|
| 1 | +from __future__ import annotations |
| 2 | + |
| 3 | +from typing import Iterable |
| 4 | + |
| 5 | +import sympy |
| 6 | +import structlog |
| 7 | + |
| 8 | +from .base import CodeGenerator, Func, RHSArgument, SchemeArgument |
| 9 | +from .julia import GotranJuliaCodePrinter |
| 10 | +from .. import templates |
| 11 | +from ..ode import ODE |
| 12 | +from .. import atoms |
| 13 | + |
| 14 | +logger = structlog.get_logger() |
| 15 | + |
| 16 | + |
| 17 | +class MTKCodeGenerator(CodeGenerator): |
| 18 | + def __init__(self, ode: ODE, remove_unused: bool = False) -> None: |
| 19 | + super().__init__(ode, remove_unused=remove_unused) |
| 20 | + self._printer = GotranJuliaCodePrinter() |
| 21 | + |
| 22 | + @property |
| 23 | + def printer(self): |
| 24 | + return self._printer |
| 25 | + |
| 26 | + @property |
| 27 | + def template(self): |
| 28 | + return templates.mtk |
| 29 | + |
| 30 | + # The following methods satisfy the abstract interface but are not used |
| 31 | + def _rhs_arguments(self, order: RHSArgument | str = RHSArgument.tsp, const_states: bool = True): |
| 32 | + dummy = sympy.IndexedBase("dummy") |
| 33 | + return Func( |
| 34 | + arguments=[], |
| 35 | + states=dummy, |
| 36 | + parameters=dummy, |
| 37 | + values=dummy, |
| 38 | + values_type="", |
| 39 | + ) |
| 40 | + |
| 41 | + def _scheme_arguments( |
| 42 | + self, |
| 43 | + order: SchemeArgument | str = SchemeArgument.stdp, |
| 44 | + const_states: bool = True, |
| 45 | + ): |
| 46 | + dummy = sympy.IndexedBase("dummy") |
| 47 | + return Func( |
| 48 | + arguments=[], |
| 49 | + states=dummy, |
| 50 | + parameters=dummy, |
| 51 | + values=dummy, |
| 52 | + values_type="", |
| 53 | + ) |
| 54 | + |
| 55 | + def _format_expr(self, expr) -> str: |
| 56 | + return self.printer.doprint(expr) |
| 57 | + |
| 58 | + def _observed(self, assignments: Iterable[atoms.Assignment]) -> list[str]: |
| 59 | + observed = [] |
| 60 | + for assignment in assignments: |
| 61 | + if isinstance(assignment, atoms.Intermediate): |
| 62 | + observed.append(f"{assignment.name} ~ {self._format_expr(assignment.expr)}") |
| 63 | + return observed |
| 64 | + |
| 65 | + def _equations(self, derivatives: Iterable[atoms.StateDerivative]) -> list[str]: |
| 66 | + equations = [] |
| 67 | + for derivative in derivatives: |
| 68 | + lhs = f"D({derivative.state.name})" |
| 69 | + rhs = self._format_expr(derivative.expr) |
| 70 | + equations.append(f"{lhs} ~ {rhs}") |
| 71 | + return equations |
| 72 | + |
| 73 | + def generate(self, remove_unused: bool | None = None) -> str: |
| 74 | + """Generate ModelingToolkit.jl code.""" |
| 75 | + if remove_unused is None: |
| 76 | + remove_unused = self.remove_unused |
| 77 | + |
| 78 | + param_names = [p.name for p in self.ode.parameters if self._condition(p.name)] |
| 79 | + missing_names = [n for n in self.ode.missing_variables.keys() if self._condition(n)] |
| 80 | + extra_params = [n for n in missing_names if n not in param_names] |
| 81 | + |
| 82 | + state_names = [s.name for s in self.ode.sorted_states() if self._condition(s.name)] |
| 83 | + |
| 84 | + assignments = self.ode.sorted_assignments(remove_unused=remove_unused) |
| 85 | + observed = self._observed(assignments) |
| 86 | + derivatives = [a for a in assignments if isinstance(a, atoms.StateDerivative)] |
| 87 | + equations = self._equations(derivatives) |
| 88 | + |
| 89 | + state_defaults = [(s.name, self._format_expr(s.value)) for s in self.ode.sorted_states()] |
| 90 | + param_defaults = [(p.name, self._format_expr(p.value)) for p in self.ode.parameters] |
| 91 | + param_defaults.extend((n, "0.0") for n in extra_params) |
| 92 | + |
| 93 | + parts = [ |
| 94 | + self.template.header(), |
| 95 | + self.template.parameters_block(param_names, extra_params), |
| 96 | + self.template.states_block(state_names), |
| 97 | + self.template.observed_block(observed), |
| 98 | + self.template.equations_block(equations), |
| 99 | + self.template.defaults_block(state_defaults, param_defaults), |
| 100 | + self.template.ode_system(self.ode.name, state_names, param_names + extra_params), |
| 101 | + ] |
| 102 | + |
| 103 | + return "\n".join(parts) |
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