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exchange-core

Build Status

Ultra-fast market exchange core matching engine based on LMAX Disruptor and Eclipse Collections (ex. Goldman Sachs GS Collections).

Capable to process 5M order book operations per second on 8-years old hardware (Intel® Xeon® X5690) with moderate latency degradation:

rate 50.0% 90.0% 95.0% 99.0% 99.9% 99.99% worst
125K 0.6µs 0.9µs 1.0µs 1.4µs 4µs 24µs 41µs
250K 0.6µs 0.9µs 1.0µs 1.4µs 9µs 27µs 41µs
500K 0.6µs 0.9µs 1.0µs 1.6µs 14µs 29µs 42µs
1M 0.5µs 0.9µs 1.2µs 4µs 22µs 31µs 45µs
2M 0.5µs 1.2µs 3.9µs 10µs 30µs 39µs 60µs
3M 0.7µs 3.6µs 6.2µs 15µs 36µs 45µs 60µs
4M 1.0µs 6.0µs 9µs 25µs 45µs 55µs 70µs
5M 1.5µs 9.5µs 16µs 42µs 150µs 170µs 190µs
6M 5µs 30µs 45µs 300µs 500µs 520µs 540µs
7M 60µs 1.3ms 1.5ms 1.8ms 1.9ms 1.9ms 1.9ms

Latencies HDR Histogram

Benchmark configuration:

  • Single symbol order book.
  • 3,000,000 inbound messages are distributed as follows: 9% GTC orders, 3% IOC orders, 6% cancel commands, 82% move commands. About 6% of all messages are triggering one or more trades.
  • 1,000 active user accounts.
  • In average ~1,000 limit orders are active, placed in ~750 different price slots.
  • Latency results are only for risk processing and orders matching. Other stuff like network interface latency, IPC, journalling is not included.
  • Test data is not bursty, meaning constant interval between commands (0.2~8µs depending on target throughput).
  • BBO prices are not changing significantly throughout the test. No avalanche orders.
  • No coordinated omission effect for latency benchmark. Any processing delay affects measurements for next following messages.
  • GC is triggered prior/after running every benchmark cycle (3,000,000 messages).
  • RHEL 7.5, network-latency tuned profile, dual X5690 6 cores 3.47GHz, one socket isolated and tickless, spectre/meltdown protection disabled.
  • Java version 8u192, newer Java 8 versions can have a performance bug

Main features

  • HFT optimized. Priority is a limit-order-move operation mean latency (currently ~0.5µs). Cancel operation takes ~0.7µs, placing new order ~1.0µs;
  • In-memory working state.
  • Lock-free and contention-free orders matching and risk control algorithms.
  • No floating-point operations, no accuracy loss.
  • Matching engine and risk control operations are atomic and deterministic.
  • Pipelined multi-core processing (based on LMAX Disruptor): each CPU core is responsible for certain processing stage, user accounts shard, or symbol order books shard.
  • Low GC pressure, objects pooling.
  • Two different risk processing modes (per symbol): direct-exchange and margin-trade.
  • Supports crossing Ask-Bid orders for market makers.
  • Two implementations of matching engine: reference (naive) and performance-optimized.
  • Testing - unit-tests, integration tests, stress tests, integrity tests.
  • Automatic threads affinity (requires JNA).
  • State snapshot (serialization) and reconstruct operations.

TODOs

  • Journalling and journal replay support (Event-sourcing)
  • Market data feeds (full order log, L2 market data, BBO, trades).
  • Clearing and settlement.
  • FIX and REST API gateways.
  • More tests and benchmarks.
  • NUMA-aware.

How to run tests

  • Latency test: mvn -Dtest=PerfLatency#latencyTest test
  • Throughput test: mvn -Dtest=PerfThroughput#throughputTest test
  • Hiccups test: mvn -Dtest=PerfHiccups#hiccupsTest test

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