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LitePool

An all encompassing bareboned lightweight port of C++ RL environment pool relying on CMake only. It allows users to create their own environments in C++ for use with popular RL Python libraries.

BUILD on Linux:

  1. Build all third Party and install
  2. Create folder build on root litepool
  3. cmake ..
  4. Make
  5. Copy *.so from build/lib to litepool/dummy and litepool/rltrader_litepool.so respectively
  6. pip install .

PRELIMINARY RESULTS

Starting capital: 2000$, Max leverage: 5, Period: 10 hours

Strategy: Uses an LSTM and Soft Actor Critic to train agent to quote bid ask spreads with a fixed amount of 1% of starting capital once every second.

Data: 1st Sept 24, Bitmex, XBTUSDT contract

Assumption: 1bps rebate maker fee

P/L without fees: Strategy (Red) vs BTC (Blue)

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