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0.2.61
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@hinthornw
hinthornw committed Jan 5, 2025
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2 changes: 1 addition & 1 deletion libs/langgraph/pyproject.toml
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[tool.poetry]

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Benchmark results 

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fanout_to_subgraph_10x: Mean +- std dev: 61.3 ms +- 1.7 ms
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fanout_to_subgraph_10x_sync: Mean +- std dev: 53.2 ms +- 0.8 ms
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fanout_to_subgraph_10x_checkpoint: Mean +- std dev: 74.9 ms +- 1.0 ms
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fanout_to_subgraph_10x_checkpoint_sync: Mean +- std dev: 95.1 ms +- 0.8 ms
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fanout_to_subgraph_100x: Mean +- std dev: 613 ms +- 24 ms
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fanout_to_subgraph_100x_sync: Mean +- std dev: 518 ms +- 11 ms
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fanout_to_subgraph_100x_checkpoint: Mean +- std dev: 772 ms +- 15 ms
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fanout_to_subgraph_100x_checkpoint_sync: Mean +- std dev: 963 ms +- 18 ms
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react_agent_10x: Mean +- std dev: 30.7 ms +- 0.7 ms
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react_agent_10x_sync: Mean +- std dev: 22.8 ms +- 0.2 ms
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react_agent_10x_checkpoint: Mean +- std dev: 38.3 ms +- 0.7 ms
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react_agent_10x_checkpoint_sync: Mean +- std dev: 36.7 ms +- 0.5 ms
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react_agent_100x: Mean +- std dev: 341 ms +- 6 ms
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react_agent_100x_sync: Mean +- std dev: 271 ms +- 3 ms
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react_agent_100x_checkpoint: Mean +- std dev: 643 ms +- 8 ms
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react_agent_100x_checkpoint_sync: Mean +- std dev: 624 ms +- 6 ms
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wide_state_25x300: Mean +- std dev: 23.3 ms +- 0.5 ms
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wide_state_25x300_sync: Mean +- std dev: 15.2 ms +- 0.1 ms
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wide_state_25x300_checkpoint: Mean +- std dev: 250 ms +- 14 ms
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wide_state_25x300_checkpoint_sync: Mean +- std dev: 246 ms +- 13 ms
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wide_state_15x600: Mean +- std dev: 27.4 ms +- 0.7 ms
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wide_state_15x600_sync: Mean +- std dev: 17.7 ms +- 0.2 ms
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wide_state_15x600_checkpoint: Mean +- std dev: 433 ms +- 16 ms
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wide_state_15x600_checkpoint_sync: Mean +- std dev: 428 ms +- 14 ms
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wide_state_9x1200: Mean +- std dev: 27.2 ms +- 0.5 ms
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wide_state_9x1200_sync: Mean +- std dev: 17.7 ms +- 0.2 ms
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wide_state_9x1200_checkpoint: Mean +- std dev: 281 ms +- 14 ms
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wide_state_9x1200_checkpoint_sync: Mean +- std dev: 277 ms +- 13 ms

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Comparison against main 

+----------------------------------------+---------+-----------------------+
| Benchmark                              | main    | changes               |
+========================================+=========+=======================+
| react_agent_100x_checkpoint_sync       | 854 ms  | 624 ms: 1.37x faster  |
+----------------------------------------+---------+-----------------------+
| react_agent_100x_checkpoint            | 859 ms  | 643 ms: 1.34x faster  |
+----------------------------------------+---------+-----------------------+
| wide_state_9x1200_checkpoint           | 314 ms  | 281 ms: 1.12x faster  |
+----------------------------------------+---------+-----------------------+
| wide_state_25x300_checkpoint_sync      | 275 ms  | 246 ms: 1.12x faster  |
+----------------------------------------+---------+-----------------------+
| wide_state_9x1200_checkpoint_sync      | 309 ms  | 277 ms: 1.11x faster  |
+----------------------------------------+---------+-----------------------+
| wide_state_15x600_checkpoint_sync      | 476 ms  | 428 ms: 1.11x faster  |
+----------------------------------------+---------+-----------------------+
| wide_state_25x300_checkpoint           | 277 ms  | 250 ms: 1.11x faster  |
+----------------------------------------+---------+-----------------------+
| wide_state_15x600_checkpoint           | 478 ms  | 433 ms: 1.11x faster  |
+----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_100x                | 636 ms  | 613 ms: 1.04x faster  |
+----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_100x_checkpoint     | 791 ms  | 772 ms: 1.02x faster  |
+----------------------------------------+---------+-----------------------+
| react_agent_100x_sync                  | 276 ms  | 271 ms: 1.02x faster  |
+----------------------------------------+---------+-----------------------+
| react_agent_10x_checkpoint_sync        | 37.2 ms | 36.7 ms: 1.01x faster |
+----------------------------------------+---------+-----------------------+
| wide_state_25x300                      | 23.5 ms | 23.3 ms: 1.01x faster |
+----------------------------------------+---------+-----------------------+
| react_agent_10x                        | 31.0 ms | 30.7 ms: 1.01x faster |
+----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_10x_checkpoint_sync | 96.0 ms | 95.1 ms: 1.01x faster |
+----------------------------------------+---------+-----------------------+
| react_agent_10x_sync                   | 23.0 ms | 22.8 ms: 1.01x faster |
+----------------------------------------+---------+-----------------------+
| wide_state_9x1200                      | 27.4 ms | 27.2 ms: 1.01x faster |
+----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_10x_checkpoint      | 75.2 ms | 74.9 ms: 1.00x faster |
+----------------------------------------+---------+-----------------------+
| wide_state_9x1200_sync                 | 17.8 ms | 17.7 ms: 1.00x faster |
+----------------------------------------+---------+-----------------------+
| wide_state_25x300_sync                 | 15.3 ms | 15.2 ms: 1.00x faster |
+----------------------------------------+---------+-----------------------+
| wide_state_15x600_sync                 | 17.8 ms | 17.7 ms: 1.00x faster |
+----------------------------------------+---------+-----------------------+
| fanout_to_subgraph_10x_sync            | 52.8 ms | 53.2 ms: 1.01x slower |
+----------------------------------------+---------+-----------------------+
| Geometric mean                         | (ref)   | 1.05x faster          |
+----------------------------------------+---------+-----------------------+

Benchmark hidden because not significant (6): fanout_to_subgraph_10x, wide_state_15x600, react_agent_100x, fanout_to_subgraph_100x_checkpoint_sync, fanout_to_subgraph_100x_sync, react_agent_10x_checkpoint
name = "langgraph"
version = "0.2.60"
version = "0.2.61"
description = "Building stateful, multi-actor applications with LLMs"
authors = []
license = "MIT"
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