Index
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A
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B
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C
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D
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E
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F
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G
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H
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I
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L
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M
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N
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O
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P
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Q
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R
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S
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T
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U
_
__plot_gene_pool_progression() (qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
_check_model_exists() (qmla.QuantumModelLearningAgent method)
_compile_and_store_qmla_info_summary() (qmla.QuantumModelLearningAgent method)
_compute_base_resources() (qmla.QuantumModelLearningAgent method)
_consider_new_model() (qmla.QuantumModelLearningAgent method)
_consider_reallocate_resources() (qmla.ModelInstanceForLearning method)
_delete_unpicklable_attributes() (qmla.QuantumModelLearningAgent method)
_finalise_learning() (qmla.ModelInstanceForLearning method)
_fundamental_settings() (qmla.QuantumModelLearningAgent method)
_get_model_data_by_field() (qmla.QuantumModelLearningAgent method)
_get_secular_approx_true_params() (qmla.exploration_strategies.nv_centre_spin_characterisation.nature_physics_2021.NVCentreGenticAlgorithmPrelearnedParameters method)
_initialise_model_for_learning() (qmla.ModelInstanceForLearning method)
_initialise_tracking_infrastructure() (qmla.ModelInstanceForLearning method)
_inspect_remote_job_crashes() (qmla.QuantumModelLearningAgent method)
_model_plots_old() (qmla.ModelInstanceForLearning method)
_plot_bayes_factors() (qmla.QuantumModelLearningAgent method)
_plot_branch_champions_dynamics() (qmla.QuantumModelLearningAgent method)
_plot_branch_champs_quadratic_losses() (qmla.QuantumModelLearningAgent method)
_plot_branch_champs_volumes() (qmla.QuantumModelLearningAgent method)
_plot_correlation_fitness_with_f_score() (qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
_plot_distributions() (qmla.ModelInstanceForLearning method)
_plot_dynamics() (qmla.ModelInstanceForLearning method)
_plot_dynamics_all_models_on_branches() (qmla.QuantumModelLearningAgent method)
_plot_evaluation_normalisation_records() (qmla.QuantumModelLearningAgent method)
_plot_exploration_tree() (qmla.QuantumModelLearningAgent method)
_plot_fitness_v_fscore() (qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
_plot_fitness_v_fscore_by_generation() (qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
_plot_fitness_v_generation() (qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
_plot_gene_pool() (qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
_plot_learning_summary() (qmla.ModelInstanceForLearning method)
_plot_model_ratings() (qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
_plot_model_terms() (qmla.QuantumModelLearningAgent method)
_plot_one_qubit_probes_bloch_sphere() (qmla.QuantumModelLearningAgent method)
_plot_parameter_learning_champion() (qmla.QuantumModelLearningAgent method)
_plot_parameter_learning_single_model() (qmla.QuantumModelLearningAgent method)
_plot_parameter_learning_true() (qmla.QuantumModelLearningAgent method)
_plot_posterior_mesh_pairwise() (qmla.ModelInstanceForLearning method)
_plot_preliminary_preparation() (qmla.ModelInstanceForLearning method)
_plot_qmla_radar_scores() (qmla.QuantumModelLearningAgent method)
_plot_r_squared_by_epoch_for_model_list() (qmla.QuantumModelLearningAgent method)
_plot_selection_probabilities() (qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
_plot_volume_after_qhl() (qmla.QuantumModelLearningAgent method)
_potentially_redundant_setup() (qmla.QuantumModelLearningAgent method)
_record_experiment_updates() (qmla.ModelInstanceForLearning method)
_set_learning_and_comparison_parameters() (qmla.QuantumModelLearningAgent method)
_set_true_params() (qmla.exploration_strategies.nv_centre_spin_characterisation.nature_physics_2021.NVCentreGenticAlgorithmPrelearnedParameters method)
_setup_available_terms_gali_model() (qmla.exploration_strategies.nv_centre_spin_characterisation.nature_physics_2021.NVCentreGenticAlgorithmPrelearnedParameters method)
_setup_parallel_requirements() (qmla.QuantumModelLearningAgent method)
_setup_prior_by_parameters() (qmla.exploration_strategies.nv_centre_spin_characterisation.nature_physics_2021.NVCentreGenticAlgorithmPrelearnedParameters method)
_setup_qinfer_infrastructure() (qmla.ModelInstanceForLearning method)
_setup_tree_and_exploration_strategies() (qmla.QuantumModelLearningAgent method)
_store_prior() (qmla.ModelInstanceForLearning method)
_true_model_definition() (qmla.QuantumModelLearningAgent method)
_update_database_model_info() (qmla.QuantumModelLearningAgent method)
A
add_model_to_database() (qmla.QuantumModelLearningAgent method)
alph() (in module qmla)
analyse_generation() (qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
analyse_instance() (qmla.QuantumModelLearningAgent method)
are_models_valid() (qmla.shared_functionality.qinfer_model_interface.QInferModelQMLA method)
B
basic_pair_selection() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
Bayes factor
BF
BranchQMLA (class in qmla)
C
check_champion_reducibility() (qmla.QuantumModelLearningAgent method)
check_tree_completed() (qmla.exploration_strategies.ExplorationStrategy method)
(qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
(qmla.exploration_strategies.nv_centre_spin_characterisation.TieredGreedySearchNVCentre method)
check_tree_pruned() (qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
chromosome_f_score() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
chromosome_string() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
compare_model_pair() (qmla.QuantumModelLearningAgent method)
compare_model_set() (qmla.QuantumModelLearningAgent method)
compare_models_within_branch() (qmla.QuantumModelLearningAgent method)
compare_nominated_champions() (qmla.QuantumModelLearningAgent method)
compute_expectation_values() (qmla.ModelInstanceForStorage method)
compute_likelihood_after_parameter_learning() (qmla.ModelInstanceForLearning method)
compute_model_f_score() (qmla.QuantumModelLearningAgent method)
compute_statistical_metrics_by_generation() (qmla.QuantumModelLearningAgent method)
consolidate_generation() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
ControlsQMLA (class in qmla)
crossover() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
D
default_expectation_value() (in module qmla.shared_functionality.expectation_value_functions)
design_experiment() (qmla.shared_functionality.experiment_design_heuristics.ExperimentDesignHueristic method)
E
EDH
element_wise_mutation() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
elite_ranking_top_n_models() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
ES
ET
Experiment Design Heuristic
ExperimentDesignHueristic (class in qmla.shared_functionality.experiment_design_heuristics)
Exploration Strategy
Exploration Tree
exploration_strategy_finalise() (qmla.exploration_strategies.ExplorationStrategy method)
(qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
ExplorationStrategy (class in qmla.exploration_strategies)
ExplorationTree (class in qmla)
expparams_dtype() (qmla.shared_functionality.qinfer_model_interface.QInferModelQMLA property)
F
f_score_from_chromosome_string() (qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
f_score_model_comparison() (qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
fermi_hubbard_latex() (in module qmla.shared_functionality.latex_model_names)
finalise_heuristic() (qmla.shared_functionality.experiment_design_heuristics.ExperimentDesignHueristic method)
finalise_qmla() (qmla.QuantumModelLearningAgent method)
finalise_tree() (qmla.ExplorationTree method)
FullAccessNVCentre (class in qmla.exploration_strategies.nv_centre_spin_characterisation)
G
gaussian_prior() (in module qmla.shared_functionality.prior_distributions)
(qmla.exploration_strategies.ExplorationStrategy method)
gene_pool_progression() (qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic static method)
generate_evaluation_data() (qmla.exploration_strategies.nv_centre_spin_characterisation.nature_physics_2021.NVCentreGenticAlgorithmPrelearnedParameters method)
generate_models() (qmla.exploration_strategies.ExplorationStrategy method)
(qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
(qmla.exploration_strategies.nv_centre_spin_characterisation.FullAccessNVCentre method)
(qmla.exploration_strategies.nv_centre_spin_characterisation.TieredGreedySearchNVCentre method)
generate_plot_probes() (qmla.exploration_strategies.ExplorationStrategy method)
generate_probes() (qmla.exploration_strategies.ExplorationStrategy method)
Genetic (class in qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy)
genetic_algorithm_step() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
GeneticAlgorithmQMLA (class in qmla.shared_functionality.genetic_algorithm)
get_base_chromosome() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
get_constituent_names_from_name() (in module qmla)
get_elite_models() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
get_evaluation_prior() (qmla.exploration_strategies.nv_centre_spin_characterisation.nature_physics_2021.NVCentreGenticAlgorithmPrelearnedParameters method)
get_expectation_value() (qmla.exploration_strategies.ExplorationStrategy method)
get_exploration_class() (in module qmla)
,
[1]
get_heuristic() (qmla.exploration_strategies.ExplorationStrategy method)
get_initial_models() (qmla.ExplorationTree method)
get_measurements_by_time() (qmla.exploration_strategies.ExplorationStrategy method)
(qmla.exploration_strategies.nv_centre_spin_characterisation.NVCentreExperimentalData method)
get_model_storage_instance_by_id() (qmla.QuantumModelLearningAgent method)
get_num_qubits() (in module qmla)
get_pair_selection_order() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
get_prior() (qmla.exploration_strategies.ExplorationStrategy method)
(qmla.exploration_strategies.nv_centre_spin_characterisation.nature_physics_2021.NVCentreGenticAlgorithmPrelearnedParameters method)
get_qinfer_model() (qmla.exploration_strategies.ExplorationStrategy method)
get_redis_databases_by_qmla_id() (in module qmla)
get_results_dict() (qmla.QuantumModelLearningAgent method)
get_seed() (in module qmla)
get_selection_probabilities() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
get_simulator_pr0_array() (qmla.shared_functionality.qinfer_model_interface.QInferModelQMLA method)
get_system_pr0_array() (qmla.shared_functionality.qinfer_model_interface.QInferModelQMLA method)
get_true_parameters() (qmla.exploration_strategies.ExplorationStrategy method)
global champion
grouped_pauli_terms() (in module qmla.shared_functionality.latex_model_names)
H
hamming_distance_model_comparison() (qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
I
Instance
is_tree_complete() (qmla.ExplorationTree method)
L
latex_name() (qmla.exploration_strategies.ExplorationStrategy method)
learn_model() (qmla.QuantumModelLearningAgent method)
learn_models_on_given_branch() (qmla.QuantumModelLearningAgent method)
learn_models_until_trees_complete() (qmla.QuantumModelLearningAgent method)
learned_info_dict() (qmla.ModelInstanceForLearning method)
likelihood() (qmla.shared_functionality.qinfer_model_interface.QInferModelQMLA method)
log_print() (qmla.ControlsQMLA method)
(qmla.ExplorationTree method)
(qmla.ModelInstanceForComparison method)
(qmla.ModelInstanceForLearning method)
(qmla.ModelInstanceForStorage method)
(qmla.QuantumModelLearningAgent method)
(qmla.shared_functionality.experiment_design_heuristics.ExperimentDesignHueristic method)
(qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
(qmla.shared_functionality.qinfer_model_interface.QInferModelQMLA method)
log_print_debug() (qmla.ModelInstanceForComparison method)
(qmla.ModelInstanceForLearning method)
(qmla.shared_functionality.qinfer_model_interface.QInferModelQMLA method)
M
map_chromosome_to_model() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
map_model_to_chromosome() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
model_f_score() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
model_update_learned_values() (qmla.ModelInstanceForStorage method)
ModelInstanceForComparison (class in qmla)
ModelInstanceForLearning (class in qmla)
ModelInstanceForStorage (class in qmla)
modelparam_names() (qmla.shared_functionality.qinfer_model_interface.QInferModelQMLA property)
module
qmla
mutation() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
N
n_modelparams() (qmla.shared_functionality.qinfer_model_interface.QInferModelQMLA property)
n_outcomes() (qmla.shared_functionality.qinfer_model_interface.QInferModelQMLA method)
name_branch_map() (qmla.exploration_strategies.ExplorationStrategy method)
new_branch() (qmla.QuantumModelLearningAgent method)
new_branch_on_tree() (qmla.ExplorationTree method)
next_layer() (qmla.ExplorationTree method)
nominate_champions() (qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
(qmla.ExplorationTree method)
NVCentreExperimentalData (class in qmla.exploration_strategies.nv_centre_spin_characterisation)
NVCentreGenticAlgorithmPrelearnedParameters (class in qmla.exploration_strategies.nv_centre_spin_characterisation.nature_physics_2021)
O
one_point_crossover() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
P
pauli_set_latex_name() (in module qmla.shared_functionality.latex_model_names)
plot_dynamics() (qmla.ModelInstanceForComparison method)
plot_dynamics_from_models() (in module qmla.remote_bayes_factor)
plot_dynamics_of_true_model() (qmla.exploration_strategies.ExplorationStrategy method)
plot_generational_metrics() (qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
plot_heuristic_attributes() (qmla.shared_functionality.experiment_design_heuristics.ExperimentDesignHueristic method)
plot_instance_outcomes() (qmla.QuantumModelLearningAgent method)
prepare_chromosome_pair_dataframe() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
print_to_log() (in module qmla)
Probe
process_basic_operator() (in module qmla)
process_comparisons_within_branch() (qmla.QuantumModelLearningAgent method)
process_model_pair_comparison() (qmla.QuantumModelLearningAgent method)
process_model_set_comparisons() (qmla.QuantumModelLearningAgent method)
Q
QHL
QInferModelQMLA (class in qmla.shared_functionality.qinfer_model_interface)
QLE
QMLA
qmla
module
Quantum Hamiltonian Learning
Quantum Likelihood Estimation
Quantum Model Learning Agent
QuantumModelLearningAgent (class in qmla)
R
r_squared() (qmla.ModelInstanceForStorage method)
r_squared_by_epoch() (qmla.ModelInstanceForStorage method)
rand_model_f() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
random_initial_models() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
random_models_sorted_by_f_score() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
remote_bayes_factor_calculation() (in module qmla)
remote_learn_model_parameters() (in module qmla)
Run
Run Results Directory
run_complete_qmla() (qmla.QuantumModelLearningAgent method)
run_quantum_hamiltonian_learning() (qmla.QuantumModelLearningAgent method)
run_quantum_hamiltonian_learning_multiple_models() (qmla.QuantumModelLearningAgent method)
S
selection() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
set_shared_parameters() (in module qmla)
set_specific_plots() (qmla.exploration_strategies.ExplorationStrategy method)
(qmla.exploration_strategies.genetic_algorithms.genetic_exploration_strategy.Genetic method)
SimulatedExperimentNVCentre (class in qmla.exploration_strategies.nv_centre_spin_characterisation)
spawn_from_branch() (qmla.QuantumModelLearningAgent method)
store_bayes_factors_to_csv() (qmla.QuantumModelLearningAgent method)
store_bayes_factors_to_shared_csv() (qmla.QuantumModelLearningAgent method)
System
T
TieredGreedySearchNVCentre (class in qmla.exploration_strategies.nv_centre_spin_characterisation)
tree_pruning() (qmla.exploration_strategies.ExplorationStrategy method)
True Model
true_model_latex() (qmla.exploration_strategies.ExplorationStrategy method)
true_model_terms() (qmla.exploration_strategies.ExplorationStrategy property)
truncate_to_top_half() (qmla.shared_functionality.genetic_algorithm.GeneticAlgorithmQMLA method)
U
update_branch() (qmla.BranchQMLA method)
update_log_likelihood() (qmla.ModelInstanceForComparison method)
update_model() (qmla.ModelInstanceForLearning method)
Quantum Model Learning Agent
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