tidy3d.plugins.adjoint.JaxSimulationData

class JaxSimulationData

Bases: SimulationData, JaxObject

A SimulationData registered with jax.

Parameters:

• simulation (JaxSimulation) – The jax-compatible simulation corresponding to the data.

• data (Tuple[Annotated[Union[tidy3d.components.data.monitor_data.FieldData, tidy3d.components.data.monitor_data.FieldTimeData, tidy3d.components.data.monitor_data.PermittivityData, tidy3d.components.data.monitor_data.ModeSolverData, tidy3d.components.data.monitor_data.ModeData, tidy3d.components.data.monitor_data.FluxData, tidy3d.components.data.monitor_data.FluxTimeData, tidy3d.components.data.monitor_data.FieldProjectionKSpaceData, tidy3d.components.data.monitor_data.FieldProjectionCartesianData, tidy3d.components.data.monitor_data.FieldProjectionAngleData, tidy3d.components.data.monitor_data.DiffractionData], FieldInfo(default=PydanticUndefined, discriminator='type', extra={})], ...]) – List of MonitorData instances associated with the monitors of the original Simulation.

• log (Optional[str] = None) – A string containing the log information from the simulation run.

• diverged (bool = False) – A boolean flag denoting whether the simulation run diverged.

• output_data (Tuple[Union[JaxModeData, JaxDiffractionData, JaxFieldData], ...] = ()) – Tuple of Jax-compatible data associated with output monitors.

• grad_data (Tuple[FieldData, ...] = ()) – Tuple of monitor data storing fields associated with the input structures.

• grad_eps_data (Tuple[PermittivityData, ...] = ()) – Tuple of monitor data storing epsilon associated with the input structures.

• task_id (Optional[str] = None) – Optional field storing the task_id for the original JaxSimulation.

Attributes

grad_data_symmetry	self.grad_data but with symmetry_expanded_copy applied.
grad_eps_data_symmetry	self.grad_eps_data but with symmetry_expanded_copy applied.
monitor_data	Dictionary of .output_data monitor .name to the corresponding data.
output_monitor_data	Dictionary of .output_data monitor .name to the corresponding data.
data
log	Logging for Tidy3d.

Methods

from_sim_data(sim_data, jax_info[, task_id])	Construct a JaxSimulationData instance from a SimulationData.
make_adjoint_simulation(fwidth, run_time)	Make an adjoint simulation out of the data provided (generally, the vjp sim data).
normalize_adjoint_fields()	Make copy of jax_sim_data with grad_data (fields) normalized by adjoint sources.
split_data(mnt_data, jax_info)	Split list of monitor data into data, output_data, grad_data, and grad_eps_data.
split_fwd_sim_data(sim_data, jax_info)	Split a SimulationData into two parts, containing user and gradient data.

Inherited Common Usage

output_data

grad_data

grad_eps_data

simulation

task_id

property grad_data_symmetry

self.grad_data but with symmetry_expanded_copy applied.

property grad_eps_data_symmetry

self.grad_eps_data but with symmetry_expanded_copy applied.

property output_monitor_data

Dictionary of .output_data monitor .name to the corresponding data.

property monitor_data

Dictionary of .output_data monitor .name to the corresponding data.

static split_data(mnt_data, jax_info)

Split list of monitor data into data, output_data, grad_data, and grad_eps_data.

classmethod from_sim_data(sim_data, jax_info, task_id=None)

Construct a JaxSimulationData instance from a SimulationData.

classmethod split_fwd_sim_data(sim_data, jax_info)

Split a SimulationData into two parts, containing user and gradient data.

make_adjoint_simulation(fwidth, run_time)

Make an adjoint simulation out of the data provided (generally, the vjp sim data).

normalize_adjoint_fields()

Make copy of jax_sim_data with grad_data (fields) normalized by adjoint sources.

__hash__()

Hash method.