Index

A

Action (class in mqt.predictor.rl.actions) action_duration (CompilationStep attribute), [1] action_masks() (PredictorEnv method), [1] action_name (CompilationStep attribute), [1] action_set (PredictorEnv attribute), [1] action_space (PredictorEnv attribute), [1] action_terminate_index (PredictorEnv attribute), [1] action_type (CompilationStep attribute), [1]

actions_final_optimization_indices (PredictorEnv attribute), [1] actions_layout_indices (PredictorEnv attribute), [1] actions_mapping_indices (PredictorEnv attribute), [1] actions_opt_indices (PredictorEnv attribute), [1] actions_routing_indices (PredictorEnv attribute), [1] actions_synthesis_indices (PredictorEnv attribute), [1] apply() (PreProcessTKETRoutingAfterQiskitLayout method) apply_action() (PredictorEnv method), [1]

B

BQSKIT (CompilationOrigin attribute) bqskit_mapping_action() (in module mqt.predictor.rl.actions.bqskit_actions)

bqskit_optimization_action() (in module mqt.predictor.rl.actions.bqskit_actions) bqskit_synthesis_action() (in module mqt.predictor.rl.actions.bqskit_actions) bqskit_to_qiskit() (in module mqt.predictor.rl.actions.bqskit_actions)

C

calc_device_specific_features() (in module mqt.predictor.hellinger) (in module mqt.predictor.hellinger.utils) calc_supermarq_features() (in module mqt.predictor.utils) calculate_reward() (PredictorEnv method), [1] calibration_data (DeviceMetadata attribute), [1] circuit_name (CompilationTracer attribute), [1] circuit_qasm3 (CompilationStep attribute), [1] CompilationOrigin (class in mqt.predictor.rl.actions) CompilationStep (class in mqt.predictor.rl.tracer)

CompilationTracer (class in mqt.predictor.rl.tracer) compile_as_predicted() (Predictor method), [1] compile_training_circuits() (Predictor method), [1] control (TopologyEdge attribute), [1] create_feature_dict() (in module mqt.predictor.rl.helper) create_feature_vector() (in module mqt.predictor.ml.helper) crit_depth() (in module mqt.predictor.reward) critical_depth (FigureOfMeritMetrics attribute), [1] (SupermarqFeatures attribute) current_depth (CompilationStep attribute), [1]

D

determine_valid_actions_for_state() (PredictorEnv method), [1] device (CompilationTracer attribute), [1] (PredictorEnv attribute), [1] device_name (Predictor attribute), [1] device_qubits (DeviceMetadata attribute), [1] DeviceDependentAction (class in mqt.predictor.rl.actions)

DeviceIndependentAction (class in mqt.predictor.rl.actions) DeviceMetadata (class in mqt.predictor.rl.tracer) devices (Predictor attribute), [1] dict_to_featurevector() (in module mqt.predictor.ml.helper) do_while (DeviceDependentAction attribute), [1] duration (GateCalibration attribute), [1]

E

entanglement_ratio (CompilationStep attribute), [1] (SupermarqFeatures attribute) env (Predictor attribute), [1] error (GateCalibration attribute), [1] esp_data_available() (in module mqt.predictor.reward)

estimated_hellinger_distance (FigureOfMeritMetrics attribute), [1] estimated_hellinger_distance() (in module mqt.predictor.reward) estimated_success_probability (FigureOfMeritMetrics attribute), [1] estimated_success_probability() (in module mqt.predictor.reward) expected_fidelity (FigureOfMeritMetrics attribute), [1] expected_fidelity() (in module mqt.predictor.reward)

F

figure_of_merit (CompilationTracer attribute), [1] (in module mqt.predictor.reward) (Predictor attribute), [1], [2], [3] FigureOfMeritMetric (class in mqt.predictor.rl.tracer) FigureOfMeritMetrics (class in mqt.predictor.rl.tracer)

figures_of_merit (CompilationStep attribute), [1] filename (PredictorEnv attribute), [1] final_layout_bqskit_to_qiskit() (in module mqt.predictor.rl.actions.bqskit_actions) final_layout_pytket_to_qiskit() (in module mqt.predictor.rl.actions.tket_actions) FINAL_OPT (PassType attribute) from_initial_state() (CompilationTracer class method)

G

GateCalibration (class in mqt.predictor.rl.tracer) gates_per_operation (CompilationStep attribute), [1] generate_training_data() (Predictor method), [1] get_actions_by_pass_type() (in module mqt.predictor.rl.actions) get_bqskit_native_gates() (in module mqt.predictor.rl.actions.bqskit_actions) get_fom() (PredictorEnv method), [1] get_hellinger_model_path() (in module mqt.predictor.hellinger) (in module mqt.predictor.hellinger.utils) get_openqasm_gates() (in module mqt.predictor.ml.helper)

get_path_results() (in module mqt.predictor.ml.helper) get_path_trained_model() (in module mqt.predictor.ml.helper) (in module mqt.predictor.rl.helper) get_path_training_circuits() (in module mqt.predictor.ml.helper) (in module mqt.predictor.rl.helper) get_path_training_circuits_compiled() (in module mqt.predictor.ml.helper) get_path_training_data() (in module mqt.predictor.ml.helper) (in module mqt.predictor.rl.helper) get_state_sample() (in module mqt.predictor.rl.helper)

H

has_parameterized_gates (PredictorEnv attribute), [1] hellinger_distance() (in module mqt.predictor.hellinger) (in module mqt.predictor.hellinger.utils)

hellinger_model (PredictorEnv attribute), [1]

I

indices_test (TrainingData attribute) indices_train (TrainingData attribute) is_bqskit_action_available() (in module mqt.predictor.rl.actions.bqskit_actions) is_circuit_laid_out() (PredictorEnv method), [1]

is_circuit_routed() (PredictorEnv method), [1] is_circuit_synthesized() (PredictorEnv method), [1] is_qiskit_action_available() (in module mqt.predictor.rl.actions.qiskit_actions) is_terminal (CompilationStep attribute), [1] is_tket_action_available() (in module mqt.predictor.rl.actions.tket_actions)

K

kind (FigureOfMeritMetric attribute), [1]

L

laid_out (CompilationStep attribute), [1] LAYOUT (PassType attribute) layout (PredictorEnv attribute), [1] liveness (CompilationStep attribute), [1] (SupermarqFeatures attribute) load_model() (in module mqt.predictor.rl.predictor)

logger (in module mqt.predictor.ml.predictor) (in module mqt.predictor.reward) (in module mqt.predictor.rl.actions.qiskit_actions) (in module mqt.predictor.rl.helper) (in module mqt.predictor.rl.predictorenv) (in module mqt.predictor.utils)

M

MAPPING (PassType attribute) max_steps (PredictorEnv attribute), [1] mdp_policy (CompilationTracer attribute), [1] module mqt.predictor mqt.predictor.hellinger mqt.predictor.hellinger.utils mqt.predictor.ml mqt.predictor.ml.helper mqt.predictor.ml.predictor mqt.predictor.qcompile mqt.predictor.reward mqt.predictor.rl mqt.predictor.rl.actions mqt.predictor.rl.actions.bqskit_actions mqt.predictor.rl.actions.qiskit_actions mqt.predictor.rl.actions.tket_actions mqt.predictor.rl.helper mqt.predictor.rl.predictor mqt.predictor.rl.predictorenv mqt.predictor.rl.tracer mqt.predictor.utils mqt.predictor module mqt.predictor.hellinger module mqt.predictor.hellinger.utils module mqt.predictor.ml module

mqt.predictor.ml.helper module mqt.predictor.ml.predictor module mqt.predictor.qcompile module mqt.predictor.reward module mqt.predictor.rl module mqt.predictor.rl.actions module mqt.predictor.rl.actions.bqskit_actions module mqt.predictor.rl.actions.qiskit_actions module mqt.predictor.rl.actions.tket_actions module mqt.predictor.rl.helper module mqt.predictor.rl.predictor module mqt.predictor.rl.predictorenv module mqt.predictor.rl.tracer module mqt.predictor.utils module

N

name (Action attribute), [1] (DeviceMetadata attribute), [1] names_list (TrainingData attribute)

native_gates (DeviceMetadata attribute), [1] num_qubits (CompilationStep attribute), [1] num_qubits_uncompiled_circuit (PredictorEnv attribute), [1] num_steps (PredictorEnv attribute), [1]

O

observation_space (PredictorEnv attribute), [1]

OPT (PassType attribute) origin (Action attribute), [1]

P

parallelism (CompilationStep attribute), [1] (SupermarqFeatures attribute) pass_type (Action attribute), [1] PassType (class in mqt.predictor.rl.actions) path_training_circuits (PredictorEnv attribute), [1] postprocess_vf2postlayout() (in module mqt.predictor.rl.actions.qiskit_actions) predict_device_for_figure_of_merit() (in module mqt.predictor.ml) (in module mqt.predictor.ml.predictor) Predictor (class in mqt.predictor.ml) (class in mqt.predictor.ml.predictor) (class in mqt.predictor.rl) (class in mqt.predictor.rl.predictor)

PredictorEnv (class in mqt.predictor.rl) (class in mqt.predictor.rl.predictorenv) PreProcessTKETRoutingAfterQiskitLayout (class in mqt.predictor.rl.actions.tket_actions) preserves_layout (Action attribute), [1] preserves_routing (Action attribute), [1] preserves_synthesis (Action attribute), [1] program_communication (CompilationStep attribute), [1] (SupermarqFeatures attribute)

Q

qcompile() (in module mqt.predictor) (in module mqt.predictor.qcompile) QISKIT (CompilationOrigin attribute) qiskit_final_optimization_action() (in module mqt.predictor.rl.actions.qiskit_actions) qiskit_layout_actions() (in module mqt.predictor.rl.actions.qiskit_actions)

qiskit_mapping_action() (in module mqt.predictor.rl.actions.qiskit_actions) qiskit_o3_action() (in module mqt.predictor.rl.actions.qiskit_actions) qiskit_optimization_actions() (in module mqt.predictor.rl.actions.qiskit_actions) qiskit_synthesis_action() (in module mqt.predictor.rl.actions.qiskit_actions) qubits (GateCalibration attribute), [1]

R

raw_critical_depth (CompilationStep attribute), [1] record_step() (CompilationTracer method) register_action() (in module mqt.predictor.rl.actions) render() (PredictorEnv method), [1] reset() (PredictorEnv method), [1] reward (CompilationStep attribute), [1] reward_function (PredictorEnv attribute), [1]

rl_compile() (in module mqt.predictor.rl) (in module mqt.predictor.rl.predictor) rng (PredictorEnv attribute), [1] routed (CompilationStep attribute), [1] ROUTING (PassType attribute) run_bqskit_action() (in module mqt.predictor.rl.actions.bqskit_actions) run_qiskit_action() (in module mqt.predictor.rl.actions.qiskit_actions) run_tket_action() (in module mqt.predictor.rl.actions.tket_actions)

S

save_to_json() (CompilationTracer method) schema_version (CompilationTracer attribute), [1] scores_list (TrainingData attribute) setup_device_predictor() (in module mqt.predictor.ml) (in module mqt.predictor.ml.predictor)

step() (PredictorEnv method), [1] step_index (CompilationStep attribute), [1] steps (CompilationTracer attribute), [1] SupermarqFeatures (class in mqt.predictor.utils) SYNTHESIS (PassType attribute) synthesized (CompilationStep attribute), [1]

T

target (TopologyEdge attribute), [1] TERMINATE (PassType attribute) timeout_watcher() (in module mqt.predictor.utils) timestamp (CompilationTracer attribute), [1] TKET (CompilationOrigin attribute) tket_optimization_actions() (in module mqt.predictor.rl.actions.tket_actions) tket_routing_action() (in module mqt.predictor.rl.actions.tket_actions) topology (DeviceMetadata attribute), [1] TopologyEdge (class in mqt.predictor.rl.tracer)

total_duration (CompilationTracer attribute), [1] total_gates (CompilationStep attribute), [1] tracer (PredictorEnv attribute), [1] tracer_output_path (PredictorEnv attribute), [1] train_model() (Predictor method), [1] train_random_forest_model() (Predictor method), [1] TrainingData (class in mqt.predictor.ml.helper) transpile_pass (Action attribute), [1] (DeviceDependentAction attribute)

U

used_actions (PredictorEnv attribute), [1]

V

value (FigureOfMeritMetric attribute), [1]

X

X_test (TrainingData attribute)

X_train (TrainingData attribute)

Y

y_test (TrainingData attribute)

y_train (TrainingData attribute)