Symbolic math bridge for the GDS ecosystem — SymPy to ODE compilation
Project description
gds-symbolic
Symbolic math bridge for the GDS ecosystem — compiles SymPy expressions
into plain Python callables for use with gds-continuous.
Installation
uv add gds-symbolic[sympy]
Quick Start
from gds_control.dsl.elements import State, Input, Sensor, Controller
from gds_symbolic import SymbolicControlModel, StateEquation
model = SymbolicControlModel(
name="damped_oscillator",
states=[State(name="x"), State(name="v")],
inputs=[Input(name="force")],
sensors=[Sensor(name="position", observes=["x"])],
controllers=[Controller(name="actuator", reads=["position", "force"], drives=["x", "v"])],
state_equations=[
StateEquation(state_name="x", expr_str="v"),
StateEquation(state_name="v", expr_str="-k*x - c*v + force"),
],
symbolic_params=["k", "c"],
)
# Compile to plain callable (no SymPy at runtime)
ode_fn, state_order = model.to_ode_function()
# Linearize at origin
lin = model.linearize(x0=[0.0, 0.0], u0=[0.0])
print(lin.A) # [[0, 1], [-k, -c]] evaluated at operating point
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