no | 6874.62 | 90.54 | 5 | 25 | 80% | 1 | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 510.15 | 3.40 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 833.70 | 12.31 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 3319.34 | 47.82 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | no | 7324.55 | 85.75 | 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-20260523T065111Z.json) | yes | 1.77 | 2.08 | 100% | 225.00 | +24.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 6.60 | 11.47 | 100% | 201.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 41.90 | 155.94 | 100% | 250.00 | +49.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 51.71 | 60.63 | 100% | 181.00 | -20.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 1.64 | 1.76 | 100% | 225.00 | +24.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 6.53 | 11.79 | 100% | 201.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 34.56 | 135.29 | 100% | 250.00 | +49.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 51.99 | 59.47 | 100% | 181.00 | -20.00 | 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-20260523T065111Z.json) | yes | 0.28 | 0.30 | 100% | 4244.00 | +225.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 1.06 | 1.13 | 100% | 4019.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 2.09 | 2.67 | 100% | 3604.00 | -415.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 200.61 | 202.92 | 100% | 4134.00 | +115.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 0.34 | 0.40 | 100% | 4244.00 | +225.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 1.01 | 1.07 | 100% | 4019.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 3.19 | 3.32 | 100% | 3604.00 | -415.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 191.01 | 191.89 | 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-20260523T065111Z.json) | yes | 0.19 | 0.21 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 0.20 | 0.22 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 0.48 | 0.54 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 1.02 | 1.06 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.24 | 0.25 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 0.26 | 0.28 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 0.54 | 0.82 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 1.05 | 1.08 | 100% | 1.00 | 0.00 | pass | ### edit array then complete (edit+completion) @@ -85,10 +85,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | no | 4.42 | 4.59 | 0% | 0.00 | -169.00 | fail (10) | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 11.18 | 14.00 | 100% | 149.00 | -20.00 | pass | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 14.78 | 15.25 | 100% | 167.00 | -2.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 243.00 | 367.88 | 100% | 169.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | no | 4.58 | 5.37 | 0% | 0.00 | -169.00 | fail (10) | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 12.86 | 13.33 | 100% | 167.00 | -2.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 19.63 | 43.76 | 100% | 149.00 | -20.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 198.83 | 235.09 | 100% | 169.00 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 1.92 | 1.97 | 100% | 376.00 | +98.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 3.70 | 4.09 | 100% | 2075.00 | +1797.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 33.72 | 40.97 | 100% | 278.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 194.94 | 200.86 | 100% | 5644.00 | +5366.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 1.92 | 1.96 | 100% | 376.00 | +98.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 3.92 | 5.84 | 100% | 2075.00 | +1797.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 32.17 | 40.16 | 100% | 278.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 180.13 | 181.24 | 100% | 5644.00 | +5366.00 | 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-20260523T065111Z.json) | yes | 242.73 | 2.08 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 415.55 | 7.55 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 1298.37 | 14.54 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 7736.14 | 172.16 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 236.21 | 1.93 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 392.28 | 7.12 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 1325.63 | 14.40 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 7702.32 | 171.33 | 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-20260523T065111Z.json) | yes | 5.35 | 7.74 | 100% | 10.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 5.41 | 8.04 | 100% | 259.00 | +249.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 32.98 | 124.08 | 100% | 38.00 | +28.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 184.36 | 566.27 | 100% | 2.00 | -8.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 4.69 | 7.22 | 100% | 10.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 5.15 | 7.90 | 100% | 259.00 | +249.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 28.46 | 111.37 | 100% | 38.00 | +28.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 199.81 | 541.70 | 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-20260523T065111Z.json) | yes | 0.22 | 0.25 | 100% | 46.00 | -11.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 0.28 | 0.38 | 100% | 298.00 | +241.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 0.48 | 0.56 | 100% | 57.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 186.86 | 189.61 | 100% | 57.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 0.26 | 0.29 | 100% | 46.00 | -11.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.29 | 0.33 | 100% | 298.00 | +241.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 0.50 | 0.54 | 100% | 57.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 170.70 | 171.81 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 0.19 | 0.19 | 100% | 1.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 0.19 | 0.21 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 0.41 | 0.44 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 0.99 | 1.04 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 0.25 | 0.26 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.26 | 0.31 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 0.42 | 0.49 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 1.09 | 1.13 | 100% | 1.00 | 0.00 | pass | ### edit queryset then complete (edit+completion) @@ -156,10 +156,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 2.75 | 5.30 | 100% | 83.00 | -22.00 | pass | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 3.21 | 3.67 | 100% | 104.00 | -1.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 24.64 | 28.60 | 100% | 105.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 277.18 | 320.10 | 100% | 143.00 | +38.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 2.62 | 2.79 | 100% | 104.00 | -1.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 2.95 | 7.91 | 100% | 83.00 | -22.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 24.19 | 27.84 | 100% | 105.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 285.61 | 317.52 | 100% | 143.00 | +38.00 | 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-20260523T065111Z.json) | yes | 1.37 | 1.44 | 100% | 100.00 | +17.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 1.54 | 3.93 | 100% | 1190.00 | +1107.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 41.82 | 46.33 | 100% | 83.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 211.42 | 214.02 | 100% | 71.00 | -12.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 1.39 | 1.41 | 100% | 100.00 | +17.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 3.63 | 4.45 | 100% | 1190.00 | +1107.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 42.18 | 47.60 | 100% | 83.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 199.43 | 201.28 | 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-20260523T065111Z.json) | yes | 856.75 | 6.79 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 806.89 | 16.55 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 7542.07 | 89.59 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 7892.48 | 163.87 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 805.65 | 6.08 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 775.75 | 14.85 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 7440.76 | 88.03 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 7598.01 | 142.65 | 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-20260523T065111Z.json) | yes | 18.70 | 24.82 | 100% | 1000.00 | +725.80 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 42.35 | 168.09 | 100% | 39.00 | -235.20 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 78.19 | 258.74 | 100% | 274.20 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 157.66 | 525.14 | 100% | 6.00 | -268.20 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 17.12 | 21.22 | 100% | 1000.00 | +725.80 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 39.96 | 158.54 | 100% | 39.00 | -235.20 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 73.42 | 244.87 | 100% | 274.20 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 109.05 | 334.32 | 100% | 6.00 | -268.20 | 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-20260523T065111Z.json) | yes | 0.24 | 0.27 | 100% | 308.00 | -42.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 0.96 | 1.64 | 100% | 350.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 10.82 | 18.09 | 100% | 3120.00 | +2770.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 213.76 | 215.87 | 100% | 301.00 | -49.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 0.25 | 0.28 | 100% | 308.00 | -42.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 0.70 | 0.78 | 100% | 350.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 6.62 | 15.92 | 100% | 3120.00 | +2770.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 198.60 | 198.99 | 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-20260523T065111Z.json) | yes | 0.18 | 0.20 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 0.41 | 0.48 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 0.97 | 1.01 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 2.88 | 4.40 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.26 | 0.27 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 0.41 | 0.44 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 1.05 | 1.10 | 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-20260523T065111Z.json) | yes | 13.47 | 15.02 | 100% | 448.00 | +7.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 25.89 | 53.98 | 100% | 256.00 | -185.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 226.96 | 273.46 | 100% | 442.00 | +1.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 357.70 | 776.35 | 100% | 441.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 11.39 | 13.24 | 100% | 448.00 | +7.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 24.39 | 35.53 | 100% | 256.00 | -185.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 210.82 | 213.74 | 100% | 442.00 | +1.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 353.82 | 776.44 | 100% | 441.00 | 0.00 | pass | ### edit dataframe then hover (edit+hover) @@ -238,10 +238,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 0.81 | 0.91 | 100% | 2481.00 | -1811.00 | pass | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 1.37 | 1.41 | 100% | 4378.00 | +86.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 10.71 | 13.72 | 100% | 4292.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 220.00 | 240.06 | 100% | 232.00 | -4060.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 1.44 | 1.48 | 100% | 4378.00 | +86.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 3.04 | 9.03 | 100% | 2481.00 | -1811.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 11.79 | 13.37 | 100% | 4292.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 193.73 | 194.83 | 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-20260523T065111Z.json) | yes | 339.64 | 1.68 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 984.03 | 20.51 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 3260.12 | 45.77 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | no | 6580.11 | 82.73 | 5 | 25 | 60% | 2 | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 326.14 | 1.63 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 876.00 | 17.55 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 3198.26 | 44.30 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | no | 6764.90 | 83.26 | 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-20260523T065111Z.json) | yes | 4.36 | 10.28 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 7.73 | 11.86 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 32.57 | 57.88 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 84.85 | 329.04 | 100% | 38.00 | +37.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 3.99 | 9.43 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 7.22 | 11.56 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 31.67 | 54.90 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 77.88 | 300.32 | 100% | 38.00 | +37.00 | 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-20260523T065111Z.json) | yes | 0.38 | 0.40 | 100% | 10628.00 | +56.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 1.31 | 1.62 | 100% | 10572.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 2.99 | 3.62 | 100% | 13682.00 | +3110.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 326.70 | 332.43 | 100% | 10498.00 | -74.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 0.40 | 0.41 | 100% | 10628.00 | +56.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.80 | 0.82 | 100% | 13682.00 | +3110.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 1.19 | 1.33 | 100% | 10572.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 328.22 | 330.82 | 100% | 10498.00 | -74.00 | pass | ### mapped class definition @@ -287,10 +287,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 0.18 | 0.20 | 100% | 2.00 | +1.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 0.34 | 0.39 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 1.04 | 1.07 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 2.91 | 2.94 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 0.23 | 0.24 | 100% | 2.00 | +1.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.27 | 0.28 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 0.44 | 0.51 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 1.04 | 1.07 | 100% | 1.00 | 0.00 | pass | ### edit query then complete (edit+completion) @@ -298,10 +298,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 2.00 | 2.30 | 100% | 23.00 | -16.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 5.21 | 14.08 | 100% | 17.00 | -22.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | no | 27.45 | 28.08 | 0% | 0.00 | -39.00 | fail (10) | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 137.92 | 198.05 | 100% | 39.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 1.95 | 2.02 | 100% | 23.00 | -16.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 7.73 | 20.22 | 100% | 17.00 | -22.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | no | 27.95 | 28.25 | 0% | 0.00 | -39.00 | fail (10) | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 130.49 | 175.29 | 100% | 39.00 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 1.50 | 1.53 | 100% | 958.00 | +58.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 6.59 | 8.32 | 100% | 1869.00 | +969.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | no | 25.87 | 26.72 | 0% | 0.00 | -900.00 | fail (10) | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 81.56 | 86.90 | 100% | 900.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 1.07 | 2.17 | 100% | 1869.00 | +969.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 1.59 | 1.64 | 100% | 958.00 | +58.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | no | 27.44 | 27.75 | 0% | 0.00 | -900.00 | fail (10) | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 82.17 | 87.07 | 100% | 900.00 | 0.00 | pass | ### Result Differences @@ -326,10 +326,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 1539.85 | 4.11 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 3750.89 | 87.36 | 5 | 25 | 80% | 0 | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 17437.90 | 140.31 | 5 | 25 | 80% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | no | 157926.62 | 1487.40 | 5 | 25 | 40% | 2 | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 1444.61 | 3.59 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 3583.67 | 84.06 | 5 | 25 | 80% | 0 | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 16298.87 | 134.79 | 5 | 25 | 80% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | no | 173351.59 | 1498.36 | 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-20260523T065111Z.json) | yes | 13.12 | 15.20 | 100% | 771.00 | +648.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 61.45 | 88.17 | 100% | 123.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 130.31 | 136.57 | 100% | 2.00 | -121.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 425.40 | 1700.32 | 100% | 38.00 | -85.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 11.31 | 13.79 | 100% | 771.00 | +648.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 46.86 | 75.07 | 100% | 123.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 144.89 | 151.30 | 100% | 2.00 | -121.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 411.96 | 1646.59 | 100% | 38.00 | -85.00 | pass | ### pipeline hover @@ -348,10 +348,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 0.17 | 0.19 | 100% | 48.00 | +14.00 | pass | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 0.19 | 0.22 | 100% | 7.00 | -27.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 0.49 | 0.55 | 100% | 34.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | no | 2556.57 | 2613.23 | 0% | 0.00 | -34.00 | fail (10) | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 0.21 | 0.22 | 100% | 7.00 | -27.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.22 | 0.22 | 100% | 48.00 | +14.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 0.51 | 0.61 | 100% | 34.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | no | 2575.82 | 2612.01 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 0.22 | 0.26 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 0.25 | 0.40 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 0.37 | 0.43 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 2267.79 | 2332.79 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.23 | 0.26 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 0.26 | 0.30 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 0.93 | 2.38 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 2262.28 | 2325.39 | 100% | 1.00 | 0.00 | pass | ### edit prediction then complete (edit+completion) @@ -370,10 +370,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 2.58 | 2.79 | 0% | 0.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 3.84 | 4.35 | 100% | 23.00 | +23.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 7.63 | 10.79 | 0% | 0.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 10.36 | 30.82 | 0% | 0.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 2.73 | 2.84 | 0% | 0.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 3.19 | 3.24 | 100% | 23.00 | +23.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 6.26 | 7.42 | 0% | 0.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 7.21 | 19.42 | 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-20260523T065111Z.json) | yes | 0.59 | 0.62 | 100% | 33.00 | +3.00 | pass | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 3.19 | 3.29 | 100% | 7.00 | -23.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 631.59 | 655.23 | 100% | 30.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | no | 2479.76 | 2500.60 | 0% | 0.00 | -30.00 | fail (10) | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.67 | 0.69 | 100% | 33.00 | +3.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 2.97 | 3.03 | 100% | 7.00 | -23.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 619.42 | 646.77 | 100% | 30.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | no | 2506.06 | 2512.75 | 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-20260523T065111Z.json) | yes | 349.52 | 2.39 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 1329.20 | 9.61 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 842.07 | 11.94 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 4165.74 | 64.52 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 336.22 | 2.05 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 1272.71 | 7.89 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 851.09 | 12.09 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 4158.99 | 63.10 | 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-20260523T065111Z.json) | yes | 6.33 | 10.59 | 100% | 14.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 7.05 | 10.32 | 100% | 453.00 | +439.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 22.18 | 29.09 | 100% | 1.00 | -13.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 48.56 | 171.06 | 100% | 275.40 | +261.40 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 4.84 | 8.16 | 100% | 14.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 5.88 | 9.15 | 100% | 453.00 | +439.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 23.64 | 28.23 | 100% | 1.00 | -13.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 49.69 | 166.53 | 100% | 275.40 | +261.40 | 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-20260523T065111Z.json) | yes | 0.18 | 0.21 | 100% | 7.00 | -19.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 0.51 | 0.59 | 100% | 26.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 4.89 | 13.65 | 100% | 149.00 | +123.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 11.41 | 15.14 | 100% | 359.00 | +333.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 0.21 | 0.22 | 100% | 7.00 | -19.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 0.51 | 0.54 | 100% | 26.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 4.47 | 12.61 | 100% | 149.00 | +123.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 12.21 | 15.69 | 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-20260523T065111Z.json) | yes | 0.35 | 0.39 | 100% | 2.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 0.53 | 0.64 | 100% | 2.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 0.69 | 0.77 | 100% | 2.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 2.52 | 2.74 | 100% | 2.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.35 | 0.36 | 100% | 2.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 0.54 | 0.57 | 100% | 2.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 0.71 | 0.81 | 100% | 2.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 3.16 | 3.20 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 3.09 | 3.32 | 100% | 227.00 | +22.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 3.28 | 5.09 | 100% | 32.00 | -173.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 4.42 | 5.18 | 100% | 205.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 88.24 | 90.91 | 100% | 57.00 | -148.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 2.53 | 2.66 | 100% | 227.00 | +22.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 2.64 | 5.81 | 100% | 32.00 | -173.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 3.92 | 5.09 | 100% | 205.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 93.86 | 95.66 | 100% | 57.00 | -148.00 | pass | ### edit response then hover (edit+hover) @@ -452,10 +452,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260523T065111Z.json) | yes | 1.11 | 1.14 | 100% | 1650.00 | +1230.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 2.63 | 5.43 | 100% | 3606.00 | +3186.00 | pass | -| [Pyright](latest-results/pyright-20260523T065111Z.json) | yes | 36.13 | 39.82 | 100% | 420.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260523T065111Z.json) | yes | 198.23 | 202.47 | 100% | 363.00 | -57.00 | pass | +| [Ty](latest-results/ty-20260524T070153Z.json) | yes | 1.09 | 1.11 | 100% | 1650.00 | +1230.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 3.30 | 6.01 | 100% | 3606.00 | +3186.00 | pass | +| [Pyright](latest-results/pyright-20260524T070153Z.json) | yes | 29.45 | 34.72 | 100% | 420.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260524T070153Z.json) | yes | 182.63 | 184.28 | 100% | 363.00 | -57.00 | 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-20260523T065111Z.json) | yes | 232.32 | 0.29 | 8 | 40 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 233.28 | 0.31 | 8 | 40 | 100% | 0 | ### 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-20260523T065111Z.json) | yes | 0.99 | 1.07 | 100% | 30.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.94 | 0.99 | 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-20260523T065111Z.json) | yes | 0.17 | 0.20 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.20 | 0.21 | 100% | 7.00 | 0.00 | pass | ### list declared type @@ -492,7 +492,7 @@ Method: `typeServer/getDeclaredType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 0.17 | 0.19 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.21 | 0.21 | 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-20260523T065111Z.json) | yes | 0.26 | 0.55 | 100% | 8.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.33 | 0.71 | 100% | 8.00 | 0.00 | pass | ### flow narrowed branch 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-20260523T065111Z.json) | yes | 0.18 | 0.20 | 100% | 8.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.20 | 0.22 | 100% | 8.00 | 0.00 | pass | ### stdlib path computed type @@ -516,7 +516,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 0.17 | 0.18 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.19 | 0.21 | 100% | 7.00 | 0.00 | pass | ### function argument expected type @@ -524,7 +524,7 @@ Method: `typeServer/getExpectedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 0.18 | 0.19 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.20 | 0.22 | 100% | 7.00 | 0.00 | pass | ### edited narrowing recomputes type (edit+getComputedType) @@ -532,13 +532,13 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260523T065111Z.json) | yes | 0.20 | 0.22 | 100% | 5.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 0.22 | 0.23 | 100% | 5.00 | 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-20260523T065111Z.json) | yes | 2417.18 | 14.51 | 3 | 15 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 2266.94 | 11.57 | 3 | 15 | 100% | 0 | ### django semantic tokens @@ -546,7 +546,7 @@ 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-20260523T065111Z.json) | yes | 9.87 | 10.21 | 100% | 126.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 18.53 | 38.66 | 100% | 126.00 | 0.00 | pass | ### transformers semantic tokens @@ -554,7 +554,7 @@ 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-20260523T065111Z.json) | yes | 8.40 | 8.60 | 100% | 74.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 9.08 | 9.22 | 100% | 74.00 | 0.00 | pass | ### stdlib semantic tokens @@ -562,4 +562,4 @@ 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-20260523T065111Z.json) | yes | 25.26 | 49.28 | 100% | 75.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260524T070153Z.json) | yes | 7.10 | 7.15 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/pylsp-mypy-20260523T065111Z-responses.jsonl b/latest-results/pylsp-mypy-20260524T070153Z-responses.jsonl similarity index 98% rename from latest-results/pylsp-mypy-20260523T065111Z-responses.jsonl rename to latest-results/pylsp-mypy-20260524T070153Z-responses.jsonl index e5e9451..f58b847 100644 --- a/latest-results/pylsp-mypy-20260523T065111Z-responses.jsonl +++ b/latest-results/pylsp-mypy-20260524T070153Z-responses.jsonl @@ -65,7 +65,7 @@ {"suite": "pandas", "label": "build report definition", "method": "textDocument/definition", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 16, "character": 17, "iteration": 5, "result": [{"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "range": {"start": {"line": 3, "character": 4}, "end": {"line": 3, "character": 16}}}]} {"suite": "pandas", "label": "edit dataframe then complete (edit+completion)", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 17, "character": 39, "iteration": 1, "result": {"isIncomplete": false, "items": [{"label": "abs()", "kind": 3, "sortText": "aabs", "insertText": "abs", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add(other, axis, level, fill_value)", "kind": 3, "sortText": "aadd", "insertText": "add", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add_prefix(prefix, axis)", "kind": 3, "sortText": "aadd_prefix", "insertText": "add_prefix", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add_suffix(suffix, axis)", "kind": 3, "sortText": "aadd_suffix", "insertText": "add_suffix", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "agg", "kind": 6, "sortText": "aagg", "insertText": "agg", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "aggregate(func, axis, args, kwargs)", "kind": 3, "sortText": "aaggregate", "insertText": "aggregate", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "align(other, join, axis, level, copy, fill_value, method, limit, fill_axis, broadcast_axis)", "kind": 3, "sortText": "aalign", "insertText": "align", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "all(axis, bool_only, skipna, kwargs)", "kind": 3, "sortText": "aall", "insertText": "all", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "any(axis, bool_only, skipna, kwargs)", "kind": 3, "sortText": "aany", "insertText": "any", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "apply(func, axis, raw, result_type, args, by_row, engine, engine_kwargs, kwargs)", "kind": 3, "sortText": "aapply", "insertText": "apply", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "applymap(func, na_action, kwargs)", "kind": 3, "sortText": "aapplymap", "insertText": "applymap", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "asfreq(freq, method, how, normalize, fill_value)", "kind": 3, "sortText": "aasfreq", "insertText": "asfreq", "data": 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55, "bytes_received": 0, "request_id": null, diff --git a/latest-results/pyrefly-20260523T065111Z-responses.jsonl b/latest-results/pyrefly-20260524T070153Z-responses.jsonl similarity index 100% rename from latest-results/pyrefly-20260523T065111Z-responses.jsonl rename to latest-results/pyrefly-20260524T070153Z-responses.jsonl diff --git a/latest-results/pyrefly-20260523T065111Z.json b/latest-results/pyrefly-20260524T070153Z.json similarity index 91% rename from latest-results/pyrefly-20260523T065111Z.json rename to latest-results/pyrefly-20260524T070153Z.json index ebd36b7..a8ee278 100644 --- a/latest-results/pyrefly-20260523T065111Z.json +++ b/latest-results/pyrefly-20260524T070153Z.json @@ -17,8 +17,8 @@ "tsp_semantic", "web" ], - "started_at_unix": 1779519168.3974, - "finished_at_unix": 1779519202.8751602, + "started_at_unix": 1779606206.2052422, + "finished_at_unix": 1779606238.5347326, "scenario_reports": [], "benchmark_reports": [ { @@ -31,7 +31,7 @@ "environment_path": 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a/latest-results/pyright-20260523T065111Z.json b/latest-results/pyright-20260524T070153Z.json similarity index 90% rename from latest-results/pyright-20260523T065111Z.json rename to latest-results/pyright-20260524T070153Z.json index 458a1af..b87b677 100644 --- a/latest-results/pyright-20260523T065111Z.json +++ b/latest-results/pyright-20260524T070153Z.json @@ -13,8 +13,8 @@ "transformers", "web" ], - "started_at_unix": 1779519071.0520983, - "finished_at_unix": 1779519161.3254921, + "started_at_unix": 1779606113.8806574, + "finished_at_unix": 1779606199.565708, "scenario_reports": [], "benchmark_reports": [ { @@ -27,7 +27,7 @@ "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": 3652.6547820000133, + "total_duration_ms": 3319.33602700002, "error_message": null, "summary": { 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284, "bytes_received": 409, "request_id": 19, @@ -16468,9 +16468,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.030416000015520694, + "duration_ms": 0.031819000014365884, "success": true, - "started_at_unix": 1779519161.0405872, + "started_at_unix": 1779606199.3301654, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -16487,9 +16487,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 11.479312999995273, + "duration_ms": 9.579465000001619, "success": true, - "started_at_unix": 1779519161.0406306, + "started_at_unix": 1779606199.330211, "bytes_sent": 274, "bytes_received": 45853, "request_id": 20, @@ -16517,9 +16517,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.036205000014888356, + "duration_ms": 0.03081800002746604, "success": true, - "started_at_unix": 1779519161.0530224, + "started_at_unix": 1779606199.3407247, "bytes_sent": 318, "bytes_received": 0, "request_id": null, @@ -16536,9 +16536,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.020750999993879304, + "duration_ms": 0.027951999982178677, "success": true, - "started_at_unix": 1779519161.053072, + "started_at_unix": 1779606199.340767, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -16555,9 +16555,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 4.4479139999964445, + "duration_ms": 3.7490799999773117, "success": true, - "started_at_unix": 1779519161.053104, + "started_at_unix": 1779606199.340808, "bytes_sent": 274, "bytes_received": 45853, "request_id": 21, @@ -16585,9 +16585,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.02756099999601247, + "duration_ms": 0.028874000008727307, "success": true, - "started_at_unix": 1779519161.058862, + "started_at_unix": 1779606199.3458612, "bytes_sent": 318, "bytes_received": 0, "request_id": null, @@ -16604,9 +16604,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.020691000003125737, + "duration_ms": 0.049883000031059055, "success": true, - "started_at_unix": 1779519161.058902, + "started_at_unix": 1779606199.3459015, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -16623,9 +16623,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 5.325580000004493, + "duration_ms": 5.248585999993338, "success": true, - "started_at_unix": 1779519161.0589335, + "started_at_unix": 1779606199.3459666, "bytes_sent": 274, "bytes_received": 45853, "request_id": 22, @@ -16653,9 +16653,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.038837999994711936, + "duration_ms": 0.03305199999203978, "success": true, - "started_at_unix": 1779519161.066494, + "started_at_unix": 1779606199.3534453, "bytes_sent": 318, "bytes_received": 0, "request_id": null, @@ -16672,9 +16672,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.02039100002093619, + "duration_ms": 0.027170999999270862, "success": true, - "started_at_unix": 1779519161.0665457, + "started_at_unix": 1779606199.3534913, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -16691,9 +16691,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 3.5385500000018055, + "duration_ms": 3.1306989999961843, "success": true, - "started_at_unix": 1779519161.0665774, + "started_at_unix": 1779606199.353531, "bytes_sent": 274, "bytes_received": 45853, "request_id": 23, @@ -16721,9 +16721,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.02839199999016273, + "duration_ms": 0.029796000035275938, "success": true, - "started_at_unix": 1779519161.0721605, + "started_at_unix": 1779606199.3579476, "bytes_sent": 318, "bytes_received": 0, "request_id": null, @@ -16740,9 +16740,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.014160999995738166, + "duration_ms": 0.025957999980619206, "success": true, - "started_at_unix": 1779519161.0721984, + "started_at_unix": 1779606199.3579893, "bytes_sent": 375, "bytes_received": 0, "request_id": null, @@ -16759,9 +16759,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 4.201554000019314, + "duration_ms": 3.0007120000163923, "success": true, - "started_at_unix": 1779519161.0722222, + "started_at_unix": 1779606199.3580287, "bytes_sent": 274, "bytes_received": 45853, "request_id": 24, @@ -16789,9 +16789,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.024375999998937914, + "duration_ms": 0.02947500001937442, "success": true, - "started_at_unix": 1779519161.0777001, + "started_at_unix": 1779606199.3622894, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -16808,9 +16808,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.013479999978471824, + "duration_ms": 0.025607999987187213, "success": true, - "started_at_unix": 1779519161.0777328, + "started_at_unix": 1779606199.3623304, "bytes_sent": 375, "bytes_received": 0, "request_id": null, @@ -16827,9 +16827,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 4.580602999993744, + "duration_ms": 4.460584000014478, "success": true, - "started_at_unix": 1779519161.077754, + "started_at_unix": 1779606199.3623686, "bytes_sent": 274, "bytes_received": 45853, "request_id": 25, @@ -16857,9 +16857,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.025878000002421686, + "duration_ms": 0.03023700003268459, "success": true, - "started_at_unix": 1779519161.0836313, + "started_at_unix": 1779606199.3682113, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -16876,9 +16876,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.018618000012793345, + "duration_ms": 0.034153000001424516, "success": true, - "started_at_unix": 1779519161.0838778, + "started_at_unix": 1779606199.368455, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -16895,9 +16895,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 41.043360000003304, + "duration_ms": 31.1384059999682, "success": true, - "started_at_unix": 1779519161.083905, + "started_at_unix": 1779606199.368503, "bytes_sent": 241, "bytes_received": 614, "request_id": 26, @@ -16925,9 +16925,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.034451999994189464, + "duration_ms": 0.03130900000769543, "success": true, - "started_at_unix": 1779519161.1250525, + "started_at_unix": 1779606199.3997006, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -16944,9 +16944,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.014953000004425121, + "duration_ms": 0.025457999981881585, "success": true, - "started_at_unix": 1779519161.1250997, + "started_at_unix": 1779606199.3997447, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -16963,9 +16963,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 32.140187999999625, + "duration_ms": 27.703987999984747, "success": true, - "started_at_unix": 1779519161.125123, + "started_at_unix": 1779606199.3997824, "bytes_sent": 241, "bytes_received": 614, "request_id": 27, @@ -16993,9 +16993,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.03886800001851043, + "duration_ms": 0.03087699997195159, "success": true, - "started_at_unix": 1779519161.1574082, + "started_at_unix": 1779606199.4275866, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17012,9 +17012,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.020040000009657888, + "duration_ms": 0.020877999986623763, "success": true, - "started_at_unix": 1779519161.1574605, + "started_at_unix": 1779606199.4276283, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17031,9 +17031,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 40.06440599999905, + "duration_ms": 36.002617000008286, "success": true, - "started_at_unix": 1779519161.1574943, + "started_at_unix": 1779606199.427661, "bytes_sent": 241, "bytes_received": 614, "request_id": 28, @@ -17061,9 +17061,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.040890999997600375, + "duration_ms": 0.03164899999319459, "success": true, - "started_at_unix": 1779519161.1976972, + "started_at_unix": 1779606199.4637387, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17080,9 +17080,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.01996999998254978, + "duration_ms": 0.02639999996745246, "success": true, - "started_at_unix": 1779519161.1977537, + "started_at_unix": 1779606199.463782, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17099,9 +17099,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 36.20334799998659, + "duration_ms": 26.464390000001004, "success": true, - "started_at_unix": 1779519161.197786, + "started_at_unix": 1779606199.4638207, "bytes_sent": 241, "bytes_received": 614, "request_id": 29, @@ -17129,9 +17129,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.04052099998830272, + "duration_ms": 0.030075999973178114, "success": true, - "started_at_unix": 1779519161.2341201, + "started_at_unix": 1779606199.490357, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17148,9 +17148,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.01963999997656174, + "duration_ms": 0.02732100000457649, "success": true, - "started_at_unix": 1779519161.2341745, + "started_at_unix": 1779606199.4903991, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17167,9 +17167,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 33.39506500000766, + "duration_ms": 27.448821999996653, "success": true, - "started_at_unix": 1779519161.2342074, + "started_at_unix": 1779606199.4904404, "bytes_sent": 241, "bytes_received": 614, "request_id": 30, @@ -17197,9 +17197,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.044365999997353356, + "duration_ms": 0.03247000000783373, "success": true, - "started_at_unix": 1779519161.2677712, + "started_at_unix": 1779606199.51801, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17216,9 +17216,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.020120000016277118, + "duration_ms": 0.020898999991914025, "success": true, - "started_at_unix": 1779519161.2678294, + "started_at_unix": 1779606199.518053, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17235,9 +17235,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 38.847735999979705, + "duration_ms": 29.6132630000443, "success": true, - "started_at_unix": 1779519161.2678614, + "started_at_unix": 1779606199.5180848, "bytes_sent": 241, "bytes_received": 614, "request_id": 31, @@ -17265,9 +17265,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.03614400000628848, + "duration_ms": 0.029104000020652165, "success": true, - "started_at_unix": 1779519161.3068428, + "started_at_unix": 1779606199.5477707, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17284,9 +17284,9 @@ { "kind": "notification", "method": "textDocument/didClose", - "duration_ms": 0.024236000001565117, + "duration_ms": 0.029014000006100105, "success": true, - "started_at_unix": 1779519161.307033, + "started_at_unix": 1779606199.547959, "bytes_sent": 198, "bytes_received": 0, "request_id": null, @@ -17299,9 +17299,9 @@ { "kind": "request", "method": "shutdown", - "duration_ms": 2.4952789999872493, + "duration_ms": 1.8555909999804499, "success": true, - "started_at_unix": 1779519161.307067, + "started_at_unix": 1779606199.5479994, "bytes_sent": 67, "bytes_received": 61, "request_id": 32, @@ -17319,9 +17319,9 @@ { "kind": "notification", "method": "exit", - "duration_ms": 0.02832300000932264, + "duration_ms": 0.026890000015100668, "success": true, - "started_at_unix": 1779519161.309589, + "started_at_unix": 1779606199.549877, "bytes_sent": 55, "bytes_received": 0, "request_id": null, diff --git a/latest-results/summary-20260523T065111Z.csv b/latest-results/summary-20260523T065111Z.csv deleted file mode 100644 index 899c40b..0000000 --- a/latest-results/summary-20260523T065111Z.csv +++ /dev/null @@ -1,132 +0,0 @@ -report_type,baseline_server_id,server_id,server_name,suite_name,scenario_name,point_label,method,method_display,success,mean_ms,p95_ms,non_empty_rate,result_metric_name,result_metric_label,result_metric_value,result_metric_delta,validation_passed,validation_failure_count -benchmark,pyright,pyright,Pyright,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,6.604485399998339,11.46563899998796,1.0,completion_item_count,Completions found,201.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.7707847999929527,2.080582000002096,1.0,completion_item_count,Completions found,225.0,24.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,41.90225660000806,155.93866439999712,1.0,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,51.70535720001226,60.63385459999608,1.0,completion_item_count,Completions found,181.0,-20.0,True,0 -benchmark,pyright,pyright,Pyright,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,1.0575672000015857,1.13327880000611,1.0,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,0.28475940000589617,0.30348960000878833,1.0,hover_text_char_count,Hover length,4244.0,225.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,2.0918078000022433,2.666105799988827,1.0,hover_text_char_count,Hover length,3604.0,-415.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,200.61395459999858,202.92323259998284,1.0,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,0.4773682000006829,0.5431109999904038,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.18503559999771824,0.20898959999726685,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.19667700000240984,0.21821920000206774,1.0,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,1.0153614000046218,1.063167399968279,1.0,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,243.0034264000028,367.8812104000201,1.0,completion_item_count,Completions found,169.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,14.775674800000616,15.249596800015297,1.0,completion_item_count,Completions found,167.0,-2.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,11.178712000003088,14.001352400003952,1.0,completion_item_count,Completions found,149.0,-20.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,False,4.420622800012097,4.59087740001678,0.0,completion_item_count,Completions found,0.0,-169.0,False,10 -benchmark,pyright,pyright,Pyright,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,33.71840540000335,40.97336919999748,1.0,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,1.9239394000067023,1.9708223999941765,1.0,hover_text_char_count,Hover length,376.0,98.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.699149999999918,4.088645200005203,1.0,hover_text_char_count,Hover length,2075.0,1797.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,194.9402996000117,200.86095040002192,1.0,hover_text_char_count,Hover length,5644.0,5366.0,True,0 -benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,5.348792199993113,7.738257199997633,1.0,completion_item_count,Completions found,10.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,5.40601099999094,8.044491199996173,1.0,completion_item_count,Completions found,259.0,249.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,32.98454719999313,124.08415499999134,1.0,completion_item_count,Completions found,38.0,28.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset completion,textDocument/completion,textDocument/completion,True,184.35783280001488,566.2662543999999,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 -benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.4847875999985263,0.5612907999989147,1.0,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,0.21848479998993753,0.25037559997826975,1.0,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,0.28141999999888867,0.3785137999955168,1.0,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,186.8622135999999,189.61303359998283,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.4104235999989214,0.4431282000041392,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.19373960000166335,0.21499999999718966,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.18853460001082567,0.19377720000761656,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,0.9863803999792253,1.0370597999553866,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,24.63568440000472,28.59794719998945,1.0,completion_item_count,Completions found,105.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,3.2142793999980768,3.66972539999324,1.0,completion_item_count,Completions found,104.0,-1.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,2.749233400004414,5.303138799996532,1.0,completion_item_count,Completions found,83.0,-22.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,277.1776187999876,320.09649620000573,1.0,completion_item_count,Completions found,143.0,38.0,True,0 -benchmark,pyright,pyright,Pyright,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,41.81747860000655,46.32637059999638,1.0,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,1.3690391999887197,1.439486799995393,1.0,hover_text_char_count,Hover length,100.0,17.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,1.5373615999976664,3.9261667999994634,1.0,hover_text_char_count,Hover length,1190.0,1107.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,211.41641699997535,214.0182409999852,1.0,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,78.19380460000502,258.74232840000667,1.0,completion_item_count,Completions found,274.2,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,18.699085599990894,24.820059799992578,1.0,completion_item_count,Completions found,1000.0,725.8,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,42.348024999989775,168.09399919999348,1.0,completion_item_count,Completions found,39.0,-235.2,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,157.661355200014,525.1436268000019,1.0,completion_item_count,Completions found,6.0,-268.2,True,0 -benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.9609850000003917,1.6377808000072491,1.0,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,0.24197259999709786,0.27314120000028197,1.0,hover_text_char_count,Hover length,308.0,-42.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,10.81558039999777,18.090444199987132,1.0,hover_text_char_count,Hover length,3120.0,2770.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,213.75895299999002,215.86668000001055,1.0,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,0.4084689999956481,0.4782232000081876,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.17613040000128422,0.1988246000109939,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,2.87945360000208,4.4019245999891154,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.9671811999851343,1.0061737999762954,1.0,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,357.69604319999644,776.3483989999883,1.0,completion_item_count,Completions found,441.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,13.465089800001806,15.016484600022293,1.0,completion_item_count,Completions found,448.0,7.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,25.886014000002433,53.975080600002904,1.0,completion_item_count,Completions found,256.0,-185.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,226.96150900001157,273.45962960000634,1.0,completion_item_count,Completions found,442.0,1.0,True,0 -benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,10.712450799991302,13.72480339998674,1.0,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,1.3719063999985792,1.4068245999965256,1.0,hover_text_char_count,Hover length,4378.0,86.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.814700799998036,0.9138817999939873,1.0,hover_text_char_count,Hover length,2481.0,-1811.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,219.9998065999921,240.06304219999492,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,7.734193600009576,11.85606820001226,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,4.357293800001116,10.276322999999364,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,84.84832260000417,329.03594240000297,1.0,completion_item_count,Completions found,38.0,37.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,32.565334400010215,57.87925080001059,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.3140154000041093,1.6213558000174544,1.0,hover_text_char_count,Hover length,10572.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.37919099999612627,0.39652119999686875,1.0,hover_text_char_count,Hover length,10628.0,56.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,2.9889582000009796,3.6153319999982614,1.0,hover_text_char_count,Hover length,13682.0,3110.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,326.69728360000363,332.4263348000386,1.0,hover_text_char_count,Hover length,10498.0,-74.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.34176479999814546,0.3942740000127287,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.183839800001806,0.1971960000105355,1.0,location_count,Definitions found,2.0,1.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,2.912461199991867,2.938203799993744,1.0,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,1.0395820000098865,1.0654784000166728,1.0,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,137.91919360000406,198.0502490000049,1.0,completion_item_count,Completions found,39.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,1.995245599999862,2.296874200004595,1.0,completion_item_count,Completions found,23.0,-16.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,5.206088600004932,14.077116200007818,1.0,completion_item_count,Completions found,17.0,-22.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,False,27.453037200007202,28.07800920001,0.0,completion_item_count,Completions found,0.0,-39.0,False,10 -benchmark,pyright,pyright,Pyright,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,81.5631966000069,86.89523159999908,1.0,hover_text_char_count,Hover length,900.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,1.501160399999435,1.5274575999910667,1.0,hover_text_char_count,Hover length,958.0,58.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,6.588795999999775,8.322978999990482,1.0,hover_text_char_count,Hover length,1869.0,969.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,25.87491479998789,26.71648359998926,0.0,hover_text_char_count,Hover length,0.0,-900.0,False,10 -benchmark,pyright,pyright,Pyright,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,61.44773639999812,88.17382599999064,1.0,completion_item_count,Completions found,123.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,13.1176642000014,15.199468600002318,1.0,completion_item_count,Completions found,771.0,648.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,425.3965570000104,1700.3220340000094,1.0,completion_item_count,Completions found,38.0,-85.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,130.3084064000018,136.57378460000018,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 -benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.4881205999993199,0.5546245999994426,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.18722420000472084,0.21702459999914936,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.17280300000379611,0.19374039998751869,1.0,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,2556.5748054000096,2613.234585600003,0.0,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,0.37044279999918217,0.43385599998373436,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.2179711999929168,0.2592191999951865,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.25464800000349896,0.3967400000078669,1.0,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,2267.7875901999982,2332.787672400036,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,7.6273662000005515,10.786037200000465,0.0,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,3.835031800002753,4.35409879998474,1.0,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,10.35859120000282,30.818471800000676,0.0,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,2.5813704000029247,2.789480599972194,0.0,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,631.593674800007,655.2251830000216,1.0,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,3.1923334000055092,3.2868436000057955,1.0,hover_text_char_count,Hover length,7.0,-23.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.5934906000049978,0.6220036000001983,1.0,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,2479.757727799995,2500.5971095999826,0.0,hover_text_char_count,Hover length,0.0,-30.0,False,10 -benchmark,pyright,pyright,Pyright,web,,request args completion,textDocument/completion,textDocument/completion,True,6.327590799992322,10.586984199994731,1.0,completion_item_count,Completions found,14.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,7.054592000008597,10.324373600002446,1.0,completion_item_count,Completions found,453.0,439.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,48.561040800001365,171.05967599998732,1.0,completion_item_count,Completions found,275.4,261.4,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,request args completion,textDocument/completion,textDocument/completion,True,22.180459599996993,29.092068399972955,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 -benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.5106017999992218,0.5928178000090156,1.0,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,0.18265020000285404,0.20733319998953448,1.0,hover_text_char_count,Hover length,7.0,-19.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,client session hover,textDocument/hover,textDocument/hover,True,4.8883927999895604,13.649101999965296,1.0,hover_text_char_count,Hover length,149.0,123.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client session hover,textDocument/hover,textDocument/hover,True,11.413555600017844,15.144724600031623,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 -benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.6853159999991476,0.7702011999981551,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.5291322000005039,0.6444875999989108,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.35382079998953486,0.38858159995243113,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,2.524089600001389,2.739032200008751,1.0,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,4.41884020000316,5.176584600002343,1.0,completion_item_count,Completions found,205.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,3.0910163999976703,3.3163164000086454,1.0,completion_item_count,Completions found,227.0,22.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,3.2849135999981627,5.0935975999891525,1.0,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,88.2444228000054,90.91470240001627,1.0,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,36.13014859999453,39.82107199999518,1.0,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,1.1077505999992354,1.1357723999992686,1.0,hover_text_char_count,Hover length,1650.0,1230.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.6284417999931975,5.4281924000065365,1.0,hover_text_char_count,Hover length,3606.0,3186.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,198.23286260001396,202.47455760001003,1.0,hover_text_char_count,Hover length,363.0,-57.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,builtins semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,0.9881777999964925,1.066754599997921,1.0,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,0.16985780000027262,0.201045599999361,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.16937679999955435,0.18941420000260223,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.2576964000013504,0.5510522000122363,1.0,top_level_count,Results found,8.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,True,0.17832359999943037,0.20149420000166174,1.0,top_level_count,Results found,8.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.16764760000000933,0.18023460000335945,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.1786561999949754,0.1915795999934744,1.0,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,True,0.19943740000485377,0.2243507999992289,1.0,top_level_count,Results found,5.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,9.868694800002231,10.208381599989025,1.0,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,8.401040200004672,8.598444800003335,1.0,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,25.261502199992947,49.280939400000534,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20260524T070153Z.csv b/latest-results/summary-20260524T070153Z.csv new file mode 100644 index 0000000..f8a590a --- /dev/null +++ b/latest-results/summary-20260524T070153Z.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,6.530350599985013,11.794421399974908,1.0,completion_item_count,Completions found,201.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.6436525999893092,1.7624959999579914,1.0,completion_item_count,Completions found,225.0,24.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,34.560707999992246,135.28625759997792,1.0,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,51.98520560001043,59.46846339996909,1.0,completion_item_count,Completions found,181.0,-20.0,True,0 +benchmark,pyright,pyright,Pyright,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,1.008979400012322,1.066865600012079,1.0,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,0.3356138000185638,0.3967166000279576,1.0,hover_text_char_count,Hover length,4244.0,225.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,3.1921521999834113,3.323589999968135,1.0,hover_text_char_count,Hover length,3604.0,-415.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,191.01335980001295,191.89016539999102,1.0,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,0.5409208000060062,0.8161680000171145,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.2592479999975694,0.28190159999894604,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.23735099999839804,0.24786860000176603,1.0,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,1.0521292000021276,1.0802571999988686,1.0,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,198.83157560001337,235.091709000028,1.0,completion_item_count,Completions found,169.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,12.855254999999488,13.330438199989203,1.0,completion_item_count,Completions found,167.0,-2.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,19.626403199993092,43.76156379998974,1.0,completion_item_count,Completions found,149.0,-20.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,False,4.57731959999137,5.372518200010745,0.0,completion_item_count,Completions found,0.0,-169.0,False,10 +benchmark,pyright,pyright,Pyright,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,32.1738997999887,40.16218059999801,1.0,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,1.9177600000034545,1.9562336000262803,1.0,hover_text_char_count,Hover length,376.0,98.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.9243446000000404,5.8435680000229695,1.0,hover_text_char_count,Hover length,2075.0,1797.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,180.12638140000945,181.24393940003074,1.0,hover_text_char_count,Hover length,5644.0,5366.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.690059199981533,7.215380199977516,1.0,completion_item_count,Completions found,10.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,5.153489200006334,7.90275819999806,1.0,completion_item_count,Completions found,259.0,249.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,28.463007000004836,111.36634540002885,1.0,completion_item_count,Completions found,38.0,28.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset completion,textDocument/completion,textDocument/completion,True,199.80888159998358,541.6953852000119,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.5005640000149469,0.5393364000269685,1.0,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,0.26169960000288484,0.2941863999922134,1.0,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,0.2853822000247419,0.3255610000337583,1.0,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,170.69866059999868,171.81004880000046,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.42070920001151535,0.49141160003500767,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.25030259999994087,0.2631217999692126,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.25897300000679024,0.3129616000023816,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.0873709999827952,1.125594199970692,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,24.191498400011824,27.840906600033577,1.0,completion_item_count,Completions found,105.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,2.6160123999943607,2.793890599991755,1.0,completion_item_count,Completions found,104.0,-1.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,2.945981999982905,7.910446399966984,1.0,completion_item_count,Completions found,83.0,-22.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,285.6149139999843,317.52231219998066,1.0,completion_item_count,Completions found,143.0,38.0,True,0 +benchmark,pyright,pyright,Pyright,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,42.17897319999793,47.59567259999358,1.0,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,1.38549900000271,1.4075676000061321,1.0,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,3.627640000001975,4.445563199999469,1.0,hover_text_char_count,Hover length,1190.0,1107.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,199.43102580000414,201.28187319999142,1.0,hover_text_char_count,Hover length,71.0,-12.0,True,0 +benchmark,pyright,pyright,Pyright,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,73.41821399998025,244.87100539996612,1.0,completion_item_count,Completions found,274.2,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,17.11941220000881,21.221354199985853,1.0,completion_item_count,Completions found,1000.0,725.8,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,39.95884600001318,158.543118200032,1.0,completion_item_count,Completions found,39.0,-235.2,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,109.04638399998703,334.3222614000069,1.0,completion_item_count,Completions found,6.0,-268.2,True,0 +benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.7049471999948764,0.7763183999941248,1.0,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,0.24665059996777927,0.2798587999564006,1.0,hover_text_char_count,Hover length,308.0,-42.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,6.617473200003587,15.9187060000022,1.0,hover_text_char_count,Hover length,3120.0,2770.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,198.59632239998746,198.98640559999876,1.0,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,0.4115154000032817,0.4384453999705329,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.20024400000693277,0.2112666000130048,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.25560879998920427,0.27116179999211454,1.0,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,1.0520551999888994,1.0981515999787916,1.0,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,353.82405680001057,776.435816800017,1.0,completion_item_count,Completions found,441.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,11.386877799998274,13.236054400010744,1.0,completion_item_count,Completions found,448.0,7.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,24.386260599999332,35.53317260000313,1.0,completion_item_count,Completions found,256.0,-185.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,210.82084599999007,213.7380489999714,1.0,completion_item_count,Completions found,442.0,1.0,True,0 +benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,11.789506999991772,13.372968399983165,1.0,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,1.4421865999906913,1.4789043999940077,1.0,hover_text_char_count,Hover length,4378.0,86.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.0425434000108,9.02647440000237,1.0,hover_text_char_count,Hover length,2481.0,-1811.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,193.73125980000623,194.8335363999945,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,7.222012400006861,11.562761600021076,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.98626220001006,9.43208740002319,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,77.87684980000904,300.31628020003603,1.0,completion_item_count,Completions found,38.0,37.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,31.669570799988378,54.901559199981875,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.1852416000010635,1.3289263999922696,1.0,hover_text_char_count,Hover length,10572.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.40038339999455275,0.4100997999671563,1.0,hover_text_char_count,Hover length,10628.0,56.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.8016898000050787,0.8239731999992728,1.0,hover_text_char_count,Hover length,13682.0,3110.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,328.2156699999973,330.8158065999919,1.0,hover_text_char_count,Hover length,10498.0,-74.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.4399244000069302,0.508248400035427,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.22874919999367194,0.23805060000086087,1.0,location_count,Definitions found,2.0,1.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.2709896000055778,0.28420260002803843,1.0,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,1.0449159999780022,1.0736851999581631,1.0,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,130.4883269999891,175.2860048000116,1.0,completion_item_count,Completions found,39.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,1.9522669999901154,2.021010999965256,1.0,completion_item_count,Completions found,23.0,-16.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,7.733022000002165,20.22018679999746,1.0,completion_item_count,Completions found,17.0,-22.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,False,27.950253200003772,28.245271800005867,0.0,completion_item_count,Completions found,0.0,-39.0,False,10 +benchmark,pyright,pyright,Pyright,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,82.16800740000281,87.07222900002307,1.0,hover_text_char_count,Hover length,900.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,1.5915103999986968,1.6379868000058195,1.0,hover_text_char_count,Hover length,958.0,58.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,1.073300999996718,2.1658655999999605,1.0,hover_text_char_count,Hover length,1869.0,969.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,27.4379931999988,27.746729600016806,0.0,hover_text_char_count,Hover length,0.0,-900.0,False,10 +benchmark,pyright,pyright,Pyright,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,46.85700080002562,75.06556700003557,1.0,completion_item_count,Completions found,123.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,11.30700279999246,13.79359279998198,1.0,completion_item_count,Completions found,771.0,648.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,411.95988660001603,1646.5892082000319,1.0,completion_item_count,Completions found,38.0,-85.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,144.8863185999926,151.30114839998896,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 +benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.5061455999793907,0.6051149999734662,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.21381120000114606,0.2235174000134066,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.21546819999684885,0.22134920002372382,1.0,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,2575.821804600014,2612.006071200017,0.0,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,0.9279433999836328,2.38222200000564,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.2604644000030021,0.3004948000011609,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.23280480000948955,0.25570139999899766,1.0,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,2262.284389399997,2325.3928065999617,1.0,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,6.256759000018519,7.421302800014472,0.0,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,3.1903832000239163,3.243021400010093,1.0,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,7.209210999985771,19.42296939996595,0.0,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,2.7307403999884627,2.8434565999532424,0.0,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,619.4158624000238,646.7718806000221,1.0,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,2.9730718000109846,3.029984399984187,1.0,hover_text_char_count,Hover length,7.0,-23.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.667902999987291,0.6857725999793729,1.0,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,2506.0646124000186,2512.7500046000023,0.0,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,4.837635799981399,8.164893999969536,1.0,completion_item_count,Completions found,14.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,5.878577600014978,9.147032400028365,1.0,completion_item_count,Completions found,453.0,439.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,49.6948148000115,166.53135100002598,1.0,completion_item_count,Completions found,275.4,261.4,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,request args completion,textDocument/completion,textDocument/completion,True,23.637910000002194,28.231775999984166,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.509840000006534,0.5433790000211047,1.0,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,0.2138690000151655,0.22486940001726907,1.0,hover_text_char_count,Hover length,7.0,-19.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,client session hover,textDocument/hover,textDocument/hover,True,4.471865599987268,12.611979999985579,1.0,hover_text_char_count,Hover length,149.0,123.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client session hover,textDocument/hover,textDocument/hover,True,12.21064240000942,15.693810800007668,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.7146052000052805,0.8094328000197493,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.5370021999965502,0.5732632000103877,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.34705580000036207,0.3589837999925294,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,3.1633380000130273,3.204623000056017,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,3.917932199999541,5.090985599997566,1.0,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,2.534106200005226,2.6604004000091663,1.0,completion_item_count,Completions found,227.0,22.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,2.6430811999944126,5.813939399968149,1.0,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,93.85966240001835,95.65729800008285,1.0,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,29.446616000006998,34.72474620001549,1.0,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,1.0907916000178375,1.1076010000351744,1.0,hover_text_char_count,Hover length,1650.0,1230.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.2982460000198444,6.011208200015972,1.0,hover_text_char_count,Hover length,3606.0,3186.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,182.63322160000826,184.2783108000731,1.0,hover_text_char_count,Hover length,363.0,-57.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,builtins semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,0.9435553999992408,0.9871415999896271,1.0,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,0.19747040000765992,0.20851500003118417,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.2057639999748062,0.2132713999912994,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.3320261999988361,0.709383800017349,1.0,top_level_count,Results found,8.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,True,0.19925960000364284,0.22437439996565445,1.0,top_level_count,Results found,8.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.19145239999716068,0.20603200001687583,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.20089739999775702,0.22236780001776424,1.0,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,True,0.21919879999359182,0.23444539996262392,1.0,top_level_count,Results found,5.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,18.529895799997576,38.66195580000066,1.0,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,9.080460599989237,9.223816200017154,1.0,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,7.095160400001532,7.154657599994607,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20260523T065111Z.json b/latest-results/summary-20260524T070153Z.json similarity index 93% rename from latest-results/summary-20260523T065111Z.json rename to latest-results/summary-20260524T070153Z.json index f49b896..ad1bd72 100644 --- a/latest-results/summary-20260523T065111Z.json +++ b/latest-results/summary-20260524T070153Z.json @@ -17,12 +17,12 @@ "tsp_semantic" ], "baseline_server": "pyright", - "generated_at": "20260523T065111Z", + "generated_at": "20260524T070153Z", "servers": [ { "id": "pyright", "display_name": "Pyright", - "output_path": "results/bench-servers/pyright-20260523T065111Z.json", + "output_path": "results/bench-servers/pyright-20260524T070153Z.json", "success": true, "benchmark_count": 6, "command": [ @@ -58,7 +58,7 @@ { "id": "ty", "display_name": "Ty", - "output_path": "results/bench-servers/ty-20260523T065111Z.json", + "output_path": "results/bench-servers/ty-20260524T070153Z.json", "success": true, "benchmark_count": 6, "command": [ @@ -91,7 +91,7 @@ { "id": "pyrefly", "display_name": "Pyrefly", - "output_path": "results/bench-servers/pyrefly-20260523T065111Z.json", + "output_path": "results/bench-servers/pyrefly-20260524T070153Z.json", "success": true, "benchmark_count": 8, "command": [ @@ -131,7 +131,7 @@ { "id": "pylsp-mypy", "display_name": "pylsp-mypy", - "output_path": "results/bench-servers/pylsp-mypy-20260523T065111Z.json", + "output_path": "results/bench-servers/pylsp-mypy-20260524T070153Z.json", "success": false, "benchmark_count": 6, "command": [ diff --git a/latest-results/summary-20260523T065111Z.md b/latest-results/summary-20260524T070153Z.md similarity index 61% rename from latest-results/summary-20260523T065111Z.md rename to latest-results/summary-20260524T070153Z.md index f6b8a78..6bfed10 100644 --- a/latest-results/summary-20260523T065111Z.md +++ b/latest-results/summary-20260524T070153Z.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20260523T065111Z.json` +Generated from `results/bench-servers/summary-20260524T070153Z.json` -- Generated at: 20260523T065111Z +- Generated at: 20260524T070153Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260523T065111Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 6 | 3880.63 | 3.47 | 150 | 100% | 0 | -| Pyrefly | yes | 8 | 10338.70 | 20.11 | 205 | 98% | 0 | -| Pyright | yes | 6 | 34520.31 | 59.47 | 150 | 97% | 0 | -| pylsp-mypy | no | 6 | 191175.73 | 343.54 | 150 | 80% | 5 | +| Ty | yes | 6 | 3658.99 | 3.11 | 150 | 100% | 0 | +| Pyrefly | yes | 8 | 9812.71 | 18.95 | 205 | 98% | 0 | +| Pyright | yes | 6 | 32855.58 | 56.20 | 150 | 97% | 0 | +| pylsp-mypy | no | 6 | 206900.36 | 340.74 | 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-20260523T065111Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 552.14 | 3.79 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 889.78 | 11.81 | 5 | 25 | 100% | 0 | -| Pyright | yes | 3652.65 | 56.97 | 5 | 25 | 100% | 0 | -| pylsp-mypy | no | 6874.62 | 90.54 | 5 | 25 | 80% | 1 | +| Ty | yes | 510.15 | 3.40 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 833.70 | 12.31 | 5 | 25 | 100% | 0 | +| Pyright | yes | 3319.34 | 47.82 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 7324.55 | 85.75 | 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 | 1.77 | 2.08 | 100% | 225.00 | +24.00 | pass | -| Pyright | yes | 6.60 | 11.47 | 100% | 201.00 | 0.00 | pass | -| Pyrefly | yes | 41.90 | 155.94 | 100% | 250.00 | +49.00 | pass | -| pylsp-mypy | yes | 51.71 | 60.63 | 100% | 181.00 | -20.00 | pass | +| Ty | yes | 1.64 | 1.76 | 100% | 225.00 | +24.00 | pass | +| Pyright | yes | 6.53 | 11.79 | 100% | 201.00 | 0.00 | pass | +| Pyrefly | yes | 34.56 | 135.29 | 100% | 250.00 | +49.00 | pass | +| pylsp-mypy | yes | 51.99 | 59.47 | 100% | 181.00 | -20.00 | 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 | 0.28 | 0.30 | 100% | 4244.00 | +225.00 | pass | -| Pyright | yes | 1.06 | 1.13 | 100% | 4019.00 | 0.00 | pass | -| Pyrefly | yes | 2.09 | 2.67 | 100% | 3604.00 | -415.00 | pass | -| pylsp-mypy | yes | 200.61 | 202.92 | 100% | 4134.00 | +115.00 | pass | +| Ty | yes | 0.34 | 0.40 | 100% | 4244.00 | +225.00 | pass | +| Pyright | yes | 1.01 | 1.07 | 100% | 4019.00 | 0.00 | pass | +| Pyrefly | yes | 3.19 | 3.32 | 100% | 3604.00 | -415.00 | pass | +| pylsp-mypy | yes | 191.01 | 191.89 | 100% | 4134.00 | +115.00 | pass | ### summarize definition @@ -74,10 +74,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.19 | 0.21 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 0.20 | 0.22 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.48 | 0.54 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.02 | 1.06 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.24 | 0.25 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.26 | 0.28 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.54 | 0.82 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.05 | 1.08 | 100% | 1.00 | 0.00 | pass | ### edit array then complete (edit+completion) @@ -85,10 +85,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| pylsp-mypy | no | 4.42 | 4.59 | 0% | 0.00 | -169.00 | fail (10) | -| Pyrefly | yes | 11.18 | 14.00 | 100% | 149.00 | -20.00 | pass | -| Ty | yes | 14.78 | 15.25 | 100% | 167.00 | -2.00 | pass | -| Pyright | yes | 243.00 | 367.88 | 100% | 169.00 | 0.00 | pass | +| pylsp-mypy | no | 4.58 | 5.37 | 0% | 0.00 | -169.00 | fail (10) | +| Ty | yes | 12.86 | 13.33 | 100% | 167.00 | -2.00 | pass | +| Pyrefly | yes | 19.63 | 43.76 | 100% | 149.00 | -20.00 | pass | +| Pyright | yes | 198.83 | 235.09 | 100% | 169.00 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 1.92 | 1.97 | 100% | 376.00 | +98.00 | pass | -| Pyrefly | yes | 3.70 | 4.09 | 100% | 2075.00 | +1797.00 | pass | -| Pyright | yes | 33.72 | 40.97 | 100% | 278.00 | 0.00 | pass | -| pylsp-mypy | yes | 194.94 | 200.86 | 100% | 5644.00 | +5366.00 | pass | +| Ty | yes | 1.92 | 1.96 | 100% | 376.00 | +98.00 | pass | +| Pyrefly | yes | 3.92 | 5.84 | 100% | 2075.00 | +1797.00 | pass | +| Pyright | yes | 32.17 | 40.16 | 100% | 278.00 | 0.00 | pass | +| pylsp-mypy | yes | 180.13 | 181.24 | 100% | 5644.00 | +5366.00 | 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 | 242.73 | 2.08 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 415.55 | 7.55 | 5 | 25 | 100% | 0 | -| Pyright | yes | 1298.37 | 14.54 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 7736.14 | 172.16 | 5 | 25 | 100% | 0 | +| Ty | yes | 236.21 | 1.93 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 392.28 | 7.12 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1325.63 | 14.40 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 7702.32 | 171.33 | 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 | 5.35 | 7.74 | 100% | 10.00 | 0.00 | pass | -| Ty | yes | 5.41 | 8.04 | 100% | 259.00 | +249.00 | pass | -| Pyrefly | yes | 32.98 | 124.08 | 100% | 38.00 | +28.00 | pass | -| pylsp-mypy | yes | 184.36 | 566.27 | 100% | 2.00 | -8.00 | pass | +| Pyright | yes | 4.69 | 7.22 | 100% | 10.00 | 0.00 | pass | +| Ty | yes | 5.15 | 7.90 | 100% | 259.00 | +249.00 | pass | +| Pyrefly | yes | 28.46 | 111.37 | 100% | 38.00 | +28.00 | pass | +| pylsp-mypy | yes | 199.81 | 541.70 | 100% | 2.00 | -8.00 | pass | ### queryset filter hover @@ -134,10 +134,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.22 | 0.25 | 100% | 46.00 | -11.00 | pass | -| Pyrefly | yes | 0.28 | 0.38 | 100% | 298.00 | +241.00 | pass | -| Pyright | yes | 0.48 | 0.56 | 100% | 57.00 | 0.00 | pass | -| pylsp-mypy | yes | 186.86 | 189.61 | 100% | 57.00 | 0.00 | pass | +| Ty | yes | 0.26 | 0.29 | 100% | 46.00 | -11.00 | pass | +| Pyrefly | yes | 0.29 | 0.33 | 100% | 298.00 | +241.00 | pass | +| Pyright | yes | 0.50 | 0.54 | 100% | 57.00 | 0.00 | pass | +| pylsp-mypy | yes | 170.70 | 171.81 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.19 | 0.19 | 100% | 1.00 | 0.00 | pass | -| Ty | yes | 0.19 | 0.21 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.41 | 0.44 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 0.99 | 1.04 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.25 | 0.26 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.26 | 0.31 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.42 | 0.49 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.09 | 1.13 | 100% | 1.00 | 0.00 | pass | ### edit queryset then complete (edit+completion) @@ -156,10 +156,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 2.75 | 5.30 | 100% | 83.00 | -22.00 | pass | -| Ty | yes | 3.21 | 3.67 | 100% | 104.00 | -1.00 | pass | -| Pyright | yes | 24.64 | 28.60 | 100% | 105.00 | 0.00 | pass | -| pylsp-mypy | yes | 277.18 | 320.10 | 100% | 143.00 | +38.00 | pass | +| Ty | yes | 2.62 | 2.79 | 100% | 104.00 | -1.00 | pass | +| Pyrefly | yes | 2.95 | 7.91 | 100% | 83.00 | -22.00 | pass | +| Pyright | yes | 24.19 | 27.84 | 100% | 105.00 | 0.00 | pass | +| pylsp-mypy | yes | 285.61 | 317.52 | 100% | 143.00 | +38.00 | 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 | 1.37 | 1.44 | 100% | 100.00 | +17.00 | pass | -| Pyrefly | yes | 1.54 | 3.93 | 100% | 1190.00 | +1107.00 | pass | -| Pyright | yes | 41.82 | 46.33 | 100% | 83.00 | 0.00 | pass | -| pylsp-mypy | yes | 211.42 | 214.02 | 100% | 71.00 | -12.00 | pass | +| Ty | yes | 1.39 | 1.41 | 100% | 100.00 | +17.00 | pass | +| Pyrefly | yes | 3.63 | 4.45 | 100% | 1190.00 | +1107.00 | pass | +| Pyright | yes | 42.18 | 47.60 | 100% | 83.00 | 0.00 | pass | +| pylsp-mypy | yes | 199.43 | 201.28 | 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 | 856.75 | 6.79 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 806.89 | 16.55 | 5 | 25 | 100% | 0 | -| Pyright | yes | 7542.07 | 89.59 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 7892.48 | 163.87 | 5 | 25 | 100% | 0 | +| Ty | yes | 805.65 | 6.08 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 775.75 | 14.85 | 5 | 25 | 100% | 0 | +| Pyright | yes | 7440.76 | 88.03 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 7598.01 | 142.65 | 5 | 25 | 100% | 0 | ### report dataframe completion @@ -194,10 +194,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 18.70 | 24.82 | 100% | 1000.00 | +725.80 | pass | -| Pyrefly | yes | 42.35 | 168.09 | 100% | 39.00 | -235.20 | pass | -| Pyright | yes | 78.19 | 258.74 | 100% | 274.20 | 0.00 | pass | -| pylsp-mypy | yes | 157.66 | 525.14 | 100% | 6.00 | -268.20 | pass | +| Ty | yes | 17.12 | 21.22 | 100% | 1000.00 | +725.80 | pass | +| Pyrefly | yes | 39.96 | 158.54 | 100% | 39.00 | -235.20 | pass | +| Pyright | yes | 73.42 | 244.87 | 100% | 274.20 | 0.00 | pass | +| pylsp-mypy | yes | 109.05 | 334.32 | 100% | 6.00 | -268.20 | pass | ### dataframe groupby hover @@ -205,10 +205,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.24 | 0.27 | 100% | 308.00 | -42.00 | pass | -| Pyright | yes | 0.96 | 1.64 | 100% | 350.00 | 0.00 | pass | -| Pyrefly | yes | 10.82 | 18.09 | 100% | 3120.00 | +2770.00 | pass | -| pylsp-mypy | yes | 213.76 | 215.87 | 100% | 301.00 | -49.00 | pass | +| Ty | yes | 0.25 | 0.28 | 100% | 308.00 | -42.00 | pass | +| Pyright | yes | 0.70 | 0.78 | 100% | 350.00 | 0.00 | pass | +| Pyrefly | yes | 6.62 | 15.92 | 100% | 3120.00 | +2770.00 | pass | +| pylsp-mypy | yes | 198.60 | 198.99 | 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 | 0.18 | 0.20 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.41 | 0.48 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 0.97 | 1.01 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 2.88 | 4.40 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.20 | 0.21 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.26 | 0.27 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.41 | 0.44 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.05 | 1.10 | 100% | 1.00 | 0.00 | pass | ### edit dataframe then complete (edit+completion) @@ -227,10 +227,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 13.47 | 15.02 | 100% | 448.00 | +7.00 | pass | -| Pyrefly | yes | 25.89 | 53.98 | 100% | 256.00 | -185.00 | pass | -| pylsp-mypy | yes | 226.96 | 273.46 | 100% | 442.00 | +1.00 | pass | -| Pyright | yes | 357.70 | 776.35 | 100% | 441.00 | 0.00 | pass | +| Ty | yes | 11.39 | 13.24 | 100% | 448.00 | +7.00 | pass | +| Pyrefly | yes | 24.39 | 35.53 | 100% | 256.00 | -185.00 | pass | +| pylsp-mypy | yes | 210.82 | 213.74 | 100% | 442.00 | +1.00 | pass | +| Pyright | yes | 353.82 | 776.44 | 100% | 441.00 | 0.00 | pass | ### edit dataframe then hover (edit+hover) @@ -238,10 +238,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.81 | 0.91 | 100% | 2481.00 | -1811.00 | pass | -| Ty | yes | 1.37 | 1.41 | 100% | 4378.00 | +86.00 | pass | -| Pyright | yes | 10.71 | 13.72 | 100% | 4292.00 | 0.00 | pass | -| pylsp-mypy | yes | 220.00 | 240.06 | 100% | 232.00 | -4060.00 | pass | +| Ty | yes | 1.44 | 1.48 | 100% | 4378.00 | +86.00 | pass | +| Pyrefly | yes | 3.04 | 9.03 | 100% | 2481.00 | -1811.00 | pass | +| Pyright | yes | 11.79 | 13.37 | 100% | 4292.00 | 0.00 | pass | +| pylsp-mypy | yes | 193.73 | 194.83 | 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 | 339.64 | 1.68 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 984.03 | 20.51 | 5 | 25 | 100% | 0 | -| Pyright | yes | 3260.12 | 45.77 | 5 | 25 | 100% | 0 | -| pylsp-mypy | no | 6580.11 | 82.73 | 5 | 25 | 60% | 2 | +| Ty | yes | 326.14 | 1.63 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 876.00 | 17.55 | 5 | 25 | 100% | 0 | +| Pyright | yes | 3198.26 | 44.30 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 6764.90 | 83.26 | 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 | 4.36 | 10.28 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 7.73 | 11.86 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 32.57 | 57.88 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 84.85 | 329.04 | 100% | 38.00 | +37.00 | pass | +| Ty | yes | 3.99 | 9.43 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 7.22 | 11.56 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 31.67 | 54.90 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 77.88 | 300.32 | 100% | 38.00 | +37.00 | 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 | 0.38 | 0.40 | 100% | 10628.00 | +56.00 | pass | -| Pyright | yes | 1.31 | 1.62 | 100% | 10572.00 | 0.00 | pass | -| Pyrefly | yes | 2.99 | 3.62 | 100% | 13682.00 | +3110.00 | pass | -| pylsp-mypy | yes | 326.70 | 332.43 | 100% | 10498.00 | -74.00 | pass | +| Ty | yes | 0.40 | 0.41 | 100% | 10628.00 | +56.00 | pass | +| Pyrefly | yes | 0.80 | 0.82 | 100% | 13682.00 | +3110.00 | pass | +| Pyright | yes | 1.19 | 1.33 | 100% | 10572.00 | 0.00 | pass | +| pylsp-mypy | yes | 328.22 | 330.82 | 100% | 10498.00 | -74.00 | pass | ### mapped class definition @@ -287,10 +287,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.18 | 0.20 | 100% | 2.00 | +1.00 | pass | -| Pyright | yes | 0.34 | 0.39 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.23 | 0.24 | 100% | 2.00 | +1.00 | pass | +| Pyrefly | yes | 0.27 | 0.28 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.44 | 0.51 | 100% | 1.00 | 0.00 | pass | | pylsp-mypy | yes | 1.04 | 1.07 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 2.91 | 2.94 | 100% | 1.00 | 0.00 | pass | ### edit query then complete (edit+completion) @@ -298,10 +298,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 2.00 | 2.30 | 100% | 23.00 | -16.00 | pass | -| Pyrefly | yes | 5.21 | 14.08 | 100% | 17.00 | -22.00 | pass | -| pylsp-mypy | no | 27.45 | 28.08 | 0% | 0.00 | -39.00 | fail (10) | -| Pyright | yes | 137.92 | 198.05 | 100% | 39.00 | 0.00 | pass | +| Ty | yes | 1.95 | 2.02 | 100% | 23.00 | -16.00 | pass | +| Pyrefly | yes | 7.73 | 20.22 | 100% | 17.00 | -22.00 | pass | +| pylsp-mypy | no | 27.95 | 28.25 | 0% | 0.00 | -39.00 | fail (10) | +| Pyright | yes | 130.49 | 175.29 | 100% | 39.00 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 1.50 | 1.53 | 100% | 958.00 | +58.00 | pass | -| Pyrefly | yes | 6.59 | 8.32 | 100% | 1869.00 | +969.00 | pass | -| pylsp-mypy | no | 25.87 | 26.72 | 0% | 0.00 | -900.00 | fail (10) | -| Pyright | yes | 81.56 | 86.90 | 100% | 900.00 | 0.00 | pass | +| Pyrefly | yes | 1.07 | 2.17 | 100% | 1869.00 | +969.00 | pass | +| Ty | yes | 1.59 | 1.64 | 100% | 958.00 | +58.00 | pass | +| pylsp-mypy | no | 27.44 | 27.75 | 0% | 0.00 | -900.00 | fail (10) | +| Pyright | yes | 82.17 | 87.07 | 100% | 900.00 | 0.00 | pass | ### Result Differences @@ -326,10 +326,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 1539.85 | 4.11 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 3750.89 | 87.36 | 5 | 25 | 80% | 0 | -| Pyright | yes | 17437.90 | 140.31 | 5 | 25 | 80% | 0 | -| pylsp-mypy | no | 157926.62 | 1487.40 | 5 | 25 | 40% | 2 | +| Ty | yes | 1444.61 | 3.59 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 3583.67 | 84.06 | 5 | 25 | 80% | 0 | +| Pyright | yes | 16298.87 | 134.79 | 5 | 25 | 80% | 0 | +| pylsp-mypy | no | 173351.59 | 1498.36 | 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 | 13.12 | 15.20 | 100% | 771.00 | +648.00 | pass | -| Pyright | yes | 61.45 | 88.17 | 100% | 123.00 | 0.00 | pass | -| pylsp-mypy | yes | 130.31 | 136.57 | 100% | 2.00 | -121.00 | pass | -| Pyrefly | yes | 425.40 | 1700.32 | 100% | 38.00 | -85.00 | pass | +| Ty | yes | 11.31 | 13.79 | 100% | 771.00 | +648.00 | pass | +| Pyright | yes | 46.86 | 75.07 | 100% | 123.00 | 0.00 | pass | +| pylsp-mypy | yes | 144.89 | 151.30 | 100% | 2.00 | -121.00 | pass | +| Pyrefly | yes | 411.96 | 1646.59 | 100% | 38.00 | -85.00 | pass | ### pipeline hover @@ -348,10 +348,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.17 | 0.19 | 100% | 48.00 | +14.00 | pass | -| Ty | yes | 0.19 | 0.22 | 100% | 7.00 | -27.00 | pass | -| Pyright | yes | 0.49 | 0.55 | 100% | 34.00 | 0.00 | pass | -| pylsp-mypy | no | 2556.57 | 2613.23 | 0% | 0.00 | -34.00 | fail (10) | +| Ty | yes | 0.21 | 0.22 | 100% | 7.00 | -27.00 | pass | +| Pyrefly | yes | 0.22 | 0.22 | 100% | 48.00 | +14.00 | pass | +| Pyright | yes | 0.51 | 0.61 | 100% | 34.00 | 0.00 | pass | +| pylsp-mypy | no | 2575.82 | 2612.01 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.22 | 0.26 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 0.25 | 0.40 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.37 | 0.43 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 2267.79 | 2332.79 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.23 | 0.26 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.26 | 0.30 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.93 | 2.38 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 2262.28 | 2325.39 | 100% | 1.00 | 0.00 | pass | ### edit prediction then complete (edit+completion) @@ -370,10 +370,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| pylsp-mypy | yes | 2.58 | 2.79 | 0% | 0.00 | 0.00 | pass | -| Ty | yes | 3.84 | 4.35 | 100% | 23.00 | +23.00 | pass | -| Pyright | yes | 7.63 | 10.79 | 0% | 0.00 | 0.00 | pass | -| Pyrefly | yes | 10.36 | 30.82 | 0% | 0.00 | 0.00 | pass | +| pylsp-mypy | yes | 2.73 | 2.84 | 0% | 0.00 | 0.00 | pass | +| Ty | yes | 3.19 | 3.24 | 100% | 23.00 | +23.00 | pass | +| Pyright | yes | 6.26 | 7.42 | 0% | 0.00 | 0.00 | pass | +| Pyrefly | yes | 7.21 | 19.42 | 0% | 0.00 | 0.00 | pass | ### edit tokenizer then hover (edit+hover) @@ -381,10 +381,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.59 | 0.62 | 100% | 33.00 | +3.00 | pass | -| Ty | yes | 3.19 | 3.29 | 100% | 7.00 | -23.00 | pass | -| Pyright | yes | 631.59 | 655.23 | 100% | 30.00 | 0.00 | pass | -| pylsp-mypy | no | 2479.76 | 2500.60 | 0% | 0.00 | -30.00 | fail (10) | +| Pyrefly | yes | 0.67 | 0.69 | 100% | 33.00 | +3.00 | pass | +| Ty | yes | 2.97 | 3.03 | 100% | 7.00 | -23.00 | pass | +| Pyright | yes | 619.42 | 646.77 | 100% | 30.00 | 0.00 | pass | +| pylsp-mypy | no | 2506.06 | 2512.75 | 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 | 349.52 | 2.39 | 5 | 25 | 100% | 0 | -| Pyright | yes | 1329.20 | 9.61 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 842.07 | 11.94 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 4165.74 | 64.52 | 5 | 25 | 100% | 0 | +| Ty | yes | 336.22 | 2.05 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1272.71 | 7.89 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 851.09 | 12.09 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 4158.99 | 63.10 | 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 | 6.33 | 10.59 | 100% | 14.00 | 0.00 | pass | -| Ty | yes | 7.05 | 10.32 | 100% | 453.00 | +439.00 | pass | -| pylsp-mypy | yes | 22.18 | 29.09 | 100% | 1.00 | -13.00 | pass | -| Pyrefly | yes | 48.56 | 171.06 | 100% | 275.40 | +261.40 | pass | +| Pyright | yes | 4.84 | 8.16 | 100% | 14.00 | 0.00 | pass | +| Ty | yes | 5.88 | 9.15 | 100% | 453.00 | +439.00 | pass | +| pylsp-mypy | yes | 23.64 | 28.23 | 100% | 1.00 | -13.00 | pass | +| Pyrefly | yes | 49.69 | 166.53 | 100% | 275.40 | +261.40 | pass | ### client session hover @@ -419,10 +419,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.18 | 0.21 | 100% | 7.00 | -19.00 | pass | -| Pyright | yes | 0.51 | 0.59 | 100% | 26.00 | 0.00 | pass | -| Pyrefly | yes | 4.89 | 13.65 | 100% | 149.00 | +123.00 | pass | -| pylsp-mypy | yes | 11.41 | 15.14 | 100% | 359.00 | +333.00 | pass | +| Ty | yes | 0.21 | 0.22 | 100% | 7.00 | -19.00 | pass | +| Pyright | yes | 0.51 | 0.54 | 100% | 26.00 | 0.00 | pass | +| Pyrefly | yes | 4.47 | 12.61 | 100% | 149.00 | +123.00 | pass | +| pylsp-mypy | yes | 12.21 | 15.69 | 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 | 0.35 | 0.39 | 100% | 2.00 | 0.00 | pass | -| Ty | yes | 0.53 | 0.64 | 100% | 2.00 | 0.00 | pass | -| Pyright | yes | 0.69 | 0.77 | 100% | 2.00 | 0.00 | pass | -| pylsp-mypy | yes | 2.52 | 2.74 | 100% | 2.00 | 0.00 | pass | +| Pyrefly | yes | 0.35 | 0.36 | 100% | 2.00 | 0.00 | pass | +| Ty | yes | 0.54 | 0.57 | 100% | 2.00 | 0.00 | pass | +| Pyright | yes | 0.71 | 0.81 | 100% | 2.00 | 0.00 | pass | +| pylsp-mypy | yes | 3.16 | 3.20 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 3.09 | 3.32 | 100% | 227.00 | +22.00 | pass | -| Pyrefly | yes | 3.28 | 5.09 | 100% | 32.00 | -173.00 | pass | -| Pyright | yes | 4.42 | 5.18 | 100% | 205.00 | 0.00 | pass | -| pylsp-mypy | yes | 88.24 | 90.91 | 100% | 57.00 | -148.00 | pass | +| Ty | yes | 2.53 | 2.66 | 100% | 227.00 | +22.00 | pass | +| Pyrefly | yes | 2.64 | 5.81 | 100% | 32.00 | -173.00 | pass | +| Pyright | yes | 3.92 | 5.09 | 100% | 205.00 | 0.00 | pass | +| pylsp-mypy | yes | 93.86 | 95.66 | 100% | 57.00 | -148.00 | pass | ### edit response then hover (edit+hover) @@ -452,10 +452,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 1.11 | 1.14 | 100% | 1650.00 | +1230.00 | pass | -| Pyrefly | yes | 2.63 | 5.43 | 100% | 3606.00 | +3186.00 | pass | -| Pyright | yes | 36.13 | 39.82 | 100% | 420.00 | 0.00 | pass | -| pylsp-mypy | yes | 198.23 | 202.47 | 100% | 363.00 | -57.00 | pass | +| Ty | yes | 1.09 | 1.11 | 100% | 1650.00 | +1230.00 | pass | +| Pyrefly | yes | 3.30 | 6.01 | 100% | 3606.00 | +3186.00 | pass | +| Pyright | yes | 29.45 | 34.72 | 100% | 420.00 | 0.00 | pass | +| pylsp-mypy | yes | 182.63 | 184.28 | 100% | 363.00 | -57.00 | 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 | yes | 232.32 | 0.29 | 8 | 40 | 100% | 0 | +| Pyrefly | yes | 233.28 | 0.31 | 8 | 40 | 100% | 0 | ### 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 | 0.99 | 1.07 | 100% | 30.00 | 0.00 | pass | +| Pyrefly | yes | 0.94 | 0.99 | 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 | 0.17 | 0.20 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.20 | 0.21 | 100% | 7.00 | 0.00 | pass | ### list declared type @@ -492,7 +492,7 @@ Method: `typeServer/getDeclaredType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.17 | 0.19 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.21 | 0.21 | 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 | 0.26 | 0.55 | 100% | 8.00 | 0.00 | pass | +| Pyrefly | yes | 0.33 | 0.71 | 100% | 8.00 | 0.00 | pass | ### flow narrowed branch type @@ -508,7 +508,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.18 | 0.20 | 100% | 8.00 | 0.00 | pass | +| Pyrefly | yes | 0.20 | 0.22 | 100% | 8.00 | 0.00 | pass | ### stdlib path computed type @@ -516,7 +516,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.17 | 0.18 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.19 | 0.21 | 100% | 7.00 | 0.00 | pass | ### function argument expected type @@ -524,7 +524,7 @@ Method: `typeServer/getExpectedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.18 | 0.19 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.20 | 0.22 | 100% | 7.00 | 0.00 | pass | ### edited narrowing recomputes type (edit+getComputedType) @@ -532,13 +532,13 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.20 | 0.22 | 100% | 5.00 | 0.00 | pass | +| Pyrefly | yes | 0.22 | 0.23 | 100% | 5.00 | 0.00 | pass | ## Benchmark: tsp_semantic | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Pyrefly | yes | 2417.18 | 14.51 | 3 | 15 | 100% | 0 | +| Pyrefly | yes | 2266.94 | 11.57 | 3 | 15 | 100% | 0 | ### django semantic tokens @@ -546,7 +546,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 9.87 | 10.21 | 100% | 126.00 | 0.00 | pass | +| Pyrefly | yes | 18.53 | 38.66 | 100% | 126.00 | 0.00 | pass | ### transformers semantic tokens @@ -554,7 +554,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 8.40 | 8.60 | 100% | 74.00 | 0.00 | pass | +| Pyrefly | yes | 9.08 | 9.22 | 100% | 74.00 | 0.00 | pass | ### stdlib semantic tokens @@ -562,4 +562,4 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 25.26 | 49.28 | 100% | 75.00 | 0.00 | pass | +| Pyrefly | yes | 7.10 | 7.15 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/ty-20260523T065111Z-responses.jsonl b/latest-results/ty-20260524T070153Z-responses.jsonl similarity index 100% rename from latest-results/ty-20260523T065111Z-responses.jsonl rename to latest-results/ty-20260524T070153Z-responses.jsonl diff --git a/latest-results/ty-20260523T065111Z.json b/latest-results/ty-20260524T070153Z.json similarity index 90% rename from latest-results/ty-20260523T065111Z.json rename to latest-results/ty-20260524T070153Z.json index cf8d63a..f0bdf26 100644 --- a/latest-results/ty-20260523T065111Z.json +++ b/latest-results/ty-20260524T070153Z.json @@ -12,8 +12,8 @@ "transformers", "web" ], - "started_at_unix": 1779519161.353759, - "finished_at_unix": 1779519168.3693762, + "started_at_unix": 1779606199.5935087, + "finished_at_unix": 1779606206.1788752, "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": 552.1359649999908, + "total_duration_ms": 510.1529679999999, "error_message": null, "summary": { "request_count": 32, @@ -35,11 +35,11 @@ "failure_count": 0, "bytes_sent": 18656, "bytes_received": 1248844, - "min_ms": 0.1742609999837441, - "max_ms": 347.67506899999034, - "mean_ms": 16.51101390625076, - "median_ms": 1.7209169999858887, - "p95_ms": 43.70307670001945, + "min_ms": 0.248424000005798, + "max_ms": 307.5730229999749, + "mean_ms": 15.208528968752688, + "median_ms": 1.63657999996758, + "p95_ms": 46.51112604998383, "result_summary": { "present_count": 31, "empty_count": 1, @@ -95,27 +95,27 @@ "by_method": { "textDocument/completion": { "point_count": 2, - "min_ms": 1.6167859999995926, - "max_ms": 15.335704000023043, - "mean_ms": 8.273229799996784, - "median_ms": 8.246297500008382, - "p95_ms": 15.141962800005615 + "min_ms": 1.563219000047411, + "max_ms": 13.444941999978255, + "mean_ms": 7.249453799994399, + "median_ms": 7.154461999959949, + "p95_ms": 13.187308450002888 }, "textDocument/hover": { "point_count": 2, - "min_ms": 0.2668900000060148, - "max_ms": 1.9819229999882282, - "mean_ms": 1.1043494000062992, - "median_ms": 1.0947650000190379, - "p95_ms": 1.9569466500016117 + "min_ms": 0.2812050000216004, + "max_ms": 1.9606100000260085, + "mean_ms": 1.1266869000110091, + "median_ms": 1.145984499999031, + "p95_ms": 1.9507631000266201 }, "textDocument/definition": { "point_count": 1, - "min_ms": 0.1742609999837441, - "max_ms": 0.21654500000067856, - "mean_ms": 0.18503559999771824, - "median_ms": 0.1779070000225147, - "p95_ms": 0.20898959999726685 + "min_ms": 0.248424000005798, + "max_ms": 0.2873880000038298, + "mean_ms": 0.2592479999975694, + "median_ms": 0.2517579999903319, + "p95_ms": 0.28190159999894604 } }, "validation": { @@ -141,11 +141,11 @@ "failure_count": 0, "bytes_sent": 1425, "bytes_received": 308810, - "min_ms": 1.6167859999995926, - "max_ms": 2.1670520000043325, - "mean_ms": 1.7707847999929527, - "median_ms": 1.7071319999786283, - "p95_ms": 2.080582000002096, + "min_ms": 1.563219000047411, + "max_ms": 1.7919849999543658, + "mean_ms": 1.6436525999893092, + "median_ms": 1.628619999962666, + "p95_ms": 1.7624959999579914, "result_summary": { "present_count": 5, "empty_count": 0, @@ -205,9 +205,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 347.67506899999034, + "duration_ms": 307.5730229999749, "success": true, - "started_at_unix": 1779519161.8679078, + "started_at_unix": 1779606200.0790048, "bytes_sent": 285, "bytes_received": 61762, "request_id": 2, @@ -235,9 +235,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 2.1670520000043325, + "duration_ms": 1.7919849999543658, "success": true, - "started_at_unix": 1779519162.2166085, + "started_at_unix": 1779606200.3877358, "bytes_sent": 285, "bytes_received": 61762, "request_id": 3, @@ -265,9 +265,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.734701999993149, + "duration_ms": 1.6445399999724941, "success": true, - "started_at_unix": 1779519162.2201352, + "started_at_unix": 1779606200.3908117, "bytes_sent": 285, "bytes_received": 61762, "request_id": 4, @@ -295,9 +295,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.7071319999786283, + "duration_ms": 1.628619999962666, "success": true, - "started_at_unix": 1779519162.223215, + "started_at_unix": 1779606200.3937354, "bytes_sent": 285, "bytes_received": 61762, "request_id": 5, @@ -325,9 +325,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.628251999989061, + "duration_ms": 1.5898990000096092, "success": true, - "started_at_unix": 1779519162.2262948, + "started_at_unix": 1779606200.396635, "bytes_sent": 285, "bytes_received": 61762, "request_id": 6, @@ -355,9 +355,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.6167859999995926, + "duration_ms": 1.563219000047411, "success": true, - "started_at_unix": 1779519162.229279, + "started_at_unix": 1779606200.3994925, "bytes_sent": 285, "bytes_received": 61762, "request_id": 7, @@ -400,11 +400,11 @@ "failure_count": 0, "bytes_sent": 1269, "bytes_received": 23009, - "min_ms": 0.2668900000060148, - "max_ms": 0.30582900001263624, - "mean_ms": 0.28475940000589617, - "median_ms": 0.2838360000225748, - "p95_ms": 0.30348960000878833, + "min_ms": 0.2812050000216004, + "max_ms": 0.4098350000276696, + "mean_ms": 0.3356138000185638, + "median_ms": 0.32697599999664817, + "p95_ms": 0.3967166000279576, "result_summary": { "present_count": 5, "empty_count": 0, @@ -464,9 +464,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 0.5054279999967548, + "duration_ms": 0.44801600000710096, "success": true, - "started_at_unix": 1779519162.2323585, + "started_at_unix": 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