cp readme over #679
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benchmark
The following actions use a deprecated Node.js version and will be forced to run on node20: actions/cache@v3. For more info: https://github.blog/changelog/2024-03-07-github-actions-all-actions-will-run-on-node20-instead-of-node16-by-default/
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Benchmark results:
libs/langgraph/README.md#L1
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fanout_to_subgraph_10x: Mean +- std dev: 48.3 ms +- 0.7 ms
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fanout_to_subgraph_10x_sync: Mean +- std dev: 44.0 ms +- 0.5 ms
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fanout_to_subgraph_10x_checkpoint: Mean +- std dev: 77.0 ms +- 1.5 ms
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fanout_to_subgraph_10x_checkpoint_sync: Mean +- std dev: 85.3 ms +- 0.9 ms
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fanout_to_subgraph_100x: Mean +- std dev: 472 ms +- 9 ms
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fanout_to_subgraph_100x_sync: Mean +- std dev: 428 ms +- 4 ms
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fanout_to_subgraph_100x_checkpoint: Mean +- std dev: 813 ms +- 39 ms
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fanout_to_subgraph_100x_checkpoint_sync: Mean +- std dev: 847 ms +- 20 ms
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WARNING: the benchmark result may be unstable
* the standard deviation (3.25 ms) is 10% of the mean (31.2 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.
react_agent_10x: Mean +- std dev: 31.2 ms +- 3.2 ms
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react_agent_10x_sync: Mean +- std dev: 23.1 ms +- 2.2 ms
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react_agent_10x_checkpoint: Mean +- std dev: 48.8 ms +- 4.8 ms
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react_agent_10x_checkpoint_sync: Mean +- std dev: 38.4 ms +- 3.8 ms
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react_agent_100x: Mean +- std dev: 321 ms +- 7 ms
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react_agent_100x_sync: Mean +- std dev: 258 ms +- 3 ms
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react_agent_100x_checkpoint: Mean +- std dev: 950 ms +- 21 ms
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react_agent_100x_checkpoint_sync: Mean +- std dev: 865 ms +- 18 ms
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wide_state_25x300: Mean +- std dev: 18.7 ms +- 0.3 ms
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wide_state_25x300_sync: Mean +- std dev: 11.1 ms +- 0.1 ms
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wide_state_25x300_checkpoint: Mean +- std dev: 284 ms +- 17 ms
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wide_state_25x300_checkpoint_sync: Mean +- std dev: 276 ms +- 17 ms
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wide_state_15x600: Mean +- std dev: 21.6 ms +- 0.5 ms
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wide_state_15x600_sync: Mean +- std dev: 12.7 ms +- 0.2 ms
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wide_state_15x600_checkpoint: Mean +- std dev: 485 ms +- 16 ms
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wide_state_15x600_checkpoint_sync: Mean +- std dev: 471 ms +- 17 ms
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wide_state_9x1200: Mean +- std dev: 21.7 ms +- 0.4 ms
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wide_state_9x1200_sync: Mean +- std dev: 12.7 ms +- 0.1 ms
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wide_state_9x1200_checkpoint: Mean +- std dev: 317 ms +- 16 ms
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wide_state_9x1200_checkpoint_sync: Mean +- std dev: 304 ms +- 17 ms
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Comparison against main:
libs/langgraph/README.md#L1
+----------------------------------------+---------+-----------------------+
| Benchmark | main | changes |
+========================================+=========+=======================+
| wide_state_9x1200_checkpoint | 323 ms | 317 ms: 1.02x faster |
+----------------------------------------+---------+-----------------------+
| wide_state_9x1200_checkpoint_sync | 309 ms | 304 ms: 1.02x faster |
+----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_100x | 477 ms | 472 ms: 1.01x faster |
+----------------------------------------+---------+-----------------------+
| wide_state_9x1200_sync | 12.8 ms | 12.7 ms: 1.01x faster |
+----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_10x_sync | 43.8 ms | 44.0 ms: 1.01x slower |
+----------------------------------------+---------+-----------------------+
| wide_state_15x600_sync | 12.6 ms | 12.7 ms: 1.01x slower |
+----------------------------------------+---------+-----------------------+
| react_agent_100x | 319 ms | 321 ms: 1.01x slower |
+----------------------------------------+---------+-----------------------+
| wide_state_9x1200 | 21.5 ms | 21.7 ms: 1.01x slower |
+----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_10x_checkpoint_sync | 84.5 ms | 85.3 ms: 1.01x slower |
+----------------------------------------+---------+-----------------------+
| react_agent_100x_sync | 255 ms | 258 ms: 1.01x slower |
+----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_10x_checkpoint | 76.2 ms | 77.0 ms: 1.01x slower |
+----------------------------------------+---------+-----------------------+
| wide_state_25x300 | 18.6 ms | 18.7 ms: 1.01x slower |
+----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_100x_sync | 423 ms | 428 ms: 1.01x slower |
+----------------------------------------+---------+-----------------------+
| wide_state_25x300_sync | 10.9 ms | 11.1 ms: 1.02x slower |
+----------------------------------------+---------+-----------------------+
| react_agent_10x_sync | 22.6 ms | 23.1 ms: 1.02x slower |
+----------------------------------------+---------+-----------------------+
| react_agent_10x_checkpoint_sync | 37.4 ms | 38.4 ms: 1.03x slower |
+----------------------------------------+---------+-----------------------+
| react_agent_10x_checkpoint | 47.4 ms | 48.8 ms: 1.03x slower |
+----------------------------------------+---------+-----------------------+
| react_agent_100x_checkpoint_sync | 839 ms | 865 ms: 1.03x slower |
+----------------------------------------+---------+-----------------------+
| react_agent_100x_checkpoint | 913 ms | 950 ms: 1.04x slower |
+----------------------------------------+---------+-----------------------+
| Geometric mean | (ref) | 1.01x slower |
+----------------------------------------+---------+-----------------------+
Benchmark hidden because not significant (9): fanout_to_subgraph_100x_checkpoint_sync, react_agent_10x, wide_state_15x600_checkpoint_sync, fanout_to_subgraph_100x_checkpoint, wide_state_25x300_checkpoint, fanout_to_subgraph_10x, wide_state_15x600, wide_state_15x600_checkpoint, wide_state_25x300_checkpoint_sync
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