Index

A

adam_optimizer_loop() (in module QQuantLib.qml4var.adam) AE (class in QQuantLib.AE.ae_class) ae_cliquet_estimation() (in module QQuantLib.finance.cliquet_return_estimation) ae_cliquet_estimation_step_po() (in module QQuantLib.finance.cliquet_return_estimation_step_payoff)

ae_price_estimation() (in module QQuantLib.finance.ae_price_estimation) ae_price_estimation_step_po() (in module QQuantLib.finance.ae_price_estimation_step_payoff) ae_type (QQuantLib.AE.ae_class.AE property) apply_iqpe() (QQuantLib.PE.iterative_quantum_pe.IQPE method) average_expectation() (in module QQuantLib.AE.bayesian_ae)

B

bayesian_update() (in module QQuantLib.AE.bayesian_ae) BAYESQAE (class in QQuantLib.AE.bayesian_ae) bayesqae() (QQuantLib.AE.bayesian_ae.BAYESQAE method) bitfield() (in module QQuantLib.utils.utils) bitfield_to_int() (in module QQuantLib.utils.utils) bs_call_price() (in module QQuantLib.finance.classical_finance) bs_cdf() (in module QQuantLib.qml4var.data_utils) bs_density() (in module QQuantLib.finance.classical_finance) bs_digital_call_price() (in module QQuantLib.finance.classical_finance)

bs_digital_put_price() (in module QQuantLib.finance.classical_finance) bs_em_samples() (in module QQuantLib.finance.classical_finance) bs_exact_samples() (in module QQuantLib.finance.classical_finance) bs_forward_price() (in module QQuantLib.finance.classical_finance) bs_pdf() (in module QQuantLib.qml4var.data_utils) bs_probability() (in module QQuantLib.finance.classical_finance) bs_put_price() (in module QQuantLib.finance.classical_finance) bs_samples() (in module QQuantLib.qml4var.data_utils) bs_sde_solution() (in module QQuantLib.finance.classical_finance) bs_tree() (in module QQuantLib.finance.classical_finance)

C

call_payoff() (in module QQuantLib.finance.classical_finance) cbits_number (QQuantLib.PE.iterative_quantum_pe.IQPE property) cdf_workflow() (in module QQuantLib.qml4var.myqlm_workflows) chebysev_bound() (QQuantLib.AE.extended_real_quantum_ae.eRQAE static method) (QQuantLib.AE.iterative_quantum_ae.IQAE static method) (QQuantLib.AE.modified_iterative_quantum_ae.mIQAE static method) (QQuantLib.AE.modified_real_quantum_ae.mRQAE static method) (QQuantLib.AE.real_quantum_ae.RQAE static method) (QQuantLib.AE.shots_real_quantum_ae.sRQAE static method) check_list_type() (in module QQuantLib.utils.utils) cliquet_cashflows() (in module QQuantLib.finance.classical_finance) combination_for_dictionary() (in module QQuantLib.utils.benchmark_utils) combination_for_list() (in module QQuantLib.utils.benchmark_utils) compile() (QQuantLib.qml4var.plugins.GradientPlugin method) (QQuantLib.qml4var.plugins.pdfPluging method) (QQuantLib.qml4var.plugins.ProccesResultPluging method) (QQuantLib.qml4var.plugins.SetFeaturesPlugin method) (QQuantLib.qml4var.plugins.SetParametersPlugin method) (QQuantLib.qml4var.plugins.SetWeightsPlugin method) (QQuantLib.qml4var.plugins.ViewPlugin method) compute_gradient() (in module QQuantLib.qml4var.architectures) compute_info() (QQuantLib.AE.extended_real_quantum_ae.eRQAE static method) (QQuantLib.AE.iterative_quantum_ae.IQAE static method) (QQuantLib.AE.modified_iterative_quantum_ae.mIQAE static method) (QQuantLib.AE.modified_real_quantum_ae.mRQAE static method) (QQuantLib.AE.real_quantum_ae.RQAE static method) (QQuantLib.AE.shots_real_quantum_ae.sRQAE static method)

compute_integral() (in module QQuantLib.qml4var.losses) compute_loss() (in module QQuantLib.qml4var.losses) compute_pdf_from_pqc() (in module QQuantLib.qml4var.architectures) confidence_intervals() (in module QQuantLib.AE.bayesian_ae) (QQuantLib.AE.modified_iterative_quantum_ae.mIQAE static method) cost_function() (in module QQuantLib.AE.mlae_utils) (QQuantLib.AE.maximum_likelihood_ae.MLAE static method) CQPE (class in QQuantLib.PE.classical_qpe) CQPEAE (class in QQuantLib.AE.ae_classical_qpe) create_ae_pe_solution() (in module QQuantLib.utils.benchmark_utils) create_ae_solver() (QQuantLib.AE.ae_class.AE method) create_arrays() (in module QQuantLib.qpu.noise_test_bank_functions) create_pe_problem() (in module QQuantLib.utils.benchmark_utils) create_qcircuit() (in module QQuantLib.utils.data_extracting) create_qjob() (in module QQuantLib.utils.data_extracting) create_qprogram() (in module QQuantLib.utils.data_extracting) create_qpu() (in module QQuantLib.qpu.model_noise) create_u0_gate() (in module QQuantLib.AA.amplitude_amplification) create_u_gate() (in module QQuantLib.AA.amplitude_amplification)

D

DataLoadingJunction (class in QQuantLib.qml4var.plugins) DensityProbability (class in QQuantLib.finance.probability_class) digital_call_payoff() (in module QQuantLib.finance.classical_finance) digital_put_payoff() (in module QQuantLib.finance.classical_finance) display_information() (QQuantLib.AE.extended_real_quantum_ae.eRQAE static method) (QQuantLib.AE.iterative_quantum_ae.IQAE static method) (QQuantLib.AE.modified_iterative_quantum_ae.mIQAE static method) (QQuantLib.AE.modified_real_quantum_ae.mRQAE static method) (QQuantLib.AE.real_quantum_ae.RQAE static method) (QQuantLib.AE.shots_real_quantum_ae.sRQAE static method)

E

empirical_cdf() (in module QQuantLib.qml4var.data_utils) empirical_distribution_function_old() (in module QQuantLib.qml4var.data_utils) Encoding (class in QQuantLib.DL.encoding_protocols) encoding (QQuantLib.DL.encoding_protocols.Encoding property)

eRQAE (class in QQuantLib.AE.extended_real_quantum_ae) erqae() (QQuantLib.AE.extended_real_quantum_ae.eRQAE method) ess() (in module QQuantLib.AE.bayesian_ae) expmod() (in module QQuantLib.utils.utils)

F

fake_quantum_measure_step() (QQuantLib.AE.bayesian_ae.BAYESQAE method) find_next_k() (QQuantLib.AE.iterative_quantum_ae.IQAE static method) (QQuantLib.AE.modified_iterative_quantum_ae.mIQAE static method) first_step() (in module QQuantLib.qpu.noise_test_bank_functions) (QQuantLib.AE.extended_real_quantum_ae.eRQAE method) (QQuantLib.AE.modified_real_quantum_ae.mRQAE method) (QQuantLib.AE.real_quantum_ae.RQAE method) (QQuantLib.AE.shots_real_quantum_ae.sRQAE method)

futures_payoff() (in module QQuantLib.finance.classical_finance) fwht() (in module QQuantLib.utils.utils) fwht_dyadic() (in module QQuantLib.utils.utils) fwht_natural() (in module QQuantLib.utils.utils) fwht_sequency() (in module QQuantLib.utils.utils)

G

geometric_sum() (in module QQuantLib.finance.classical_finance) get_density() (QQuantLib.finance.probability_class.DensityProbability static method) get_density_prob() (QQuantLib.finance.probability_class.DensityProbability static method) get_histogram() (in module QQuantLib.utils.utils) get_pay_off() (QQuantLib.finance.payoff_class.PayOff method)

get_qpu() (in module QQuantLib.qpu.get_qpu) get_results() (in module QQuantLib.utils.data_extracting) GradientPlugin (class in QQuantLib.qml4var.plugins) grover() (in module QQuantLib.AA.amplitude_amplification) grover_extended() (in module QQuantLib.AA.amplitude_amplification)

H

hardware_efficient_ansatz() (in module QQuantLib.qml4var.architectures)

I

index (QQuantLib.AE.ae_classical_qpe.CQPEAE property) (QQuantLib.AE.ae_iterative_quantum_pe.IQPEAE property) (QQuantLib.AE.bayesian_ae.BAYESQAE property) (QQuantLib.AE.extended_real_quantum_ae.eRQAE property) (QQuantLib.AE.iterative_quantum_ae.IQAE property) (QQuantLib.AE.maximum_likelihood_ae.MLAE property) (QQuantLib.AE.modified_iterative_quantum_ae.mIQAE property) (QQuantLib.AE.modified_real_quantum_ae.mRQAE property) (QQuantLib.AE.montecarlo_ae.MCAE property) (QQuantLib.AE.real_quantum_ae.RQAE property) (QQuantLib.AE.shots_real_quantum_ae.sRQAE property)

init_iqpe() (QQuantLib.PE.iterative_quantum_pe.IQPE method) init_weights() (in module QQuantLib.qml4var.architectures) initialize_adam() (in module QQuantLib.qml4var.adam) invert_sector() (QQuantLib.AE.iterative_quantum_ae.IQAE static method) IQAE (class in QQuantLib.AE.iterative_quantum_ae) iqae() (QQuantLib.AE.iterative_quantum_ae.IQAE method) IQPE (class in QQuantLib.PE.iterative_quantum_pe) iqpe() (QQuantLib.PE.iterative_quantum_pe.IQPE method) IQPEAE (class in QQuantLib.AE.ae_iterative_quantum_pe)

L

left_conditional_probability() (in module QQuantLib.utils.utils) likelihood() (in module QQuantLib.AE.mlae_utils) (QQuantLib.AE.maximum_likelihood_ae.MLAE static method) list_of_dicts_from_jsons() (in module QQuantLib.utils.benchmark_utils) load_angle() (in module QQuantLib.DL.data_loading) load_angles() (in module QQuantLib.DL.data_loading) load_angles_brute_force() (in module QQuantLib.DL.data_loading)

load_array() (in module QQuantLib.DL.data_loading) load_pf() (in module QQuantLib.DL.data_loading) load_probability() (in module QQuantLib.DL.data_loading) load_qn_gate() (in module QQuantLib.utils.utils) log_likelihood() (in module QQuantLib.AE.mlae_utils) (QQuantLib.AE.maximum_likelihood_ae.MLAE static method) loss_function_qdml() (in module QQuantLib.qml4var.losses) LW_kernel() (in module QQuantLib.AE.bayesian_ae)

M

mask() (in module QQuantLib.utils.utils) MCAE (class in QQuantLib.AE.montecarlo_ae) measure_classical_bits() (QQuantLib.PE.iterative_quantum_pe.IQPE static method) measure_state_probability() (in module QQuantLib.utils.utils) Metropolis_kernel() (in module QQuantLib.AE.bayesian_ae) mIQAE (class in QQuantLib.AE.modified_iterative_quantum_ae) miqae() (QQuantLib.AE.modified_iterative_quantum_ae.mIQAE method) MLAE (class in QQuantLib.AE.maximum_likelihood_ae) mlae() (QQuantLib.AE.maximum_likelihood_ae.MLAE method) module QQuantLib.AA.amplitude_amplification QQuantLib.AE.ae_class QQuantLib.AE.ae_classical_qpe QQuantLib.AE.ae_iterative_quantum_pe QQuantLib.AE.bayesian_ae QQuantLib.AE.extended_real_quantum_ae QQuantLib.AE.iterative_quantum_ae QQuantLib.AE.maximum_likelihood_ae QQuantLib.AE.mlae_utils QQuantLib.AE.modified_iterative_quantum_ae QQuantLib.AE.modified_real_quantum_ae QQuantLib.AE.montecarlo_ae QQuantLib.AE.real_quantum_ae QQuantLib.AE.shots_real_quantum_ae QQuantLib.DL.data_loading QQuantLib.DL.encoding_protocols QQuantLib.finance.ae_price_estimation QQuantLib.finance.ae_price_estimation_step_payoff QQuantLib.finance.classical_finance QQuantLib.finance.cliquet_return_estimation QQuantLib.finance.cliquet_return_estimation_step_payoff QQuantLib.finance.payoff_class QQuantLib.finance.probability_class QQuantLib.finance.quantum_integration QQuantLib.PE.classical_qpe QQuantLib.PE.iterative_quantum_pe QQuantLib.qml4var.adam QQuantLib.qml4var.architectures QQuantLib.qml4var.data_utils QQuantLib.qml4var.losses QQuantLib.qml4var.myqlm_workflows QQuantLib.qml4var.plugins QQuantLib.qpu.get_qpu QQuantLib.qpu.model_noise QQuantLib.qpu.noise_test_bank_functions QQuantLib.qpu.select_qpu QQuantLib.utils.benchmark_utils QQuantLib.utils.data_extracting QQuantLib.utils.utils

mRQAE (class in QQuantLib.AE.modified_real_quantum_ae) mrqae() (QQuantLib.AE.modified_real_quantum_ae.mRQAE method) mse() (in module QQuantLib.qml4var.losses) mse_workflow() (in module QQuantLib.qml4var.myqlm_workflows) multiplexor_controlled_ph() (in module QQuantLib.AA.amplitude_amplification) multiplexor_controlled_z() (in module QQuantLib.AA.amplitude_amplification) multiplexor_ry() (in module QQuantLib.DL.data_loading) MyQPU (class in QQuantLib.qml4var.plugins)

N

new_DataLoadingJunction (class in QQuantLib.qml4var.plugins) noisy_hw_model() (in module QQuantLib.qpu.model_noise)

normalize_data() (in module QQuantLib.qml4var.architectures) numeric_gradient() (in module QQuantLib.qml4var.losses)

O

optimize_control() (QQuantLib.AE.bayesian_ae.BAYESQAE method) oracle (QQuantLib.AE.ae_classical_qpe.CQPEAE property) (QQuantLib.AE.ae_iterative_quantum_pe.IQPEAE property) (QQuantLib.AE.bayesian_ae.BAYESQAE property) (QQuantLib.AE.extended_real_quantum_ae.eRQAE property) (QQuantLib.AE.iterative_quantum_ae.IQAE property) (QQuantLib.AE.maximum_likelihood_ae.MLAE property) (QQuantLib.AE.modified_iterative_quantum_ae.mIQAE property) (QQuantLib.AE.modified_real_quantum_ae.mRQAE property) (QQuantLib.AE.montecarlo_ae.MCAE property) (QQuantLib.AE.real_quantum_ae.RQAE property) (QQuantLib.AE.shots_real_quantum_ae.sRQAE property)

oracle_encoding_0() (QQuantLib.DL.encoding_protocols.Encoding method) oracle_encoding_1() (QQuantLib.DL.encoding_protocols.Encoding method) oracle_encoding_2() (QQuantLib.DL.encoding_protocols.Encoding method) oracle_shots_calculation() (in module QQuantLib.utils.utils)

P

PayOff (class in QQuantLib.finance.payoff_class) pdf_workflow() (in module QQuantLib.qml4var.myqlm_workflows) pdfPluging (class in QQuantLib.qml4var.plugins) phase_multiplexor_base() (in module QQuantLib.AA.amplitude_amplification) post_proccess() (QQuantLib.PE.iterative_quantum_pe.IQPE static method)

post_process() (QQuantLib.qml4var.plugins.ProccesResultPluging method) posterior_weights() (in module QQuantLib.AE.bayesian_ae) ProccesOnInputJunction (class in QQuantLib.qml4var.plugins) ProccesResultPluging (class in QQuantLib.qml4var.plugins) proccess_qresults() (in module QQuantLib.utils.data_extracting) put_payoff() (in module QQuantLib.finance.classical_finance)

Q

q_solve_integral() (in module QQuantLib.finance.quantum_integration) qdml_loss_workflow() (in module QQuantLib.qml4var.myqlm_workflows) qdml_loss_workflow_old() (in module QQuantLib.qml4var.myqlm_workflows) QQuantLib.AA.amplitude_amplification module QQuantLib.AE.ae_class module QQuantLib.AE.ae_classical_qpe module QQuantLib.AE.ae_iterative_quantum_pe module QQuantLib.AE.bayesian_ae module QQuantLib.AE.extended_real_quantum_ae module QQuantLib.AE.iterative_quantum_ae module QQuantLib.AE.maximum_likelihood_ae module QQuantLib.AE.mlae_utils module QQuantLib.AE.modified_iterative_quantum_ae module QQuantLib.AE.modified_real_quantum_ae module QQuantLib.AE.montecarlo_ae module QQuantLib.AE.real_quantum_ae module QQuantLib.AE.shots_real_quantum_ae module QQuantLib.DL.data_loading module QQuantLib.DL.encoding_protocols module QQuantLib.finance.ae_price_estimation module QQuantLib.finance.ae_price_estimation_step_payoff module QQuantLib.finance.classical_finance module QQuantLib.finance.cliquet_return_estimation module

QQuantLib.finance.cliquet_return_estimation_step_payoff module QQuantLib.finance.payoff_class module QQuantLib.finance.probability_class module QQuantLib.finance.quantum_integration module QQuantLib.PE.classical_qpe module QQuantLib.PE.iterative_quantum_pe module QQuantLib.qml4var.adam module QQuantLib.qml4var.architectures module QQuantLib.qml4var.data_utils module QQuantLib.qml4var.losses module QQuantLib.qml4var.myqlm_workflows module QQuantLib.qml4var.plugins module QQuantLib.qpu.get_qpu module QQuantLib.qpu.model_noise module QQuantLib.qpu.noise_test_bank_functions module QQuantLib.qpu.select_qpu module QQuantLib.utils.benchmark_utils module QQuantLib.utils.data_extracting module QQuantLib.utils.utils module quantum_measure_step() (QQuantLib.AE.bayesian_ae.BAYESQAE method) quantum_step() (QQuantLib.AE.iterative_quantum_ae.IQAE method) (QQuantLib.AE.modified_iterative_quantum_ae.mIQAE method)

R

recursive_multiplexor() (in module QQuantLib.AA.amplitude_amplification) reflection() (in module QQuantLib.AA.amplitude_amplification) reset() (QQuantLib.DL.encoding_protocols.Encoding method) restart() (QQuantLib.PE.iterative_quantum_pe.IQPE method) RQAE (class in QQuantLib.AE.real_quantum_ae) rqae() (QQuantLib.AE.real_quantum_ae.RQAE method) run() (QQuantLib.AE.ae_class.AE method) (QQuantLib.AE.ae_classical_qpe.CQPEAE method) (QQuantLib.AE.ae_iterative_quantum_pe.IQPEAE method) (QQuantLib.AE.bayesian_ae.BAYESQAE method) (QQuantLib.AE.extended_real_quantum_ae.eRQAE method) (QQuantLib.AE.iterative_quantum_ae.IQAE method) (QQuantLib.AE.maximum_likelihood_ae.MLAE method) (QQuantLib.AE.modified_iterative_quantum_ae.mIQAE method) (QQuantLib.AE.modified_real_quantum_ae.mRQAE method) (QQuantLib.AE.montecarlo_ae.MCAE method) (QQuantLib.AE.real_quantum_ae.RQAE method) (QQuantLib.AE.shots_real_quantum_ae.sRQAE method) (QQuantLib.PE.classical_qpe.CQPE method) (QQuantLib.qml4var.plugins.DataLoadingJunction method) (QQuantLib.qml4var.plugins.new_DataLoadingJunction method) (QQuantLib.qml4var.plugins.ProccesOnInputJunction method)

run_qprogram() (QQuantLib.PE.iterative_quantum_pe.IQPE static method) run_schedule() (QQuantLib.AE.maximum_likelihood_ae.MLAE method) run_step() (QQuantLib.AE.extended_real_quantum_ae.eRQAE method) (QQuantLib.AE.maximum_likelihood_ae.MLAE method) (QQuantLib.AE.modified_real_quantum_ae.mRQAE method) (QQuantLib.AE.real_quantum_ae.RQAE method) (QQuantLib.AE.shots_real_quantum_ae.sRQAE method)

S

save_stuff() (in module QQuantLib.qml4var.adam) saving_datasets() (in module QQuantLib.qml4var.data_utils) schedule (QQuantLib.AE.maximum_likelihood_ae.MLAE property) schedule_exponential_constant() (in module QQuantLib.AE.extended_real_quantum_ae) schedule_exponential_exponential() (in module QQuantLib.AE.extended_real_quantum_ae) schedule_linear_constant() (in module QQuantLib.AE.extended_real_quantum_ae) schedule_linear_linear() (in module QQuantLib.AE.extended_real_quantum_ae) select_qpu() (in module QQuantLib.qpu.select_qpu) select_schedule() (in module QQuantLib.AE.extended_real_quantum_ae) set_exponential_schedule() (QQuantLib.AE.maximum_likelihood_ae.MLAE method) set_gate_times() (in module QQuantLib.qpu.model_noise) set_linear_schedule() (QQuantLib.AE.maximum_likelihood_ae.MLAE method) SetFeaturesPlugin (class in QQuantLib.qml4var.plugins)

SetParametersPlugin (class in QQuantLib.qml4var.plugins) SetWeightsPlugin (class in QQuantLib.qml4var.plugins) shifted_oracle (QQuantLib.AE.extended_real_quantum_ae.eRQAE property) (QQuantLib.AE.modified_real_quantum_ae.mRQAE property) (QQuantLib.AE.real_quantum_ae.RQAE property) (QQuantLib.AE.shots_real_quantum_ae.sRQAE property) sRQAE (class in QQuantLib.AE.shots_real_quantum_ae) srqae() (QQuantLib.AE.shots_real_quantum_ae.sRQAE method) stack_execution() (in module QQuantLib.qml4var.myqlm_workflows) step_array() (in module QQuantLib.DL.data_loading) step_iqpe() (QQuantLib.PE.iterative_quantum_pe.IQPE static method) submit_job() (QQuantLib.qml4var.plugins.MyQPU method) sumarize() (QQuantLib.PE.iterative_quantum_pe.IQPE static method)

T

target (QQuantLib.AE.ae_classical_qpe.CQPEAE property) (QQuantLib.AE.ae_iterative_quantum_pe.IQPEAE property) (QQuantLib.AE.bayesian_ae.BAYESQAE property) (QQuantLib.AE.extended_real_quantum_ae.eRQAE property) (QQuantLib.AE.iterative_quantum_ae.IQAE property) (QQuantLib.AE.maximum_likelihood_ae.MLAE property) (QQuantLib.AE.modified_iterative_quantum_ae.mIQAE property) (QQuantLib.AE.modified_real_quantum_ae.mRQAE property) (QQuantLib.AE.montecarlo_ae.MCAE property) (QQuantLib.AE.real_quantum_ae.RQAE property) (QQuantLib.AE.shots_real_quantum_ae.sRQAE property)

test_bins() (in module QQuantLib.utils.utils) text_is_none() (in module QQuantLib.utils.utils) trapezoidal_rule() (in module QQuantLib.qml4var.losses) tree_to_paths() (in module QQuantLib.finance.classical_finance)

U

uniform_distribution() (in module QQuantLib.DL.data_loading)

update_parameters_with_adam() (in module QQuantLib.qml4var.adam)

V

variance_function() (in module QQuantLib.AE.bayesian_ae)

ViewPlugin (class in QQuantLib.qml4var.plugins)

W

weighted_expectaction() (in module QQuantLib.AE.bayesian_ae) workflow_execution() (in module QQuantLib.qml4var.myqlm_workflows) workflow_execution_submit() (in module QQuantLib.qml4var.myqlm_workflows)

workflow_for_cdf() (in module QQuantLib.qml4var.myqlm_workflows) workflow_for_pdf() (in module QQuantLib.qml4var.myqlm_workflows) workflow_for_qdml() (in module QQuantLib.qml4var.myqlm_workflows)

Z

z_observable() (in module QQuantLib.qml4var.architectures)