Index

A

alpha (classes.MyDataLogger.MySubDataLogger attribute) augment_loc_list() (in module modules.helper_functions_tsp)

average_list (classes.MyDataLogger.MySubDataLogger attribute) average_list_all (classes.MyDataLogger.MySubDataLogger attribute)

B

backward() (classes.MyModel.CostFunction static method) best_dist (classes.MyDataLogger.MySubDataLogger attribute) best_dist_found (classes.MyDataLogger.MySubDataLogger attribute)

big_a (classes.MyDataLogger.MySubDataLogger attribute) binary_string_format() (in module modules.helper_functions_tsp) BinaryToCost (class in classes.MyModel) bind_weights() (in module modules.helper_functions_tsp)

C

c (classes.MyDataLogger.MySubDataLogger attribute) cache_hits (classes.MyDataLogger.MySubDataLogger attribute) cache_items (classes.MyDataLogger.MySubDataLogger attribute) cache_max_size (classes.MyDataLogger.MySubDataLogger attribute) cache_misses (classes.MyDataLogger.MySubDataLogger attribute) calculate_hot_start_data() (in module modules.helper_functions_tsp) calculate_parameter_numbers() (classes.MyDataLogger.MySubDataLogger method) check_loc_list() (in module modules.helper_functions_tsp) classes module classes.LRUCacheUnhashable module classes.MyDataLogger module

classes.MyModel module clear_cache() (classes.LRUCacheUnhashable.LRUCacheUnhashable method) convert_binary_list_to_integer() (in module modules.helper_functions_tsp) convert_bit_string_to_cycle() (in module modules.helper_functions_tsp) convert_integer_to_binary_list() (in module modules.helper_functions_tsp) cost_fn_fact() (in module modules.helper_functions_tsp) cost_fn_tensor() (in module modules.helper_functions_tsp) cost_func_evaluate() (in module modules.helper_functions_tsp) cost_graph_multi() (in module modules.graph_functions) CostFunction (class in classes.MyModel) create_initial_rotations() (in module modules.helper_functions_tsp) create_sub_graph_path() (classes.MyDataLogger.MyDataLogger method) create_sub_results_path() (classes.MyDataLogger.MyDataLogger method)

D

define_parameters() (in module modules.helper_functions_tsp)

detailed_results_filename (classes.MyDataLogger.MySubDataLogger attribute) detect_quantum_GPU_support() (in module modules.helper_functions_tsp)

E

elapsed (classes.MyDataLogger.MySubDataLogger attribute) estimate_cost_fn_gradient() (in module classes.MyModel)

eta (classes.MyDataLogger.MySubDataLogger attribute) evaluate_model() (in module modules.helper_ML_functions)

F

filter_results_general() (in module modules.helper_results) filter_results_ml() (in module modules.helper_results) filter_results_qml() (in module modules.helper_results) find_best_coords() (in module modules.graph_functions) find_bin_length() (in module modules.helper_functions_tsp) find_detailed_results_filename() (classes.MyDataLogger.MySubDataLogger method) find_device() (in module modules.helper_ML_functions) find_distance() (in module modules.helper_functions_tsp) find_distances_array() (in module modules.helper_functions_tsp) find_graph_filename() (classes.MyDataLogger.MySubDataLogger method) find_graph_statistics() (in module modules.graph_functions) find_i_j() (in module modules.graph_functions) find_problem_size() (in module modules.helper_functions_tsp)

find_quality() (in module modules.helper_results) find_run_stats() (in module modules.helper_functions_tsp) find_size() (in module modules.graph_functions) find_stats() (in module modules.helper_functions_tsp) find_summary_results_filename() (classes.MyDataLogger.MyDataLogger method) find_total_distance() (in module modules.helper_functions_tsp) format_boolean() (in module modules.helper_functions_tsp) formulation (classes.MyDataLogger.MySubDataLogger attribute) forward() (classes.MyModel.BinaryToCost method) (classes.MyModel.CostFunction static method) (classes.MyModel.MyModel method) (classes.MyModel.MySine method) (classes.MyModel.Sample_Binary method)

G

gamma (classes.MyDataLogger.MySubDataLogger attribute) get_ready_to_train() (in module modules.helper_ML_functions) gradient_type (classes.MyDataLogger.MySubDataLogger attribute)

graph_filename (classes.MyDataLogger.MySubDataLogger attribute) graph_sub_path (classes.MyDataLogger.MyDataLogger attribute) gray (classes.MyDataLogger.MySubDataLogger attribute)

H

hot_start (classes.MyDataLogger.MySubDataLogger attribute) hot_start() (in module modules.helper_functions_tsp)

hot_start_dist (classes.MyDataLogger.MySubDataLogger attribute) hot_start_list_to_string() (in module modules.helper_functions_tsp)

I

index_list (classes.MyDataLogger.MySubDataLogger attribute)

iteration_found (classes.MyDataLogger.MySubDataLogger attribute) iterations (classes.MyDataLogger.MySubDataLogger attribute)

L

layers (classes.MyDataLogger.MySubDataLogger attribute) list_to_bit_string() (classes.LRUCacheUnhashable.LRUCacheUnhashable static method) load_dict_from_json() (in module modules.helper_functions_tsp) locations (classes.MyDataLogger.MySubDataLogger attribute)

lowest_list (classes.MyDataLogger.MySubDataLogger attribute) lowest_list_all (classes.MyDataLogger.MySubDataLogger attribute) lr (classes.MyDataLogger.MySubDataLogger attribute) LRUCacheUnhashable (class in classes.LRUCacheUnhashable)

M

mode (classes.MyDataLogger.MySubDataLogger attribute) module classes classes.LRUCacheUnhashable classes.MyDataLogger classes.MyModel modules modules.graph_functions modules.helper_functions_tsp modules.helper_ML_functions modules.helper_results modules.test_ML_functions modules.test_quantum_function modules.test_tsp_helper modules module modules.graph_functions module modules.helper_functions_tsp module

modules.helper_ML_functions module modules.helper_results module modules.test_ML_functions module modules.test_quantum_function module modules.test_tsp_helper module momentum (classes.MyDataLogger.MySubDataLogger attribute) monte_carlo (classes.MyDataLogger.MySubDataLogger attribute) mps (classes.MyDataLogger.MySubDataLogger attribute) my_cost_function1() (in module modules.test_quantum_function) my_gradient() (in module modules.helper_functions_tsp) MyDataLogger (class in classes.MyDataLogger) MyModel (class in classes.MyModel) MySine (class in classes.MyModel) MySubDataLogger (class in classes.MyDataLogger)

N

noise (classes.MyDataLogger.MySubDataLogger attribute)

P

parameter_graph() (in module modules.graph_functions) plot_3d_graph_models() (in module modules.graph_functions) plot_3d_graph_slice() (in module modules.graph_functions) plot_heatmap() (in module modules.graph_functions)

plot_shortest_routes() (in module modules.graph_functions) plot_sine_activation() (in module modules.graph_functions) print_cache() (classes.LRUCacheUnhashable.LRUCacheUnhashable method) print_cache_stats() (classes.LRUCacheUnhashable.LRUCacheUnhashable method)

Q

quantum (classes.MyDataLogger.MySubDataLogger attribute)

qubits (classes.MyDataLogger.MySubDataLogger attribute)

R

read_data() (in module modules.helper_results) read_file_name() (in module modules.helper_functions_tsp) read_index() (in module modules.helper_functions_tsp)

report_cache_stats() (classes.LRUCacheUnhashable.LRUCacheUnhashable method) results_sub_path (classes.MyDataLogger.MyDataLogger attribute) runid (classes.MyDataLogger.MyDataLogger attribute)

S

s (classes.MyDataLogger.MySubDataLogger attribute) Sample_Binary (class in classes.MyModel) save_detailed_results() (classes.MyDataLogger.MySubDataLogger method) save_plot() (classes.MyDataLogger.MySubDataLogger method) save_results_to_csv() (classes.MyDataLogger.MySubDataLogger method) select_key_fields_ml() (in module modules.helper_results) select_key_fields_qml() (in module modules.helper_results) set_up_input_hot_start() (in module modules.helper_ML_functions)

set_up_input_no_hot_start() (in module modules.helper_ML_functions) shots (classes.MyDataLogger.MySubDataLogger attribute) slice (classes.MyDataLogger.MySubDataLogger attribute) sliced_cost_list_all (classes.MyDataLogger.MySubDataLogger attribute) sliced_list (classes.MyDataLogger.MySubDataLogger attribute) std_dev (classes.MyDataLogger.MySubDataLogger attribute) subid (classes.MyDataLogger.MySubDataLogger attribute) summary_results_filename (classes.MyDataLogger.MyDataLogger attribute)

T

test_augment_loc_list1() (in module modules.test_tsp_helper) test_augment_loc_list2() (in module modules.test_tsp_helper) test_binary_string_conversion() (in module modules.test_tsp_helper) test_binary_string_conversion_gray() (in module modules.test_tsp_helper) test_bit_string_cycle_conversion_orig() (in module modules.test_tsp_helper) test_bit_string_cycle_conversion_orig2() (in module modules.test_tsp_helper) test_bit_string_list_to_bit_string() (in module modules.test_tsp_helper) test_calculate_parameter_numbers_2_1() (in module modules.test_quantum_function) test_check_loc_list_invalid1() (in module modules.test_tsp_helper) test_check_loc_list_invalid2() (in module modules.test_tsp_helper) test_check_loc_list_invalid3() (in module modules.test_tsp_helper) test_check_loc_list_invalid4() (in module modules.test_tsp_helper) test_check_loc_list_valid1() (in module modules.test_tsp_helper) test_check_loc_list_valid2() (in module modules.test_tsp_helper) test_convert_bit_string_to_cycle_000() (in module modules.test_tsp_helper) test_convert_bit_string_to_cycle_00010__not_gray() (in module modules.test_tsp_helper) test_convert_bit_string_to_cycle_001() (in module modules.test_tsp_helper) test_convert_bit_string_to_cycle_010() (in module modules.test_tsp_helper) test_convert_bit_string_to_cycle_011() (in module modules.test_tsp_helper) test_convert_bit_string_to_cycle_100() (in module modules.test_tsp_helper) test_convert_bit_string_to_cycle_101() (in module modules.test_tsp_helper) test_convert_bit_string_to_cycle_110() (in module modules.test_tsp_helper) test_convert_bit_string_to_cycle_111() (in module modules.test_tsp_helper) test_convert_bit_string_to_cycle_111_gray() (in module modules.test_tsp_helper) test_convert_bit_string_to_cycle_15() (in module modules.test_tsp_helper) test_convert_bit_string_to_cycle_15_gray() (in module modules.test_tsp_helper) test_convert_bit_string_to_cycle_3() (in module modules.test_tsp_helper) test_convert_bit_string_to_cycle_4() (in module modules.test_tsp_helper) test_distance_1() (in module modules.test_tsp_helper) test_distance_2() (in module modules.test_tsp_helper) test_distance_3() (in module modules.test_tsp_helper) test_distance_4() (in module modules.test_tsp_helper) test_estimate_gradient() (in module modules.test_ML_functions) test_estimate_gradient_2() (in module modules.test_ML_functions) test_estimate_gradient_3() (in module modules.test_ML_functions) test_find_average() (in module modules.test_tsp_helper) test_find_average_slice1() (in module modules.test_tsp_helper) test_find_average_slice2() (in module modules.test_tsp_helper) test_find_average_slice2b() (in module modules.test_tsp_helper) test_find_average_slice3() (in module modules.test_tsp_helper)

test_find_average_slice4() (in module modules.test_tsp_helper) test_find_average_slice5() (in module modules.test_tsp_helper) test_find_average_slice6() (in module modules.test_tsp_helper) test_find_average_slice7() (in module modules.test_tsp_helper) test_find_lowest() (in module modules.test_tsp_helper) test_find_problem_size_26() (in module modules.test_tsp_helper) test_find_problem_size_4() (in module modules.test_tsp_helper) test_find_problem_size_4_new() (in module modules.test_tsp_helper) test_find_problem_size_5_new() (in module modules.test_tsp_helper) test_find_total_distance() (in module modules.test_tsp_helper) test_four_cols() (in module modules.test_tsp_helper) test_four_rows() (in module modules.test_tsp_helper) test_gradient_1() (in module modules.test_quantum_function) test_gradient_2() (in module modules.test_quantum_function) test_gradient_3() (in module modules.test_quantum_function) test_gradient_4() (in module modules.test_quantum_function) test_hot_start_4() (in module modules.test_tsp_helper) test_hot_start_5_distance() (in module modules.test_tsp_helper) test_hot_start_5_list() (in module modules.test_tsp_helper) test_hot_start_list_to_string_101() (in module modules.test_tsp_helper) test_hot_start_list_to_string_101_gray() (in module modules.test_tsp_helper) test_hot_start_list_to_string_15_locs_gray() (in module modules.test_tsp_helper) test_hot_start_list_to_string_15_locs_no_gray() (in module modules.test_tsp_helper) test_list_00() (in module modules.test_tsp_helper) test_list_00_gray() (in module modules.test_tsp_helper) test_list_01() (in module modules.test_tsp_helper) test_list_01_gray() (in module modules.test_tsp_helper) test_list_10() (in module modules.test_tsp_helper) test_list_1000_gray() (in module modules.test_tsp_helper) test_list_10_gray() (in module modules.test_tsp_helper) test_list_11() (in module modules.test_tsp_helper) test_list_1110() (in module modules.test_tsp_helper) test_list_1110_gray() (in module modules.test_tsp_helper) test_list_11_gray() (in module modules.test_tsp_helper) test_lowest_list1() (in module modules.test_tsp_helper) test_lowest_list2() (in module modules.test_tsp_helper) test_simple_circuit() (in module modules.test_quantum_function) test_six_locs() (in module modules.test_tsp_helper) test_unsymmetric() (in module modules.test_tsp_helper) test_wrong_shape() (in module modules.test_tsp_helper) train_model() (in module modules.helper_ML_functions)

U

update_cache_statistics() (classes.MyDataLogger.MySubDataLogger method) update_constants_from_dict() (classes.MyDataLogger.MySubDataLogger method) update_general_constants_from_config() (classes.MyDataLogger.MySubDataLogger method)

update_ml_constants_from_config() (classes.MyDataLogger.MySubDataLogger method) update_parameters_using_gradient() (in module modules.helper_functions_tsp) update_quantum_constants_from_config() (classes.MyDataLogger.MySubDataLogger method)

V

validate_distance_array() (in module modules.helper_functions_tsp) validate_gradient_type() (in module modules.helper_functions_tsp)

validate_input() (classes.MyDataLogger.MySubDataLogger method) vqc_circuit() (in module modules.helper_functions_tsp)

W

weight_decay (classes.MyDataLogger.MySubDataLogger attribute)