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Benchmarks Reproducing
Devrajsinh Gohil edited this page Aug 30, 2026
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Commands to reproduce all three benchmark tiers locally:
cd Phase1
PYTHONPATH=python_adapter uv run python benchmarks/benchmark_wide_fanout_swarm.py --trials 50cd Phase1
PYTHONPATH=python_adapter uv run python benchmarks/benchmark_replayed_swarm.py --trials 50export GROQ_API_KEY=your_key_here
cd Phase1
PYTHONPATH=python_adapter uv run python python_adapter/financial_swarm.py AAPL
```\nGetting Started
How-To Guides
- Compile a Graph
- Annotated Reducers
- Parallel Fanout
- Send() Map-Reduce
- Command() Routing
- Nested Subgraphs
- Async & Streaming
- Checkpointing & State
- Financial Swarm Example
Architecture
- System Overview
- C++ Engine Internals
- O(1) Scheduler
- Dual-Tier Graph
- Persistence & WAL
- Zero-Copy Pybind Bridge
- SOLID Design Principles
API Reference
Benchmarks
Contributing