Implement RemotePregel class and PregelProtocol
#487
andrewnguonlyAnnotations
1 warning and 2 notices
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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/langgraph/pregel/protocol.py#L1
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fanout_to_subgraph_10x: Mean +- std dev: 50.5 ms +- 0.9 ms
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fanout_to_subgraph_10x_sync: Mean +- std dev: 43.3 ms +- 0.6 ms
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fanout_to_subgraph_10x_checkpoint: Mean +- std dev: 69.6 ms +- 1.6 ms
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fanout_to_subgraph_10x_checkpoint_sync: Mean +- std dev: 73.2 ms +- 0.7 ms
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fanout_to_subgraph_100x: Mean +- std dev: 489 ms +- 12 ms
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fanout_to_subgraph_100x_sync: Mean +- std dev: 422 ms +- 5 ms
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fanout_to_subgraph_100x_checkpoint: Mean +- std dev: 735 ms +- 24 ms
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fanout_to_subgraph_100x_checkpoint_sync: Mean +- std dev: 700 ms +- 6 ms
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react_agent_10x: Mean +- std dev: 28.1 ms +- 0.6 ms
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react_agent_10x_sync: Mean +- std dev: 20.3 ms +- 0.3 ms
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react_agent_10x_checkpoint: Mean +- std dev: 44.6 ms +- 3.9 ms
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WARNING: the benchmark result may be unstable
* the standard deviation (3.65 ms) is 11% of the mean (33.9 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_checkpoint_sync: Mean +- std dev: 33.9 ms +- 3.7 ms
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react_agent_100x: Mean +- std dev: 313 ms +- 7 ms
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react_agent_100x_sync: Mean +- std dev: 247 ms +- 3 ms
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react_agent_100x_checkpoint: Mean +- std dev: 882 ms +- 14 ms
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react_agent_100x_checkpoint_sync: Mean +- std dev: 794 ms +- 9 ms
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wide_state_25x300: Mean +- std dev: 18.6 ms +- 0.4 ms
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wide_state_25x300_sync: Mean +- std dev: 10.9 ms +- 0.2 ms
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wide_state_25x300_checkpoint: Mean +- std dev: 242 ms +- 8 ms
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wide_state_25x300_checkpoint_sync: Mean +- std dev: 242 ms +- 15 ms
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wide_state_15x600: Mean +- std dev: 21.6 ms +- 0.4 ms
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wide_state_15x600_sync: Mean +- std dev: 12.7 ms +- 0.1 ms
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wide_state_15x600_checkpoint: Mean +- std dev: 416 ms +- 12 ms
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wide_state_15x600_checkpoint_sync: Mean +- std dev: 416 ms +- 18 ms
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wide_state_9x1200: Mean +- std dev: 21.6 ms +- 0.4 ms
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wide_state_9x1200_sync: Mean +- std dev: 12.6 ms +- 0.1 ms
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wide_state_9x1200_checkpoint: Mean +- std dev: 269 ms +- 8 ms
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wide_state_9x1200_checkpoint_sync: Mean +- std dev: 270 ms +- 15 ms
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Comparison against main:
libs/langgraph/langgraph/pregel/protocol.py#L1
+-----------------------------------------+---------+-----------------------+
| Benchmark | main | changes |
+=========================================+=========+=======================+
| react_agent_10x | 28.7 ms | 28.1 ms: 1.02x faster |
+-----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_10x_checkpoint | 70.8 ms | 69.6 ms: 1.02x faster |
+-----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_100x_checkpoint_sync | 711 ms | 700 ms: 1.02x faster |
+-----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_10x_sync | 44.0 ms | 43.3 ms: 1.02x faster |
+-----------------------------------------+---------+-----------------------+
| wide_state_25x300 | 18.9 ms | 18.6 ms: 1.01x faster |
+-----------------------------------------+---------+-----------------------+
| react_agent_10x_sync | 20.5 ms | 20.3 ms: 1.01x faster |
+-----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_10x_checkpoint_sync | 73.9 ms | 73.2 ms: 1.01x faster |
+-----------------------------------------+---------+-----------------------+
| wide_state_15x600 | 21.8 ms | 21.6 ms: 1.01x faster |
+-----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_100x_sync | 425 ms | 422 ms: 1.01x faster |
+-----------------------------------------+---------+-----------------------+
| react_agent_100x | 315 ms | 313 ms: 1.01x faster |
+-----------------------------------------+---------+-----------------------+
| wide_state_9x1200 | 21.7 ms | 21.6 ms: 1.01x faster |
+-----------------------------------------+---------+-----------------------+
| react_agent_100x_sync | 248 ms | 247 ms: 1.00x faster |
+-----------------------------------------+---------+-----------------------+
| wide_state_15x600_sync | 12.6 ms | 12.7 ms: 1.00x slower |
+-----------------------------------------+---------+-----------------------+
| wide_state_9x1200_sync | 12.6 ms | 12.6 ms: 1.01x slower |
+-----------------------------------------+---------+-----------------------+
| react_agent_100x_checkpoint_sync | 789 ms | 794 ms: 1.01x slower |
+-----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_100x | 485 ms | 489 ms: 1.01x slower |
+-----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_10x | 49.0 ms | 50.5 ms: 1.03x slower |
+-----------------------------------------+---------+-----------------------+
| Geometric mean | (ref) | 1.00x faster |
+-----------------------------------------+---------+-----------------------+
Benchmark hidden because not significant (11): react_agent_10x_checkpoint, react_agent_10x_checkpoint_sync, wide_state_9x1200_checkpoint_sync, wide_state_25x300_sync, react_agent_100x_checkpoint, wide_state_9x1200_checkpoint, wide_state_15x600_checkpoint, wide_state_25x300_checkpoint, wide_state_15x600_checkpoint_sync, fanout_to_subgraph_100x_checkpoint, wide_state_25x300_checkpoint_sync
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