fix: Add local & enforced tracing modes for comparative evaluation #683
hinthornwAnnotations
1 warning and 2 notices
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benchmark
ubuntu-latest pipelines will use ubuntu-24.04 soon. For more details, see https://github.com/actions/runner-images/issues/10636
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Benchmark results:
python/langsmith/evaluation/_runner.py#L1
...........
WARNING: the benchmark result may be unstable
* the standard deviation (107 ms) is 16% of the mean (680 ms)
Try to rerun the benchmark with more runs, values and/or loops.
Run 'python -m pyperf system tune' command to reduce the system jitter.
Use pyperf stats, pyperf dump and pyperf hist to analyze results.
Use --quiet option to hide these warnings.
create_5_000_run_trees: Mean +- std dev: 680 ms +- 107 ms
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WARNING: the benchmark result may be unstable
* the standard deviation (193 ms) is 13% of the mean (1.47 sec)
Try to rerun the benchmark with more runs, values and/or loops.
Run 'python -m pyperf system tune' command to reduce the system jitter.
Use pyperf stats, pyperf dump and pyperf hist to analyze results.
Use --quiet option to hide these warnings.
create_10_000_run_trees: Mean +- std dev: 1.47 sec +- 0.19 sec
...........
WARNING: the benchmark result may be unstable
* the standard deviation (178 ms) is 13% of the mean (1.42 sec)
Try to rerun the benchmark with more runs, values and/or loops.
Run 'python -m pyperf system tune' command to reduce the system jitter.
Use pyperf stats, pyperf dump and pyperf hist to analyze results.
Use --quiet option to hide these warnings.
create_20_000_run_trees: Mean +- std dev: 1.42 sec +- 0.18 sec
...........
dumps_class_nested_py_branch_and_leaf_200x400: Mean +- std dev: 685 us +- 7 us
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dumps_class_nested_py_leaf_50x100: Mean +- std dev: 24.9 ms +- 0.2 ms
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dumps_class_nested_py_leaf_100x200: Mean +- std dev: 104 ms +- 3 ms
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dumps_dataclass_nested_50x100: Mean +- std dev: 25.2 ms +- 0.2 ms
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WARNING: the benchmark result may be unstable
* the standard deviation (16.6 ms) is 23% of the mean (71.8 ms)
Try to rerun the benchmark with more runs, values and/or loops.
Run 'python -m pyperf system tune' command to reduce the system jitter.
Use pyperf stats, pyperf dump and pyperf hist to analyze results.
Use --quiet option to hide these warnings.
dumps_pydantic_nested_50x100: Mean +- std dev: 71.8 ms +- 16.6 ms
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dumps_pydanticv1_nested_50x100: Mean +- std dev: 198 ms +- 3 ms
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Comparison against main:
python/langsmith/evaluation/_runner.py#L1
+-----------------------------------------------+----------+------------------------+
| Benchmark | main | changes |
+===============================================+==========+========================+
| dumps_pydanticv1_nested_50x100 | 217 ms | 198 ms: 1.09x faster |
+-----------------------------------------------+----------+------------------------+
| create_5_000_run_trees | 721 ms | 680 ms: 1.06x faster |
+-----------------------------------------------+----------+------------------------+
| dumps_class_nested_py_branch_and_leaf_200x400 | 695 us | 685 us: 1.01x faster |
+-----------------------------------------------+----------+------------------------+
| dumps_class_nested_py_leaf_50x100 | 24.8 ms | 24.9 ms: 1.00x slower |
+-----------------------------------------------+----------+------------------------+
| dumps_dataclass_nested_50x100 | 25.2 ms | 25.2 ms: 1.00x slower |
+-----------------------------------------------+----------+------------------------+
| dumps_class_nested_py_leaf_100x200 | 103 ms | 104 ms: 1.01x slower |
+-----------------------------------------------+----------+------------------------+
| create_20_000_run_trees | 1.36 sec | 1.42 sec: 1.04x slower |
+-----------------------------------------------+----------+------------------------+
| create_10_000_run_trees | 1.37 sec | 1.47 sec: 1.07x slower |
+-----------------------------------------------+----------+------------------------+
| dumps_pydantic_nested_50x100 | 64.9 ms | 71.8 ms: 1.11x slower |
+-----------------------------------------------+----------+------------------------+
| Geometric mean | (ref) | 1.01x slower |
+-----------------------------------------------+----------+------------------------+
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