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michaelkawaicheung avatar michaelkawaicheung commented on September 26, 2024

The state space is derived as follows:

  • Account Balance (1): It represents the balance in the trading account.

  • Stock Dimension (2*stock_dimension): It includes the price and position for each stock. For each stock, two values are included: the stock price and the position (or holding) of the stock.

  • Indicators for each stock (len(INDICATORS)*stock_dimension): It represents the additional indicators calculated for each stock. The number of indicators multiplied by the stock dimension gives the total dimensions contributed by the indicators for all stocks. For example, if you have SMA and RSI (2 indicators in total) and you have 3 stocks, you have 2 * 3 = 6 values.

Adding these components together, the state space for the StockTradingEnv is a (1 + 2*stock_dimension + len(INDICATORS)*stock_dimension)-dimensional space, encompassing the account balance, stock prices, stock positions, and indicators for each stock.

from finrl.

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