diff --git a/latest-results.md b/latest-results.md index 7afcaec..a107ef9 100644 --- a/latest-results.md +++ b/latest-results.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20260909T060548Z.json` +Generated from `results/bench-servers/summary-20260910T060546Z.json` -- Generated at: 20260909T060548Z +- Generated at: 20260910T060546Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -12,8 +12,8 @@ Generated from `results/bench-servers/summary-20260909T060548Z.json` | Server | Version | Source | | --- | --- | --- | -| Pyright | 1.1.412 | /home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/pyright/1.1.412/package/dist/pyright-langserver.js | -| Ty | 0.0.79 | /home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/ty/0.0.79/ty-x86_64-unknown-linux-gnu/ty | +| Pyright | 1.1.414 | /home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/pyright/1.1.414/package/dist/pyright-langserver.js | +| Ty | 0.0.80 | /home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/ty/0.0.80/ty-x86_64-unknown-linux-gnu/ty | | Pyrefly | 1.2.0 | /home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/pyrefly/venv/bin/pyrefly | | pylsp-mypy | 1.15.0 | /home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/pylsp-mypy/venv/bin/pylsp | @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260909T060548Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 6 | 3731.11 | 2.90 | 150 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | no | 8 | 5725.06 | 12.04 | 205 | 97% | 2 | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 6 | 23849.91 | 38.62 | 150 | 97% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | no | 6 | 130337.95 | 198.71 | 150 | 80% | 5 | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 6 | 5085.86 | 4.06 | 150 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | no | 8 | 7530.39 | 14.71 | 205 | 97% | 2 | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 6 | 40634.95 | 73.48 | 150 | 97% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | no | 6 | 208112.41 | 365.93 | 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-20260909T060548Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 286.53 | 2.30 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 494.50 | 9.05 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 2893.90 | 49.09 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | no | 5317.26 | 69.94 | 5 | 25 | 80% | 1 | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 430.16 | 3.34 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 664.65 | 9.20 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 4707.08 | 76.72 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | no | 7726.63 | 110.62 | 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-20260909T060548Z.json) | yes | 1.46 | 1.57 | 100% | 223.00 | +22.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 4.65 | 8.06 | 100% | 201.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 22.90 | 88.98 | 100% | 250.00 | +49.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 114.94 | 247.49 | 100% | 188.00 | -13.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 1.69 | 1.91 | 100% | 223.00 | +22.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 7.59 | 14.39 | 100% | 201.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 32.97 | 124.74 | 100% | 250.00 | +49.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 188.56 | 482.83 | 100% | 188.00 | -13.00 | pass | ### dataframe describe hover @@ -63,10 +63,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 0.24 | 0.26 | 100% | 4232.00 | +213.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 0.91 | 0.98 | 100% | 4019.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 1.48 | 1.73 | 100% | 2589.00 | -1430.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 120.80 | 122.99 | 100% | 4134.00 | +115.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 0.27 | 0.30 | 100% | 4232.00 | +213.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 1.13 | 1.41 | 100% | 4019.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 2.31 | 2.54 | 100% | 2589.00 | -1430.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 187.76 | 189.94 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 0.09 | 0.10 | 100% | 1.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 0.16 | 0.17 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 0.35 | 0.40 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 0.65 | 0.70 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 0.17 | 0.19 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 0.20 | 0.22 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 0.40 | 0.47 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 0.95 | 1.00 | 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-20260909T060548Z.json) | no | 2.97 | 3.19 | 0% | 0.00 | -168.00 | fail (10) | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 6.94 | 7.97 | 100% | 168.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 19.71 | 27.89 | 100% | 149.00 | -19.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 216.23 | 303.51 | 100% | 168.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | no | 4.27 | 4.42 | 0% | 0.00 | -168.00 | fail (10) | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 10.08 | 14.60 | 100% | 149.00 | -19.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 10.99 | 13.98 | 100% | 168.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 343.83 | 514.61 | 100% | 168.00 | 0.00 | pass | ### edit array then hover (edit+hover) @@ -96,10 +96,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 1.08 | 2.30 | 100% | 1909.00 | +1631.00 | pass | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 2.69 | 2.72 | 100% | 267.00 | -11.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 23.33 | 28.71 | 100% | 278.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 110.35 | 112.71 | 100% | 5662.00 | +5384.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 0.43 | 0.48 | 100% | 1909.00 | +1631.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 3.60 | 3.64 | 100% | 267.00 | -11.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 30.65 | 33.57 | 100% | 278.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 171.57 | 175.56 | 100% | 5662.00 | +5384.00 | pass | ### Result Differences @@ -112,10 +112,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 187.46 | 1.93 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 200.26 | 3.30 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 981.52 | 9.93 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 5075.84 | 113.36 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 263.26 | 2.56 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 292.30 | 5.27 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 1432.16 | 13.92 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 7552.13 | 169.73 | 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-20260909T060548Z.json) | yes | 2.94 | 5.13 | 100% | 10.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 3.81 | 5.49 | 100% | 261.00 | +251.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 13.57 | 53.06 | 100% | 15.00 | +5.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 138.32 | 420.83 | 100% | 2.00 | -8.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 4.81 | 8.00 | 100% | 10.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 4.99 | 7.54 | 100% | 261.00 | +251.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 20.44 | 75.59 | 100% | 15.00 | +5.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 196.25 | 601.66 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 0.15 | 0.21 | 100% | 298.00 | +241.00 | pass | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 0.19 | 0.23 | 100% | 46.00 | -11.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 0.46 | 0.53 | 100% | 57.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 107.04 | 108.78 | 100% | 57.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 0.19 | 0.22 | 100% | 46.00 | -11.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 0.54 | 0.64 | 100% | 57.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 0.90 | 2.46 | 100% | 298.00 | +241.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 164.19 | 166.79 | 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-20260909T060548Z.json) | yes | 0.10 | 0.13 | 100% | 1.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 0.15 | 0.17 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 0.34 | 0.40 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 0.59 | 0.63 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 0.15 | 0.16 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 0.40 | 0.49 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 1.01 | 1.04 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 1.01 | 2.97 | 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-20260909T060548Z.json) | yes | 2.18 | 6.56 | 100% | 83.00 | -21.00 | pass | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 3.31 | 3.55 | 100% | 104.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 17.58 | 20.59 | 100% | 104.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 158.88 | 187.02 | 100% | 143.00 | +39.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 1.65 | 3.46 | 100% | 83.00 | -21.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 4.72 | 5.23 | 100% | 104.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 25.67 | 28.69 | 100% | 104.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 240.22 | 281.81 | 100% | 143.00 | +39.00 | pass | ### edit queryset then hover (edit+hover) @@ -167,10 +167,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 0.52 | 0.59 | 100% | 858.00 | +775.00 | pass | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 2.17 | 2.23 | 100% | 100.00 | +17.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 28.35 | 32.01 | 100% | 83.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 161.96 | 163.05 | 100% | 71.00 | -12.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 2.34 | 3.50 | 100% | 858.00 | +775.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 2.76 | 2.80 | 100% | 100.00 | +17.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 38.16 | 44.34 | 100% | 83.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 247.00 | 254.00 | 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-20260909T060548Z.json) | yes | 610.56 | 5.49 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 624.79 | 12.22 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 5466.63 | 49.73 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 5081.92 | 86.66 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 887.21 | 8.35 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 727.29 | 13.52 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 7839.39 | 136.08 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 11669.10 | 172.22 | 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-20260909T060548Z.json) | yes | 13.73 | 16.16 | 100% | 1000.00 | +728.80 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 29.33 | 108.81 | 100% | 16.00 | -255.20 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 37.29 | 52.33 | 100% | 6.00 | -265.20 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 49.91 | 164.04 | 100% | 271.20 | 0.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 19.15 | 22.45 | 100% | 1000.00 | +728.80 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 38.43 | 150.71 | 100% | 16.00 | -255.20 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 70.69 | 125.55 | 100% | 6.00 | -265.20 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 81.26 | 270.02 | 100% | 271.20 | 0.00 | 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-20260909T060548Z.json) | yes | 0.21 | 0.28 | 100% | 329.00 | -21.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 0.57 | 0.66 | 100% | 350.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 4.05 | 5.84 | 100% | 2588.00 | +2238.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 131.00 | 132.73 | 100% | 301.00 | -49.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 0.23 | 0.26 | 100% | 329.00 | -21.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 0.71 | 0.78 | 100% | 350.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 2.50 | 2.74 | 100% | 2588.00 | +2238.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 200.23 | 202.18 | 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-20260909T060548Z.json) | yes | 0.16 | 0.18 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 0.33 | 0.36 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 0.57 | 0.64 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 2.94 | 2.95 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 0.16 | 0.18 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 0.19 | 0.22 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 0.37 | 0.45 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 0.97 | 1.00 | 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-20260909T060548Z.json) | yes | 11.22 | 12.38 | 100% | 448.00 | +8.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 19.41 | 45.42 | 100% | 256.00 | -184.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 139.81 | 148.12 | 100% | 441.00 | +1.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 191.28 | 227.75 | 100% | 440.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 19.36 | 19.81 | 100% | 448.00 | +8.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 20.53 | 37.58 | 100% | 256.00 | -184.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 215.00 | 218.78 | 100% | 441.00 | +1.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 766.58 | 1156.82 | 100% | 440.00 | 0.00 | pass | ### edit dataframe then hover (edit+hover) @@ -238,10 +238,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 2.11 | 2.16 | 100% | 4441.00 | +149.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 5.35 | 9.49 | 100% | 794.00 | -3498.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 6.56 | 7.52 | 100% | 4292.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 124.62 | 127.62 | 100% | 232.00 | -4060.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 2.85 | 2.91 | 100% | 4441.00 | +149.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 5.93 | 13.85 | 100% | 794.00 | -3498.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 12.20 | 16.52 | 100% | 4292.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 193.53 | 197.77 | 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-20260909T060548Z.json) | yes | 295.05 | 1.90 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 585.52 | 11.98 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 2307.07 | 32.91 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | no | 4872.94 | 76.24 | 5 | 25 | 60% | 2 | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 376.41 | 2.49 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 728.77 | 14.10 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 3669.49 | 47.71 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | no | 6649.44 | 114.87 | 5 | 25 | 60% | 2 | ### query completion @@ -265,10 +265,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 2.72 | 5.62 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 5.19 | 8.60 | 100% | 1.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 51.69 | 198.24 | 100% | 15.00 | +14.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 121.16 | 309.44 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 3.59 | 8.51 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 6.24 | 10.89 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 64.96 | 252.23 | 100% | 15.00 | +14.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 186.38 | 466.01 | 100% | 1.00 | 0.00 | pass | ### sessionmaker hover @@ -276,10 +276,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 0.29 | 0.35 | 100% | 10621.00 | +49.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 0.91 | 1.00 | 100% | 10572.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 2.83 | 4.05 | 100% | 13188.00 | +2616.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 212.01 | 212.72 | 100% | 10498.00 | -74.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 0.38 | 0.39 | 100% | 10621.00 | +49.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 1.29 | 1.60 | 100% | 10572.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 4.08 | 5.17 | 100% | 13188.00 | +2616.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 317.41 | 324.23 | 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-20260909T060548Z.json) | yes | 0.15 | 0.18 | 100% | 2.00 | +1.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 0.18 | 0.22 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 0.31 | 0.37 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 0.65 | 0.69 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 0.17 | 0.19 | 100% | 2.00 | +1.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 0.22 | 0.25 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 0.85 | 2.13 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 1.01 | 1.06 | 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-20260909T060548Z.json) | yes | 3.20 | 3.46 | 100% | 23.00 | -15.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 3.65 | 6.48 | 100% | 17.00 | -21.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | no | 24.26 | 24.79 | 0% | 0.00 | -38.00 | fail (10) | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 99.21 | 128.40 | 100% | 38.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 0.73 | 0.78 | 100% | 17.00 | -21.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 4.37 | 5.07 | 100% | 23.00 | -15.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | no | 34.74 | 36.64 | 0% | 0.00 | -38.00 | fail (10) | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 139.81 | 179.25 | 100% | 38.00 | 0.00 | pass | ### edit session then hover (edit+hover) @@ -309,10 +309,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 1.53 | 5.09 | 100% | 2137.00 | +1237.00 | pass | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 3.12 | 3.24 | 100% | 958.00 | +58.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | no | 23.13 | 23.43 | 0% | 0.00 | -900.00 | fail (10) | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 58.90 | 63.23 | 100% | 900.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 0.49 | 0.50 | 100% | 2137.00 | +1237.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 3.93 | 4.02 | 100% | 958.00 | +58.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | no | 34.83 | 36.68 | 0% | 0.00 | -900.00 | fail (10) | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 90.38 | 99.73 | 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-20260909T060548Z.json) | yes | 2115.58 | 3.72 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 1882.97 | 40.34 | 5 | 25 | 80% | 0 | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 11227.78 | 83.68 | 5 | 25 | 80% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | no | 107007.49 | 793.53 | 5 | 25 | 40% | 2 | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 2805.46 | 4.85 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 2453.40 | 51.98 | 5 | 25 | 80% | 0 | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 17569.25 | 121.05 | 5 | 25 | 80% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | no | 173516.30 | 1562.61 | 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-20260909T060548Z.json) | yes | 8.49 | 9.41 | 100% | 775.00 | +652.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 38.09 | 57.21 | 100% | 123.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 92.72 | 96.62 | 100% | 2.00 | -121.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 189.75 | 744.37 | 100% | 15.00 | -108.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 11.62 | 12.36 | 100% | 775.00 | +652.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 63.19 | 93.02 | 100% | 123.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 131.46 | 138.67 | 100% | 2.00 | -121.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 248.82 | 973.56 | 100% | 15.00 | -108.00 | pass | ### pipeline hover @@ -348,10 +348,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 0.15 | 0.18 | 100% | 7.00 | -27.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 0.45 | 0.54 | 100% | 34.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 2.71 | 3.03 | 100% | 48.00 | +14.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | no | 1436.76 | 1480.35 | 0% | 0.00 | -34.00 | fail (10) | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 0.19 | 0.22 | 100% | 7.00 | -27.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 0.54 | 0.68 | 100% | 34.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 2.96 | 3.11 | 100% | 48.00 | +14.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | no | 2748.37 | 2822.43 | 0% | 0.00 | -34.00 | fail (10) | ### auto tokenizer definition @@ -359,10 +359,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 0.14 | 0.16 | 100% | 1.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 0.18 | 0.25 | 100% | 1.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 0.43 | 0.54 | 100% | 1.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 1111.40 | 1165.12 | 100% | 1.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 0.24 | 0.26 | 100% | 1.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 0.54 | 0.86 | 100% | 1.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 1.18 | 2.76 | 100% | 1.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 2291.86 | 2419.91 | 100% | 1.00 | 0.00 | pass | ### edit prediction then complete (edit+completion) @@ -370,10 +370,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 0.32 | 0.34 | 0% | 0.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 1.99 | 2.18 | 0% | 0.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 4.43 | 5.30 | 0% | 0.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 5.29 | 6.60 | 100% | 23.00 | +23.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 2.95 | 3.27 | 0% | 0.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 5.56 | 10.87 | 0% | 0.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 6.23 | 6.49 | 100% | 23.00 | +23.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 7.93 | 9.32 | 0% | 0.00 | 0.00 | pass | ### edit tokenizer then hover (edit+hover) @@ -381,10 +381,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 4.49 | 4.58 | 100% | 7.00 | -23.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 8.76 | 27.74 | 100% | 33.00 | +3.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 375.02 | 394.52 | 100% | 30.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | no | 1324.80 | 1353.90 | 0% | 0.00 | -30.00 | fail (10) | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 1.35 | 2.74 | 100% | 33.00 | +3.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 5.95 | 6.11 | 100% | 7.00 | -23.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 533.04 | 558.65 | 100% | 30.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | no | 2638.42 | 2739.15 | 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-20260909T060548Z.json) | yes | 235.93 | 2.06 | 5 | 25 | 100% | 0 | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 973.00 | 6.38 | 5 | 25 | 100% | 0 | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 449.69 | 7.09 | 5 | 25 | 100% | 0 | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 2982.49 | 52.51 | 5 | 25 | 100% | 0 | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 323.36 | 2.75 | 5 | 25 | 100% | 0 | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 1587.86 | 9.23 | 5 | 25 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 752.17 | 9.89 | 5 | 25 | 100% | 0 | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 4828.51 | 101.67 | 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-20260909T060548Z.json) | yes | 3.72 | 6.55 | 100% | 14.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 4.54 | 6.61 | 100% | 467.00 | +453.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 28.42 | 100.41 | 100% | 254.40 | +240.40 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 32.59 | 54.93 | 100% | 1.00 | -13.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 5.98 | 9.58 | 100% | 14.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 6.17 | 9.04 | 100% | 467.00 | +453.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 44.41 | 141.49 | 100% | 254.40 | +240.40 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 72.28 | 108.49 | 100% | 1.00 | -13.00 | pass | ### client session hover @@ -419,10 +419,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 0.13 | 0.14 | 100% | 7.00 | -19.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 0.43 | 0.46 | 100% | 26.00 | 0.00 | pass | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 2.31 | 7.88 | 100% | 149.00 | +123.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 10.94 | 16.97 | 100% | 359.00 | +333.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 0.16 | 0.19 | 100% | 7.00 | -19.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 0.58 | 0.67 | 100% | 26.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 2.79 | 9.33 | 100% | 149.00 | +123.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 116.04 | 243.27 | 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-20260909T060548Z.json) | yes | 0.23 | 0.26 | 100% | 2.00 | 0.00 | pass | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 0.42 | 0.48 | 100% | 2.00 | 0.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 0.69 | 0.76 | 100% | 2.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 1.56 | 1.63 | 100% | 2.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 0.29 | 0.31 | 100% | 2.00 | 0.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 0.53 | 0.65 | 100% | 2.00 | 0.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 0.89 | 1.11 | 100% | 2.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 3.66 | 4.39 | 100% | 2.00 | 0.00 | pass | ### edit response then complete (edit+completion) @@ -441,10 +441,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 2.93 | 3.02 | 100% | 32.00 | -173.00 | pass | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 3.30 | 3.58 | 100% | 225.00 | +20.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 3.52 | 4.58 | 100% | 205.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 54.52 | 56.32 | 100% | 57.00 | -148.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 0.52 | 0.53 | 100% | 32.00 | -173.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 4.34 | 4.64 | 100% | 225.00 | +20.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 5.02 | 5.98 | 100% | 205.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 81.39 | 86.53 | 100% | 57.00 | -148.00 | pass | ### edit response then hover (edit+hover) @@ -452,10 +452,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 1.57 | 2.99 | 100% | 3585.00 | +3165.00 | pass | -| [Ty](latest-results/ty-20260909T060548Z.json) | yes | 1.91 | 1.94 | 100% | 1613.00 | +1193.00 | pass | -| [Pyright](latest-results/pyright-20260909T060548Z.json) | yes | 23.56 | 25.36 | 100% | 420.00 | 0.00 | pass | -| [pylsp-mypy](latest-results/pylsp-mypy-20260909T060548Z.json) | yes | 162.94 | 195.72 | 100% | 880.00 | +460.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 1.44 | 1.50 | 100% | 3585.00 | +3165.00 | pass | +| [Ty](latest-results/ty-20260910T060546Z.json) | yes | 2.53 | 2.58 | 100% | 1613.00 | +1193.00 | pass | +| [Pyright](latest-results/pyright-20260910T060546Z.json) | yes | 33.69 | 38.02 | 100% | 420.00 | 0.00 | pass | +| [pylsp-mypy](latest-results/pylsp-mypy-20260910T060546Z.json) | yes | 235.00 | 243.90 | 100% | 880.00 | +460.00 | pass | ### Result Differences @@ -468,7 +468,7 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | no | 158.94 | 0.22 | 8 | 40 | 100% | 2 | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | no | 193.25 | 0.36 | 8 | 40 | 100% | 2 | ### builtins semantic tokens @@ -476,7 +476,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 0.73 | 0.88 | 100% | 30.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 1.77 | 4.56 | 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-20260909T060548Z.json) | yes | 0.13 | 0.14 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 0.13 | 0.14 | 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-20260909T060548Z.json) | yes | 0.18 | 0.22 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 0.17 | 0.17 | 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-20260909T060548Z.json) | yes | 0.15 | 0.16 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 0.15 | 0.17 | 100% | 7.00 | 0.00 | pass | ### stdlib path computed type @@ -508,7 +508,7 @@ Method: `typeServer/getComputedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 0.15 | 0.16 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 0.15 | 0.16 | 100% | 7.00 | 0.00 | pass | ### function argument expected type @@ -516,13 +516,13 @@ Method: `typeServer/getExpectedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 0.15 | 0.18 | 100% | 7.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 0.16 | 0.18 | 100% | 7.00 | 0.00 | pass | ## Benchmark: tsp_semantic | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 1328.39 | 24.01 | 3 | 15 | 100% | 0 | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 1718.55 | 26.89 | 3 | 15 | 100% | 0 | ### django semantic tokens @@ -530,7 +530,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 13.11 | 23.56 | 100% | 126.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 17.99 | 29.79 | 100% | 126.00 | 0.00 | pass | ### transformers semantic tokens @@ -538,7 +538,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 55.14 | 83.61 | 100% | 74.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 56.51 | 61.42 | 100% | 74.00 | 0.00 | pass | ### stdlib semantic tokens @@ -546,4 +546,4 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| [Pyrefly](latest-results/pyrefly-20260909T060548Z.json) | yes | 3.79 | 4.09 | 100% | 75.00 | 0.00 | pass | +| [Pyrefly](latest-results/pyrefly-20260910T060546Z.json) | yes | 6.17 | 6.22 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/pylsp-mypy-20260909T060548Z-responses.jsonl b/latest-results/pylsp-mypy-20260910T060546Z-responses.jsonl similarity index 100% rename from latest-results/pylsp-mypy-20260909T060548Z-responses.jsonl rename to latest-results/pylsp-mypy-20260910T060546Z-responses.jsonl index 206234a..6999d4d 100644 --- a/latest-results/pylsp-mypy-20260909T060548Z-responses.jsonl +++ b/latest-results/pylsp-mypy-20260910T060546Z-responses.jsonl @@ -63,10 +63,10 @@ {"suite": "pandas", "label": "build report definition", "method": "textDocument/definition", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 16, "character": 17, "iteration": 3, "result": [{"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "range": {"start": {"line": 3, "character": 4}, "end": {"line": 3, "character": 16}}}]} {"suite": "pandas", "label": "build report definition", "method": "textDocument/definition", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 16, "character": 17, "iteration": 4, "result": [{"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "range": {"start": {"line": 3, "character": 4}, "end": {"line": 3, "character": 16}}}]} {"suite": "pandas", "label": "build report definition", "method": "textDocument/definition", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 16, "character": 17, "iteration": 5, "result": [{"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "range": {"start": {"line": 3, "character": 4}, "end": {"line": 3, "character": 16}}}]} -{"suite": "pandas", "label": "edit dataframe then complete (edit+completion)", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 17, "character": 39, "iteration": 1, "result": {"isIncomplete": false, "items": [{"label": "abs()", "kind": 3, "sortText": "aabs", "insertText": "abs", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add(other, axis, level, fill_value)", "kind": 3, "sortText": "aadd", "insertText": "add", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add_prefix(prefix, axis)", "kind": 3, "sortText": "aadd_prefix", "insertText": "add_prefix", "data": {"doc_uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py"}}, {"label": "add_suffix(suffix, axis)", "kind": 3, "sortText": "aadd_suffix", "insertText": 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"duration_ms": 0.02465599999368351, "success": true, - "started_at_unix": 1788934168.1034403, + "started_at_unix": 1789020682.4525375, "bytes_sent": 55, "bytes_received": 0, "request_id": null, diff --git a/latest-results/pyrefly-20260909T060548Z-responses.jsonl b/latest-results/pyrefly-20260910T060546Z-responses.jsonl similarity index 99% rename from latest-results/pyrefly-20260909T060548Z-responses.jsonl rename to latest-results/pyrefly-20260910T060546Z-responses.jsonl index 88c8326..3d1a9d3 100644 --- a/latest-results/pyrefly-20260909T060548Z-responses.jsonl +++ b/latest-results/pyrefly-20260910T060546Z-responses.jsonl @@ -128,36 +128,36 @@ {"suite": "tsp_core", "label": "builtins semantic tokens", "method": "typeServer/semanticTokens", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/tsp_core/src/builtins_basic.py", "line": 0, "character": 0, "iteration": 3, "result": {"data": [0, 0, 5, 10, 1, 0, 5, 1, 2, 0, 0, 2, 3, 5, 0, 0, 4, 1, 2, 0, 0, 2, 1, 4, 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"08.9999.try"}, {"label": "while", "kind": 14, "sortText": "08.9999.while"}, {"label": "with", "kind": 14, "sortText": "08.9999.with"}, {"label": "async", "kind": 14, "sortText": "08.9999.async"}, {"label": "await", "kind": 14, "sortText": "08.9999.await"}, {"label": "case", "kind": 14, "sortText": "08.9999.case"}, {"label": "match", "kind": 14, "sortText": "08.9999.match"}], "isIncomplete": true}} {"suite": "data_science", "label": "dataframe describe hover", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/data_science/src/analysis.py", "line": 6, "character": 19, "iteration": 1, "result": {"contents": {"kind": "plaintext", "value": "class DataFrame(\n data: Unknown | None = None,\n index: Axes | None = None,\n columns: Axes | None = None,\n dtype: Dtype | None = None,\n copy: bool | None = None\n)\n\nTwo-dimensional, size-mutable, potentially heterogeneous tabular data.\n\nData structure also contains labeled axes (rows and columns).\nArithmetic operations align on both row and column labels. Can be\nthought of as a dict-like container for Series objects. The primary\npandas data structure.\n\nParameters\n----------\ndata : ndarray (structured or homogeneous), Iterable, dict, or DataFrame\n Dict can contain Series, arrays, constants, dataclass or list-like objects. If\n data is a dict, column order follows insertion-order. If a dict contains Series\n which have an index defined, it is aligned by its index. This alignment also\n occurs if data is a Series or a DataFrame itself. Alignment is done on\n Series/DataFrame inputs.\n\n If data is a list of dicts, column order follows insertion-order.\n\nindex : Index or array-like\n Index to use for resulting frame. Will default to RangeIndex if\n no indexing information part of input data and no index provided.\ncolumns : Index or array-like\n Column labels to use for resulting frame when data does not have them,\n defaulting to RangeIndex(0, 1, 2, ..., n). If data contains column labels,\n will perform column selection instead.\ndtype : dtype, default None\n Data type to force. Only a single dtype is allowed. If None, infer.\ncopy : bool or None, default None\n Copy data from inputs.\n For dict data, the default of None behaves like ``copy=True``. For DataFrame\n or 2d ndarray input, the default of None behaves like ``copy=False``.\n If data is a dict containing one or more Series (possibly of different dtypes),\n ``copy=False`` will ensure that these inputs are not copied.\n\n .. versionchanged:: 1.3.0\n\nSee Also\n--------\nDataFrame.from_records : Constructor from tuples, also record arrays.\nDataFrame.from_dict : From dicts of Series, arrays, or dicts.\nread_csv : Read a comma-separated values (csv) file into DataFrame.\nread_table : Read general delimited file into DataFrame.\nread_clipboard : Read text from clipboard into DataFrame.\n\nNotes\n-----\nPlease reference the :ref:`User Guide ` for more information.\n\nExamples\n--------\nConstructing DataFrame from a dictionary.\n\n>>> d = {'col1': [1, 2], 'col2': [3, 4]}\n>>> df = pd.DataFrame(data=d)\n>>> df\n col1 col2\n0 1 3\n1 2 4\n\nNotice that the inferred dtype is int64.\n\n>>> df.dtypes\ncol1 int64\ncol2 int64\ndtype: object\n\nTo enforce a single dtype:\n\n>>> df = pd.DataFrame(data=d, dtype=np.int8)\n>>> df.dtypes\ncol1 int8\ncol2 int8\ndtype: object\n\nConstructing DataFrame from a dictionary including Series:\n\n>>> d = {'col1': [0, 1, 2, 3], 'col2': pd.Series([2, 3], index=[2, 3])}\n>>> pd.DataFrame(data=d, index=[0, 1, 2, 3])\n col1 col2\n0 0 NaN\n1 1 NaN\n2 2 2.0\n3 3 3.0\n\nConstructing DataFrame from numpy ndarray:\n\n>>> df2 = pd.DataFrame(np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]]),\n... columns=['a', 'b', 'c'])\n>>> df2\n a b c\n0 1 2 3\n1 4 5 6\n2 7 8 9\n\nConstructing DataFrame from a numpy ndarray that has labeled columns:\n\n>>> data = np.array([(1, 2, 3), (4, 5, 6), (7, 8, 9)],\n... dtype=[(\"a\", \"i4\"), (\"b\", \"i4\"), (\"c\", \"i4\")])\n>>> df3 = pd.DataFrame(data, columns=['c', 'a'])\n...\n>>> df3\n c a\n0 3 1\n1 6 4\n2 9 7\n\nConstructing DataFrame from dataclass:\n\n>>> from dataclasses import make_dataclass\n>>> Point = make_dataclass(\"Point\", [(\"x\", int), (\"y\", int)])\n>>> pd.DataFrame([Point(0, 0), Point(0, 3), Point(2, 3)])\n x y\n0 0 0\n1 0 3\n2 2 3\n\nConstructing DataFrame from Series/DataFrame:\n\n>>> ser = pd.Series([1, 2, 3], index=[\"a\", \"b\", \"c\"])\n>>> df = pd.DataFrame(data=ser, index=[\"a\", \"c\"])\n>>> df\n 0\na 1\nc 3\n\n>>> df1 = pd.DataFrame([1, 2, 3], index=[\"a\", \"b\", \"c\"], columns=[\"x\"])\n>>> df2 = pd.DataFrame(data=df1, index=[\"a\", \"c\"])\n>>> df2\n x\na 1\nc 3"}, "range": {"start": {"line": 6, "character": 15}, "end": {"line": 6, "character": 24}}}} {"suite": "data_science", "label": "dataframe describe hover", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/data_science/src/analysis.py", "line": 6, "character": 19, "iteration": 2, "result": {"contents": {"kind": "plaintext", "value": "class DataFrame(\n data: Unknown | None = None,\n index: Axes | None = None,\n columns: Axes | None = None,\n dtype: Dtype | None = None,\n copy: bool | None = None\n)\n\nTwo-dimensional, size-mutable, potentially heterogeneous tabular data.\n\nData structure also contains labeled axes (rows and columns).\nArithmetic operations align on both row and column labels. Can be\nthought of as a dict-like container for Series objects. The primary\npandas data structure.\n\nParameters\n----------\ndata : ndarray (structured or homogeneous), Iterable, dict, or DataFrame\n Dict can contain Series, arrays, constants, dataclass or list-like objects. If\n data is a dict, column order follows insertion-order. If a dict contains Series\n which have an index defined, it is aligned by its index. This alignment also\n occurs if data is a Series or a DataFrame itself. Alignment is done on\n Series/DataFrame inputs.\n\n If data is a list of dicts, column order follows insertion-order.\n\nindex : Index or array-like\n Index to use for resulting frame. Will default to RangeIndex if\n no indexing information part of input data and no index provided.\ncolumns : Index or array-like\n Column labels to use for resulting frame when data does not have them,\n defaulting to RangeIndex(0, 1, 2, ..., n). If data contains column labels,\n will perform column selection instead.\ndtype : dtype, default None\n Data type to force. Only a single dtype is allowed. If None, infer.\ncopy : bool or None, default None\n Copy data from inputs.\n For dict data, the default of None behaves like ``copy=True``. For DataFrame\n or 2d ndarray input, the default of None behaves like ``copy=False``.\n If data is a dict containing one or more Series (possibly of different dtypes),\n ``copy=False`` will ensure that these inputs are not copied.\n\n .. versionchanged:: 1.3.0\n\nSee Also\n--------\nDataFrame.from_records : Constructor from tuples, also record arrays.\nDataFrame.from_dict : From dicts of Series, arrays, or dicts.\nread_csv : Read a comma-separated values (csv) file into DataFrame.\nread_table : Read general delimited file into DataFrame.\nread_clipboard : Read text from clipboard into DataFrame.\n\nNotes\n-----\nPlease reference the :ref:`User Guide ` for more information.\n\nExamples\n--------\nConstructing DataFrame from a dictionary.\n\n>>> d = {'col1': [1, 2], 'col2': [3, 4]}\n>>> df = pd.DataFrame(data=d)\n>>> df\n col1 col2\n0 1 3\n1 2 4\n\nNotice that the inferred dtype is int64.\n\n>>> df.dtypes\ncol1 int64\ncol2 int64\ndtype: object\n\nTo enforce a single dtype:\n\n>>> df = pd.DataFrame(data=d, dtype=np.int8)\n>>> df.dtypes\ncol1 int8\ncol2 int8\ndtype: object\n\nConstructing DataFrame from a dictionary including Series:\n\n>>> d = {'col1': [0, 1, 2, 3], 'col2': pd.Series([2, 3], index=[2, 3])}\n>>> pd.DataFrame(data=d, index=[0, 1, 2, 3])\n col1 col2\n0 0 NaN\n1 1 NaN\n2 2 2.0\n3 3 3.0\n\nConstructing DataFrame from numpy ndarray:\n\n>>> df2 = pd.DataFrame(np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]]),\n... columns=['a', 'b', 'c'])\n>>> df2\n a b c\n0 1 2 3\n1 4 5 6\n2 7 8 9\n\nConstructing DataFrame from a numpy ndarray that has labeled columns:\n\n>>> data = np.array([(1, 2, 3), (4, 5, 6), (7, 8, 9)],\n... dtype=[(\"a\", \"i4\"), (\"b\", \"i4\"), (\"c\", \"i4\")])\n>>> df3 = pd.DataFrame(data, columns=['c', 'a'])\n...\n>>> df3\n c a\n0 3 1\n1 6 4\n2 9 7\n\nConstructing DataFrame from dataclass:\n\n>>> from dataclasses import make_dataclass\n>>> Point = make_dataclass(\"Point\", [(\"x\", int), (\"y\", int)])\n>>> pd.DataFrame([Point(0, 0), Point(0, 3), Point(2, 3)])\n x y\n0 0 0\n1 0 3\n2 2 3\n\nConstructing DataFrame from Series/DataFrame:\n\n>>> ser = pd.Series([1, 2, 3], index=[\"a\", \"b\", \"c\"])\n>>> df = pd.DataFrame(data=ser, index=[\"a\", \"c\"])\n>>> df\n 0\na 1\nc 3\n\n>>> df1 = pd.DataFrame([1, 2, 3], index=[\"a\", \"b\", \"c\"], columns=[\"x\"])\n>>> df2 = pd.DataFrame(data=df1, index=[\"a\", \"c\"])\n>>> df2\n x\na 1\nc 3"}, "range": {"start": {"line": 6, "character": 15}, "end": {"line": 6, "character": 24}}}} {"suite": "data_science", "label": "dataframe describe hover", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/data_science/src/analysis.py", "line": 6, "character": 19, "iteration": 3, "result": {"contents": {"kind": "plaintext", "value": "class DataFrame(\n data: Unknown | None = None,\n index: Axes | None = None,\n columns: Axes | None = None,\n dtype: Dtype | None = None,\n copy: bool | None = None\n)\n\nTwo-dimensional, size-mutable, potentially heterogeneous tabular data.\n\nData structure also contains labeled axes (rows and columns).\nArithmetic operations align on both row and column labels. Can be\nthought of as a dict-like container for Series objects. The primary\npandas data structure.\n\nParameters\n----------\ndata : ndarray (structured or homogeneous), Iterable, dict, or DataFrame\n Dict can contain Series, arrays, constants, dataclass or list-like objects. If\n data is a dict, column order follows insertion-order. If a dict contains Series\n which have an index defined, it is aligned by its index. This alignment also\n occurs if data is a Series or a DataFrame itself. Alignment is done on\n Series/DataFrame inputs.\n\n If data is a list of dicts, column order follows insertion-order.\n\nindex : Index or array-like\n Index to use for resulting frame. Will default to RangeIndex if\n no indexing information part of input data and no index provided.\ncolumns : Index or array-like\n Column labels to use for resulting frame when data does not have them,\n defaulting to RangeIndex(0, 1, 2, ..., n). If data contains column labels,\n will perform column selection instead.\ndtype : dtype, default None\n Data type to force. Only a single dtype is allowed. If None, infer.\ncopy : bool or None, default None\n Copy data from inputs.\n For dict data, the default of None behaves like ``copy=True``. For DataFrame\n or 2d ndarray input, the default of None behaves like ``copy=False``.\n If data is a dict containing one or more Series (possibly of different dtypes),\n ``copy=False`` will ensure that these inputs are not copied.\n\n .. versionchanged:: 1.3.0\n\nSee Also\n--------\nDataFrame.from_records : Constructor from tuples, also record arrays.\nDataFrame.from_dict : From dicts of Series, arrays, or dicts.\nread_csv : Read a comma-separated values (csv) file into DataFrame.\nread_table : Read general delimited file into DataFrame.\nread_clipboard : Read text from clipboard into DataFrame.\n\nNotes\n-----\nPlease reference the :ref:`User Guide ` for more information.\n\nExamples\n--------\nConstructing DataFrame from a dictionary.\n\n>>> d = {'col1': [1, 2], 'col2': [3, 4]}\n>>> df = pd.DataFrame(data=d)\n>>> df\n col1 col2\n0 1 3\n1 2 4\n\nNotice that the inferred dtype is int64.\n\n>>> df.dtypes\ncol1 int64\ncol2 int64\ndtype: object\n\nTo enforce a single dtype:\n\n>>> df = pd.DataFrame(data=d, dtype=np.int8)\n>>> df.dtypes\ncol1 int8\ncol2 int8\ndtype: object\n\nConstructing DataFrame from a dictionary including Series:\n\n>>> d = {'col1': [0, 1, 2, 3], 'col2': pd.Series([2, 3], index=[2, 3])}\n>>> pd.DataFrame(data=d, index=[0, 1, 2, 3])\n col1 col2\n0 0 NaN\n1 1 NaN\n2 2 2.0\n3 3 3.0\n\nConstructing DataFrame from numpy ndarray:\n\n>>> df2 = pd.DataFrame(np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]]),\n... columns=['a', 'b', 'c'])\n>>> df2\n a b c\n0 1 2 3\n1 4 5 6\n2 7 8 9\n\nConstructing DataFrame from a numpy ndarray that has labeled columns:\n\n>>> data = np.array([(1, 2, 3), (4, 5, 6), (7, 8, 9)],\n... dtype=[(\"a\", \"i4\"), (\"b\", \"i4\"), (\"c\", \"i4\")])\n>>> df3 = pd.DataFrame(data, columns=['c', 'a'])\n...\n>>> df3\n c a\n0 3 1\n1 6 4\n2 9 7\n\nConstructing DataFrame from dataclass:\n\n>>> from dataclasses import make_dataclass\n>>> Point = make_dataclass(\"Point\", [(\"x\", int), (\"y\", int)])\n>>> pd.DataFrame([Point(0, 0), Point(0, 3), Point(2, 3)])\n x y\n0 0 0\n1 0 3\n2 2 3\n\nConstructing DataFrame from Series/DataFrame:\n\n>>> ser = pd.Series([1, 2, 3], index=[\"a\", \"b\", \"c\"])\n>>> df = pd.DataFrame(data=ser, index=[\"a\", \"c\"])\n>>> df\n 0\na 1\nc 3\n\n>>> df1 = pd.DataFrame([1, 2, 3], index=[\"a\", \"b\", \"c\"], columns=[\"x\"])\n>>> df2 = pd.DataFrame(data=df1, index=[\"a\", \"c\"])\n>>> df2\n x\na 1\nc 3"}, "range": {"start": {"line": 6, "character": 15}, "end": {"line": 6, "character": 24}}}} @@ -13,21 +13,21 @@ {"suite": "data_science", "label": "summarize definition", "method": "textDocument/definition", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/data_science/src/analysis.py", "line": 10, "character": 15, "iteration": 3, "result": [{"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/data_science/src/analysis.py", "range": {"start": {"line": 4, "character": 4}, "end": {"line": 4, "character": 13}}}]} {"suite": "data_science", 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"file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "position": {"line": 17, "character": 39}, "funcParensDisabled": true, "symbolLabel": "__annotations__"}}, {"label": "__class__", "kind": 10, "sortText": "14.9999.__class__", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "position": {"line": 17, "character": 39}, "funcParensDisabled": true, "symbolLabel": "__class__"}}, {"label": "__new__", "kind": 2, "sortText": "14.9999.__new__", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "position": {"line": 17, "character": 39}, "funcParensDisabled": true, "symbolLabel": "__new__"}}, {"label": "__delattr__", "kind": 2, "sortText": "14.9999.__delattr__", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "position": {"line": 17, "character": 39}, "funcParensDisabled": true, "symbolLabel": "__delattr__"}}, {"label": "__str__", "kind": 2, "sortText": "14.9999.__str__", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "position": {"line": 17, "character": 39}, "funcParensDisabled": true, "symbolLabel": "__str__"}}, {"label": "__format__", "kind": 2, "sortText": "14.9999.__format__", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "position": {"line": 17, "character": 39}, "funcParensDisabled": true, "symbolLabel": "__format__"}}, {"label": "__getattribute__", "kind": 2, "sortText": "14.9999.__getattribute__", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "position": {"line": 17, "character": 39}, "funcParensDisabled": true, "symbolLabel": "__getattribute__"}}, {"label": "__reduce__", "kind": 2, "sortText": "14.9999.__reduce__", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "position": {"line": 17, "character": 39}, "funcParensDisabled": true, "symbolLabel": "__reduce__"}}, {"label": "__reduce_ex__", "kind": 2, "sortText": "14.9999.__reduce_ex__", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "position": {"line": 17, "character": 39}, "funcParensDisabled": true, "symbolLabel": "__reduce_ex__"}}, {"label": "__init_subclass__", "kind": 2, "sortText": "14.9999.__init_subclass__", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "position": {"line": 17, "character": 39}, "funcParensDisabled": true, "symbolLabel": "__init_subclass__"}}, {"label": "__subclasshook__", "kind": 2, "sortText": "14.9999.__subclasshook__", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "position": {"line": 17, "character": 39}, "funcParensDisabled": true, "symbolLabel": "__subclasshook__"}}], "isIncomplete": true}} {"suite": "pandas", "label": "edit dataframe then hover (edit+hover)", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 17, "character": 20, "iteration": 1, "result": {"contents": {"kind": "plaintext", "value": "(method) def drop(\n labels: IndexLabel = ...,\n *,\n axis: Axis = ...,\n index: IndexLabel = ...,\n columns: IndexLabel = ...,\n level: Level = ...,\n inplace: Literal[False] = ...,\n errors: IgnoreRaise = ...\n) -> DataFrame\n\nDrop specified labels from rows or columns.\n\nRemove rows or columns by specifying label names and corresponding\naxis, or by directly specifying index or column names. When using a\nmulti-index, labels on different levels can be removed by specifying\nthe level. See the :ref:`user guide `\nfor more information about the now unused levels.\n\nParameters\n----------\nlabels : single label or list-like\n Index or column labels to drop. A tuple will be used as a single\n label and not treated as a list-like.\naxis : {0 or 'index', 1 or 'columns'}, default 0\n Whether to drop labels from the index (0 or 'index') or\n columns (1 or 'columns').\nindex : single label or list-like\n Alternative to specifying axis (``labels, axis=0``\n is equivalent to ``index=labels``).\ncolumns : single label or list-like\n Alternative to specifying axis (``labels, axis=1``\n is equivalent to ``columns=labels``).\nlevel : int or level name, optional\n For MultiIndex, level from which the labels will be removed.\ninplace : bool, default False\n If False, return a copy. Otherwise, do operation\n in place and return None.\nerrors : {'ignore', 'raise'}, default 'raise'\n If 'ignore', suppress error and only existing labels are\n dropped.\n\nReturns\n-------\nDataFrame or None\n Returns DataFrame or None DataFrame with the specified\n index or column labels removed or None if inplace=True.\n\nRaises\n------\nKeyError\n If any of the labels is not found in the selected axis.\n\nSee Also\n--------\nDataFrame.loc : Label-location based indexer for selection by label.\nDataFrame.dropna : Return DataFrame with labels on given axis omitted\n where (all or any) data are missing.\nDataFrame.drop_duplicates : Return DataFrame with duplicate rows\n removed, optionally only considering certain columns.\nSeries.drop : Return Series with specified index labels removed.\n\nExamples\n--------\n>>> df = pd.DataFrame(np.arange(12).reshape(3, 4),\n... columns=['A', 'B', 'C', 'D'])\n>>> df\n A B C D\n0 0 1 2 3\n1 4 5 6 7\n2 8 9 10 11\n\nDrop columns\n\n>>> df.drop(['B', 'C'], axis=1)\n A D\n0 0 3\n1 4 7\n2 8 11\n\n>>> df.drop(columns=['B', 'C'])\n A D\n0 0 3\n1 4 7\n2 8 11\n\nDrop a row by index\n\n>>> df.drop([0, 1])\n A B C D\n2 8 9 10 11\n\nDrop columns and/or rows of MultiIndex DataFrame\n\n>>> midx = pd.MultiIndex(levels=[['llama', 'cow', 'falcon'],\n... ['speed', 'weight', 'length']],\n... codes=[[0, 0, 0, 1, 1, 1, 2, 2, 2],\n... [0, 1, 2, 0, 1, 2, 0, 1, 2]])\n>>> df = pd.DataFrame(index=midx, columns=['big', 'small'],\n... data=[[45, 30], [200, 100], [1.5, 1], [30, 20],\n... [250, 150], [1.5, 0.8], [320, 250],\n... [1, 0.8], [0.3, 0.2]])\n>>> df\n big small\nllama speed 45.0 30.0\n weight 200.0 100.0\n length 1.5 1.0\ncow speed 30.0 20.0\n weight 250.0 150.0\n length 1.5 0.8\nfalcon speed 320.0 250.0\n weight 1.0 0.8\n length 0.3 0.2\n\nDrop a specific index combination from the MultiIndex\nDataFrame, i.e., drop the combination ``'falcon'`` and\n``'weight'``, which deletes only the corresponding row\n\n>>> df.drop(index=('falcon', 'weight'))\n big small\nllama speed 45.0 30.0\n weight 200.0 100.0\n length 1.5 1.0\ncow speed 30.0 20.0\n weight 250.0 150.0\n length 1.5 0.8\nfalcon speed 320.0 250.0\n length 0.3 0.2\n\n>>> df.drop(index='cow', columns='small')\n big\nllama speed 45.0\n weight 200.0\n length 1.5\nfalcon speed 320.0\n weight 1.0\n length 0.3\n\n>>> df.drop(index='length', level=1)\n big small\nllama speed 45.0 30.0\n weight 200.0 100.0\ncow speed 30.0 20.0\n weight 250.0 150.0\nfalcon speed 320.0 250.0\n weight 1.0 0.8"}, "range": {"start": {"line": 17, "character": 16}, "end": {"line": 17, "character": 20}}}} {"suite": "pandas", "label": "edit dataframe then hover (edit+hover)", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 17, "character": 20, "iteration": 2, "result": {"contents": {"kind": "plaintext", "value": "(method) def drop(\n labels: IndexLabel = ...,\n *,\n axis: Axis = ...,\n index: IndexLabel = ...,\n columns: IndexLabel = ...,\n level: Level = ...,\n inplace: Literal[False] = ...,\n errors: IgnoreRaise = ...\n) -> DataFrame\n\nDrop specified labels from rows or columns.\n\nRemove rows or columns by specifying label names and corresponding\naxis, or by directly specifying index or column names. When using a\nmulti-index, labels on different levels can be removed by specifying\nthe level. See the :ref:`user guide `\nfor more information about the now unused levels.\n\nParameters\n----------\nlabels : single label or list-like\n Index or column labels to drop. A tuple will be used as a single\n label and not treated as a list-like.\naxis : {0 or 'index', 1 or 'columns'}, default 0\n Whether to drop labels from the index (0 or 'index') or\n columns (1 or 'columns').\nindex : single label or list-like\n Alternative to specifying axis (``labels, axis=0``\n is equivalent to ``index=labels``).\ncolumns : single label or list-like\n Alternative to specifying axis (``labels, axis=1``\n is equivalent to ``columns=labels``).\nlevel : int or level name, optional\n For MultiIndex, level from which the labels will be removed.\ninplace : bool, default False\n If False, return a copy. Otherwise, do operation\n in place and return None.\nerrors : {'ignore', 'raise'}, default 'raise'\n If 'ignore', suppress error and only existing labels are\n dropped.\n\nReturns\n-------\nDataFrame or None\n Returns DataFrame or None DataFrame with the specified\n index or column labels removed or None if inplace=True.\n\nRaises\n------\nKeyError\n If any of the labels is not found in the selected axis.\n\nSee Also\n--------\nDataFrame.loc : Label-location based indexer for selection by label.\nDataFrame.dropna : Return DataFrame with labels on given axis omitted\n where (all or any) data are missing.\nDataFrame.drop_duplicates : Return DataFrame with duplicate rows\n removed, optionally only considering certain columns.\nSeries.drop : Return Series with specified index labels removed.\n\nExamples\n--------\n>>> df = pd.DataFrame(np.arange(12).reshape(3, 4),\n... columns=['A', 'B', 'C', 'D'])\n>>> df\n A B C D\n0 0 1 2 3\n1 4 5 6 7\n2 8 9 10 11\n\nDrop columns\n\n>>> df.drop(['B', 'C'], axis=1)\n A D\n0 0 3\n1 4 7\n2 8 11\n\n>>> df.drop(columns=['B', 'C'])\n A D\n0 0 3\n1 4 7\n2 8 11\n\nDrop a row by index\n\n>>> df.drop([0, 1])\n A B C D\n2 8 9 10 11\n\nDrop columns and/or rows of MultiIndex DataFrame\n\n>>> midx = pd.MultiIndex(levels=[['llama', 'cow', 'falcon'],\n... ['speed', 'weight', 'length']],\n... codes=[[0, 0, 0, 1, 1, 1, 2, 2, 2],\n... [0, 1, 2, 0, 1, 2, 0, 1, 2]])\n>>> df = pd.DataFrame(index=midx, columns=['big', 'small'],\n... data=[[45, 30], [200, 100], [1.5, 1], [30, 20],\n... [250, 150], [1.5, 0.8], [320, 250],\n... [1, 0.8], [0.3, 0.2]])\n>>> df\n big small\nllama speed 45.0 30.0\n weight 200.0 100.0\n length 1.5 1.0\ncow speed 30.0 20.0\n weight 250.0 150.0\n length 1.5 0.8\nfalcon speed 320.0 250.0\n weight 1.0 0.8\n length 0.3 0.2\n\nDrop a specific index combination from the MultiIndex\nDataFrame, i.e., drop the combination ``'falcon'`` and\n``'weight'``, which deletes only the corresponding row\n\n>>> df.drop(index=('falcon', 'weight'))\n big small\nllama speed 45.0 30.0\n weight 200.0 100.0\n length 1.5 1.0\ncow speed 30.0 20.0\n weight 250.0 150.0\n length 1.5 0.8\nfalcon speed 320.0 250.0\n length 0.3 0.2\n\n>>> df.drop(index='cow', columns='small')\n big\nllama speed 45.0\n weight 200.0\n length 1.5\nfalcon speed 320.0\n weight 1.0\n length 0.3\n\n>>> df.drop(index='length', level=1)\n big small\nllama speed 45.0 30.0\n weight 200.0 100.0\ncow speed 30.0 20.0\n weight 250.0 150.0\nfalcon speed 320.0 250.0\n weight 1.0 0.8"}, "range": {"start": {"line": 17, "character": 16}, "end": {"line": 17, "character": 20}}}} {"suite": "pandas", "label": "edit dataframe then hover (edit+hover)", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 17, "character": 20, "iteration": 3, "result": {"contents": {"kind": "plaintext", "value": "(method) def drop(\n labels: IndexLabel = ...,\n *,\n axis: Axis = ...,\n index: IndexLabel = ...,\n columns: IndexLabel = ...,\n level: Level = ...,\n inplace: Literal[False] = ...,\n errors: IgnoreRaise = ...\n) -> DataFrame\n\nDrop specified labels from rows or columns.\n\nRemove rows or columns by specifying label names and corresponding\naxis, or by directly specifying index or column names. When using a\nmulti-index, labels on different levels can be removed by specifying\nthe level. See the :ref:`user guide `\nfor more information about the now unused levels.\n\nParameters\n----------\nlabels : single label or list-like\n Index or column labels to drop. A tuple will be used as a single\n label and not treated as a list-like.\naxis : {0 or 'index', 1 or 'columns'}, default 0\n Whether to drop labels from the index (0 or 'index') or\n columns (1 or 'columns').\nindex : single label or list-like\n Alternative to specifying axis (``labels, axis=0``\n is equivalent to ``index=labels``).\ncolumns : single label or list-like\n Alternative to specifying axis (``labels, axis=1``\n is equivalent to ``columns=labels``).\nlevel : int or level name, optional\n For MultiIndex, level from which the labels will be removed.\ninplace : bool, default False\n If False, return a copy. Otherwise, do operation\n in place and return None.\nerrors : {'ignore', 'raise'}, default 'raise'\n If 'ignore', suppress error and only existing labels are\n dropped.\n\nReturns\n-------\nDataFrame or None\n Returns DataFrame or None DataFrame with the specified\n index or column labels removed or None if inplace=True.\n\nRaises\n------\nKeyError\n If any of the labels is not found in the selected axis.\n\nSee Also\n--------\nDataFrame.loc : Label-location based indexer for selection by label.\nDataFrame.dropna : Return DataFrame with labels on given axis omitted\n where (all or any) data are missing.\nDataFrame.drop_duplicates : Return DataFrame with duplicate rows\n removed, optionally only considering certain columns.\nSeries.drop : Return Series with specified index labels removed.\n\nExamples\n--------\n>>> df = pd.DataFrame(np.arange(12).reshape(3, 4),\n... columns=['A', 'B', 'C', 'D'])\n>>> df\n A B C D\n0 0 1 2 3\n1 4 5 6 7\n2 8 9 10 11\n\nDrop columns\n\n>>> df.drop(['B', 'C'], axis=1)\n A D\n0 0 3\n1 4 7\n2 8 11\n\n>>> df.drop(columns=['B', 'C'])\n A D\n0 0 3\n1 4 7\n2 8 11\n\nDrop a row by index\n\n>>> df.drop([0, 1])\n A B C D\n2 8 9 10 11\n\nDrop columns and/or rows of MultiIndex DataFrame\n\n>>> midx = pd.MultiIndex(levels=[['llama', 'cow', 'falcon'],\n... ['speed', 'weight', 'length']],\n... codes=[[0, 0, 0, 1, 1, 1, 2, 2, 2],\n... [0, 1, 2, 0, 1, 2, 0, 1, 2]])\n>>> df = pd.DataFrame(index=midx, columns=['big', 'small'],\n... data=[[45, 30], [200, 100], [1.5, 1], [30, 20],\n... [250, 150], [1.5, 0.8], [320, 250],\n... [1, 0.8], [0.3, 0.2]])\n>>> df\n big small\nllama speed 45.0 30.0\n weight 200.0 100.0\n length 1.5 1.0\ncow speed 30.0 20.0\n weight 250.0 150.0\n length 1.5 0.8\nfalcon speed 320.0 250.0\n weight 1.0 0.8\n length 0.3 0.2\n\nDrop a specific index combination from the MultiIndex\nDataFrame, i.e., drop the combination ``'falcon'`` and\n``'weight'``, which deletes only the corresponding row\n\n>>> df.drop(index=('falcon', 'weight'))\n big small\nllama speed 45.0 30.0\n weight 200.0 100.0\n length 1.5 1.0\ncow speed 30.0 20.0\n weight 250.0 150.0\n length 1.5 0.8\nfalcon speed 320.0 250.0\n length 0.3 0.2\n\n>>> df.drop(index='cow', columns='small')\n big\nllama speed 45.0\n weight 200.0\n length 1.5\nfalcon speed 320.0\n weight 1.0\n length 0.3\n\n>>> df.drop(index='length', level=1)\n big small\nllama speed 45.0 30.0\n weight 200.0 100.0\ncow speed 30.0 20.0\n weight 250.0 150.0\nfalcon speed 320.0 250.0\n weight 1.0 0.8"}, "range": {"start": {"line": 17, "character": 16}, "end": {"line": 17, "character": 20}}}} {"suite": "pandas", "label": "edit dataframe then hover (edit+hover)", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 17, "character": 20, "iteration": 4, "result": {"contents": {"kind": "plaintext", "value": "(method) def drop(\n labels: IndexLabel = ...,\n *,\n axis: Axis = ...,\n index: IndexLabel = ...,\n columns: IndexLabel = ...,\n level: Level = ...,\n inplace: Literal[False] = ...,\n errors: IgnoreRaise = ...\n) -> DataFrame\n\nDrop specified labels from rows or columns.\n\nRemove rows or columns by specifying label names and corresponding\naxis, or by directly specifying index or column names. When using a\nmulti-index, labels on different levels can be removed by specifying\nthe level. See the :ref:`user guide `\nfor more information about the now unused levels.\n\nParameters\n----------\nlabels : single label or list-like\n Index or column labels to drop. A tuple will be used as a single\n label and not treated as a list-like.\naxis : {0 or 'index', 1 or 'columns'}, default 0\n Whether to drop labels from the index (0 or 'index') or\n columns (1 or 'columns').\nindex : single label or list-like\n Alternative to specifying axis (``labels, axis=0``\n is equivalent to ``index=labels``).\ncolumns : single label or list-like\n Alternative to specifying axis (``labels, axis=1``\n is equivalent to ``columns=labels``).\nlevel : int or level name, optional\n For MultiIndex, level from which the labels will be removed.\ninplace : bool, default False\n If False, return a copy. Otherwise, do operation\n in place and return None.\nerrors : {'ignore', 'raise'}, default 'raise'\n If 'ignore', suppress error and only existing labels are\n dropped.\n\nReturns\n-------\nDataFrame or None\n Returns DataFrame or None DataFrame with the specified\n index or column labels removed or None if inplace=True.\n\nRaises\n------\nKeyError\n If any of the labels is not found in the selected axis.\n\nSee Also\n--------\nDataFrame.loc : Label-location based indexer for selection by label.\nDataFrame.dropna : Return DataFrame with labels on given axis omitted\n where (all or any) data are missing.\nDataFrame.drop_duplicates : Return DataFrame with duplicate rows\n removed, optionally only considering certain columns.\nSeries.drop : Return Series with specified index labels removed.\n\nExamples\n--------\n>>> df = pd.DataFrame(np.arange(12).reshape(3, 4),\n... columns=['A', 'B', 'C', 'D'])\n>>> df\n A B C D\n0 0 1 2 3\n1 4 5 6 7\n2 8 9 10 11\n\nDrop columns\n\n>>> df.drop(['B', 'C'], axis=1)\n A D\n0 0 3\n1 4 7\n2 8 11\n\n>>> df.drop(columns=['B', 'C'])\n A D\n0 0 3\n1 4 7\n2 8 11\n\nDrop a row by index\n\n>>> df.drop([0, 1])\n A B C D\n2 8 9 10 11\n\nDrop columns and/or rows of MultiIndex DataFrame\n\n>>> midx = pd.MultiIndex(levels=[['llama', 'cow', 'falcon'],\n... ['speed', 'weight', 'length']],\n... codes=[[0, 0, 0, 1, 1, 1, 2, 2, 2],\n... [0, 1, 2, 0, 1, 2, 0, 1, 2]])\n>>> df = pd.DataFrame(index=midx, columns=['big', 'small'],\n... data=[[45, 30], [200, 100], [1.5, 1], [30, 20],\n... [250, 150], [1.5, 0.8], [320, 250],\n... [1, 0.8], [0.3, 0.2]])\n>>> df\n big small\nllama speed 45.0 30.0\n weight 200.0 100.0\n length 1.5 1.0\ncow speed 30.0 20.0\n weight 250.0 150.0\n length 1.5 0.8\nfalcon speed 320.0 250.0\n weight 1.0 0.8\n length 0.3 0.2\n\nDrop a specific index combination from the MultiIndex\nDataFrame, i.e., drop the combination ``'falcon'`` and\n``'weight'``, which deletes only the corresponding row\n\n>>> df.drop(index=('falcon', 'weight'))\n big small\nllama speed 45.0 30.0\n weight 200.0 100.0\n length 1.5 1.0\ncow speed 30.0 20.0\n weight 250.0 150.0\n length 1.5 0.8\nfalcon speed 320.0 250.0\n length 0.3 0.2\n\n>>> df.drop(index='cow', columns='small')\n big\nllama speed 45.0\n weight 200.0\n length 1.5\nfalcon speed 320.0\n weight 1.0\n length 0.3\n\n>>> df.drop(index='length', level=1)\n big small\nllama speed 45.0 30.0\n weight 200.0 100.0\ncow speed 30.0 20.0\n weight 250.0 150.0\nfalcon speed 320.0 250.0\n weight 1.0 0.8"}, "range": {"start": {"line": 17, "character": 16}, "end": {"line": 17, "character": 20}}}} {"suite": "pandas", "label": "edit dataframe then hover (edit+hover)", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/pandas/src/report.py", "line": 17, "character": 20, "iteration": 5, "result": {"contents": {"kind": "plaintext", "value": "(method) def drop(\n labels: IndexLabel = ...,\n *,\n axis: Axis = ...,\n index: IndexLabel = ...,\n columns: IndexLabel = ...,\n level: Level = ...,\n inplace: Literal[False] = ...,\n errors: IgnoreRaise = ...\n) -> DataFrame\n\nDrop specified labels from rows or columns.\n\nRemove rows or columns by specifying label names and corresponding\naxis, or by directly specifying index or column names. When using a\nmulti-index, labels on different levels can be removed by specifying\nthe level. See the :ref:`user guide `\nfor more information about the now unused levels.\n\nParameters\n----------\nlabels : single label or list-like\n Index or column labels to drop. A tuple will be used as a single\n label and not treated as a list-like.\naxis : {0 or 'index', 1 or 'columns'}, default 0\n Whether to drop labels from the index (0 or 'index') or\n columns (1 or 'columns').\nindex : single label or list-like\n Alternative to specifying axis (``labels, axis=0``\n is equivalent to ``index=labels``).\ncolumns : single label or list-like\n Alternative to specifying axis (``labels, axis=1``\n is equivalent to ``columns=labels``).\nlevel : int or level name, optional\n For MultiIndex, level from which the labels will be removed.\ninplace : bool, default False\n If False, return a copy. Otherwise, do operation\n in place and return None.\nerrors : {'ignore', 'raise'}, default 'raise'\n If 'ignore', suppress error and only existing labels are\n dropped.\n\nReturns\n-------\nDataFrame or None\n Returns DataFrame or None DataFrame with the specified\n index or column labels removed or None if inplace=True.\n\nRaises\n------\nKeyError\n If any of the labels is not found in the selected axis.\n\nSee Also\n--------\nDataFrame.loc : Label-location based indexer for selection by label.\nDataFrame.dropna : Return DataFrame with labels on given axis omitted\n where (all or any) data are missing.\nDataFrame.drop_duplicates : Return DataFrame with duplicate rows\n removed, optionally only considering certain columns.\nSeries.drop : Return Series with specified index labels removed.\n\nExamples\n--------\n>>> df = pd.DataFrame(np.arange(12).reshape(3, 4),\n... columns=['A', 'B', 'C', 'D'])\n>>> df\n A B C D\n0 0 1 2 3\n1 4 5 6 7\n2 8 9 10 11\n\nDrop columns\n\n>>> df.drop(['B', 'C'], axis=1)\n A D\n0 0 3\n1 4 7\n2 8 11\n\n>>> df.drop(columns=['B', 'C'])\n A D\n0 0 3\n1 4 7\n2 8 11\n\nDrop a row by index\n\n>>> df.drop([0, 1])\n A B C D\n2 8 9 10 11\n\nDrop columns and/or rows of MultiIndex DataFrame\n\n>>> midx = pd.MultiIndex(levels=[['llama', 'cow', 'falcon'],\n... ['speed', 'weight', 'length']],\n... codes=[[0, 0, 0, 1, 1, 1, 2, 2, 2],\n... [0, 1, 2, 0, 1, 2, 0, 1, 2]])\n>>> df = pd.DataFrame(index=midx, columns=['big', 'small'],\n... data=[[45, 30], [200, 100], [1.5, 1], [30, 20],\n... [250, 150], [1.5, 0.8], [320, 250],\n... [1, 0.8], [0.3, 0.2]])\n>>> df\n big small\nllama speed 45.0 30.0\n weight 200.0 100.0\n length 1.5 1.0\ncow speed 30.0 20.0\n weight 250.0 150.0\n length 1.5 0.8\nfalcon speed 320.0 250.0\n weight 1.0 0.8\n length 0.3 0.2\n\nDrop a specific index combination from the MultiIndex\nDataFrame, i.e., drop the combination ``'falcon'`` and\n``'weight'``, which deletes only the corresponding row\n\n>>> df.drop(index=('falcon', 'weight'))\n big small\nllama speed 45.0 30.0\n weight 200.0 100.0\n length 1.5 1.0\ncow speed 30.0 20.0\n weight 250.0 150.0\n length 1.5 0.8\nfalcon speed 320.0 250.0\n length 0.3 0.2\n\n>>> df.drop(index='cow', columns='small')\n big\nllama speed 45.0\n weight 200.0\n length 1.5\nfalcon speed 320.0\n weight 1.0\n length 0.3\n\n>>> df.drop(index='length', level=1)\n big small\nllama speed 45.0 30.0\n weight 200.0 100.0\ncow speed 30.0 20.0\n weight 250.0 150.0\nfalcon speed 320.0 250.0\n weight 1.0 0.8"}, "range": {"start": {"line": 17, "character": 16}, "end": {"line": 17, "character": 20}}}} -{"suite": "sqlalchemy", "label": "query completion", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "line": 16, "character": 22, "iteration": 1, "result": {"items": [{"label": "SessionLocal", "kind": 6, "sortText": "11.9999.SessionLocal", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "position": {"line": 16, "character": 22}, "funcParensDisabled": true, "symbolLabel": "SessionLocal"}}], "isIncomplete": true}} -{"suite": "sqlalchemy", "label": "query completion", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "line": 16, "character": 22, "iteration": 2, "result": {"items": [{"label": "SessionLocal", "kind": 6, "sortText": "11.9999.SessionLocal", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "position": {"line": 16, "character": 22}, "funcParensDisabled": true, "symbolLabel": "SessionLocal"}}], "isIncomplete": true}} -{"suite": "sqlalchemy", "label": "query completion", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "line": 16, "character": 22, "iteration": 3, "result": {"items": [{"label": "SessionLocal", "kind": 6, "sortText": "11.9999.SessionLocal", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "position": {"line": 16, "character": 22}, "funcParensDisabled": true, "symbolLabel": "SessionLocal"}}], "isIncomplete": true}} -{"suite": "sqlalchemy", "label": "query completion", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "line": 16, "character": 22, "iteration": 4, "result": {"items": [{"label": "SessionLocal", "kind": 6, "sortText": "11.9999.SessionLocal", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "position": {"line": 16, "character": 22}, "funcParensDisabled": true, "symbolLabel": "SessionLocal"}}], "isIncomplete": true}} -{"suite": "sqlalchemy", "label": "query completion", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "line": 16, "character": 22, "iteration": 5, "result": {"items": [{"label": "SessionLocal", "kind": 6, "sortText": "11.9999.SessionLocal", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "position": {"line": 16, "character": 22}, "funcParensDisabled": true, "symbolLabel": "SessionLocal"}}], "isIncomplete": true}} +{"suite": "sqlalchemy", "label": "query completion", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "line": 16, "character": 22, "iteration": 1, "result": {"items": [{"label": "SessionLocal", "kind": 6, "sortText": "12.9999.SessionLocal", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "position": {"line": 16, "character": 22}, "funcParensDisabled": true, "symbolLabel": "SessionLocal"}}], "isIncomplete": true}} +{"suite": "sqlalchemy", "label": "query completion", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "line": 16, "character": 22, "iteration": 2, "result": {"items": [{"label": "SessionLocal", "kind": 6, "sortText": "12.9999.SessionLocal", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "position": {"line": 16, "character": 22}, "funcParensDisabled": true, "symbolLabel": "SessionLocal"}}], "isIncomplete": true}} +{"suite": "sqlalchemy", "label": "query completion", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "line": 16, "character": 22, "iteration": 3, "result": {"items": [{"label": "SessionLocal", "kind": 6, "sortText": "12.9999.SessionLocal", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "position": {"line": 16, "character": 22}, "funcParensDisabled": true, "symbolLabel": "SessionLocal"}}], "isIncomplete": true}} +{"suite": "sqlalchemy", "label": "query completion", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "line": 16, "character": 22, "iteration": 4, "result": {"items": [{"label": "SessionLocal", "kind": 6, "sortText": "12.9999.SessionLocal", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "position": {"line": 16, "character": 22}, "funcParensDisabled": true, "symbolLabel": "SessionLocal"}}], "isIncomplete": true}} +{"suite": "sqlalchemy", "label": "query completion", "method": "textDocument/completion", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "line": 16, "character": 22, "iteration": 5, "result": {"items": [{"label": "SessionLocal", "kind": 6, "sortText": "12.9999.SessionLocal", "data": {"uri": "file:///home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "position": {"line": 16, "character": 22}, "funcParensDisabled": true, "symbolLabel": "SessionLocal"}}], "isIncomplete": true}} {"suite": "sqlalchemy", "label": "sessionmaker hover", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "line": 12, "character": 27, "iteration": 1, "result": {"contents": {"kind": "plaintext", "value": "(function) def mapped_column(\n __name_pos: _TypeEngineArgument[Any] | str | SchemaEventTarget | None = None,\n __type_pos: _TypeEngineArgument[Any] | SchemaEventTarget | None = None,\n *args: SchemaEventTarget,\n init: _NoArg | bool = _NoArg.NO_ARG,\n repr: _NoArg | bool = _NoArg.NO_ARG,\n default: Any | None = _NoArg.NO_ARG,\n default_factory: _NoArg | (() -> _T@mapped_column) = _NoArg.NO_ARG,\n compare: _NoArg | bool = _NoArg.NO_ARG,\n kw_only: _NoArg | bool = _NoArg.NO_ARG,\n hash: _NoArg | bool | None = _NoArg.NO_ARG,\n nullable: bool | Literal[SchemaConst.NULL_UNSPECIFIED] | None = SchemaConst.NULL_UNSPECIFIED,\n primary_key: bool | None = False,\n deferred: _NoArg | bool = _NoArg.NO_ARG,\n deferred_group: str | None = None,\n deferred_raiseload: bool | None = None,\n use_existing_column: bool = False,\n name: str | None = None,\n type_: _TypeEngineArgument[Any] | None = None,\n autoincrement: _AutoIncrementType = \"auto\",\n doc: str | None = None,\n key: str | None = None,\n index: bool | None = None,\n unique: bool | None = None,\n info: _InfoType | None = None,\n onupdate: Any | None = None,\n insert_default: Any | None = _NoArg.NO_ARG,\n server_default: _ServerDefaultArgument | None = None,\n server_onupdate: _ServerOnUpdateArgument | None = None,\n active_history: bool = False,\n quote: bool | None = None,\n system: bool = False,\n comment: str | None = None,\n sort_order: _NoArg | int = _NoArg.NO_ARG,\n dataclass_metadata: _NoArg | Mapping[Any, Any] | None = _NoArg.NO_ARG,\n **kw: Any\n) -> MappedColumn[Any]\n\ndeclare a new ORM-mapped :class:`_schema.Column` construct\nfor use within :ref:`Declarative Table `\nconfiguration.\n\nThe :func:`_orm.mapped_column` function provides an ORM-aware and\nPython-typing-compatible construct which is used with\n:ref:`declarative ` mappings to indicate an\nattribute that's mapped to a Core :class:`_schema.Column` object. It\nprovides the equivalent feature as mapping an attribute to a\n:class:`_schema.Column` object directly when using Declarative,\nspecifically when using :ref:`Declarative Table `\nconfiguration.\n\n.. versionadded:: 2.0\n\n:func:`_orm.mapped_column` is normally used with explicit typing along with\nthe :class:`_orm.Mapped` annotation type, where it can derive the SQL\ntype and nullability for the column based on what's present within the\n:class:`_orm.Mapped` annotation. It also may be used without annotations\nas a drop-in replacement for how :class:`_schema.Column` is used in\nDeclarative mappings in SQLAlchemy 1.x style.\n\nFor usage examples of :func:`_orm.mapped_column`, see the documentation\nat :ref:`orm_declarative_table`.\n\n.. seealso::\n\n :ref:`orm_declarative_table` - complete documentation\n\n :ref:`whatsnew_20_orm_declarative_typing` - migration notes for\n Declarative mappings using 1.x style mappings\n\n:param __name: String name to give to the :class:`_schema.Column`. This\n is an optional, positional only argument that if present must be the\n first positional argument passed. If omitted, the attribute name to\n which the :func:`_orm.mapped_column` is mapped will be used as the SQL\n column name.\n:param __type: :class:`_types.TypeEngine` type or instance which will\n indicate the datatype to be associated with the :class:`_schema.Column`.\n This is an optional, positional-only argument that if present must\n immediately follow the ``__name`` parameter if present also, or otherwise\n be the first positional parameter. If omitted, the ultimate type for\n the column may be derived either from the annotated type, or if a\n :class:`_schema.ForeignKey` is present, from the datatype of the\n referenced column.\n:param \\*args: Additional positional arguments include constructs such\n as :class:`_schema.ForeignKey`, :class:`_schema.CheckConstraint`,\n and :class:`_schema.Identity`, which are passed through to the constructed\n :class:`_schema.Column`.\n:param nullable: Optional bool, whether the column should be \"NULL\" or\n \"NOT NULL\". If omitted, the nullability is derived from the type\n annotation based on whether or not ``typing.Optional`` (or its equivalent)\n is present. ``nullable`` defaults to ``True`` otherwise for non-primary\n key columns, and ``False`` for primary key columns.\n:param primary_key: optional bool, indicates the :class:`_schema.Column`\n would be part of the table's primary key or not.\n:param deferred: Optional bool - this keyword argument is consumed by the\n ORM declarative process, and is not part of the :class:`_schema.Column`\n itself; instead, it indicates that this column should be \"deferred\" for\n loading as though mapped by :func:`_orm.deferred`.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_declarative`\n\n:param deferred_group: Implies :paramref:`_orm.mapped_column.deferred`\n to ``True``, and set the :paramref:`_orm.deferred.group` parameter.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_group`\n\n:param deferred_raiseload: Implies :paramref:`_orm.mapped_column.deferred`\n to ``True``, and set the :paramref:`_orm.deferred.raiseload` parameter.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_raiseload`\n\n:param use_existing_column: if True, will attempt to locate the given\n column name on an inherited superclass (typically single inheriting\n superclass), and if present, will not produce a new column, mapping\n to the superclass column as though it were omitted from this class.\n This is used for mixins that add new columns to an inherited superclass.\n\n .. seealso::\n\n :ref:`orm_inheritance_column_conflicts`\n\n .. versionadded:: 2.0.0b4\n\n:param default: Passed directly to the\n :paramref:`_schema.Column.default` parameter if the\n :paramref:`_orm.mapped_column.insert_default` parameter is not present.\n Additionally, when used with :ref:`orm_declarative_native_dataclasses`,\n indicates a default Python value that should be applied to the keyword\n constructor within the generated ``__init__()`` method.\n\n Note that in the case of dataclass generation when\n :paramref:`_orm.mapped_column.insert_default` is not present, this means\n the :paramref:`_orm.mapped_column.default` value is used in **two**\n places, both the ``__init__()`` method as well as the\n :paramref:`_schema.Column.default` parameter. While this behavior may\n change in a future release, for the moment this tends to \"work out\"; a\n default of ``None`` will mean that the :class:`_schema.Column` gets no\n default generator, whereas a default that refers to a non-``None`` Python\n or SQL expression value will be assigned up front on the object when\n ``__init__()`` is called, which is the same value that the Core\n :class:`_sql.Insert` construct would use in any case, leading to the same\n end result.\n\n .. note:: When using Core level column defaults that are callables to\n be interpreted by the underlying :class:`_schema.Column` in conjunction\n with :ref:`ORM-mapped dataclasses\n `, especially those that are\n :ref:`context-aware default functions `,\n **the** :paramref:`_orm.mapped_column.insert_default` **parameter must\n be used instead**. This is necessary to disambiguate the callable from\n being interpreted as a dataclass level default.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.insert_default`\n\n :paramref:`_orm.mapped_column.default_factory`\n\n:param insert_default: Passed directly to the\n :paramref:`_schema.Column.default` parameter; will supersede the value\n of :paramref:`_orm.mapped_column.default` when present, however\n :paramref:`_orm.mapped_column.default` will always apply to the\n constructor default for a dataclasses mapping.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.default`\n\n :paramref:`_orm.mapped_column.default_factory`\n\n:param sort_order: An integer that indicates how this mapped column\n should be sorted compared to the others when the ORM is creating a\n :class:`_schema.Table`. Among mapped columns that have the same\n value the default ordering is used, placing first the mapped columns\n defined in the main class, then the ones in the super classes.\n Defaults to 0. The sort is ascending.\n\n .. versionadded:: 2.0.4\n\n:param active_history=False:\n\n When ``True``, indicates that the \"previous\" value for a\n scalar attribute should be loaded when replaced, if not\n already loaded. Normally, history tracking logic for\n simple non-primary-key scalar values only needs to be\n aware of the \"new\" value in order to perform a flush. This\n flag is available for applications that make use of\n :func:`.attributes.get_history` or :meth:`.Session.is_modified`\n which also need to know the \"previous\" value of the attribute.\n\n .. versionadded:: 2.0.10\n\n:param init: Specific to :ref:`orm_declarative_native_dataclasses`,\n specifies if the mapped attribute should be part of the ``__init__()``\n method as generated by the dataclass process.\n:param repr: Specific to :ref:`orm_declarative_native_dataclasses`,\n specifies if the mapped attribute should be part of the ``__repr__()``\n method as generated by the dataclass process.\n:param default_factory: Specific to\n :ref:`orm_declarative_native_dataclasses`,\n specifies a default-value generation function that will take place\n as part of the ``__init__()``\n method as generated by the dataclass process.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.default`\n\n :paramref:`_orm.mapped_column.insert_default`\n\n:param compare: Specific to\n :ref:`orm_declarative_native_dataclasses`, indicates if this field\n should be included in comparison operations when generating the\n ``__eq__()`` and ``__ne__()`` methods for the mapped class.\n\n .. versionadded:: 2.0.0b4\n\n:param kw_only: Specific to\n :ref:`orm_declarative_native_dataclasses`, indicates if this field\n should be marked as keyword-only when generating the ``__init__()``.\n\n:param hash: Specific to\n :ref:`orm_declarative_native_dataclasses`, controls if this field\n is included when generating the ``__hash__()`` method for the mapped\n class.\n\n .. versionadded:: 2.0.36\n\n:param dataclass_metadata: Specific to\n :ref:`orm_declarative_native_dataclasses`, supplies metadata\n to be attached to the generated dataclass field.\n\n .. versionadded:: 2.0.42\n\n:param \\**kw: All remaining keyword arguments are passed through to the\n constructor for the :class:`_schema.Column`."}, "range": {"start": {"line": 12, "character": 24}, "end": {"line": 12, "character": 37}}}} {"suite": "sqlalchemy", "label": "sessionmaker hover", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "line": 12, "character": 27, "iteration": 2, "result": {"contents": {"kind": "plaintext", "value": "(function) def mapped_column(\n __name_pos: _TypeEngineArgument[Any] | str | SchemaEventTarget | None = None,\n __type_pos: _TypeEngineArgument[Any] | SchemaEventTarget | None = None,\n *args: SchemaEventTarget,\n init: _NoArg | bool = _NoArg.NO_ARG,\n repr: _NoArg | bool = _NoArg.NO_ARG,\n default: Any | None = _NoArg.NO_ARG,\n default_factory: _NoArg | (() -> _T@mapped_column) = _NoArg.NO_ARG,\n compare: _NoArg | bool = _NoArg.NO_ARG,\n kw_only: _NoArg | bool = _NoArg.NO_ARG,\n hash: _NoArg | bool | None = _NoArg.NO_ARG,\n nullable: bool | Literal[SchemaConst.NULL_UNSPECIFIED] | None = SchemaConst.NULL_UNSPECIFIED,\n primary_key: bool | None = False,\n deferred: _NoArg | bool = _NoArg.NO_ARG,\n deferred_group: str | None = None,\n deferred_raiseload: bool | None = None,\n use_existing_column: bool = False,\n name: str | None = None,\n type_: _TypeEngineArgument[Any] | None = None,\n autoincrement: _AutoIncrementType = \"auto\",\n doc: str | None = None,\n key: str | None = None,\n index: bool | None = None,\n unique: bool | None = None,\n info: _InfoType | None = None,\n onupdate: Any | None = None,\n insert_default: Any | None = _NoArg.NO_ARG,\n server_default: _ServerDefaultArgument | None = None,\n server_onupdate: _ServerOnUpdateArgument | None = None,\n active_history: bool = False,\n quote: bool | None = None,\n system: bool = False,\n comment: str | None = None,\n sort_order: _NoArg | int = _NoArg.NO_ARG,\n dataclass_metadata: _NoArg | Mapping[Any, Any] | None = _NoArg.NO_ARG,\n **kw: Any\n) -> MappedColumn[Any]\n\ndeclare a new ORM-mapped :class:`_schema.Column` construct\nfor use within :ref:`Declarative Table `\nconfiguration.\n\nThe :func:`_orm.mapped_column` function provides an ORM-aware and\nPython-typing-compatible construct which is used with\n:ref:`declarative ` mappings to indicate an\nattribute that's mapped to a Core :class:`_schema.Column` object. It\nprovides the equivalent feature as mapping an attribute to a\n:class:`_schema.Column` object directly when using Declarative,\nspecifically when using :ref:`Declarative Table `\nconfiguration.\n\n.. versionadded:: 2.0\n\n:func:`_orm.mapped_column` is normally used with explicit typing along with\nthe :class:`_orm.Mapped` annotation type, where it can derive the SQL\ntype and nullability for the column based on what's present within the\n:class:`_orm.Mapped` annotation. It also may be used without annotations\nas a drop-in replacement for how :class:`_schema.Column` is used in\nDeclarative mappings in SQLAlchemy 1.x style.\n\nFor usage examples of :func:`_orm.mapped_column`, see the documentation\nat :ref:`orm_declarative_table`.\n\n.. seealso::\n\n :ref:`orm_declarative_table` - complete documentation\n\n :ref:`whatsnew_20_orm_declarative_typing` - migration notes for\n Declarative mappings using 1.x style mappings\n\n:param __name: String name to give to the :class:`_schema.Column`. This\n is an optional, positional only argument that if present must be the\n first positional argument passed. If omitted, the attribute name to\n which the :func:`_orm.mapped_column` is mapped will be used as the SQL\n column name.\n:param __type: :class:`_types.TypeEngine` type or instance which will\n indicate the datatype to be associated with the :class:`_schema.Column`.\n This is an optional, positional-only argument that if present must\n immediately follow the ``__name`` parameter if present also, or otherwise\n be the first positional parameter. If omitted, the ultimate type for\n the column may be derived either from the annotated type, or if a\n :class:`_schema.ForeignKey` is present, from the datatype of the\n referenced column.\n:param \\*args: Additional positional arguments include constructs such\n as :class:`_schema.ForeignKey`, :class:`_schema.CheckConstraint`,\n and :class:`_schema.Identity`, which are passed through to the constructed\n :class:`_schema.Column`.\n:param nullable: Optional bool, whether the column should be \"NULL\" or\n \"NOT NULL\". If omitted, the nullability is derived from the type\n annotation based on whether or not ``typing.Optional`` (or its equivalent)\n is present. ``nullable`` defaults to ``True`` otherwise for non-primary\n key columns, and ``False`` for primary key columns.\n:param primary_key: optional bool, indicates the :class:`_schema.Column`\n would be part of the table's primary key or not.\n:param deferred: Optional bool - this keyword argument is consumed by the\n ORM declarative process, and is not part of the :class:`_schema.Column`\n itself; instead, it indicates that this column should be \"deferred\" for\n loading as though mapped by :func:`_orm.deferred`.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_declarative`\n\n:param deferred_group: Implies :paramref:`_orm.mapped_column.deferred`\n to ``True``, and set the :paramref:`_orm.deferred.group` parameter.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_group`\n\n:param deferred_raiseload: Implies :paramref:`_orm.mapped_column.deferred`\n to ``True``, and set the :paramref:`_orm.deferred.raiseload` parameter.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_raiseload`\n\n:param use_existing_column: if True, will attempt to locate the given\n column name on an inherited superclass (typically single inheriting\n superclass), and if present, will not produce a new column, mapping\n to the superclass column as though it were omitted from this class.\n This is used for mixins that add new columns to an inherited superclass.\n\n .. seealso::\n\n :ref:`orm_inheritance_column_conflicts`\n\n .. versionadded:: 2.0.0b4\n\n:param default: Passed directly to the\n :paramref:`_schema.Column.default` parameter if the\n :paramref:`_orm.mapped_column.insert_default` parameter is not present.\n Additionally, when used with :ref:`orm_declarative_native_dataclasses`,\n indicates a default Python value that should be applied to the keyword\n constructor within the generated ``__init__()`` method.\n\n Note that in the case of dataclass generation when\n :paramref:`_orm.mapped_column.insert_default` is not present, this means\n the :paramref:`_orm.mapped_column.default` value is used in **two**\n places, both the ``__init__()`` method as well as the\n :paramref:`_schema.Column.default` parameter. While this behavior may\n change in a future release, for the moment this tends to \"work out\"; a\n default of ``None`` will mean that the :class:`_schema.Column` gets no\n default generator, whereas a default that refers to a non-``None`` Python\n or SQL expression value will be assigned up front on the object when\n ``__init__()`` is called, which is the same value that the Core\n :class:`_sql.Insert` construct would use in any case, leading to the same\n end result.\n\n .. note:: When using Core level column defaults that are callables to\n be interpreted by the underlying :class:`_schema.Column` in conjunction\n with :ref:`ORM-mapped dataclasses\n `, especially those that are\n :ref:`context-aware default functions `,\n **the** :paramref:`_orm.mapped_column.insert_default` **parameter must\n be used instead**. This is necessary to disambiguate the callable from\n being interpreted as a dataclass level default.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.insert_default`\n\n :paramref:`_orm.mapped_column.default_factory`\n\n:param insert_default: Passed directly to the\n :paramref:`_schema.Column.default` parameter; will supersede the value\n of :paramref:`_orm.mapped_column.default` when present, however\n :paramref:`_orm.mapped_column.default` will always apply to the\n constructor default for a dataclasses mapping.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.default`\n\n :paramref:`_orm.mapped_column.default_factory`\n\n:param sort_order: An integer that indicates how this mapped column\n should be sorted compared to the others when the ORM is creating a\n :class:`_schema.Table`. Among mapped columns that have the same\n value the default ordering is used, placing first the mapped columns\n defined in the main class, then the ones in the super classes.\n Defaults to 0. The sort is ascending.\n\n .. versionadded:: 2.0.4\n\n:param active_history=False:\n\n When ``True``, indicates that the \"previous\" value for a\n scalar attribute should be loaded when replaced, if not\n already loaded. Normally, history tracking logic for\n simple non-primary-key scalar values only needs to be\n aware of the \"new\" value in order to perform a flush. This\n flag is available for applications that make use of\n :func:`.attributes.get_history` or :meth:`.Session.is_modified`\n which also need to know the \"previous\" value of the attribute.\n\n .. versionadded:: 2.0.10\n\n:param init: Specific to :ref:`orm_declarative_native_dataclasses`,\n specifies if the mapped attribute should be part of the ``__init__()``\n method as generated by the dataclass process.\n:param repr: Specific to :ref:`orm_declarative_native_dataclasses`,\n specifies if the mapped attribute should be part of the ``__repr__()``\n method as generated by the dataclass process.\n:param default_factory: Specific to\n :ref:`orm_declarative_native_dataclasses`,\n specifies a default-value generation function that will take place\n as part of the ``__init__()``\n method as generated by the dataclass process.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.default`\n\n :paramref:`_orm.mapped_column.insert_default`\n\n:param compare: Specific to\n :ref:`orm_declarative_native_dataclasses`, indicates if this field\n should be included in comparison operations when generating the\n ``__eq__()`` and ``__ne__()`` methods for the mapped class.\n\n .. versionadded:: 2.0.0b4\n\n:param kw_only: Specific to\n :ref:`orm_declarative_native_dataclasses`, indicates if this field\n should be marked as keyword-only when generating the ``__init__()``.\n\n:param hash: Specific to\n :ref:`orm_declarative_native_dataclasses`, controls if this field\n is included when generating the ``__hash__()`` method for the mapped\n class.\n\n .. versionadded:: 2.0.36\n\n:param dataclass_metadata: Specific to\n :ref:`orm_declarative_native_dataclasses`, supplies metadata\n to be attached to the generated dataclass field.\n\n .. versionadded:: 2.0.42\n\n:param \\**kw: All remaining keyword arguments are passed through to the\n constructor for the :class:`_schema.Column`."}, "range": {"start": {"line": 12, "character": 24}, "end": {"line": 12, "character": 37}}}} {"suite": "sqlalchemy", "label": "sessionmaker hover", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/sqlalchemy/src/models.py", "line": 12, "character": 27, "iteration": 3, "result": {"contents": {"kind": "plaintext", "value": "(function) def mapped_column(\n __name_pos: _TypeEngineArgument[Any] | str | SchemaEventTarget | None = None,\n __type_pos: _TypeEngineArgument[Any] | SchemaEventTarget | None = None,\n *args: SchemaEventTarget,\n init: _NoArg | bool = _NoArg.NO_ARG,\n repr: _NoArg | bool = _NoArg.NO_ARG,\n default: Any | None = _NoArg.NO_ARG,\n default_factory: _NoArg | (() -> _T@mapped_column) = _NoArg.NO_ARG,\n compare: _NoArg | bool = _NoArg.NO_ARG,\n kw_only: _NoArg | bool = _NoArg.NO_ARG,\n hash: _NoArg | bool | None = _NoArg.NO_ARG,\n nullable: bool | Literal[SchemaConst.NULL_UNSPECIFIED] | None = SchemaConst.NULL_UNSPECIFIED,\n primary_key: bool | None = False,\n deferred: _NoArg | bool = _NoArg.NO_ARG,\n deferred_group: str | None = None,\n deferred_raiseload: bool | None = None,\n use_existing_column: bool = False,\n name: str | None = None,\n type_: _TypeEngineArgument[Any] | None = None,\n autoincrement: _AutoIncrementType = \"auto\",\n doc: str | None = None,\n key: str | None = None,\n index: bool | None = None,\n unique: bool | None = None,\n info: _InfoType | None = None,\n onupdate: Any | None = None,\n insert_default: Any | None = _NoArg.NO_ARG,\n server_default: _ServerDefaultArgument | None = None,\n server_onupdate: _ServerOnUpdateArgument | None = None,\n active_history: bool = False,\n quote: bool | None = None,\n system: bool = False,\n comment: str | None = None,\n sort_order: _NoArg | int = _NoArg.NO_ARG,\n dataclass_metadata: _NoArg | Mapping[Any, Any] | None = _NoArg.NO_ARG,\n **kw: Any\n) -> MappedColumn[Any]\n\ndeclare a new ORM-mapped :class:`_schema.Column` construct\nfor use within :ref:`Declarative Table `\nconfiguration.\n\nThe :func:`_orm.mapped_column` function provides an ORM-aware and\nPython-typing-compatible construct which is used with\n:ref:`declarative ` mappings to indicate an\nattribute that's mapped to a Core :class:`_schema.Column` object. It\nprovides the equivalent feature as mapping an attribute to a\n:class:`_schema.Column` object directly when using Declarative,\nspecifically when using :ref:`Declarative Table `\nconfiguration.\n\n.. versionadded:: 2.0\n\n:func:`_orm.mapped_column` is normally used with explicit typing along with\nthe :class:`_orm.Mapped` annotation type, where it can derive the SQL\ntype and nullability for the column based on what's present within the\n:class:`_orm.Mapped` annotation. It also may be used without annotations\nas a drop-in replacement for how :class:`_schema.Column` is used in\nDeclarative mappings in SQLAlchemy 1.x style.\n\nFor usage examples of :func:`_orm.mapped_column`, see the documentation\nat :ref:`orm_declarative_table`.\n\n.. seealso::\n\n :ref:`orm_declarative_table` - complete documentation\n\n :ref:`whatsnew_20_orm_declarative_typing` - migration notes for\n Declarative mappings using 1.x style mappings\n\n:param __name: String name to give to the :class:`_schema.Column`. This\n is an optional, positional only argument that if present must be the\n first positional argument passed. If omitted, the attribute name to\n which the :func:`_orm.mapped_column` is mapped will be used as the SQL\n column name.\n:param __type: :class:`_types.TypeEngine` type or instance which will\n indicate the datatype to be associated with the :class:`_schema.Column`.\n This is an optional, positional-only argument that if present must\n immediately follow the ``__name`` parameter if present also, or otherwise\n be the first positional parameter. If omitted, the ultimate type for\n the column may be derived either from the annotated type, or if a\n :class:`_schema.ForeignKey` is present, from the datatype of the\n referenced column.\n:param \\*args: Additional positional arguments include constructs such\n as :class:`_schema.ForeignKey`, :class:`_schema.CheckConstraint`,\n and :class:`_schema.Identity`, which are passed through to the constructed\n :class:`_schema.Column`.\n:param nullable: Optional bool, whether the column should be \"NULL\" or\n \"NOT NULL\". If omitted, the nullability is derived from the type\n annotation based on whether or not ``typing.Optional`` (or its equivalent)\n is present. ``nullable`` defaults to ``True`` otherwise for non-primary\n key columns, and ``False`` for primary key columns.\n:param primary_key: optional bool, indicates the :class:`_schema.Column`\n would be part of the table's primary key or not.\n:param deferred: Optional bool - this keyword argument is consumed by the\n ORM declarative process, and is not part of the :class:`_schema.Column`\n itself; instead, it indicates that this column should be \"deferred\" for\n loading as though mapped by :func:`_orm.deferred`.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_declarative`\n\n:param deferred_group: Implies :paramref:`_orm.mapped_column.deferred`\n to ``True``, and set the :paramref:`_orm.deferred.group` parameter.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_group`\n\n:param deferred_raiseload: Implies :paramref:`_orm.mapped_column.deferred`\n to ``True``, and set the :paramref:`_orm.deferred.raiseload` parameter.\n\n .. seealso::\n\n :ref:`orm_queryguide_deferred_raiseload`\n\n:param use_existing_column: if True, will attempt to locate the given\n column name on an inherited superclass (typically single inheriting\n superclass), and if present, will not produce a new column, mapping\n to the superclass column as though it were omitted from this class.\n This is used for mixins that add new columns to an inherited superclass.\n\n .. seealso::\n\n :ref:`orm_inheritance_column_conflicts`\n\n .. versionadded:: 2.0.0b4\n\n:param default: Passed directly to the\n :paramref:`_schema.Column.default` parameter if the\n :paramref:`_orm.mapped_column.insert_default` parameter is not present.\n Additionally, when used with :ref:`orm_declarative_native_dataclasses`,\n indicates a default Python value that should be applied to the keyword\n constructor within the generated ``__init__()`` method.\n\n Note that in the case of dataclass generation when\n :paramref:`_orm.mapped_column.insert_default` is not present, this means\n the :paramref:`_orm.mapped_column.default` value is used in **two**\n places, both the ``__init__()`` method as well as the\n :paramref:`_schema.Column.default` parameter. While this behavior may\n change in a future release, for the moment this tends to \"work out\"; a\n default of ``None`` will mean that the :class:`_schema.Column` gets no\n default generator, whereas a default that refers to a non-``None`` Python\n or SQL expression value will be assigned up front on the object when\n ``__init__()`` is called, which is the same value that the Core\n :class:`_sql.Insert` construct would use in any case, leading to the same\n end result.\n\n .. note:: When using Core level column defaults that are callables to\n be interpreted by the underlying :class:`_schema.Column` in conjunction\n with :ref:`ORM-mapped dataclasses\n `, especially those that are\n :ref:`context-aware default functions `,\n **the** :paramref:`_orm.mapped_column.insert_default` **parameter must\n be used instead**. This is necessary to disambiguate the callable from\n being interpreted as a dataclass level default.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.insert_default`\n\n :paramref:`_orm.mapped_column.default_factory`\n\n:param insert_default: Passed directly to the\n :paramref:`_schema.Column.default` parameter; will supersede the value\n of :paramref:`_orm.mapped_column.default` when present, however\n :paramref:`_orm.mapped_column.default` will always apply to the\n constructor default for a dataclasses mapping.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.default`\n\n :paramref:`_orm.mapped_column.default_factory`\n\n:param sort_order: An integer that indicates how this mapped column\n should be sorted compared to the others when the ORM is creating a\n :class:`_schema.Table`. Among mapped columns that have the same\n value the default ordering is used, placing first the mapped columns\n defined in the main class, then the ones in the super classes.\n Defaults to 0. The sort is ascending.\n\n .. versionadded:: 2.0.4\n\n:param active_history=False:\n\n When ``True``, indicates that the \"previous\" value for a\n scalar attribute should be loaded when replaced, if not\n already loaded. Normally, history tracking logic for\n simple non-primary-key scalar values only needs to be\n aware of the \"new\" value in order to perform a flush. This\n flag is available for applications that make use of\n :func:`.attributes.get_history` or :meth:`.Session.is_modified`\n which also need to know the \"previous\" value of the attribute.\n\n .. versionadded:: 2.0.10\n\n:param init: Specific to :ref:`orm_declarative_native_dataclasses`,\n specifies if the mapped attribute should be part of the ``__init__()``\n method as generated by the dataclass process.\n:param repr: Specific to :ref:`orm_declarative_native_dataclasses`,\n specifies if the mapped attribute should be part of the ``__repr__()``\n method as generated by the dataclass process.\n:param default_factory: Specific to\n :ref:`orm_declarative_native_dataclasses`,\n specifies a default-value generation function that will take place\n as part of the ``__init__()``\n method as generated by the dataclass process.\n\n .. seealso::\n\n :ref:`defaults_default_factory_insert_default`\n\n :paramref:`_orm.mapped_column.default`\n\n :paramref:`_orm.mapped_column.insert_default`\n\n:param compare: Specific to\n :ref:`orm_declarative_native_dataclasses`, indicates if this field\n should be included in comparison operations when generating the\n ``__eq__()`` and ``__ne__()`` methods for the mapped class.\n\n .. versionadded:: 2.0.0b4\n\n:param kw_only: Specific to\n :ref:`orm_declarative_native_dataclasses`, indicates if this field\n should be marked as keyword-only when generating the ``__init__()``.\n\n:param hash: Specific to\n :ref:`orm_declarative_native_dataclasses`, controls if this field\n is included when generating the ``__hash__()`` method for the mapped\n class.\n\n .. versionadded:: 2.0.36\n\n:param dataclass_metadata: Specific to\n :ref:`orm_declarative_native_dataclasses`, supplies metadata\n to be attached to the generated dataclass field.\n\n .. versionadded:: 2.0.42\n\n:param \\**kw: All remaining keyword arguments are passed through to the\n constructor for the :class:`_schema.Column`."}, "range": 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20, "iteration": 1, "result": {"contents": {"kind": "plaintext", "value": "(method) def get(\n url: UriType,\n params: ParamsType = None,\n **kwargs: **GetKwargs\n) -> Response\n\nSends a GET request. Returns :class:`Response` object.\n\n:param url: URL for the new :class:`Request` object.\n:param params: (optional) Dictionary, list of tuples or bytes to send\nin the query string for the :class:`Request`.\n:param \\*\\*kwargs: Optional arguments that ``request`` takes.\n:rtype: requests.Response"}, "range": {"start": {"line": 11, "character": 18}, "end": {"line": 11, "character": 21}}}} {"suite": "web", "label": "edit response then hover (edit+hover)", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/web/src/app.py", "line": 11, "character": 20, "iteration": 2, "result": {"contents": {"kind": "plaintext", "value": "(method) def get(\n url: UriType,\n params: ParamsType = None,\n **kwargs: **GetKwargs\n) -> Response\n\nSends a GET request. Returns :class:`Response` object.\n\n:param url: URL for the new :class:`Request` object.\n:param params: (optional) Dictionary, list of tuples or bytes to send\nin the query string for the :class:`Request`.\n:param \\*\\*kwargs: Optional arguments that ``request`` takes.\n:rtype: requests.Response"}, "range": {"start": {"line": 11, "character": 18}, "end": {"line": 11, "character": 21}}}} {"suite": "web", "label": "edit response then hover (edit+hover)", "method": "textDocument/hover", "file_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/benchmarks/web/src/app.py", "line": 11, "character": 20, "iteration": 3, "result": {"contents": {"kind": "plaintext", "value": "(method) def get(\n url: UriType,\n params: ParamsType = None,\n **kwargs: **GetKwargs\n) -> Response\n\nSends a GET request. Returns :class:`Response` object.\n\n:param url: URL for the new :class:`Request` object.\n:param params: (optional) Dictionary, list of tuples or bytes to send\nin the query string for the :class:`Request`.\n:param \\*\\*kwargs: Optional arguments that ``request`` takes.\n:rtype: requests.Response"}, "range": {"start": {"line": 11, "character": 18}, "end": {"line": 11, "character": 21}}}} diff --git a/latest-results/pyright-20260909T060548Z.json b/latest-results/pyright-20260910T060546Z.json similarity index 88% rename from latest-results/pyright-20260909T060548Z.json rename to latest-results/pyright-20260910T060546Z.json index 5250e55..43866ec 100644 --- a/latest-results/pyright-20260909T060548Z.json +++ b/latest-results/pyright-20260910T060546Z.json @@ -1,7 +1,7 @@ { "server_command": [ "node", - "/home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/pyright/1.1.412/package/dist/pyright-langserver.js", + "/home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/pyright/1.1.414/package/dist/pyright-langserver.js", "--stdio" ], "requested_scenarios": [], @@ -13,8 +13,8 @@ "transformers", "web" ], - "started_at_unix": 1788933948.1281126, - "finished_at_unix": 1788934012.9117846, + "started_at_unix": 1789020346.2548943, + "finished_at_unix": 1789020440.9443638, "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": 2893.8969879999945, + "total_duration_ms": 4707.080933, "error_message": null, "summary": { "request_count": 32, @@ -36,11 +36,11 @@ "failure_count": 0, "bytes_sent": 18656, "bytes_received": 584995, - "min_ms": 0.3036940000100685, - "max_ms": 1033.7072950000133, - "mean_ms": 89.3168785937517, - "median_ms": 4.980044500001668, - "p95_ms": 376.57785185000057, + "min_ms": 0.35579299999710656, + "max_ms": 1805.0759329999978, + "mean_ms": 145.35439684375052, + "median_ms": 11.305493999998362, + "p95_ms": 593.5920401500011, "result_summary": { "present_count": 31, "empty_count": 1, @@ -96,27 +96,27 @@ "by_method": { "textDocument/completion": { "point_count": 2, - "min_ms": 2.3331229999996594, - "max_ms": 315.71332100000404, - "mean_ms": 110.43979240000112, - "median_ms": 83.45041100000117, - "p95_ms": 288.2563041500006 + "min_ms": 4.2737610000074255, + "max_ms": 548.8621719999998, + "mean_ms": 175.70781230000136, + "median_ms": 120.15560800000458, + "p95_ms": 471.78605364999964 }, "textDocument/hover": { "point_count": 2, - "min_ms": 0.8222270000004528, - "max_ms": 29.990280999996344, - "mean_ms": 12.124093000001324, - "median_ms": 9.799483000001885, - "p95_ms": 27.119653599998365 + "min_ms": 0.8684470000019928, + "max_ms": 33.669093000000316, + "mean_ms": 15.889725000000965, + "median_ms": 12.636183499999731, + "p95_ms": 33.452952150001636 }, "textDocument/definition": { "point_count": 1, - "min_ms": 0.3036940000100685, - "max_ms": 0.4116859999925282, - "mean_ms": 0.34666940000249724, - "median_ms": 0.3347640000015417, - "p95_ms": 0.4016521999943734 + "min_ms": 0.35579299999710656, + "max_ms": 0.48486200000752433, + "mean_ms": 0.40493099999991955, + "median_ms": 0.3869680000008202, + "p95_ms": 0.4732230000058734 } }, "validation": { @@ -142,11 +142,11 @@ "failure_count": 0, "bytes_sent": 1425, "bytes_received": 234150, - "min_ms": 2.3331229999996594, - "max_ms": 8.401176999996096, - "mean_ms": 4.6499990000000935, - "median_ms": 3.2842829999992773, - "p95_ms": 8.056102799997689, + "min_ms": 4.2737610000074255, + "max_ms": 16.448385000003896, + "mean_ms": 7.587370599998167, + "median_ms": 5.830378999988284, + "p95_ms": 14.39122860000168, "result_summary": { "present_count": 5, "empty_count": 0, @@ -206,15 +206,15 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1033.7072950000133, + "duration_ms": 1805.0759329999978, "success": true, - "started_at_unix": 1788933957.3602307, + "started_at_unix": 1789020357.7067297, "bytes_sent": 285, "bytes_received": 46830, "request_id": 2, "error_code": null, "error_message": null, - "result_preview": "{'items': [{'label': '__name__', 'kind': 6, 'sortText': '13.9999.__name__', 'data': {'uri': 'file:///home/runner/work/python-lsp-compare/python-lsp-compare/b...", + "result_preview": "{'items': [{'label': '__name__', 'kind': 6, 'sortText': '14.9999.__name__', 'data': {'uri': 'file:///home/runner/work/python-lsp-compare/python-lsp-compare/b...", "result_summary": { "present": true, "empty": false, @@ -236,15 +236,15 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 8.401176999996096, + "duration_ms": 16.448385000003896, "success": true, - "started_at_unix": 1788933958.3946176, + "started_at_unix": 1789020359.5133712, "bytes_sent": 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'file:///home/runner/work/python-lsp-compare/python-lsp-compare/b...", + "result_preview": "{'items': [{'label': '__name__', 'kind': 6, 'sortText': '14.9999.__name__', 'data': {'uri': 'file:///home/runner/work/python-lsp-compare/python-lsp-compare/b...", "result_summary": { "present": true, "empty": false, @@ -296,15 +296,15 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 3.2842829999992773, + "duration_ms": 5.830378999988284, "success": true, - "started_at_unix": 1788933958.4118679, + "started_at_unix": 1789020359.538587, "bytes_sent": 285, "bytes_received": 46830, "request_id": 5, "error_code": null, "error_message": null, - "result_preview": "{'items': [{'label': '__name__', 'kind': 6, 'sortText': '13.9999.__name__', 'data': {'uri': 'file:///home/runner/work/python-lsp-compare/python-lsp-compare/b...", + "result_preview": "{'items': [{'label': '__name__', 'kind': 6, 'sortText': '14.9999.__name__', 'data': {'uri': 'file:///home/runner/work/python-lsp-compare/python-lsp-compare/b...", "result_summary": { "present": true, "empty": false, @@ -326,15 +326,15 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 2.555606000001376, + "duration_ms": 5.221724999998401, "success": true, - "started_at_unix": 1788933958.4161003, + "started_at_unix": 1789020359.54584, "bytes_sent": 285, "bytes_received": 46830, "request_id": 6, "error_code": null, "error_message": null, - "result_preview": "{'items': [{'label': '__name__', 'kind': 6, 'sortText': '13.9999.__name__', 'data': {'uri': 'file:///home/runner/work/python-lsp-compare/python-lsp-compare/b...", + "result_preview": "{'items': [{'label': '__name__', 'kind': 6, 'sortText': '14.9999.__name__', 'data': {'uri': 'file:///home/runner/work/python-lsp-compare/python-lsp-compare/b...", "result_summary": { "present": true, "empty": false, @@ -356,15 +356,15 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 2.3331229999996594, + "duration_ms": 4.2737610000074255, "success": true, - "started_at_unix": 1788933958.4196362, + "started_at_unix": 1789020359.553324, "bytes_sent": 285, "bytes_received": 46830, "request_id": 7, "error_code": null, "error_message": null, - "result_preview": "{'items': [{'label': '__name__', 'kind': 6, 'sortText': '13.9999.__name__', 'data': {'uri': 'file:///home/runner/work/python-lsp-compare/python-lsp-compare/b...", + "result_preview": "{'items': [{'label': '__name__', 'kind': 6, 'sortText': '14.9999.__name__', 'data': {'uri': 'file:///home/runner/work/python-lsp-compare/python-lsp-compare/b...", "result_summary": { "present": true, "empty": false, @@ -401,11 +401,11 @@ "failure_count": 0, "bytes_sent": 1269, "bytes_received": 21879, - "min_ms": 0.8222270000004528, - "max_ms": 0.9814069999976027, - "mean_ms": 0.9135288000010178, - "median_ms": 0.9437270000063336, - "p95_ms": 0.977941399997917, + "min_ms": 0.8684470000019928, + "max_ms": 1.4433810000014091, + 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1789020440.720482, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -16895,9 +16895,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 20.518517999988717, + "duration_ms": 35.78701200001433, "success": true, - "started_at_unix": 1788934012.763592, + "started_at_unix": 1789020440.720512, "bytes_sent": 241, "bytes_received": 614, "request_id": 26, @@ -16925,9 +16925,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.020657000021628846, + "duration_ms": 0.02961399999890091, "success": true, - "started_at_unix": 1788934012.784155, + "started_at_unix": 1789020440.7564054, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -16944,9 +16944,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.01040600000123959, + "duration_ms": 0.014541000012968652, "success": true, - "started_at_unix": 1788934012.7841823, + "started_at_unix": 1789020440.756446, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -16963,9 +16963,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 25.827945999992608, + "duration_ms": 38.34172500000932, "success": true, - "started_at_unix": 1788934012.7841973, + "started_at_unix": 1789020440.756469, "bytes_sent": 241, "bytes_received": 614, "request_id": 27, @@ -16993,9 +16993,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.02314900001465503, + "duration_ms": 0.038246000002573055, "success": true, - "started_at_unix": 1788934012.810092, + "started_at_unix": 1789020440.7949421, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17012,9 +17012,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.012787000002845161, + "duration_ms": 0.01989900002286049, "success": true, - "started_at_unix": 1788934012.810123, + "started_at_unix": 1789020440.7949932, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17031,9 +17031,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 23.22717999999213, + "duration_ms": 36.74661200000173, "success": true, - "started_at_unix": 1788934012.8101425, + "started_at_unix": 1789020440.7950244, "bytes_sent": 241, "bytes_received": 614, "request_id": 28, @@ -17061,9 +17061,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.023733000006131988, + "duration_ms": 0.029253000008111485, "success": true, - "started_at_unix": 1788934012.8334384, + "started_at_unix": 1789020440.8318777, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17080,9 +17080,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.012168000012025004, + "duration_ms": 0.014841999984582799, "success": true, - "started_at_unix": 1788934012.83347, + "started_at_unix": 1789020440.8319175, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17099,9 +17099,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 22.615216999980703, + "duration_ms": 30.630081999987624, "success": true, - "started_at_unix": 1788934012.8334885, + "started_at_unix": 1789020440.8319404, "bytes_sent": 241, "bytes_received": 614, "request_id": 29, @@ -17129,9 +17129,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.020748999986608396, + "duration_ms": 0.038746999990735276, "success": true, - "started_at_unix": 1788934012.8561656, + "started_at_unix": 1789020440.8627098, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17148,9 +17148,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.012386999998170722, + "duration_ms": 0.01912799999104209, "success": true, - "started_at_unix": 1788934012.8561945, + "started_at_unix": 1789020440.8627613, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17167,9 +17167,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 22.673536000013428, + "duration_ms": 35.6389140000033, "success": true, - "started_at_unix": 1788934012.8562143, + "started_at_unix": 1789020440.862793, "bytes_sent": 241, "bytes_received": 614, "request_id": 30, @@ -17197,9 +17197,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.025044000011575918, + "duration_ms": 0.04568700001073012, "success": true, - "started_at_unix": 1788934012.8789713, + "started_at_unix": 1789020440.898578, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17216,9 +17216,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.013042999995604987, + "duration_ms": 0.021400999997922554, "success": true, - "started_at_unix": 1788934012.8790045, + "started_at_unix": 1789020440.8986375, "bytes_sent": 374, "bytes_received": 0, "request_id": null, @@ -17235,9 +17235,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 23.471450000016603, + "duration_ms": 27.10149700001807, "success": true, - "started_at_unix": 1788934012.8790257, + "started_at_unix": 1789020440.8986714, "bytes_sent": 241, "bytes_received": 614, "request_id": 31, @@ -17265,9 +17265,9 @@ { "kind": "notification", "method": "textDocument/didChange", - "duration_ms": 0.02120099998137448, + "duration_ms": 0.03918699999871933, "success": true, - "started_at_unix": 1788934012.9025605, + "started_at_unix": 1789020440.925912, "bytes_sent": 319, "bytes_received": 0, "request_id": null, @@ -17284,9 +17284,9 @@ { "kind": "notification", "method": "textDocument/didClose", - "duration_ms": 0.016098999992664176, + "duration_ms": 0.02104100002497944, "success": true, - "started_at_unix": 1788934012.9026854, + "started_at_unix": 1789020440.9260802, "bytes_sent": 198, "bytes_received": 0, "request_id": null, @@ -17299,9 +17299,9 @@ { "kind": "request", "method": "shutdown", - "duration_ms": 1.4673729999969964, + "duration_ms": 2.3628350000137743, "success": true, - "started_at_unix": 1788934012.902708, + "started_at_unix": 1789020440.9261103, "bytes_sent": 67, "bytes_received": 61, "request_id": 32, @@ -17319,9 +17319,9 @@ { "kind": "notification", "method": "exit", - "duration_ms": 0.021129000003838883, + "duration_ms": 0.03365000000599139, "success": true, - "started_at_unix": 1788934012.904194, + "started_at_unix": 1789020440.9285035, "bytes_sent": 55, "bytes_received": 0, "request_id": null, diff --git a/latest-results/summary-20260909T060548Z.csv b/latest-results/summary-20260909T060548Z.csv deleted file mode 100644 index d3ea9e9..0000000 --- a/latest-results/summary-20260909T060548Z.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,4.6499990000000935,8.056102799997689,1.0,completion_item_count,Completions found,201.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.4562131999923622,1.5722099999948114,1.0,completion_item_count,Completions found,223.0,22.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,22.89852839999753,88.97912199998926,1.0,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,114.93848940000362,247.48830980000204,1.0,completion_item_count,Completions found,188.0,-13.0,True,0 -benchmark,pyright,pyright,Pyright,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,0.9135288000010178,0.977941399997917,1.0,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,0.2418158000011772,0.2595878000022367,1.0,hover_text_char_count,Hover length,4232.0,213.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,1.4756190000014158,1.7290351999974973,1.0,hover_text_char_count,Hover length,2589.0,-1430.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,120.79588219999664,122.99257339999485,1.0,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,0.34666940000249724,0.4016521999943734,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.16037880001249505,0.17043580000972725,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.08794220000254427,0.09921380000150748,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.6493617999979051,0.6976835999921605,1.0,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,216.22958580000213,303.5102024000025,1.0,completion_item_count,Completions found,168.0,0.0,True,0 -benchmark,pyright,ty,Ty,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,6.941834399992786,7.9658674000086185,1.0,completion_item_count,Completions found,168.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,19.708314600006815,27.89051320000908,1.0,completion_item_count,Completions found,149.0,-19.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,False,2.973916799999188,3.1900332000020626,0.0,completion_item_count,Completions found,0.0,-168.0,False,10 -benchmark,pyright,pyright,Pyright,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,23.33465720000163,28.714446599997245,1.0,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,2.6895797999998194,2.71655439999563,1.0,hover_text_char_count,Hover length,267.0,-11.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,1.0804033999875173,2.3039321999931417,1.0,hover_text_char_count,Hover length,1909.0,1631.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,110.35282999999936,112.70962939998981,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0 -benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,2.938942800000177,5.1346627999976135,1.0,completion_item_count,Completions found,10.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,3.8105604000008952,5.485765199989601,1.0,completion_item_count,Completions found,261.0,251.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,13.574882799991883,53.05888499997876,1.0,completion_item_count,Completions found,15.0,5.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset completion,textDocument/completion,textDocument/completion,True,138.32121800000436,420.8296969999991,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 -benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.4580154000024095,0.5307413999986466,1.0,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,0.18625519999204698,0.23148219999598038,1.0,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,0.1452414000027602,0.20517159999826617,1.0,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,107.03859859999056,108.77522959997918,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.34154879999732657,0.40046619999998256,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.1530858000023727,0.1668368000139253,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,0.0989985999979126,0.12507799999070812,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,0.5920792000040365,0.6302064000067276,1.0,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,17.58308800000634,20.592938000007166,1.0,completion_item_count,Completions found,104.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,3.3121510000057697,3.5497048000081577,1.0,completion_item_count,Completions found,104.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,2.1837904000051367,6.555766400003902,1.0,completion_item_count,Completions found,83.0,-21.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,158.88160019999304,187.0224425999936,1.0,completion_item_count,Completions found,143.0,39.0,True,0 -benchmark,pyright,pyright,Pyright,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,28.34725159999607,32.010609599993245,1.0,hover_text_char_count,Hover length,83.0,0.0,True,0 -benchmark,pyright,ty,Ty,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.167106399997465,2.2283929999844077,1.0,hover_text_char_count,Hover length,100.0,17.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.5218894000051932,0.586613800004443,1.0,hover_text_char_count,Hover length,858.0,775.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,161.96348060000787,163.05013520000102,1.0,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,49.90671360000363,164.04101740000382,1.0,completion_item_count,Completions found,271.2,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,13.731227800002443,16.160223400009954,1.0,completion_item_count,Completions found,1000.0,728.8,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,29.326157999997804,108.81012599998596,1.0,completion_item_count,Completions found,16.0,-255.2,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,37.292070600000216,52.325245999992376,1.0,completion_item_count,Completions found,6.0,-265.2,True,0 -benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.566372999998066,0.6568058000027577,1.0,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,0.2086614000006648,0.282138200003601,1.0,hover_text_char_count,Hover length,329.0,-21.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,4.049573400010331,5.844673800010014,1.0,hover_text_char_count,Hover length,2588.0,2238.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,131.0013652000066,132.7295796000044,1.0,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,0.3308221999958505,0.35949819999245847,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.15928799999755938,0.17601179999360284,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,2.9395974000010483,2.9528978000030293,1.0,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,0.5749565999906281,0.6396081999866965,1.0,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,191.2756153999993,227.74707679999153,1.0,completion_item_count,Completions found,440.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,11.22137439999733,12.3799470000165,1.0,completion_item_count,Completions found,448.0,8.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,19.412044000000606,45.41849019999517,1.0,completion_item_count,Completions found,256.0,-184.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,139.8103666000054,148.11600340001405,1.0,completion_item_count,Completions found,441.0,1.0,True,0 -benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,6.5555723999978,7.524743800001943,1.0,hover_text_char_count,Hover length,4292.0,0.0,True,0 -benchmark,pyright,ty,Ty,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.111199600000191,2.163280199994233,1.0,hover_text_char_count,Hover length,4441.0,149.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.34938759999477,9.48756219998472,1.0,hover_text_char_count,Hover length,794.0,-3498.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,124.62266599999339,127.62213639998663,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,5.192355000002635,8.602437799999052,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,2.720495800002709,5.616124600010152,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,51.687010599999894,198.24417519999423,1.0,completion_item_count,Completions found,15.0,14.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,121.1593397999934,309.4427161999874,1.0,completion_item_count,Completions found,1.0,0.0,True,0 -benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.9118067999992263,0.9975970000027701,1.0,hover_text_char_count,Hover length,10572.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.28741159999867705,0.34785500000111824,1.0,hover_text_char_count,Hover length,10621.0,49.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,2.833812799997304,4.049984199997425,1.0,hover_text_char_count,Hover length,13188.0,2616.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,212.0137265999972,212.72338099999502,1.0,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,0.3135969999959798,0.37029639999843766,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.1518347999933667,0.17565759999342845,1.0,location_count,Definitions found,2.0,1.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.18472020000217526,0.2183868000088296,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.6500577999929646,0.6868587999974807,1.0,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,99.21228699999745,128.4009869999977,1.0,completion_item_count,Completions found,38.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,3.202491600001167,3.4614132000115205,1.0,completion_item_count,Completions found,23.0,-15.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,3.647361200000887,6.477241799984768,1.0,completion_item_count,Completions found,17.0,-21.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,False,24.260279600002832,24.786698600001955,0.0,completion_item_count,Completions found,0.0,-38.0,False,10 -benchmark,pyright,pyright,Pyright,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,58.90234499999849,63.22612319999621,1.0,hover_text_char_count,Hover length,900.0,0.0,True,0 -benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.123965199995382,3.236889199979487,1.0,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,1.5281173999994735,5.0922941999886,1.0,hover_text_char_count,Hover length,2137.0,1237.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,23.131655399998863,23.42500379998569,0.0,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,38.09489320000239,57.2123404000024,1.0,completion_item_count,Completions found,123.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,8.492692000004354,9.409322800007658,1.0,completion_item_count,Completions found,775.0,652.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,189.74807499999997,744.3676480000021,1.0,completion_item_count,Completions found,15.0,-108.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,92.7178040000058,96.622919400005,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 -benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.45433020000302804,0.5439212000055704,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.15358679999621927,0.18319659999974647,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,2.712589800000842,3.0286266000018713,1.0,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,1436.7641886000001,1480.3498805999652,0.0,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,0.4267166000005318,0.5363898000041445,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.18401399999561363,0.25432759999830523,1.0,location_count,Definitions found,1.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.14086020000263488,0.16131560000189893,1.0,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,1111.3998358000117,1165.1205742000343,1.0,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,4.430031399996892,5.301343599992947,0.0,completion_item_count,Completions found,0.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,5.289191599996457,6.603251999985105,1.0,completion_item_count,Completions found,23.0,23.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,0.3169857999978376,0.3358166000111851,0.0,completion_item_count,Completions found,0.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,1.9854714000075546,2.1774071999971056,0.0,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,375.01558299999544,394.52266439999164,1.0,hover_text_char_count,Hover length,30.0,0.0,True,0 -benchmark,pyright,ty,Ty,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,4.493010000010145,4.578768000004629,1.0,hover_text_char_count,Hover length,7.0,-23.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,8.759818800007224,27.735395800021927,1.0,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,1324.8024625999847,1353.9007856000012,0.0,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,3.7195692000011604,6.551138800006129,1.0,completion_item_count,Completions found,14.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,4.5426137999982075,6.61445600001116,1.0,completion_item_count,Completions found,467.0,453.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,28.41655480000327,100.4121502000032,1.0,completion_item_count,Completions found,254.4,240.4,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,request args completion,textDocument/completion,textDocument/completion,True,32.59285460000001,54.93217679999133,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 -benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.43024679999348336,0.46330619998684597,1.0,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,0.13141179999820451,0.14118660000121963,1.0,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,2.3118350000061128,7.877291200009038,1.0,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,10.937897999997404,16.968903799977397,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 -benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.6860091999953966,0.7621965999817348,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.4176519999930406,0.4783899999949881,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.23320739999803664,0.26253759998553505,1.0,location_count,References found,2.0,0.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,1.5562617999876238,1.6279727999972238,1.0,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,3.520737799993867,4.584673200002953,1.0,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,3.301794399993696,3.577393599999823,1.0,completion_item_count,Completions found,225.0,20.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,2.9341695999960393,3.023589199989374,1.0,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,54.51777159997846,56.32148539997388,1.0,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,23.563065799999094,25.356646799997407,1.0,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,1.9142557999998644,1.9420226000136154,1.0,hover_text_char_count,Hover length,1613.0,1193.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,1.5682608000020082,2.988975999994636,1.0,hover_text_char_count,Hover length,3585.0,3165.0,True,0 -benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,162.93961720000425,195.72064360000923,1.0,hover_text_char_count,Hover length,880.0,460.0,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,builtins semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,0.7259363999992274,0.8772507999935897,1.0,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,0.12769699999921613,0.13503840000907985,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.18050259999995433,0.22475600001143903,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.1533464000033291,0.1583746000164865,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.13416120000329101,0.14282420000881757,,,,,,False,10 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.1501761999975315,0.15914800000587093,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.1519519999988006,0.1826589999893713,1.0,top_level_count,Results found,7.0,,True,0 -benchmark,pyright,pyrefly,Pyrefly,tsp_core,,edited narrowing recomputes type (edit+getComputedType),typeServer/getComputedType,typeServer/getComputedType,False,0.15011579999963942,0.16236619998721835,,,,,,False,10 -benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,13.11334779999811,23.559230599988723,1.0,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,55.13746039999887,83.61371960000383,1.0,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,3.7861504000034074,4.09083760001181,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20260910T060546Z.csv b/latest-results/summary-20260910T060546Z.csv new file mode 100644 index 0000000..5dd70b0 --- /dev/null +++ b/latest-results/summary-20260910T060546Z.csv @@ -0,0 +1,132 @@ +report_type,baseline_server_id,server_id,server_name,suite_name,scenario_name,point_label,method,method_display,success,mean_ms,p95_ms,non_empty_rate,result_metric_name,result_metric_label,result_metric_value,result_metric_delta,validation_passed,validation_failure_count +benchmark,pyright,pyright,Pyright,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,7.587370599998167,14.39122860000168,1.0,completion_item_count,Completions found,201.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,1.6859383999928923,1.9133019999912901,1.0,completion_item_count,Completions found,223.0,22.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe completion,textDocument/completion,textDocument/completion,True,32.96886960000052,124.73847999999631,1.0,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,188.5557867999978,482.8320525999969,1.0,completion_item_count,Completions found,188.0,-13.0,True,0 +benchmark,pyright,pyright,Pyright,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,1.1279418000015085,1.4133648000012045,1.0,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,0.27069719999985864,0.30396599998994134,1.0,hover_text_char_count,Hover length,4232.0,213.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,2.3101915999973244,2.540998800014904,1.0,hover_text_char_count,Hover length,2589.0,-1430.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,dataframe describe hover,textDocument/hover,textDocument/hover,True,187.76360100000602,189.9395296000023,1.0,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,0.40493099999991955,0.4732230000058734,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.16639940000118258,0.18610480001370888,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.20314779999921484,0.22015879998775745,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,summarize definition,textDocument/definition,textDocument/definition,True,0.9488426000018535,1.0045067999953972,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,343.82825400000456,514.6061193999998,1.0,completion_item_count,Completions found,168.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,10.986151600008043,13.976258000002417,1.0,completion_item_count,Completions found,168.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,True,10.084821199990301,14.602439799983811,1.0,completion_item_count,Completions found,149.0,-19.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then complete (edit+completion),textDocument/completion,textDocument/completion,False,4.273293799997191,4.418241400003353,0.0,completion_item_count,Completions found,0.0,-168.0,False,10 +benchmark,pyright,pyright,Pyright,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,30.65150820000042,33.5730304000009,1.0,hover_text_char_count,Hover length,278.0,0.0,True,0 +benchmark,pyright,ty,Ty,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.60301979999349,3.6410756000009314,1.0,hover_text_char_count,Hover length,267.0,-11.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.43499320001387787,0.4797926000208008,1.0,hover_text_char_count,Hover length,1909.0,1631.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,data_science,,edit array then hover (edit+hover),textDocument/hover,textDocument/hover,True,171.56822459999148,175.5625633999898,1.0,hover_text_char_count,Hover length,5662.0,5384.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.811780000005683,7.995432800004209,1.0,completion_item_count,Completions found,10.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,queryset completion,textDocument/completion,textDocument/completion,True,4.987996599999178,7.538324199992984,1.0,completion_item_count,Completions found,261.0,251.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,queryset completion,textDocument/completion,textDocument/completion,True,20.436056799997004,75.59000700001091,1.0,completion_item_count,Completions found,15.0,5.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,queryset completion,textDocument/completion,textDocument/completion,True,196.25047459999791,601.6623345999902,1.0,completion_item_count,Completions found,2.0,-8.0,True,0 +benchmark,pyright,pyright,Pyright,django,,queryset filter hover,textDocument/hover,textDocument/hover,True,0.5423220000011497,0.6350568000044632,1.0,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,0.189315200003648,0.21991020001337347,1.0,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,0.8959344000061265,2.457366600009436,1.0,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,164.19313299999772,166.78916480000794,1.0,hover_text_char_count,Hover length,57.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,django,,model definition,textDocument/definition,textDocument/definition,True,0.40026459999751296,0.49347020000141123,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,model definition,textDocument/definition,textDocument/definition,True,0.15372700000853,0.16434440000807626,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,model definition,textDocument/definition,textDocument/definition,True,1.0096504000046025,2.967093600011594,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,model definition,textDocument/definition,textDocument/definition,True,1.0090540000078363,1.0382150000054935,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,25.670502800002737,28.69164679999585,1.0,completion_item_count,Completions found,104.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,4.715520999997125,5.231103199992049,1.0,completion_item_count,Completions found,104.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,1.6456309999966834,3.4648657999809975,1.0,completion_item_count,Completions found,83.0,-21.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then complete (edit+completion),textDocument/completion,textDocument/completion,True,240.21945099999584,281.8051538000077,1.0,completion_item_count,Completions found,143.0,39.0,True,0 +benchmark,pyright,pyright,Pyright,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,38.159546800000044,44.335193799997796,1.0,hover_text_char_count,Hover length,83.0,0.0,True,0 +benchmark,pyright,ty,Ty,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.759614199993621,2.8003162000004522,1.0,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,2.3380286000019623,3.503347999998141,1.0,hover_text_char_count,Hover length,858.0,775.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,django,,edit queryset then hover (edit+hover),textDocument/hover,textDocument/hover,True,246.99689560000024,254.00276699999722,1.0,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,81.26315400000408,270.02369920000143,1.0,completion_item_count,Completions found,271.2,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,19.154386400003887,22.448729199999207,1.0,completion_item_count,Completions found,1000.0,728.8,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,38.42801920000056,150.70762599999054,1.0,completion_item_count,Completions found,16.0,-255.2,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,report dataframe completion,textDocument/completion,textDocument/completion,True,70.68665400000782,125.5454426000142,1.0,completion_item_count,Completions found,6.0,-265.2,True,0 +benchmark,pyright,pyright,Pyright,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,0.7074587999994719,0.7769093999996812,1.0,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,0.2262976000110939,0.263775000013311,1.0,hover_text_char_count,Hover length,329.0,-21.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,2.5005766000049334,2.736318200010146,1.0,hover_text_char_count,Hover length,2588.0,2238.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,dataframe groupby hover,textDocument/hover,textDocument/hover,True,200.22950419999574,202.1809085999962,1.0,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,0.3724890000000869,0.45367640000222303,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.16056519999665397,0.17677679999792417,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,build report definition,textDocument/definition,textDocument/definition,True,0.19151440000655384,0.21755879999432182,1.0,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,0.9680758000001788,1.0045574000059787,1.0,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,766.5769297999957,1156.823278799996,1.0,completion_item_count,Completions found,440.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,19.364607800014255,19.80808660001685,1.0,completion_item_count,Completions found,448.0,8.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,20.533213200002365,37.5796800000046,1.0,completion_item_count,Completions found,256.0,-184.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then complete (edit+completion),textDocument/completion,textDocument/completion,True,214.99522680000496,218.77973219999944,1.0,completion_item_count,Completions found,441.0,1.0,True,0 +benchmark,pyright,pyright,Pyright,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,12.202895799998714,16.51679939999724,1.0,hover_text_char_count,Hover length,4292.0,0.0,True,0 +benchmark,pyright,ty,Ty,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.853518800003485,2.9060254000114583,1.0,hover_text_char_count,Hover length,4441.0,149.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.934690999998793,13.854970000005551,1.0,hover_text_char_count,Hover length,794.0,-3498.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,pandas,,edit dataframe then hover (edit+hover),textDocument/hover,textDocument/hover,True,193.53305460000456,197.76914020000618,1.0,hover_text_char_count,Hover length,232.0,-4060.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,6.244747000002349,10.892664799999352,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,3.5895362000019304,8.50772360000178,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,64.96216799999956,252.2278466000102,1.0,completion_item_count,Completions found,15.0,14.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,query completion,textDocument/completion,textDocument/completion,True,186.3840142000015,466.0050787999977,1.0,completion_item_count,Completions found,1.0,0.0,True,0 +benchmark,pyright,pyright,Pyright,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,1.2870156000019506,1.60082900000873,1.0,hover_text_char_count,Hover length,10572.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,0.37713459999508814,0.39399119999643517,1.0,hover_text_char_count,Hover length,10621.0,49.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,4.077517999996871,5.169101000012688,1.0,hover_text_char_count,Hover length,13188.0,2616.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,sessionmaker hover,textDocument/hover,textDocument/hover,True,317.40507360000265,324.2297866000172,1.0,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,0.8506272000033732,2.1306470000041595,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.17012280000585633,0.18880460000900712,1.0,location_count,Definitions found,2.0,1.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,mapped class definition,textDocument/definition,textDocument/definition,True,0.21815619999756564,0.24525640000661042,1.0,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,1.0077755999986948,1.0585782000021027,1.0,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,139.80551559999697,179.25133539999933,1.0,completion_item_count,Completions found,38.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,4.374764399995001,5.073827599994729,1.0,completion_item_count,Completions found,23.0,-15.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,True,0.7284951999963596,0.7810172000006332,1.0,completion_item_count,Completions found,17.0,-21.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit query then complete (edit+completion),textDocument/completion,textDocument/completion,False,34.73703719999435,36.638073999984044,0.0,completion_item_count,Completions found,0.0,-38.0,False,10 +benchmark,pyright,pyright,Pyright,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,90.3814146000002,99.73338060000003,1.0,hover_text_char_count,Hover length,900.0,0.0,True,0 +benchmark,pyright,ty,Ty,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,3.927354400002514,4.0203356000063195,1.0,hover_text_char_count,Hover length,958.0,58.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,True,0.48979060000533536,0.5025910000028944,1.0,hover_text_char_count,Hover length,2137.0,1237.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,sqlalchemy,,edit session then hover (edit+hover),textDocument/hover,textDocument/hover,False,34.8348432000023,36.67553100000873,0.0,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,63.18504780000467,93.01568380000731,1.0,completion_item_count,Completions found,123.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,11.617203000002974,12.359285000007958,1.0,completion_item_count,Completions found,775.0,652.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,248.82425660000536,973.5637322000057,1.0,completion_item_count,Completions found,15.0,-108.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,transformers,,classifier pipeline completion,textDocument/completion,textDocument/completion,True,131.45654759999275,138.66559979999238,1.0,completion_item_count,Completions found,2.0,-121.0,True,0 +benchmark,pyright,pyright,Pyright,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.542136799998616,0.6828480000137915,1.0,hover_text_char_count,Hover length,34.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,0.19498980000207666,0.2219778000153383,1.0,hover_text_char_count,Hover length,7.0,-27.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,pipeline hover,textDocument/hover,textDocument/hover,True,2.9620776000115256,3.1092812000110825,1.0,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,2748.3701534000147,2822.431282800028,0.0,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,0.5404542000064794,0.8603866000100878,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,0.2446972000086589,0.26242740000270715,1.0,location_count,Definitions found,1.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,transformers,,auto tokenizer definition,textDocument/definition,textDocument/definition,True,1.178944200000842,2.760956600013742,1.0,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,2291.8597817999967,2419.913322599996,1.0,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,7.932669799993164,9.322609399998782,0.0,completion_item_count,Completions found,0.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,edit prediction then complete (edit+completion),textDocument/completion,textDocument/completion,True,6.226888200006897,6.4902592000123605,1.0,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,5.557634800004507,10.86665939999989,0.0,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,2.9462979999834715,3.274802999987969,0.0,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,533.0426797999962,558.6472019999917,1.0,hover_text_char_count,Hover length,30.0,0.0,True,0 +benchmark,pyright,ty,Ty,transformers,,edit tokenizer then hover (edit+hover),textDocument/hover,textDocument/hover,True,5.9475321999968855,6.106134599991719,1.0,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,1.3546105999921565,2.7356181999834916,1.0,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,2638.424528200005,2739.1528916000084,0.0,hover_text_char_count,Hover length,0.0,-30.0,False,10 +benchmark,pyright,pyright,Pyright,web,,request args completion,textDocument/completion,textDocument/completion,True,5.982329999994818,9.576415799995175,1.0,completion_item_count,Completions found,14.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,request args completion,textDocument/completion,textDocument/completion,True,6.171898999997438,9.044566600005055,1.0,completion_item_count,Completions found,467.0,453.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,request args completion,textDocument/completion,textDocument/completion,True,44.409099199998536,141.49430680000702,1.0,completion_item_count,Completions found,254.4,240.4,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,request args completion,textDocument/completion,textDocument/completion,True,72.28454059999194,108.48653820000891,1.0,completion_item_count,Completions found,1.0,-13.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client session hover,textDocument/hover,textDocument/hover,True,0.5821758000024602,0.6655780000073719,1.0,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,0.16259359999821754,0.18589780000866085,1.0,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,2.785369999998011,9.3288520000101,1.0,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,116.04159320000917,243.26937120000593,1.0,hover_text_char_count,Hover length,359.0,333.0,True,0 +benchmark,pyright,pyright,Pyright,web,,client references,textDocument/references,textDocument/references,True,0.8926916000007168,1.1138686000094822,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,client references,textDocument/references,textDocument/references,True,0.529015800009347,0.6461222000211819,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,client references,textDocument/references,textDocument/references,True,0.2862633999939135,0.3141463999895677,1.0,location_count,References found,2.0,0.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,client references,textDocument/references,textDocument/references,True,3.6568176000059793,4.393757600007575,1.0,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,5.015439400000332,5.9813661999896794,1.0,completion_item_count,Completions found,205.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,4.342529000001605,4.6394211999995605,1.0,completion_item_count,Completions found,225.0,20.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,edit response then complete (edit+completion),textDocument/completion,textDocument/completion,True,0.5156533999922885,0.5291169999850354,1.0,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,81.38892239999223,86.5344088000029,1.0,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,33.69176600000401,38.0227024000078,1.0,hover_text_char_count,Hover length,420.0,0.0,True,0 +benchmark,pyright,ty,Ty,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,2.533609200003184,2.5786618000097405,1.0,hover_text_char_count,Hover length,1613.0,1193.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,1.4369677999980013,1.5019599999902766,1.0,hover_text_char_count,Hover length,3585.0,3165.0,True,0 +benchmark,pyright,pylsp-mypy,pylsp-mypy,web,,edit response then hover (edit+hover),textDocument/hover,textDocument/hover,True,234.99587300000258,243.9034104000143,1.0,hover_text_char_count,Hover length,880.0,460.0,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,builtins semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,1.76929139998947,4.562554599993972,1.0,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,0.13020000000096843,0.1408720000199537,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,list declared type,typeServer/getDeclaredType,typeServer/getDeclaredType,True,0.16707440000232054,0.17139480000878393,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,generic specialization computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.15465179999978318,0.17427420002036342,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,flow narrowed branch type,typeServer/getComputedType,typeServer/getComputedType,False,0.1540731999966738,0.18433539999023196,,,,,,False,10 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,stdlib path computed type,typeServer/getComputedType,typeServer/getComputedType,True,0.15344619999950737,0.16185279998808255,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,function argument expected type,typeServer/getExpectedType,typeServer/getExpectedType,True,0.1606769999966673,0.17892580000307134,1.0,top_level_count,Results found,7.0,,True,0 +benchmark,pyright,pyrefly,Pyrefly,tsp_core,,edited narrowing recomputes type (edit+getComputedType),typeServer/getComputedType,typeServer/getComputedType,False,0.17440820000160784,0.188845599996057,,,,,,False,10 +benchmark,pyright,pyrefly,Pyrefly,tsp_semantic,,django semantic tokens,typeServer/semanticTokens,semantic token impl using typeServer/getComputedType,True,17.985905000000457,29.786899200001923,1.0,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,56.51386380000076,61.416903399998546,1.0,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,6.166760199999999,6.223363800000925,1.0,semantic_token_count,Semantic tokens found,75.0,,True,0 diff --git a/latest-results/summary-20260909T060548Z.json b/latest-results/summary-20260910T060546Z.json similarity index 85% rename from latest-results/summary-20260909T060548Z.json rename to latest-results/summary-20260910T060546Z.json index a33c574..32cd78f 100644 --- a/latest-results/summary-20260909T060548Z.json +++ b/latest-results/summary-20260910T060546Z.json @@ -17,27 +17,27 @@ "tsp_semantic" ], "baseline_server": "pyright", - "generated_at": "20260909T060548Z", + "generated_at": "20260910T060546Z", "servers": [ { "id": "pyright", "display_name": "Pyright", - "output_path": "results/bench-servers/pyright-20260909T060548Z.json", + "output_path": "results/bench-servers/pyright-20260910T060546Z.json", "success": true, "benchmark_count": 6, "command": [ "node", - "/home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/pyright/1.1.412/package/dist/pyright-langserver.js", + "/home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/pyright/1.1.414/package/dist/pyright-langserver.js", "--stdio" ], - "source_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/pyright/1.1.412/package/dist/pyright-langserver.js", + "source_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/pyright/1.1.414/package/dist/pyright-langserver.js", "version": { "kind": "release", - "label": "1.1.412", + "label": "1.1.414", "repo_root": null, "commit": null, "short_commit": null, - "source_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/pyright/1.1.412/package/dist/pyright-langserver.js" + "source_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/pyright/1.1.414/package/dist/pyright-langserver.js" }, "requested_benchmarks": [ "data_science", @@ -58,21 +58,21 @@ { "id": "ty", "display_name": "Ty", - "output_path": "results/bench-servers/ty-20260909T060548Z.json", + "output_path": "results/bench-servers/ty-20260910T060546Z.json", "success": true, "benchmark_count": 6, "command": [ - "/home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/ty/0.0.79/ty-x86_64-unknown-linux-gnu/ty", + "/home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/ty/0.0.80/ty-x86_64-unknown-linux-gnu/ty", "server" ], - "source_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/ty/0.0.79/ty-x86_64-unknown-linux-gnu/ty", + "source_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/ty/0.0.80/ty-x86_64-unknown-linux-gnu/ty", "version": { "kind": "release", - "label": "0.0.79", + "label": "0.0.80", "repo_root": null, "commit": null, "short_commit": null, - "source_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/ty/0.0.79/ty-x86_64-unknown-linux-gnu/ty" + "source_path": "/home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/ty/0.0.80/ty-x86_64-unknown-linux-gnu/ty" }, "requested_benchmarks": [ "data_science", @@ -91,7 +91,7 @@ { "id": "pyrefly", "display_name": "Pyrefly", - "output_path": "results/bench-servers/pyrefly-20260909T060548Z.json", + "output_path": "results/bench-servers/pyrefly-20260910T060546Z.json", "success": false, "benchmark_count": 8, "command": [ @@ -131,7 +131,7 @@ { "id": "pylsp-mypy", "display_name": "pylsp-mypy", - "output_path": "results/bench-servers/pylsp-mypy-20260909T060548Z.json", + "output_path": "results/bench-servers/pylsp-mypy-20260910T060546Z.json", "success": false, "benchmark_count": 6, "command": [ diff --git a/latest-results/summary-20260909T060548Z.md b/latest-results/summary-20260910T060546Z.md similarity index 60% rename from latest-results/summary-20260909T060548Z.md rename to latest-results/summary-20260910T060546Z.md index 5ab9377..3215aaf 100644 --- a/latest-results/summary-20260909T060548Z.md +++ b/latest-results/summary-20260910T060546Z.md @@ -1,8 +1,8 @@ # Python LSP Benchmark Comparison -Generated from `results/bench-servers/summary-20260909T060548Z.json` +Generated from `results/bench-servers/summary-20260910T060546Z.json` -- Generated at: 20260909T060548Z +- Generated at: 20260910T060546Z - Config: `github-releases` - Servers: pyright, ty, pyrefly, pylsp-mypy - Baseline server: Pyright (pyright) @@ -12,8 +12,8 @@ Generated from `results/bench-servers/summary-20260909T060548Z.json` | Server | Version | Source | | --- | --- | --- | -| Pyright | 1.1.412 | /home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/pyright/1.1.412/package/dist/pyright-langserver.js | -| Ty | 0.0.79 | /home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/ty/0.0.79/ty-x86_64-unknown-linux-gnu/ty | +| Pyright | 1.1.414 | /home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/pyright/1.1.414/package/dist/pyright-langserver.js | +| Ty | 0.0.80 | /home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/ty/0.0.80/ty-x86_64-unknown-linux-gnu/ty | | Pyrefly | 1.2.0 | /home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/pyrefly/venv/bin/pyrefly | | pylsp-mypy | 1.15.0 | /home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/pylsp-mypy/venv/bin/pylsp | @@ -30,10 +30,10 @@ Generated from `results/bench-servers/summary-20260909T060548Z.json` | Server | Success | Benchmarks | Wall clock ms | Avg measured ms | Measured requests | Non-empty % | Failed points | | --- | --- | --- | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 6 | 3731.11 | 2.90 | 150 | 100% | 0 | -| Pyrefly | no | 8 | 5725.06 | 12.04 | 205 | 97% | 2 | -| Pyright | yes | 6 | 23849.91 | 38.62 | 150 | 97% | 0 | -| pylsp-mypy | no | 6 | 130337.95 | 198.71 | 150 | 80% | 5 | +| Ty | yes | 6 | 5085.86 | 4.06 | 150 | 100% | 0 | +| Pyrefly | no | 8 | 7530.39 | 14.71 | 205 | 97% | 2 | +| Pyright | yes | 6 | 40634.95 | 73.48 | 150 | 97% | 0 | +| pylsp-mypy | no | 6 | 208112.41 | 365.93 | 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-20260909T060548Z.json` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 286.53 | 2.30 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 494.50 | 9.05 | 5 | 25 | 100% | 0 | -| Pyright | yes | 2893.90 | 49.09 | 5 | 25 | 100% | 0 | -| pylsp-mypy | no | 5317.26 | 69.94 | 5 | 25 | 80% | 1 | +| Ty | yes | 430.16 | 3.34 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 664.65 | 9.20 | 5 | 25 | 100% | 0 | +| Pyright | yes | 4707.08 | 76.72 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 7726.63 | 110.62 | 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 | 1.46 | 1.57 | 100% | 223.00 | +22.00 | pass | -| Pyright | yes | 4.65 | 8.06 | 100% | 201.00 | 0.00 | pass | -| Pyrefly | yes | 22.90 | 88.98 | 100% | 250.00 | +49.00 | pass | -| pylsp-mypy | yes | 114.94 | 247.49 | 100% | 188.00 | -13.00 | pass | +| Ty | yes | 1.69 | 1.91 | 100% | 223.00 | +22.00 | pass | +| Pyright | yes | 7.59 | 14.39 | 100% | 201.00 | 0.00 | pass | +| Pyrefly | yes | 32.97 | 124.74 | 100% | 250.00 | +49.00 | pass | +| pylsp-mypy | yes | 188.56 | 482.83 | 100% | 188.00 | -13.00 | pass | ### dataframe describe hover @@ -63,10 +63,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.24 | 0.26 | 100% | 4232.00 | +213.00 | pass | -| Pyright | yes | 0.91 | 0.98 | 100% | 4019.00 | 0.00 | pass | -| Pyrefly | yes | 1.48 | 1.73 | 100% | 2589.00 | -1430.00 | pass | -| pylsp-mypy | yes | 120.80 | 122.99 | 100% | 4134.00 | +115.00 | pass | +| Ty | yes | 0.27 | 0.30 | 100% | 4232.00 | +213.00 | pass | +| Pyright | yes | 1.13 | 1.41 | 100% | 4019.00 | 0.00 | pass | +| Pyrefly | yes | 2.31 | 2.54 | 100% | 2589.00 | -1430.00 | pass | +| pylsp-mypy | yes | 187.76 | 189.94 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.09 | 0.10 | 100% | 1.00 | 0.00 | pass | -| Ty | yes | 0.16 | 0.17 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.35 | 0.40 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 0.65 | 0.70 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.17 | 0.19 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.20 | 0.22 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.40 | 0.47 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 0.95 | 1.00 | 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 | 2.97 | 3.19 | 0% | 0.00 | -168.00 | fail (10) | -| Ty | yes | 6.94 | 7.97 | 100% | 168.00 | 0.00 | pass | -| Pyrefly | yes | 19.71 | 27.89 | 100% | 149.00 | -19.00 | pass | -| Pyright | yes | 216.23 | 303.51 | 100% | 168.00 | 0.00 | pass | +| pylsp-mypy | no | 4.27 | 4.42 | 0% | 0.00 | -168.00 | fail (10) | +| Pyrefly | yes | 10.08 | 14.60 | 100% | 149.00 | -19.00 | pass | +| Ty | yes | 10.99 | 13.98 | 100% | 168.00 | 0.00 | pass | +| Pyright | yes | 343.83 | 514.61 | 100% | 168.00 | 0.00 | pass | ### edit array then hover (edit+hover) @@ -96,10 +96,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 1.08 | 2.30 | 100% | 1909.00 | +1631.00 | pass | -| Ty | yes | 2.69 | 2.72 | 100% | 267.00 | -11.00 | pass | -| Pyright | yes | 23.33 | 28.71 | 100% | 278.00 | 0.00 | pass | -| pylsp-mypy | yes | 110.35 | 112.71 | 100% | 5662.00 | +5384.00 | pass | +| Pyrefly | yes | 0.43 | 0.48 | 100% | 1909.00 | +1631.00 | pass | +| Ty | yes | 3.60 | 3.64 | 100% | 267.00 | -11.00 | pass | +| Pyright | yes | 30.65 | 33.57 | 100% | 278.00 | 0.00 | pass | +| pylsp-mypy | yes | 171.57 | 175.56 | 100% | 5662.00 | +5384.00 | pass | ### Result Differences @@ -112,10 +112,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 187.46 | 1.93 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 200.26 | 3.30 | 5 | 25 | 100% | 0 | -| Pyright | yes | 981.52 | 9.93 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 5075.84 | 113.36 | 5 | 25 | 100% | 0 | +| Ty | yes | 263.26 | 2.56 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 292.30 | 5.27 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1432.16 | 13.92 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 7552.13 | 169.73 | 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 | 2.94 | 5.13 | 100% | 10.00 | 0.00 | pass | -| Ty | yes | 3.81 | 5.49 | 100% | 261.00 | +251.00 | pass | -| Pyrefly | yes | 13.57 | 53.06 | 100% | 15.00 | +5.00 | pass | -| pylsp-mypy | yes | 138.32 | 420.83 | 100% | 2.00 | -8.00 | pass | +| Pyright | yes | 4.81 | 8.00 | 100% | 10.00 | 0.00 | pass | +| Ty | yes | 4.99 | 7.54 | 100% | 261.00 | +251.00 | pass | +| Pyrefly | yes | 20.44 | 75.59 | 100% | 15.00 | +5.00 | pass | +| pylsp-mypy | yes | 196.25 | 601.66 | 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 | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.15 | 0.21 | 100% | 298.00 | +241.00 | pass | -| Ty | yes | 0.19 | 0.23 | 100% | 46.00 | -11.00 | pass | -| Pyright | yes | 0.46 | 0.53 | 100% | 57.00 | 0.00 | pass | -| pylsp-mypy | yes | 107.04 | 108.78 | 100% | 57.00 | 0.00 | pass | +| Ty | yes | 0.19 | 0.22 | 100% | 46.00 | -11.00 | pass | +| Pyright | yes | 0.54 | 0.64 | 100% | 57.00 | 0.00 | pass | +| Pyrefly | yes | 0.90 | 2.46 | 100% | 298.00 | +241.00 | pass | +| pylsp-mypy | yes | 164.19 | 166.79 | 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 | 0.10 | 0.13 | 100% | 1.00 | 0.00 | pass | -| Ty | yes | 0.15 | 0.17 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.34 | 0.40 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 0.59 | 0.63 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.15 | 0.16 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.40 | 0.49 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.01 | 1.04 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 1.01 | 2.97 | 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 | 2.18 | 6.56 | 100% | 83.00 | -21.00 | pass | -| Ty | yes | 3.31 | 3.55 | 100% | 104.00 | 0.00 | pass | -| Pyright | yes | 17.58 | 20.59 | 100% | 104.00 | 0.00 | pass | -| pylsp-mypy | yes | 158.88 | 187.02 | 100% | 143.00 | +39.00 | pass | +| Pyrefly | yes | 1.65 | 3.46 | 100% | 83.00 | -21.00 | pass | +| Ty | yes | 4.72 | 5.23 | 100% | 104.00 | 0.00 | pass | +| Pyright | yes | 25.67 | 28.69 | 100% | 104.00 | 0.00 | pass | +| pylsp-mypy | yes | 240.22 | 281.81 | 100% | 143.00 | +39.00 | pass | ### edit queryset then hover (edit+hover) @@ -167,10 +167,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.52 | 0.59 | 100% | 858.00 | +775.00 | pass | -| Ty | yes | 2.17 | 2.23 | 100% | 100.00 | +17.00 | pass | -| Pyright | yes | 28.35 | 32.01 | 100% | 83.00 | 0.00 | pass | -| pylsp-mypy | yes | 161.96 | 163.05 | 100% | 71.00 | -12.00 | pass | +| Pyrefly | yes | 2.34 | 3.50 | 100% | 858.00 | +775.00 | pass | +| Ty | yes | 2.76 | 2.80 | 100% | 100.00 | +17.00 | pass | +| Pyright | yes | 38.16 | 44.34 | 100% | 83.00 | 0.00 | pass | +| pylsp-mypy | yes | 247.00 | 254.00 | 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 | 610.56 | 5.49 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 624.79 | 12.22 | 5 | 25 | 100% | 0 | -| Pyright | yes | 5466.63 | 49.73 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 5081.92 | 86.66 | 5 | 25 | 100% | 0 | +| Ty | yes | 887.21 | 8.35 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 727.29 | 13.52 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 7839.39 | 136.08 | 5 | 25 | 100% | 0 | +| Pyright | yes | 11669.10 | 172.22 | 5 | 25 | 100% | 0 | ### report dataframe completion @@ -194,10 +194,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 13.73 | 16.16 | 100% | 1000.00 | +728.80 | pass | -| Pyrefly | yes | 29.33 | 108.81 | 100% | 16.00 | -255.20 | pass | -| pylsp-mypy | yes | 37.29 | 52.33 | 100% | 6.00 | -265.20 | pass | -| Pyright | yes | 49.91 | 164.04 | 100% | 271.20 | 0.00 | pass | +| Ty | yes | 19.15 | 22.45 | 100% | 1000.00 | +728.80 | pass | +| Pyrefly | yes | 38.43 | 150.71 | 100% | 16.00 | -255.20 | pass | +| pylsp-mypy | yes | 70.69 | 125.55 | 100% | 6.00 | -265.20 | pass | +| Pyright | yes | 81.26 | 270.02 | 100% | 271.20 | 0.00 | 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 | 0.21 | 0.28 | 100% | 329.00 | -21.00 | pass | -| Pyright | yes | 0.57 | 0.66 | 100% | 350.00 | 0.00 | pass | -| Pyrefly | yes | 4.05 | 5.84 | 100% | 2588.00 | +2238.00 | pass | -| pylsp-mypy | yes | 131.00 | 132.73 | 100% | 301.00 | -49.00 | pass | +| Ty | yes | 0.23 | 0.26 | 100% | 329.00 | -21.00 | pass | +| Pyright | yes | 0.71 | 0.78 | 100% | 350.00 | 0.00 | pass | +| Pyrefly | yes | 2.50 | 2.74 | 100% | 2588.00 | +2238.00 | pass | +| pylsp-mypy | yes | 200.23 | 202.18 | 100% | 301.00 | -49.00 | pass | ### build report definition @@ -217,9 +217,9 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | | Ty | yes | 0.16 | 0.18 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.33 | 0.36 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 0.57 | 0.64 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 2.94 | 2.95 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 0.19 | 0.22 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.37 | 0.45 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 0.97 | 1.00 | 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 | 11.22 | 12.38 | 100% | 448.00 | +8.00 | pass | -| Pyrefly | yes | 19.41 | 45.42 | 100% | 256.00 | -184.00 | pass | -| pylsp-mypy | yes | 139.81 | 148.12 | 100% | 441.00 | +1.00 | pass | -| Pyright | yes | 191.28 | 227.75 | 100% | 440.00 | 0.00 | pass | +| Ty | yes | 19.36 | 19.81 | 100% | 448.00 | +8.00 | pass | +| Pyrefly | yes | 20.53 | 37.58 | 100% | 256.00 | -184.00 | pass | +| pylsp-mypy | yes | 215.00 | 218.78 | 100% | 441.00 | +1.00 | pass | +| Pyright | yes | 766.58 | 1156.82 | 100% | 440.00 | 0.00 | pass | ### edit dataframe then hover (edit+hover) @@ -238,10 +238,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 2.11 | 2.16 | 100% | 4441.00 | +149.00 | pass | -| Pyrefly | yes | 5.35 | 9.49 | 100% | 794.00 | -3498.00 | pass | -| Pyright | yes | 6.56 | 7.52 | 100% | 4292.00 | 0.00 | pass | -| pylsp-mypy | yes | 124.62 | 127.62 | 100% | 232.00 | -4060.00 | pass | +| Ty | yes | 2.85 | 2.91 | 100% | 4441.00 | +149.00 | pass | +| Pyrefly | yes | 5.93 | 13.85 | 100% | 794.00 | -3498.00 | pass | +| Pyright | yes | 12.20 | 16.52 | 100% | 4292.00 | 0.00 | pass | +| pylsp-mypy | yes | 193.53 | 197.77 | 100% | 232.00 | -4060.00 | pass | ### Result Differences @@ -254,10 +254,10 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Ty | yes | 295.05 | 1.90 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 585.52 | 11.98 | 5 | 25 | 100% | 0 | -| Pyright | yes | 2307.07 | 32.91 | 5 | 25 | 100% | 0 | -| pylsp-mypy | no | 4872.94 | 76.24 | 5 | 25 | 60% | 2 | +| Ty | yes | 376.41 | 2.49 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 728.77 | 14.10 | 5 | 25 | 100% | 0 | +| Pyright | yes | 3669.49 | 47.71 | 5 | 25 | 100% | 0 | +| pylsp-mypy | no | 6649.44 | 114.87 | 5 | 25 | 60% | 2 | ### query completion @@ -265,10 +265,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 2.72 | 5.62 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 5.19 | 8.60 | 100% | 1.00 | 0.00 | pass | -| Pyrefly | yes | 51.69 | 198.24 | 100% | 15.00 | +14.00 | pass | -| pylsp-mypy | yes | 121.16 | 309.44 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 3.59 | 8.51 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 6.24 | 10.89 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 64.96 | 252.23 | 100% | 15.00 | +14.00 | pass | +| pylsp-mypy | yes | 186.38 | 466.01 | 100% | 1.00 | 0.00 | pass | ### sessionmaker hover @@ -276,10 +276,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.29 | 0.35 | 100% | 10621.00 | +49.00 | pass | -| Pyright | yes | 0.91 | 1.00 | 100% | 10572.00 | 0.00 | pass | -| Pyrefly | yes | 2.83 | 4.05 | 100% | 13188.00 | +2616.00 | pass | -| pylsp-mypy | yes | 212.01 | 212.72 | 100% | 10498.00 | -74.00 | pass | +| Ty | yes | 0.38 | 0.39 | 100% | 10621.00 | +49.00 | pass | +| Pyright | yes | 1.29 | 1.60 | 100% | 10572.00 | 0.00 | pass | +| Pyrefly | yes | 4.08 | 5.17 | 100% | 13188.00 | +2616.00 | pass | +| pylsp-mypy | yes | 317.41 | 324.23 | 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 | 0.15 | 0.18 | 100% | 2.00 | +1.00 | pass | -| Pyrefly | yes | 0.18 | 0.22 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.31 | 0.37 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 0.65 | 0.69 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.17 | 0.19 | 100% | 2.00 | +1.00 | pass | +| Pyrefly | yes | 0.22 | 0.25 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.85 | 2.13 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 1.01 | 1.06 | 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 | 3.20 | 3.46 | 100% | 23.00 | -15.00 | pass | -| Pyrefly | yes | 3.65 | 6.48 | 100% | 17.00 | -21.00 | pass | -| pylsp-mypy | no | 24.26 | 24.79 | 0% | 0.00 | -38.00 | fail (10) | -| Pyright | yes | 99.21 | 128.40 | 100% | 38.00 | 0.00 | pass | +| Pyrefly | yes | 0.73 | 0.78 | 100% | 17.00 | -21.00 | pass | +| Ty | yes | 4.37 | 5.07 | 100% | 23.00 | -15.00 | pass | +| pylsp-mypy | no | 34.74 | 36.64 | 0% | 0.00 | -38.00 | fail (10) | +| Pyright | yes | 139.81 | 179.25 | 100% | 38.00 | 0.00 | pass | ### edit session then hover (edit+hover) @@ -309,10 +309,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 1.53 | 5.09 | 100% | 2137.00 | +1237.00 | pass | -| Ty | yes | 3.12 | 3.24 | 100% | 958.00 | +58.00 | pass | -| pylsp-mypy | no | 23.13 | 23.43 | 0% | 0.00 | -900.00 | fail (10) | -| Pyright | yes | 58.90 | 63.23 | 100% | 900.00 | 0.00 | pass | +| Pyrefly | yes | 0.49 | 0.50 | 100% | 2137.00 | +1237.00 | pass | +| Ty | yes | 3.93 | 4.02 | 100% | 958.00 | +58.00 | pass | +| pylsp-mypy | no | 34.83 | 36.68 | 0% | 0.00 | -900.00 | fail (10) | +| Pyright | yes | 90.38 | 99.73 | 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 | 2115.58 | 3.72 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 1882.97 | 40.34 | 5 | 25 | 80% | 0 | -| Pyright | yes | 11227.78 | 83.68 | 5 | 25 | 80% | 0 | -| pylsp-mypy | no | 107007.49 | 793.53 | 5 | 25 | 40% | 2 | +| Ty | yes | 2805.46 | 4.85 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 2453.40 | 51.98 | 5 | 25 | 80% | 0 | +| Pyright | yes | 17569.25 | 121.05 | 5 | 25 | 80% | 0 | +| pylsp-mypy | no | 173516.30 | 1562.61 | 5 | 25 | 40% | 2 | ### classifier pipeline completion @@ -337,10 +337,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 8.49 | 9.41 | 100% | 775.00 | +652.00 | pass | -| Pyright | yes | 38.09 | 57.21 | 100% | 123.00 | 0.00 | pass | -| pylsp-mypy | yes | 92.72 | 96.62 | 100% | 2.00 | -121.00 | pass | -| Pyrefly | yes | 189.75 | 744.37 | 100% | 15.00 | -108.00 | pass | +| Ty | yes | 11.62 | 12.36 | 100% | 775.00 | +652.00 | pass | +| Pyright | yes | 63.19 | 93.02 | 100% | 123.00 | 0.00 | pass | +| pylsp-mypy | yes | 131.46 | 138.67 | 100% | 2.00 | -121.00 | pass | +| Pyrefly | yes | 248.82 | 973.56 | 100% | 15.00 | -108.00 | pass | ### pipeline hover @@ -348,10 +348,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.15 | 0.18 | 100% | 7.00 | -27.00 | pass | -| Pyright | yes | 0.45 | 0.54 | 100% | 34.00 | 0.00 | pass | -| Pyrefly | yes | 2.71 | 3.03 | 100% | 48.00 | +14.00 | pass | -| pylsp-mypy | no | 1436.76 | 1480.35 | 0% | 0.00 | -34.00 | fail (10) | +| Ty | yes | 0.19 | 0.22 | 100% | 7.00 | -27.00 | pass | +| Pyright | yes | 0.54 | 0.68 | 100% | 34.00 | 0.00 | pass | +| Pyrefly | yes | 2.96 | 3.11 | 100% | 48.00 | +14.00 | pass | +| pylsp-mypy | no | 2748.37 | 2822.43 | 0% | 0.00 | -34.00 | fail (10) | ### auto tokenizer definition @@ -359,10 +359,10 @@ Method: `textDocument/definition` | Server | Success | Mean ms | P95 ms | Non-empty % | Definitions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.14 | 0.16 | 100% | 1.00 | 0.00 | pass | -| Ty | yes | 0.18 | 0.25 | 100% | 1.00 | 0.00 | pass | -| Pyright | yes | 0.43 | 0.54 | 100% | 1.00 | 0.00 | pass | -| pylsp-mypy | yes | 1111.40 | 1165.12 | 100% | 1.00 | 0.00 | pass | +| Ty | yes | 0.24 | 0.26 | 100% | 1.00 | 0.00 | pass | +| Pyright | yes | 0.54 | 0.86 | 100% | 1.00 | 0.00 | pass | +| Pyrefly | yes | 1.18 | 2.76 | 100% | 1.00 | 0.00 | pass | +| pylsp-mypy | yes | 2291.86 | 2419.91 | 100% | 1.00 | 0.00 | pass | ### edit prediction then complete (edit+completion) @@ -370,10 +370,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.32 | 0.34 | 0% | 0.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.99 | 2.18 | 0% | 0.00 | 0.00 | pass | -| Pyright | yes | 4.43 | 5.30 | 0% | 0.00 | 0.00 | pass | -| Ty | yes | 5.29 | 6.60 | 100% | 23.00 | +23.00 | pass | +| pylsp-mypy | yes | 2.95 | 3.27 | 0% | 0.00 | 0.00 | pass | +| Pyrefly | yes | 5.56 | 10.87 | 0% | 0.00 | 0.00 | pass | +| Ty | yes | 6.23 | 6.49 | 100% | 23.00 | +23.00 | pass | +| Pyright | yes | 7.93 | 9.32 | 0% | 0.00 | 0.00 | pass | ### edit tokenizer then hover (edit+hover) @@ -381,10 +381,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 4.49 | 4.58 | 100% | 7.00 | -23.00 | pass | -| Pyrefly | yes | 8.76 | 27.74 | 100% | 33.00 | +3.00 | pass | -| Pyright | yes | 375.02 | 394.52 | 100% | 30.00 | 0.00 | pass | -| pylsp-mypy | no | 1324.80 | 1353.90 | 0% | 0.00 | -30.00 | fail (10) | +| Pyrefly | yes | 1.35 | 2.74 | 100% | 33.00 | +3.00 | pass | +| Ty | yes | 5.95 | 6.11 | 100% | 7.00 | -23.00 | pass | +| Pyright | yes | 533.04 | 558.65 | 100% | 30.00 | 0.00 | pass | +| pylsp-mypy | no | 2638.42 | 2739.15 | 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 | 235.93 | 2.06 | 5 | 25 | 100% | 0 | -| Pyright | yes | 973.00 | 6.38 | 5 | 25 | 100% | 0 | -| Pyrefly | yes | 449.69 | 7.09 | 5 | 25 | 100% | 0 | -| pylsp-mypy | yes | 2982.49 | 52.51 | 5 | 25 | 100% | 0 | +| Ty | yes | 323.36 | 2.75 | 5 | 25 | 100% | 0 | +| Pyright | yes | 1587.86 | 9.23 | 5 | 25 | 100% | 0 | +| Pyrefly | yes | 752.17 | 9.89 | 5 | 25 | 100% | 0 | +| pylsp-mypy | yes | 4828.51 | 101.67 | 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 | 3.72 | 6.55 | 100% | 14.00 | 0.00 | pass | -| Ty | yes | 4.54 | 6.61 | 100% | 467.00 | +453.00 | pass | -| Pyrefly | yes | 28.42 | 100.41 | 100% | 254.40 | +240.40 | pass | -| pylsp-mypy | yes | 32.59 | 54.93 | 100% | 1.00 | -13.00 | pass | +| Pyright | yes | 5.98 | 9.58 | 100% | 14.00 | 0.00 | pass | +| Ty | yes | 6.17 | 9.04 | 100% | 467.00 | +453.00 | pass | +| Pyrefly | yes | 44.41 | 141.49 | 100% | 254.40 | +240.40 | pass | +| pylsp-mypy | yes | 72.28 | 108.49 | 100% | 1.00 | -13.00 | pass | ### client session hover @@ -419,10 +419,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Ty | yes | 0.13 | 0.14 | 100% | 7.00 | -19.00 | pass | -| Pyright | yes | 0.43 | 0.46 | 100% | 26.00 | 0.00 | pass | -| Pyrefly | yes | 2.31 | 7.88 | 100% | 149.00 | +123.00 | pass | -| pylsp-mypy | yes | 10.94 | 16.97 | 100% | 359.00 | +333.00 | pass | +| Ty | yes | 0.16 | 0.19 | 100% | 7.00 | -19.00 | pass | +| Pyright | yes | 0.58 | 0.67 | 100% | 26.00 | 0.00 | pass | +| Pyrefly | yes | 2.79 | 9.33 | 100% | 149.00 | +123.00 | pass | +| pylsp-mypy | yes | 116.04 | 243.27 | 100% | 359.00 | +333.00 | pass | ### client references @@ -430,10 +430,10 @@ Method: `textDocument/references` | Server | Success | Mean ms | P95 ms | Non-empty % | References found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.23 | 0.26 | 100% | 2.00 | 0.00 | pass | -| Ty | yes | 0.42 | 0.48 | 100% | 2.00 | 0.00 | pass | -| Pyright | yes | 0.69 | 0.76 | 100% | 2.00 | 0.00 | pass | -| pylsp-mypy | yes | 1.56 | 1.63 | 100% | 2.00 | 0.00 | pass | +| Pyrefly | yes | 0.29 | 0.31 | 100% | 2.00 | 0.00 | pass | +| Ty | yes | 0.53 | 0.65 | 100% | 2.00 | 0.00 | pass | +| Pyright | yes | 0.89 | 1.11 | 100% | 2.00 | 0.00 | pass | +| pylsp-mypy | yes | 3.66 | 4.39 | 100% | 2.00 | 0.00 | pass | ### edit response then complete (edit+completion) @@ -441,10 +441,10 @@ Method: `textDocument/completion` | Server | Success | Mean ms | P95 ms | Non-empty % | Completions found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 2.93 | 3.02 | 100% | 32.00 | -173.00 | pass | -| Ty | yes | 3.30 | 3.58 | 100% | 225.00 | +20.00 | pass | -| Pyright | yes | 3.52 | 4.58 | 100% | 205.00 | 0.00 | pass | -| pylsp-mypy | yes | 54.52 | 56.32 | 100% | 57.00 | -148.00 | pass | +| Pyrefly | yes | 0.52 | 0.53 | 100% | 32.00 | -173.00 | pass | +| Ty | yes | 4.34 | 4.64 | 100% | 225.00 | +20.00 | pass | +| Pyright | yes | 5.02 | 5.98 | 100% | 205.00 | 0.00 | pass | +| pylsp-mypy | yes | 81.39 | 86.53 | 100% | 57.00 | -148.00 | pass | ### edit response then hover (edit+hover) @@ -452,10 +452,10 @@ Method: `textDocument/hover` | Server | Success | Mean ms | P95 ms | Non-empty % | Hover length | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 1.57 | 2.99 | 100% | 3585.00 | +3165.00 | pass | -| Ty | yes | 1.91 | 1.94 | 100% | 1613.00 | +1193.00 | pass | -| Pyright | yes | 23.56 | 25.36 | 100% | 420.00 | 0.00 | pass | -| pylsp-mypy | yes | 162.94 | 195.72 | 100% | 880.00 | +460.00 | pass | +| Pyrefly | yes | 1.44 | 1.50 | 100% | 3585.00 | +3165.00 | pass | +| Ty | yes | 2.53 | 2.58 | 100% | 1613.00 | +1193.00 | pass | +| Pyright | yes | 33.69 | 38.02 | 100% | 420.00 | 0.00 | pass | +| pylsp-mypy | yes | 235.00 | 243.90 | 100% | 880.00 | +460.00 | pass | ### Result Differences @@ -468,7 +468,7 @@ Method: `textDocument/hover` | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Pyrefly | no | 158.94 | 0.22 | 8 | 40 | 100% | 2 | +| Pyrefly | no | 193.25 | 0.36 | 8 | 40 | 100% | 2 | ### builtins semantic tokens @@ -476,7 +476,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.73 | 0.88 | 100% | 30.00 | 0.00 | pass | +| Pyrefly | yes | 1.77 | 4.56 | 100% | 30.00 | 0.00 | pass | ### builtin int computed type @@ -492,7 +492,7 @@ Method: `typeServer/getDeclaredType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.18 | 0.22 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.17 | 0.17 | 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 | 0.15 | 0.16 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.15 | 0.17 | 100% | 7.00 | 0.00 | pass | ### stdlib path computed type @@ -516,13 +516,13 @@ Method: `typeServer/getExpectedType` | Server | Success | Mean ms | P95 ms | Non-empty % | Results found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 0.15 | 0.18 | 100% | 7.00 | 0.00 | pass | +| Pyrefly | yes | 0.16 | 0.18 | 100% | 7.00 | 0.00 | pass | ## Benchmark: tsp_semantic | Server | Success | Wall clock ms | Avg measured ms | Points | Measured requests | Non-empty % | Failed points | | --- | --- | ---: | ---: | ---: | ---: | ---: | ---: | -| Pyrefly | yes | 1328.39 | 24.01 | 3 | 15 | 100% | 0 | +| Pyrefly | yes | 1718.55 | 26.89 | 3 | 15 | 100% | 0 | ### django semantic tokens @@ -530,7 +530,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 13.11 | 23.56 | 100% | 126.00 | 0.00 | pass | +| Pyrefly | yes | 17.99 | 29.79 | 100% | 126.00 | 0.00 | pass | ### transformers semantic tokens @@ -538,7 +538,7 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 55.14 | 83.61 | 100% | 74.00 | 0.00 | pass | +| Pyrefly | yes | 56.51 | 61.42 | 100% | 74.00 | 0.00 | pass | ### stdlib semantic tokens @@ -546,4 +546,4 @@ Method: semantic token impl using typeServer/getComputedType | Server | Success | Mean ms | P95 ms | Non-empty % | Semantic tokens found | Delta vs Pyright | Validation | | --- | --- | ---: | ---: | ---: | ---: | ---: | --- | -| Pyrefly | yes | 3.79 | 4.09 | 100% | 75.00 | 0.00 | pass | +| Pyrefly | yes | 6.17 | 6.22 | 100% | 75.00 | 0.00 | pass | diff --git a/latest-results/ty-20260909T060548Z-responses.jsonl b/latest-results/ty-20260910T060546Z-responses.jsonl similarity index 100% rename from latest-results/ty-20260909T060548Z-responses.jsonl rename to latest-results/ty-20260910T060546Z-responses.jsonl diff --git a/latest-results/ty-20260909T060548Z.json b/latest-results/ty-20260910T060546Z.json similarity index 90% rename from latest-results/ty-20260909T060548Z.json rename to latest-results/ty-20260910T060546Z.json index 28470a0..5a5c725 100644 --- a/latest-results/ty-20260909T060548Z.json +++ b/latest-results/ty-20260910T060546Z.json @@ -1,6 +1,6 @@ { "server_command": [ - "/home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/ty/0.0.79/ty-x86_64-unknown-linux-gnu/ty", + "/home/runner/work/python-lsp-compare/python-lsp-compare/.python-lsp-compare/servers/ty/0.0.80/ty-x86_64-unknown-linux-gnu/ty", "server" ], "requested_scenarios": [], @@ -12,8 +12,8 @@ "transformers", "web" ], - "started_at_unix": 1788934012.9285774, - "finished_at_unix": 1788934016.7366445, + "started_at_unix": 1789020440.9732926, + "finished_at_unix": 1789020446.1500304, "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": 286.53074099997866, + "total_duration_ms": 430.15915500001256, "error_message": null, "summary": { "request_count": 32, @@ -35,11 +35,11 @@ "failure_count": 0, "bytes_sent": 18656, "bytes_received": 874720, - "min_ms": 0.15155200000549485, - "max_ms": 152.68961499998568, - "mean_ms": 8.453129749999455, - "median_ms": 1.507743499999492, - "p95_ms": 27.20170750000929, + "min_ms": 0.15158399997972083, + "max_ms": 237.14577499998768, + "mean_ms": 12.772530781247404, + "median_ms": 1.8290274999941403, + "p95_ms": 43.20675024999612, "result_summary": { "present_count": 31, "empty_count": 1, @@ -95,27 +95,27 @@ "by_method": { "textDocument/completion": { "point_count": 2, - "min_ms": 1.3706769999828339, - "max_ms": 8.282416000014337, - "mean_ms": 4.199023799992574, - "median_ms": 4.060484999996561, - "p95_ms": 7.570181650001471 + "min_ms": 1.5344429999970544, + "max_ms": 14.90040699999895, + "mean_ms": 6.3360450000004676, + "median_ms": 5.918209000000729, + "p95_ms": 12.821071750006746 }, "textDocument/hover": { "point_count": 2, - "min_ms": 0.22621800002298187, - "max_ms": 2.7219229999957406, - "mean_ms": 1.4656978000004983, - "median_ms": 1.456845500001691, - "p95_ms": 2.7098436499954914 + "min_ms": 0.2404749999982414, + "max_ms": 3.6442340000064632, + "mean_ms": 1.9368584999966743, + "median_ms": 1.9288144999904944, + "p95_ms": 3.6371275999940167 }, "textDocument/definition": { "point_count": 1, - "min_ms": 0.15155200000549485, - "max_ms": 0.1727430000073582, - "mean_ms": 0.16037880001249505, - "median_ms": 0.16089800001850563, - "p95_ms": 0.17043580000972725 + "min_ms": 0.15158399997972083, + "max_ms": 0.18815800001448224, + "mean_ms": 0.16639940000118258, + "median_ms": 0.16132799999013514, + "p95_ms": 0.18610480001370888 } }, "validation": { @@ -141,11 +141,11 @@ "failure_count": 0, "bytes_sent": 1425, "bytes_received": 306550, - "min_ms": 1.3706769999828339, - "max_ms": 1.5826059999994868, - "mean_ms": 1.4562131999923622, - "median_ms": 1.4217359999975088, - "p95_ms": 1.5722099999948114, + "min_ms": 1.5344429999970544, + "max_ms": 1.9694849999893904, + "mean_ms": 1.6859383999928923, + "median_ms": 1.6816099999914513, + "p95_ms": 1.9133019999912901, "result_summary": { "present_count": 5, "empty_count": 0, @@ -205,9 +205,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 152.68961499998568, + "duration_ms": 237.14577499998768, "success": true, - "started_at_unix": 1788934012.9435098, + "started_at_unix": 1789020440.9932709, "bytes_sent": 285, "bytes_received": 61310, "request_id": 2, @@ -235,9 +235,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.5306259999761096, + "duration_ms": 1.9694849999893904, "success": true, - "started_at_unix": 1788934013.0968838, + "started_at_unix": 1789020441.231363, "bytes_sent": 285, "bytes_received": 61310, "request_id": 3, @@ -265,9 +265,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.375421000005872, + "duration_ms": 1.6885699999988901, "success": true, - "started_at_unix": 1788934013.099445, + "started_at_unix": 1789020441.2346854, "bytes_sent": 285, "bytes_received": 61310, "request_id": 4, @@ -295,9 +295,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.4217359999975088, + "duration_ms": 1.6816099999914513, "success": true, - "started_at_unix": 1788934013.1017628, + "started_at_unix": 1789020441.2377596, "bytes_sent": 285, "bytes_received": 61310, "request_id": 5, @@ -325,9 +325,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.3706769999828339, + "duration_ms": 1.5555839999876753, "success": true, - "started_at_unix": 1788934013.1041577, + "started_at_unix": 1789020441.2407734, "bytes_sent": 285, "bytes_received": 61310, "request_id": 6, @@ -355,9 +355,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 1.5826059999994868, + "duration_ms": 1.5344429999970544, "success": true, - "started_at_unix": 1788934013.1065207, + "started_at_unix": 1789020441.2436361, "bytes_sent": 285, "bytes_received": 61310, "request_id": 7, @@ -400,11 +400,11 @@ "failure_count": 0, "bytes_sent": 1269, "bytes_received": 22949, - "min_ms": 0.22621800002298187, - "max_ms": 0.2622410000014952, - "mean_ms": 0.2418158000011772, - "median_ms": 0.2387149999947269, - "p95_ms": 0.2595878000022367, + "min_ms": 0.2404749999982414, + "max_ms": 0.3047189999847433, + "mean_ms": 0.27069719999985864, + "median_ms": 0.2552159999993364, + "p95_ms": 0.30396599998994134, "result_summary": { "present_count": 5, "empty_count": 0, @@ -464,9 +464,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 0.42560500000377033, + "duration_ms": 0.47139599999468373, "success": true, - "started_at_unix": 1788934013.109117, + "started_at_unix": 1789020441.2465818, "bytes_sent": 253, "bytes_received": 4589, "request_id": 8, @@ -494,9 +494,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 0.2622410000014952, + "duration_ms": 0.3009540000107336, "success": true, - "started_at_unix": 1788934013.109605, + "started_at_unix": 1789020441.247135, "bytes_sent": 253, "bytes_received": 4589, "request_id": 9, @@ -524,9 +524,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 0.24897500000520267, + "duration_ms": 0.2552159999993364, "success": true, - "started_at_unix": 1788934013.1099355, + "started_at_unix": 1789020441.2475333, "bytes_sent": 254, "bytes_received": 4590, "request_id": 10, @@ -554,9 +554,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 0.2387149999947269, + "duration_ms": 0.2404749999982414, "success": true, - "started_at_unix": 1788934013.1102629, + "started_at_unix": 1789020441.247899, "bytes_sent": 254, "bytes_received": 4590, "request_id": 11, @@ -584,9 +584,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 0.22621800002298187, + "duration_ms": 0.3047189999847433, "success": true, - "started_at_unix": 1788934013.110565, + "started_at_unix": 1789020441.2482235, "bytes_sent": 254, "bytes_received": 4590, "request_id": 12, @@ -614,9 +614,9 @@ { "kind": "request", "method": "textDocument/hover", - "duration_ms": 0.23292999998147934, + "duration_ms": 0.2521220000062385, "success": true, - "started_at_unix": 1788934013.1108592, + "started_at_unix": 1789020441.2486436, "bytes_sent": 254, "bytes_received": 4590, "request_id": 13, @@ -659,11 +659,11 @@ "failure_count": 0, "bytes_sent": 1300, "bytes_received": 1235, - "min_ms": 0.15155200000549485, - "max_ms": 0.1727430000073582, - "mean_ms": 0.16037880001249505, - "median_ms": 0.16089800001850563, - "p95_ms": 0.17043580000972725, + "min_ms": 0.15158399997972083, + "max_ms": 0.18815800001448224, + "mean_ms": 0.16639940000118258, + "median_ms": 0.16132799999013514, + "p95_ms": 0.18610480001370888, "result_summary": { "present_count": 5, "empty_count": 0, @@ -723,9 +723,9 @@ { "kind": "request", "method": "textDocument/definition", - "duration_ms": 0.17740999999205087, + "duration_ms": 0.18687599998656879, "success": true, - "started_at_unix": 1788934013.1112263, + "started_at_unix": 1789020441.2490518, "bytes_sent": 260, "bytes_received": 247, "request_id": 14, @@ -753,9 +753,9 @@ { "kind": "request", "method": "textDocument/definition", - "duration_ms": 0.16089800001850563, + "duration_ms": 0.17789200001061545, "success": true, - "started_at_unix": 1788934013.1114256, + "started_at_unix": 1789020441.2492726, "bytes_sent": 260, "bytes_received": 247, "request_id": 15, @@ -783,9 +783,9 @@ { "kind": "request", "method": "textDocument/definition", - "duration_ms": 0.1612070000192034, + "duration_ms": 0.18815800001448224, "success": true, - "started_at_unix": 1788934013.1116126, + "started_at_unix": 1789020441.2494924, "bytes_sent": 260, "bytes_received": 247, "request_id": 16, @@ -813,9 +813,9 @@ { "kind": "request", "method": "textDocument/definition", - "duration_ms": 0.1727430000073582, + "duration_ms": 0.15303500001095927, "success": true, - "started_at_unix": 1788934013.1117988, + "started_at_unix": 1789020441.249725, "bytes_sent": 260, "bytes_received": 247, "request_id": 17, @@ -843,9 +843,9 @@ { "kind": "request", "method": "textDocument/definition", - "duration_ms": 0.15549400001191316, + "duration_ms": 0.16132799999013514, "success": true, - "started_at_unix": 1788934013.1119955, + "started_at_unix": 1789020441.2499166, "bytes_sent": 260, "bytes_received": 247, "request_id": 18, @@ -873,9 +873,9 @@ { "kind": "request", "method": "textDocument/definition", - "duration_ms": 0.15155200000549485, + "duration_ms": 0.15158399997972083, "success": true, - "started_at_unix": 1788934013.1121795, + "started_at_unix": 1789020441.2501135, "bytes_sent": 260, "bytes_received": 247, "request_id": 19, @@ -918,11 +918,11 @@ "failure_count": 0, "bytes_sent": 1440, "bytes_received": 394530, - "min_ms": 6.538363999993635, - "max_ms": 8.282416000014337, - "mean_ms": 6.941834399992786, - "median_ms": 6.601828999976078, - "p95_ms": 7.9658674000086185, + "min_ms": 9.866933000012068, + "max_ms": 14.90040699999895, + "mean_ms": 10.986151600008043, + "median_ms": 10.015180999999984, + "p95_ms": 13.976258000002417, "result_summary": { "present_count": 5, "empty_count": 0, @@ -982,9 +982,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 50.32528600000319, + "duration_ms": 77.80339199999275, "success": true, - "started_at_unix": 1788934013.1124825, + "started_at_unix": 1789020441.250499, "bytes_sent": 288, "bytes_received": 78906, "request_id": 20, @@ -1012,9 +1012,9 @@ { "kind": "request", "method": "textDocument/completion", - "duration_ms": 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