Differential Equation Units (DEUs)

Installing requirements:

pip install -r requirements.txt

To run the toy nested circles:

python main.py

Example output:

1 loss: 0.7108

DEU_0: eq: 1.0686545372y'' + 0.560714185238y' + 0.425120949745y = UnitStep(t)

101 loss: 0.0000

DEU_0: eq: 0.588000655174y'' + 1.12298715115y' + 0.713632762432y = UnitStep(t)

201 loss: 0.0000

DEU_0: eq: 0.587616801262y'' + 1.12363040447y' + 0.71456694603y = UnitStep(t)

301 loss: 0.0000

DEU_0: eq: 0.587660253048y'' + 1.12345564365y' + 0.714412271976y = UnitStep(t)

401 loss: 0.0000

DEU_0: eq: 0.587701439857y'' + 1.12329137325y' + 0.714263737202y = UnitStep(t)

501 loss: 0.0000

DEU_0: eq: 0.587737202644y'' + 1.12313640118y' + 0.714120686054y = UnitStep(t)