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Troubleshooting Guide

Import Error

ImportError: No module named 'diffid'

Solution: Install Diffid: pip install diffid

Poor Fit Quality

Solutions:

  1. Try different optimisers
  2. Increase iterations, i.e. .with_max_iter(10000)
  3. Try different initial conditions
  4. Normalise data if scales vary widely

Slow Performance

Solutions:

  1. Use CMA-ES for parallelisation
  2. Reduce the number of data points
  3. Use sparse backend for large ODE systems

See Also