numin2 1.0.1

numin package

numin2 Package

numin2 is a Python package designed for algorithmic trading and backtesting providing an API called Numin2API.

numin (v1) is out of service as of Dec 2025

numin2 is under development; features available are documented below

Features

• Data Retrieval: Download training, round, and validation data.
• Prediction Submission: TBD
• Real-Time Round Management: TBD
• Backtesting: Backtesting cross-sectional predictions vs targets for Nifty50
• File Management: TBD
• Returns Summary: TBD

Supported Methods

• Data Download:

  • get_data_for_month(self,year,month,batch_size=4,window_size=100,target_type='rank'):
  • Returns a torch dataloader for the given year and month of Nifty 50 or n returns
  • Dimension of each day is 100,n. Returns tensor of shape batch_size,window_size,n for features. Default n=50. (Later n will be a parameter).
  • Targets are next day returns / ranked returns of shape batch_size,n

• Backytesting

  • backtest_positions(positions,targets)
  • Taks a batch of positions for 50 stocks
  • Returns a dict such as {'daily_pnl','total_profit','sharpe_ratio,'mean_daily_return'}

Installation

Install numin2 using pip:

pip install numin2