Index

A

Adam (class in squlearn.optimizers) add_layer() (squlearn.encoding_circuit.LayeredEncodingCircuit method) assign_parameters() (squlearn.encoding_circuit.EncodingCircuitDerivatives method) (squlearn.kernel.lowlevel_kernel.FidelityKernel method) (squlearn.kernel.lowlevel_kernel.kernel_matrix_base.KernelMatrixBase method) (squlearn.kernel.lowlevel_kernel.KernelOptimizer method) (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel method) (squlearn.observables.observable_derivatives.ObservableDerivatives method)

automated_pruning() (in module squlearn.encoding_circuit)

B

backend (squlearn.Executor attribute) backend_chosen (squlearn.Executor attribute) backend_list (squlearn.Executor attribute)

backend_name (squlearn.Executor attribute) BaseQNN (class in squlearn.qnn.base_qnn) BaseQRC (class in squlearn.qrc.base_qrc) build_circuit() (squlearn.encoding_circuit.QCNNEncodingCircuit method)

C

calculate_cov_and_mean() (squlearn.kernel.QGPR method) ch_entangling() (squlearn.encoding_circuit.LayeredEncodingCircuit method) ChebyshevPQC (class in squlearn.encoding_circuit) ChebyshevRx (class in squlearn.encoding_circuit) ChebyshevTower (class in squlearn.encoding_circuit) clear_estimator_cache() (squlearn.Executor method) clear_sampler_cache() (squlearn.Executor method) close_session() (squlearn.Executor method) compose() (squlearn.encoding_circuit.ChebyshevPQC method) (squlearn.encoding_circuit.ChebyshevRx method) (squlearn.encoding_circuit.ChebyshevTower method) (squlearn.encoding_circuit.encoding_circuit_base.EncodingCircuitBase method) (squlearn.encoding_circuit.HighDimEncodingCircuit method) (squlearn.encoding_circuit.HubregtsenEncodingCircuit method) (squlearn.encoding_circuit.KyriienkoEncodingCircuit method) (squlearn.encoding_circuit.LayeredEncodingCircuit method) (squlearn.encoding_circuit.MultiControlEncodingCircuit method) (squlearn.encoding_circuit.ParamZFeatureMap method) (squlearn.encoding_circuit.PrunedEncodingCircuit method) (squlearn.encoding_circuit.QCNNEncodingCircuit method) (squlearn.encoding_circuit.QiskitEncodingCircuit method) (squlearn.encoding_circuit.RandomEncodingCircuit method) (squlearn.encoding_circuit.RandomLayeredEncodingCircuit method) (squlearn.encoding_circuit.TranspiledEncodingCircuit method) (squlearn.encoding_circuit.YZ_CX_EncodingCircuit method)

compute() (squlearn.kernel.loss.kernel_loss_base.KernelLossBase method) (squlearn.kernel.loss.negative_log_likelihood.NLL method) (squlearn.kernel.loss.ODELoss method) (squlearn.kernel.loss.target_alignment.TargetAlignment method) convolution() (squlearn.encoding_circuit.QCNNEncodingCircuit method) cp_entangling() (squlearn.encoding_circuit.LayeredEncodingCircuit method) create_session() (squlearn.Executor method) CrossEntropyLoss (class in squlearn.qnn.loss) crx_entangling() (squlearn.encoding_circuit.LayeredEncodingCircuit method) cry_entangling() (squlearn.encoding_circuit.LayeredEncodingCircuit method) crz_entangling() (squlearn.encoding_circuit.LayeredEncodingCircuit method) cu_entangling() (squlearn.encoding_circuit.LayeredEncodingCircuit method) CustomObservable (class in squlearn.observables) cx_entangling() (squlearn.encoding_circuit.LayeredEncodingCircuit method) cy_entangling() (squlearn.encoding_circuit.LayeredEncodingCircuit method) cz_entangling() (squlearn.encoding_circuit.LayeredEncodingCircuit method)

D

decision_function() (squlearn.kernel.QSVC method) default_circuit() (squlearn.encoding_circuit.QCNNEncodingCircuit method) draw() (squlearn.encoding_circuit.ChebyshevPQC method) (squlearn.encoding_circuit.ChebyshevRx method) (squlearn.encoding_circuit.ChebyshevTower method) (squlearn.encoding_circuit.encoding_circuit_base.EncodingCircuitBase method) (squlearn.encoding_circuit.HighDimEncodingCircuit method) (squlearn.encoding_circuit.HubregtsenEncodingCircuit method) (squlearn.encoding_circuit.KyriienkoEncodingCircuit method) (squlearn.encoding_circuit.LayeredEncodingCircuit method) (squlearn.encoding_circuit.MultiControlEncodingCircuit method) (squlearn.encoding_circuit.ParamZFeatureMap method) (squlearn.encoding_circuit.PrunedEncodingCircuit method) (squlearn.encoding_circuit.QCNNEncodingCircuit method) (squlearn.encoding_circuit.QiskitEncodingCircuit method) (squlearn.encoding_circuit.RandomEncodingCircuit method) (squlearn.encoding_circuit.RandomLayeredEncodingCircuit method) (squlearn.encoding_circuit.TranspiledEncodingCircuit method) (squlearn.encoding_circuit.YZ_CX_EncodingCircuit method)

dump() (squlearn.kernel.QGPC method) (squlearn.kernel.QGPR method) (squlearn.kernel.QKODE method) (squlearn.kernel.QKRR method) (squlearn.kernel.QSVC method) (squlearn.kernel.QSVR method) (squlearn.qnn.base_qnn.BaseQNN method) (squlearn.qnn.QNNClassifier method) (squlearn.qnn.QNNRegressor method) (squlearn.qrc.base_qrc.BaseQRC method) (squlearn.qrc.QRCClassifier method) (squlearn.qrc.QRCRegressor method)

E

encoding_circuit (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel attribute) EncodingCircuitBase (class in squlearn.encoding_circuit.encoding_circuit_base) EncodingCircuitDerivatives (class in squlearn.encoding_circuit) estimator (squlearn.Executor attribute) estimator_options (squlearn.Executor attribute) estimator_run_v1() (squlearn.Executor method) estimator_run_v2() (squlearn.Executor method) evaluate() (squlearn.kernel.lowlevel_kernel.FidelityKernel method) (squlearn.kernel.lowlevel_kernel.kernel_matrix_base.KernelMatrixBase method) (squlearn.kernel.lowlevel_kernel.KernelOptimizer method) (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel method) (squlearn.qnn.lowlevel_qnn.LowLevelQNN method) evaluate_derivatives() (squlearn.kernel.lowlevel_kernel.FidelityKernel method) (squlearn.kernel.lowlevel_kernel.kernel_matrix_base.KernelMatrixBase method) (squlearn.kernel.lowlevel_kernel.KernelOptimizer method) (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel method)

evaluate_pairwise() (squlearn.kernel.lowlevel_kernel.FidelityKernel method) (squlearn.kernel.lowlevel_kernel.kernel_matrix_base.KernelMatrixBase method) (squlearn.kernel.lowlevel_kernel.KernelOptimizer method) (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel method) evaluate_qnn() (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel method) evaluate_with_parameters() (squlearn.kernel.lowlevel_kernel.FidelityKernel method) (squlearn.kernel.lowlevel_kernel.kernel_matrix_base.KernelMatrixBase method) (squlearn.kernel.lowlevel_kernel.KernelOptimizer method) (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel method) execution (squlearn.Executor attribute) Executor (class in squlearn) ExecutorEstimator (class in squlearn.util.executor) ExecutorSampler (class in squlearn.util.executor) expectation_value() (squlearn.Executor method) expectation_value_derivatives() (squlearn.Executor method)

F

FidelityKernel (class in squlearn.kernel.lowlevel_kernel) fit() (squlearn.kernel.QGPC method) (squlearn.kernel.QGPR method) (squlearn.kernel.QKODE method) (squlearn.kernel.QKRR method) (squlearn.kernel.QSVC method) (squlearn.kernel.QSVR method) (squlearn.qnn.base_qnn.BaseQNN method) (squlearn.qnn.QNNClassifier method) (squlearn.qnn.QNNRegressor method) (squlearn.qrc.base_qrc.BaseQRC method) (squlearn.qrc.QRCClassifier method) (squlearn.qrc.QRCRegressor method)

from_string() (squlearn.encoding_circuit.LayeredEncodingCircuit class method) full_sum (squlearn.observables.SummedPaulis attribute) (squlearn.observables.SummedProbabilities attribute) fully_connected() (squlearn.encoding_circuit.QCNNEncodingCircuit method)

G

generate_initial_parameters() (squlearn.encoding_circuit.ChebyshevPQC method) (squlearn.encoding_circuit.ChebyshevRx method) (squlearn.encoding_circuit.ChebyshevTower method) (squlearn.encoding_circuit.encoding_circuit_base.EncodingCircuitBase method) (squlearn.encoding_circuit.HighDimEncodingCircuit method) (squlearn.encoding_circuit.HubregtsenEncodingCircuit method) (squlearn.encoding_circuit.KyriienkoEncodingCircuit method) (squlearn.encoding_circuit.LayeredEncodingCircuit method) (squlearn.encoding_circuit.MultiControlEncodingCircuit method) (squlearn.encoding_circuit.ParamZFeatureMap method) (squlearn.encoding_circuit.PrunedEncodingCircuit method) (squlearn.encoding_circuit.QCNNEncodingCircuit method) (squlearn.encoding_circuit.QiskitEncodingCircuit method) (squlearn.encoding_circuit.RandomEncodingCircuit method) (squlearn.encoding_circuit.RandomLayeredEncodingCircuit method) (squlearn.encoding_circuit.TranspiledEncodingCircuit method) (squlearn.encoding_circuit.YZ_CX_EncodingCircuit method) (squlearn.observables.CustomObservable method) (squlearn.observables.IsingHamiltonian method) (squlearn.observables.observable_base.ObservableBase method) (squlearn.observables.SinglePauli method) (squlearn.observables.SingleProbability method) (squlearn.observables.SummedPaulis method) (squlearn.observables.SummedProbabilities method) get_cheb_indices() (squlearn.encoding_circuit.ChebyshevPQC method) (squlearn.encoding_circuit.ChebyshevRx method) get_circuit() (squlearn.encoding_circuit.ChebyshevPQC method) (squlearn.encoding_circuit.ChebyshevRx method) (squlearn.encoding_circuit.ChebyshevTower method) (squlearn.encoding_circuit.encoding_circuit_base.EncodingCircuitBase method) (squlearn.encoding_circuit.HighDimEncodingCircuit method) (squlearn.encoding_circuit.HubregtsenEncodingCircuit method) (squlearn.encoding_circuit.KyriienkoEncodingCircuit method) (squlearn.encoding_circuit.LayeredEncodingCircuit method) (squlearn.encoding_circuit.MultiControlEncodingCircuit method) (squlearn.encoding_circuit.ParamZFeatureMap method) (squlearn.encoding_circuit.PrunedEncodingCircuit method) (squlearn.encoding_circuit.QCNNEncodingCircuit method) (squlearn.encoding_circuit.QiskitEncodingCircuit method) (squlearn.encoding_circuit.RandomEncodingCircuit method) (squlearn.encoding_circuit.RandomLayeredEncodingCircuit method) (squlearn.encoding_circuit.TranspiledEncodingCircuit method) (squlearn.encoding_circuit.YZ_CX_EncodingCircuit method) get_derivative() (squlearn.encoding_circuit.EncodingCircuitDerivatives method) (squlearn.observables.observable_derivatives.ObservableDerivatives method) get_estimator() (squlearn.Executor method) get_feature_bounds() (squlearn.encoding_circuit.ChebyshevPQC method) (squlearn.encoding_circuit.ChebyshevRx method) (squlearn.encoding_circuit.ChebyshevTower method) (squlearn.encoding_circuit.encoding_circuit_base.EncodingCircuitBase method) (squlearn.encoding_circuit.HighDimEncodingCircuit method) (squlearn.encoding_circuit.HubregtsenEncodingCircuit method) (squlearn.encoding_circuit.KyriienkoEncodingCircuit method) (squlearn.encoding_circuit.LayeredEncodingCircuit method) (squlearn.encoding_circuit.MultiControlEncodingCircuit method) (squlearn.encoding_circuit.ParamZFeatureMap method) (squlearn.encoding_circuit.PrunedEncodingCircuit method) (squlearn.encoding_circuit.QCNNEncodingCircuit method) (squlearn.encoding_circuit.QiskitEncodingCircuit method) (squlearn.encoding_circuit.RandomEncodingCircuit method) (squlearn.encoding_circuit.RandomLayeredEncodingCircuit method) (squlearn.encoding_circuit.TranspiledEncodingCircuit method) (squlearn.encoding_circuit.YZ_CX_EncodingCircuit method) get_lr_decay (class in squlearn.qnn.util) get_metadata_routing() (squlearn.kernel.QGPC method) (squlearn.kernel.QGPR method) (squlearn.kernel.QKODE method) (squlearn.kernel.QKRR method) (squlearn.kernel.QSVC method) (squlearn.kernel.QSVR method) (squlearn.qnn.base_qnn.BaseQNN method) (squlearn.qnn.QNNClassifier method) (squlearn.qnn.QNNRegressor method) (squlearn.qrc.base_qrc.BaseQRC method) (squlearn.qrc.QRCClassifier method) (squlearn.qrc.QRCRegressor method)

get_operator() (squlearn.observables.CustomObservable method) (squlearn.observables.IsingHamiltonian method) (squlearn.observables.observable_base.ObservableBase method) (squlearn.observables.observable_derivatives.ObservableDerivatives method) (squlearn.observables.SinglePauli method) (squlearn.observables.SingleProbability method) (squlearn.observables.SummedPaulis method) (squlearn.observables.SummedProbabilities method) get_operator_squared() (squlearn.observables.observable_derivatives.ObservableDerivatives method) get_optimal_parameters() (squlearn.kernel.lowlevel_kernel.KernelOptimizer method) get_params() (squlearn.encoding_circuit.ChebyshevPQC method) (squlearn.encoding_circuit.ChebyshevRx method) (squlearn.encoding_circuit.ChebyshevTower method) (squlearn.encoding_circuit.encoding_circuit_base.EncodingCircuitBase method) (squlearn.encoding_circuit.HighDimEncodingCircuit method) (squlearn.encoding_circuit.HubregtsenEncodingCircuit method) (squlearn.encoding_circuit.KyriienkoEncodingCircuit method) (squlearn.encoding_circuit.LayeredEncodingCircuit method) (squlearn.encoding_circuit.MultiControlEncodingCircuit method) (squlearn.encoding_circuit.ParamZFeatureMap method) (squlearn.encoding_circuit.PrunedEncodingCircuit method) (squlearn.encoding_circuit.QCNNEncodingCircuit method) (squlearn.encoding_circuit.QiskitEncodingCircuit method) (squlearn.encoding_circuit.RandomEncodingCircuit method) (squlearn.encoding_circuit.RandomLayeredEncodingCircuit method) (squlearn.encoding_circuit.TranspiledEncodingCircuit method) (squlearn.encoding_circuit.YZ_CX_EncodingCircuit method) (squlearn.kernel.lowlevel_kernel.FidelityKernel method) (squlearn.kernel.lowlevel_kernel.kernel_matrix_base.KernelMatrixBase method) (squlearn.kernel.lowlevel_kernel.KernelOptimizer method) (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel method) (squlearn.kernel.QGPC method) (squlearn.kernel.QGPR method) (squlearn.kernel.QKODE method) (squlearn.kernel.QKRR method) (squlearn.kernel.QSVC method) (squlearn.kernel.QSVR method) (squlearn.observables.CustomObservable method) (squlearn.observables.IsingHamiltonian method) (squlearn.observables.observable_base.ObservableBase method) (squlearn.observables.SinglePauli method) (squlearn.observables.SingleProbability method) (squlearn.observables.SummedPaulis method) (squlearn.observables.SummedProbabilities method) (squlearn.qnn.base_qnn.BaseQNN method) (squlearn.qnn.lowlevel_qnn.LowLevelQNN method) (squlearn.qnn.QNNClassifier method) (squlearn.qnn.QNNRegressor method) (squlearn.qrc.base_qrc.BaseQRC method) (squlearn.qrc.QRCClassifier method) (squlearn.qrc.QRCRegressor method) get_pauli() (squlearn.observables.CustomObservable method) (squlearn.observables.IsingHamiltonian method) (squlearn.observables.observable_base.ObservableBase method) (squlearn.observables.SinglePauli method) (squlearn.observables.SingleProbability method) (squlearn.observables.SummedPaulis method) (squlearn.observables.SummedProbabilities method) get_pauli_mapped() (squlearn.observables.CustomObservable method) (squlearn.observables.IsingHamiltonian method) (squlearn.observables.observable_base.ObservableBase method) (squlearn.observables.SinglePauli method) (squlearn.observables.SingleProbability method) (squlearn.observables.SummedPaulis method) (squlearn.observables.SummedProbabilities method) get_sampler() (squlearn.Executor method) get_shots() (squlearn.Executor method) (squlearn.qnn.lowlevel_qnn.LowLevelQNN method) get_variance_fac (class in squlearn.qnn.util) gradient() (squlearn.qnn.loss.CrossEntropyLoss method) (squlearn.qnn.loss.MeanSquaredError method) (squlearn.qnn.loss.ODELoss method) (squlearn.qnn.loss.ParameterRegularizationLoss method) (squlearn.qnn.loss.qnn_loss_base.QNNLossBase method) (squlearn.qnn.loss.SquaredLoss method) (squlearn.qnn.loss.VarianceLoss method) (squlearn.qnn.lowlevel_qnn.LowLevelQNN method)

H

H() (squlearn.encoding_circuit.LayeredEncodingCircuit method)

HighDimEncodingCircuit (class in squlearn.encoding_circuit) HubregtsenEncodingCircuit (class in squlearn.encoding_circuit)

I

I (squlearn.observables.IsingHamiltonian attribute) I() (squlearn.encoding_circuit.LayeredEncodingCircuit method) IBMQuantum (squlearn.Executor attribute) include_identity (squlearn.observables.SummedPaulis attribute) (squlearn.observables.SummedProbabilities attribute) inverse() (squlearn.encoding_circuit.ChebyshevPQC method) (squlearn.encoding_circuit.ChebyshevRx method) (squlearn.encoding_circuit.ChebyshevTower method) (squlearn.encoding_circuit.encoding_circuit_base.EncodingCircuitBase method) (squlearn.encoding_circuit.HighDimEncodingCircuit method) (squlearn.encoding_circuit.HubregtsenEncodingCircuit method) (squlearn.encoding_circuit.KyriienkoEncodingCircuit method) (squlearn.encoding_circuit.LayeredEncodingCircuit method) (squlearn.encoding_circuit.MultiControlEncodingCircuit method) (squlearn.encoding_circuit.ParamZFeatureMap method) (squlearn.encoding_circuit.PrunedEncodingCircuit method) (squlearn.encoding_circuit.QCNNEncodingCircuit method) (squlearn.encoding_circuit.QiskitEncodingCircuit method) (squlearn.encoding_circuit.RandomEncodingCircuit method) (squlearn.encoding_circuit.RandomLayeredEncodingCircuit method) (squlearn.encoding_circuit.TranspiledEncodingCircuit method) (squlearn.encoding_circuit.YZ_CX_EncodingCircuit method)

is_statevector (squlearn.Executor attribute) IsingHamiltonian (class in squlearn.observables)

K

KernelLossBase (class in squlearn.kernel.loss.kernel_loss_base) KernelMatrixBase (class in squlearn.kernel.lowlevel_kernel.kernel_matrix_base)

KernelOptimizer (class in squlearn.kernel.lowlevel_kernel) KyriienkoEncodingCircuit (class in squlearn.encoding_circuit)

L

latent_mean_and_variance() (squlearn.kernel.QGPC method) LayeredEncodingCircuit (class in squlearn.encoding_circuit) LBFGSB (class in squlearn.optimizers) load() (squlearn.kernel.QGPC class method) (squlearn.kernel.QGPR class method) (squlearn.kernel.QKODE class method) (squlearn.kernel.QKRR class method) (squlearn.kernel.QSVC class method) (squlearn.kernel.QSVR class method) (squlearn.qnn.base_qnn.BaseQNN class method) (squlearn.qnn.QNNClassifier class method) (squlearn.qnn.QNNRegressor class method) (squlearn.qrc.base_qrc.BaseQRC class method) (squlearn.qrc.QRCClassifier class method) (squlearn.qrc.QRCRegressor class method)

log_marginal_likelihood() (squlearn.kernel.QGPC method) LowLevelQNN (class in squlearn.qnn.lowlevel_qnn)

M

MeanSquaredError (class in squlearn.qnn.loss) measurement (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel attribute) minimize() (squlearn.optimizers.Adam method) (squlearn.optimizers.LBFGSB method) (squlearn.optimizers.optimizer_base.OptimizerBase method) (squlearn.optimizers.SGLBO method) (squlearn.optimizers.SLSQP method) (squlearn.optimizers.SPSA method)

module squlearn.encoding_circuit squlearn.kernel.loss squlearn.kernel.lowlevel_kernel squlearn.observables squlearn.optimizers squlearn.qnn MultiControlEncodingCircuit (class in squlearn.encoding_circuit)

N

name_hyper_parameters (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel attribute) NLL (class in squlearn.kernel.loss.negative_log_likelihood) num_features (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel attribute) num_hyper_parameters (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel attribute) num_operators (squlearn.observables.observable_derivatives.ObservableDerivatives attribute) num_parameters (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel attribute) (squlearn.observables.CustomObservable attribute) (squlearn.observables.IsingHamiltonian attribute) (squlearn.observables.observable_base.ObservableBase attribute) (squlearn.observables.observable_derivatives.ObservableDerivatives attribute) (squlearn.observables.SinglePauli attribute) (squlearn.observables.SingleProbability attribute) (squlearn.observables.SummedPaulis attribute) (squlearn.observables.SummedProbabilities attribute)

num_qubits (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel attribute) (squlearn.observables.CustomObservable attribute) (squlearn.observables.IsingHamiltonian attribute) (squlearn.observables.observable_base.ObservableBase attribute) (squlearn.observables.SinglePauli attribute) (squlearn.observables.SingleProbability attribute) (squlearn.observables.SummedPaulis attribute) (squlearn.observables.SummedProbabilities attribute)

O

ObservableBase (class in squlearn.observables.observable_base) ObservableDerivatives (class in squlearn.observables.observable_derivatives) ODELoss (class in squlearn.kernel.loss) (class in squlearn.qnn.loss) one_state (squlearn.observables.SingleProbability attribute) (squlearn.observables.SummedProbabilities attribute)

op_str (squlearn.observables.SinglePauli attribute) (squlearn.observables.SummedPaulis attribute) operator_string (squlearn.observables.CustomObservable attribute) OptimizerBase (class in squlearn.optimizers.optimizer_base) outer_kernel (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel attribute)

P

P() (squlearn.encoding_circuit.LayeredEncodingCircuit method) parameter_vector (squlearn.observables.observable_derivatives.ObservableDerivatives attribute) parameterized (squlearn.observables.CustomObservable attribute) (squlearn.observables.SinglePauli attribute) (squlearn.observables.SingleProbability attribute) ParameterRegularizationLoss (class in squlearn.qnn.loss) parameters (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel attribute) ParamZFeatureMap (class in squlearn.encoding_circuit) partial_fit() (squlearn.qnn.QNNClassifier method) (squlearn.qnn.QNNRegressor method) pooling() (squlearn.encoding_circuit.QCNNEncodingCircuit method) predict() (squlearn.kernel.QGPC method) (squlearn.kernel.QGPR method) (squlearn.kernel.QKODE method) (squlearn.kernel.QKRR method) (squlearn.kernel.QSVC method) (squlearn.kernel.QSVR method) (squlearn.qnn.QNNClassifier method) (squlearn.qnn.QNNRegressor method) (squlearn.qrc.base_qrc.BaseQRC method) (squlearn.qrc.QRCClassifier method) (squlearn.qrc.QRCRegressor method)

predict_log_proba() (squlearn.kernel.QSVC method) predict_proba() (squlearn.kernel.QGPC method) (squlearn.kernel.QSVC method) (squlearn.qnn.QNNClassifier method) probabilities() (squlearn.Executor method) ProjectedQuantumKernel (class in squlearn.kernel.lowlevel_kernel) PrunedEncodingCircuit (class in squlearn.encoding_circuit) pruning_from_QFI() (in module squlearn.encoding_circuit)

Q

QCNNEncodingCircuit (class in squlearn.encoding_circuit) QCNNObservable() (squlearn.encoding_circuit.QCNNEncodingCircuit method) QGPC (class in squlearn.kernel) QGPR (class in squlearn.kernel) QiskitEncodingCircuit (class in squlearn.encoding_circuit) QKODE (class in squlearn.kernel) QKRR (class in squlearn.kernel) QNNClassifier (class in squlearn.qnn) QNNLossBase (class in squlearn.qnn.loss.qnn_loss_base)

QNNRegressor (class in squlearn.qnn) qpu_parallelization (squlearn.Executor attribute) QRCClassifier (class in squlearn.qrc) QRCRegressor (class in squlearn.qrc) QSVC (class in squlearn.kernel) QSVR (class in squlearn.kernel) quantum_framework (squlearn.Executor attribute) qubit (squlearn.observables.SinglePauli attribute) (squlearn.observables.SingleProbability attribute)

R

RandomEncodingCircuit (class in squlearn.encoding_circuit) RandomLayeredEncodingCircuit (class in squlearn.encoding_circuit) repeat_layers() (squlearn.encoding_circuit.QCNNEncodingCircuit method) reset() (squlearn.optimizers.Adam method) (squlearn.optimizers.SGLBO method) reset_shots() (squlearn.Executor method) (squlearn.qnn.lowlevel_qnn.LowLevelQNN method) (squlearn.qnn.util.ShotsFromRSTD method)

run_optimization() (squlearn.kernel.lowlevel_kernel.KernelOptimizer method) Rx() (squlearn.encoding_circuit.LayeredEncodingCircuit method) rxx_entangling() (squlearn.encoding_circuit.LayeredEncodingCircuit method) Ry() (squlearn.encoding_circuit.LayeredEncodingCircuit method) ryy_entangling() (squlearn.encoding_circuit.LayeredEncodingCircuit method) Rz() (squlearn.encoding_circuit.LayeredEncodingCircuit method) rzx_entangling() (squlearn.encoding_circuit.LayeredEncodingCircuit method) rzz_entangling() (squlearn.encoding_circuit.LayeredEncodingCircuit method)

S

S() (squlearn.encoding_circuit.LayeredEncodingCircuit method) S_conjugate() (squlearn.encoding_circuit.LayeredEncodingCircuit method) sampler (squlearn.Executor attribute) sampler_options (squlearn.Executor attribute) sampler_run_v1() (squlearn.Executor method) sampler_run_v2() (squlearn.Executor method) score() (squlearn.kernel.QGPC method) (squlearn.kernel.QGPR method) (squlearn.kernel.QKODE method) (squlearn.kernel.QKRR method) (squlearn.kernel.QSVC method) (squlearn.kernel.QSVR method) (squlearn.qnn.QNNClassifier method) (squlearn.qnn.QNNRegressor method) (squlearn.qrc.QRCClassifier method) (squlearn.qrc.QRCRegressor method) select_backend() (squlearn.Executor method) session (squlearn.Executor attribute) set_backend() (squlearn.Executor method) set_callback() (squlearn.optimizers.Adam method) (squlearn.optimizers.LBFGSB method) (squlearn.optimizers.optimizer_base.OptimizerBase method) (squlearn.optimizers.SGLBO method) (squlearn.optimizers.SLSQP method) (squlearn.optimizers.SPSA method) set_executor() (squlearn.qnn.util.ShotsFromRSTD method) set_fit_request() (squlearn.kernel.QSVC method) (squlearn.kernel.QSVR method) (squlearn.qnn.base_qnn.BaseQNN method) (squlearn.qnn.QNNClassifier method) (squlearn.qnn.QNNRegressor method) set_map() (squlearn.observables.CustomObservable method) (squlearn.observables.IsingHamiltonian method) (squlearn.observables.observable_base.ObservableBase method) (squlearn.observables.SinglePauli method) (squlearn.observables.SingleProbability method) (squlearn.observables.SummedPaulis method) (squlearn.observables.SummedProbabilities method) set_opt_param_op() (squlearn.qnn.loss.CrossEntropyLoss method) (squlearn.qnn.loss.MeanSquaredError method) (squlearn.qnn.loss.ODELoss method) (squlearn.qnn.loss.ParameterRegularizationLoss method) (squlearn.qnn.loss.qnn_loss_base.QNNLossBase method) (squlearn.qnn.loss.SquaredLoss method) (squlearn.qnn.loss.VarianceLoss method) set_options_estimator() (squlearn.Executor method) set_options_sampler() (squlearn.Executor method) set_params() (squlearn.encoding_circuit.ChebyshevPQC method) (squlearn.encoding_circuit.ChebyshevRx method) (squlearn.encoding_circuit.ChebyshevTower method) (squlearn.encoding_circuit.encoding_circuit_base.EncodingCircuitBase method) (squlearn.encoding_circuit.HighDimEncodingCircuit method) (squlearn.encoding_circuit.HubregtsenEncodingCircuit method) (squlearn.encoding_circuit.KyriienkoEncodingCircuit method) (squlearn.encoding_circuit.LayeredEncodingCircuit method) (squlearn.encoding_circuit.MultiControlEncodingCircuit method) (squlearn.encoding_circuit.ParamZFeatureMap method) (squlearn.encoding_circuit.PrunedEncodingCircuit method) (squlearn.encoding_circuit.QCNNEncodingCircuit method) (squlearn.encoding_circuit.QiskitEncodingCircuit method) (squlearn.encoding_circuit.RandomEncodingCircuit method) (squlearn.encoding_circuit.RandomLayeredEncodingCircuit method) (squlearn.encoding_circuit.TranspiledEncodingCircuit method) (squlearn.encoding_circuit.YZ_CX_EncodingCircuit method) (squlearn.kernel.lowlevel_kernel.FidelityKernel method) (squlearn.kernel.lowlevel_kernel.kernel_matrix_base.KernelMatrixBase method) (squlearn.kernel.lowlevel_kernel.KernelOptimizer method) (squlearn.kernel.lowlevel_kernel.ProjectedQuantumKernel method) (squlearn.kernel.QGPC method) (squlearn.kernel.QGPR method) (squlearn.kernel.QKODE method) (squlearn.kernel.QKRR method) (squlearn.kernel.QSVC method) (squlearn.kernel.QSVR method) (squlearn.observables.CustomObservable method) (squlearn.observables.IsingHamiltonian method) (squlearn.observables.observable_base.ObservableBase method) (squlearn.observables.SinglePauli method) (squlearn.observables.SingleProbability method) (squlearn.observables.SummedPaulis method) (squlearn.observables.SummedProbabilities method) (squlearn.qnn.base_qnn.BaseQNN method) (squlearn.qnn.lowlevel_qnn.LowLevelQNN method) (squlearn.qnn.QNNClassifier method) (squlearn.qnn.QNNRegressor method) (squlearn.qrc.base_qrc.BaseQRC method) (squlearn.qrc.QRCClassifier method) (squlearn.qrc.QRCRegressor method)

set_partial_fit_request() (squlearn.qnn.QNNClassifier method) (squlearn.qnn.QNNRegressor method) set_predict_request() (squlearn.kernel.QGPR method) set_primitive_options() (squlearn.Executor method) set_quantum_kernel() (squlearn.kernel.loss.kernel_loss_base.KernelLossBase method) (squlearn.kernel.loss.negative_log_likelihood.NLL method) (squlearn.kernel.loss.ODELoss method) (squlearn.kernel.loss.target_alignment.TargetAlignment method) set_score_request() (squlearn.kernel.QGPC method) (squlearn.kernel.QGPR method) (squlearn.kernel.QKODE method) (squlearn.kernel.QKRR method) (squlearn.kernel.QSVC method) (squlearn.kernel.QSVR method) (squlearn.qnn.QNNClassifier method) (squlearn.qnn.QNNRegressor method) (squlearn.qrc.QRCClassifier method) (squlearn.qrc.QRCRegressor method) set_seed_for_primitive() (squlearn.Executor method) set_shots() (squlearn.Executor method) (squlearn.qnn.lowlevel_qnn.LowLevelQNN method) set_shots_for_grad() (squlearn.qnn.util.ShotsFromRSTD method) set_shots_for_loss() (squlearn.qnn.util.ShotsFromRSTD method) SGLBO (class in squlearn.optimizers) shots (squlearn.Executor attribute) ShotsFromRSTD (class in squlearn.qnn.util) SinglePauli (class in squlearn.observables) SingleProbability (class in squlearn.observables) SLSQP (class in squlearn.optimizers) SPSA (class in squlearn.optimizers) SquaredLoss (class in squlearn.qnn.loss) squlearn.encoding_circuit module squlearn.kernel.loss module squlearn.kernel.lowlevel_kernel module squlearn.observables module squlearn.optimizers module squlearn.qnn module statevector() (squlearn.Executor method) step() (squlearn.optimizers.Adam method) (squlearn.optimizers.SGLBO method) SummedPaulis (class in squlearn.observables) SummedProbabilities (class in squlearn.observables) swap() (squlearn.encoding_circuit.LayeredEncodingCircuit method)

T

T() (squlearn.encoding_circuit.LayeredEncodingCircuit method) T_conjugate() (squlearn.encoding_circuit.LayeredEncodingCircuit method) TargetAlignment (class in squlearn.kernel.loss.target_alignment)

train (class in squlearn.qnn.util.training) train_mini_batch (class in squlearn.qnn.util.training) TranspiledEncodingCircuit (class in squlearn.encoding_circuit)

U

U() (squlearn.encoding_circuit.LayeredEncodingCircuit method)

unset_backend() (squlearn.Executor method)

V

value() (squlearn.qnn.loss.CrossEntropyLoss method) (squlearn.qnn.loss.MeanSquaredError method) (squlearn.qnn.loss.ODELoss method) (squlearn.qnn.loss.ParameterRegularizationLoss method) (squlearn.qnn.loss.qnn_loss_base.QNNLossBase method) (squlearn.qnn.loss.SquaredLoss method) (squlearn.qnn.loss.VarianceLoss method)

variance() (squlearn.qnn.loss.CrossEntropyLoss method) (squlearn.qnn.loss.MeanSquaredError method) (squlearn.qnn.loss.ODELoss method) (squlearn.qnn.loss.ParameterRegularizationLoss method) (squlearn.qnn.loss.qnn_loss_base.QNNLossBase method) (squlearn.qnn.loss.SquaredLoss method) (squlearn.qnn.loss.VarianceLoss method) VarianceLoss (class in squlearn.qnn.loss)

X

X (squlearn.observables.IsingHamiltonian attribute)

X() (squlearn.encoding_circuit.LayeredEncodingCircuit method)

Y

Y() (squlearn.encoding_circuit.LayeredEncodingCircuit method)

YZ_CX_EncodingCircuit (class in squlearn.encoding_circuit)

Z

Z (squlearn.observables.IsingHamiltonian attribute)

Z() (squlearn.encoding_circuit.LayeredEncodingCircuit method) ZZ (squlearn.observables.IsingHamiltonian attribute)