1use crate::circuit_integration::{DeviceTopology, QubitProperties};
7use crate::error::{MLError, Result};
8use ndarray::{Array1, Array2};
9use quantrs2_circuit::prelude::*;
10use quantrs2_core::prelude::*;
11use std::collections::{HashMap, HashSet, VecDeque};
12
13pub struct DeviceCompiler {
15 topology: DeviceTopology,
17 options: CompilationOptions,
19 characterization: DeviceCharacterization,
21}
22
23#[derive(Debug, Clone)]
25pub struct CompilationOptions {
26 pub optimization_level: u8,
28 pub max_compilation_time: f64,
30 pub error_threshold: f64,
32 pub noise_aware: bool,
34 pub crosstalk_mitigation: bool,
36 pub routing_algorithm: RoutingAlgorithm,
38 pub synthesis_method: SynthesisMethod,
40}
41
42impl Default for CompilationOptions {
43 fn default() -> Self {
44 Self {
45 optimization_level: 2,
46 max_compilation_time: 60.0,
47 error_threshold: 0.01,
48 noise_aware: true,
49 crosstalk_mitigation: true,
50 routing_algorithm: RoutingAlgorithm::SABRE,
51 synthesis_method: SynthesisMethod::SolovayKitaev,
52 }
53 }
54}
55
56#[derive(Debug, Clone, Copy)]
58pub enum RoutingAlgorithm {
59 SABRE,
61 Lookahead,
63 TokenSwapping,
65 Heuristic,
67}
68
69#[derive(Debug, Clone, Copy)]
71pub enum SynthesisMethod {
72 SolovayKitaev,
74 Shannon,
76 KAK,
78 Cartan,
80}
81
82#[derive(Debug, Clone)]
84pub struct DeviceCharacterization {
85 pub gate_errors: HashMap<String, f64>,
87 pub two_qubit_errors: HashMap<(usize, usize), f64>,
89 pub readout_errors: Array1<f64>,
91 pub crosstalk_matrix: Array2<f64>,
93 pub gate_times: HashMap<String, f64>,
95 pub calibration_time: std::time::SystemTime,
97}
98
99impl DeviceCharacterization {
100 pub fn default_for_device(num_qubits: usize) -> Self {
102 let mut gate_errors = HashMap::new();
103 gate_errors.insert("X".to_string(), 0.001);
104 gate_errors.insert("Y".to_string(), 0.001);
105 gate_errors.insert("Z".to_string(), 0.0001);
106 gate_errors.insert("H".to_string(), 0.002);
107 gate_errors.insert("CNOT".to_string(), 0.01);
108
109 let mut gate_times = HashMap::new();
110 gate_times.insert("X".to_string(), 0.02); gate_times.insert("Y".to_string(), 0.02);
112 gate_times.insert("Z".to_string(), 0.0); gate_times.insert("H".to_string(), 0.02);
114 gate_times.insert("CNOT".to_string(), 0.2); Self {
117 gate_errors,
118 two_qubit_errors: HashMap::new(),
119 readout_errors: Array1::from_elem(num_qubits, 0.02),
120 crosstalk_matrix: Array2::zeros((num_qubits, num_qubits)),
121 gate_times,
122 calibration_time: std::time::SystemTime::now(),
123 }
124 }
125
126 pub fn set_gate_error(&mut self, gate: &str, qubits: &[usize], error: f64) {
128 if qubits.len() == 2 {
129 self.two_qubit_errors.insert((qubits[0], qubits[1]), error);
130 } else {
131 self.gate_errors.insert(gate.to_string(), error);
132 }
133 }
134
135 pub fn get_gate_error(&self, gate: &str, qubits: &[usize]) -> f64 {
137 if qubits.len() == 2 {
138 self.two_qubit_errors
139 .get(&(qubits[0], qubits[1]))
140 .or_else(|| self.two_qubit_errors.get(&(qubits[1], qubits[0])))
141 .copied()
142 .unwrap_or_else(|| self.gate_errors.get(gate).copied().unwrap_or(0.01))
143 } else {
144 self.gate_errors.get(gate).copied().unwrap_or(0.001)
145 }
146 }
147}
148
149impl DeviceCompiler {
150 pub fn new(topology: DeviceTopology) -> Self {
152 let num_qubits = topology.num_qubits();
153 Self {
154 topology,
155 options: CompilationOptions::default(),
156 characterization: DeviceCharacterization::default_for_device(num_qubits),
157 }
158 }
159
160 pub fn with_options(mut self, options: CompilationOptions) -> Self {
162 self.options = options;
163 self
164 }
165
166 pub fn with_characterization(mut self, characterization: DeviceCharacterization) -> Self {
168 self.characterization = characterization;
169 self
170 }
171
172 pub fn compile_model<const N: usize>(
174 &self,
175 model: &QuantumMLModel,
176 ) -> Result<CompiledModel<N>> {
177 let start_time = std::time::Instant::now();
178
179 let mut circuit = self.model_to_circuit::<N>(model)?;
181
182 circuit = self.initial_optimization::<N>(&circuit)?;
184
185 let (mut circuit, qubit_mapping) = self.route_circuit::<N>(&circuit)?;
187
188 circuit = self.synthesize_gates::<N>(&circuit)?;
190
191 if self.options.noise_aware {
193 circuit = self.noise_aware_optimization::<N>(&circuit)?;
194 }
195
196 if self.options.crosstalk_mitigation {
198 circuit = self.mitigate_crosstalk::<N>(&circuit)?;
199 }
200
201 circuit = self.final_optimization::<N>(&circuit)?;
203
204 let compilation_time = start_time.elapsed().as_secs_f64();
205
206 let metrics = self.analyze_compiled_circuit::<N>(&circuit, compilation_time)?;
208
209 Ok(CompiledModel {
210 circuit,
211 qubit_mapping,
212 metrics,
213 target_device: self.topology.clone(),
214 characterization: self.characterization.clone(),
215 })
216 }
217
218 fn model_to_circuit<const N: usize>(&self, model: &QuantumMLModel) -> Result<Circuit<N>> {
220 let mut builder = CircuitBuilder::<N>::new();
221
222 for layer in &model.layers {
224 match layer {
225 ModelLayer::Encoding(encoding_layer) => {
226 self.add_encoding_layer::<N>(&mut builder, encoding_layer)?;
227 }
228 ModelLayer::Variational(var_layer) => {
229 self.add_variational_layer::<N>(&mut builder, var_layer)?;
230 }
231 ModelLayer::Measurement(meas_layer) => {
232 self.add_measurement_layer::<N>(&mut builder, meas_layer)?;
233 }
234 }
235 }
236
237 Ok(builder.build())
238 }
239
240 fn add_encoding_layer<const N: usize>(
242 &self,
243 builder: &mut CircuitBuilder<N>,
244 layer: &EncodingLayer,
245 ) -> Result<()> {
246 match &layer.encoding_type {
247 EncodingType::Amplitude => {
248 for qubit in &layer.qubits {
250 builder.ry(*qubit, 0.0)?; }
252 }
253 EncodingType::Angle => {
254 for qubit in &layer.qubits {
256 builder.rz(*qubit, 0.0)?; }
258 }
259 EncodingType::Basis => {
260 }
262 }
263 Ok(())
264 }
265
266 fn add_variational_layer<const N: usize>(
268 &self,
269 builder: &mut CircuitBuilder<N>,
270 layer: &VariationalLayer,
271 ) -> Result<()> {
272 match &layer.ansatz_type {
273 AnsatzType::HardwareEfficient => {
274 for qubit in &layer.qubits {
276 builder.ry(*qubit, 0.0)?;
277 builder.rz(*qubit, 0.0)?;
278 }
279
280 for i in 0..layer.qubits.len() - 1 {
282 builder.cnot(layer.qubits[i], layer.qubits[i + 1])?;
283 }
284 }
285 AnsatzType::QAOA => {
286 for qubit in &layer.qubits {
288 builder.rx(*qubit, 0.0)?; }
290
291 }
293 AnsatzType::Custom(gates) => {
294 for gate in gates {
296 self.add_custom_gate(builder, gate)?;
297 }
298 }
299 }
300 Ok(())
301 }
302
303 fn add_measurement_layer<const N: usize>(
305 &self,
306 builder: &mut CircuitBuilder<N>,
307 layer: &MeasurementLayer,
308 ) -> Result<()> {
309 for qubit in &layer.qubits {
310 }
312 Ok(())
313 }
314
315 fn add_custom_gate<const N: usize>(
317 &self,
318 builder: &mut CircuitBuilder<N>,
319 gate: &CustomGate,
320 ) -> Result<()> {
321 match gate {
322 CustomGate::SingleQubit {
323 qubit,
324 gate_type,
325 parameter,
326 } => match gate_type.as_str() {
327 "RX" => {
328 builder.rx(*qubit, *parameter)?;
329 }
330 "RY" => {
331 builder.ry(*qubit, *parameter)?;
332 }
333 "RZ" => {
334 builder.rz(*qubit, *parameter)?;
335 }
336 "H" => {
337 builder.h(*qubit)?;
338 }
339 _ => {
340 return Err(MLError::InvalidConfiguration(format!(
341 "Unknown gate type: {}",
342 gate_type
343 )))
344 }
345 },
346 CustomGate::TwoQubit {
347 control,
348 target,
349 gate_type,
350 parameter,
351 } => {
352 match gate_type.as_str() {
353 "CNOT" => {
354 builder.cnot(*control, *target)?;
355 }
356 "CZ" => {
357 builder.cz(*control, *target)?;
358 }
359 "RZZ" => {
360 builder.crz(*control, *target, *parameter)?;
361 } _ => {
363 return Err(MLError::InvalidConfiguration(format!(
364 "Unknown two-qubit gate type: {}",
365 gate_type
366 )))
367 }
368 }
369 }
370 }
371 Ok(())
372 }
373
374 fn initial_optimization<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
376 let mut optimized = circuit.clone();
377
378 if self.options.optimization_level >= 1 {
379 optimized = self.remove_redundant_gates::<N>(&optimized)?;
381 }
382
383 if self.options.optimization_level >= 2 {
384 optimized = self.merge_rotations::<N>(&optimized)?;
386 }
387
388 if self.options.optimization_level >= 3 {
389 optimized = self.commutation_optimization::<N>(&optimized)?;
391 }
392
393 Ok(optimized)
394 }
395
396 fn route_circuit<const N: usize>(
398 &self,
399 circuit: &Circuit<N>,
400 ) -> Result<(Circuit<N>, QubitMapping)> {
401 match self.options.routing_algorithm {
402 RoutingAlgorithm::SABRE => self.sabre_routing(circuit),
403 RoutingAlgorithm::Lookahead => self.lookahead_routing(circuit),
404 RoutingAlgorithm::TokenSwapping => self.token_swapping_routing(circuit),
405 RoutingAlgorithm::Heuristic => self.heuristic_routing(circuit),
406 }
407 }
408
409 fn sabre_routing<const N: usize>(
411 &self,
412 circuit: &Circuit<N>,
413 ) -> Result<(Circuit<N>, QubitMapping)> {
414 let mut routed_circuit = CircuitBuilder::<N>::new();
415 let mut mapping = QubitMapping::identity(circuit.num_qubits());
416
417 for gate in circuit.gates() {
419 if gate.num_qubits() == 2 {
420 let (q1, q2) = (gate.qubits()[0], gate.qubits()[1]);
421 if !self.topology.are_connected(
422 mapping.logical_to_physical(q1.into()),
423 mapping.logical_to_physical(q2.into()),
424 ) {
425 let swaps = self.find_swap_path(
427 mapping.logical_to_physical(q1.into()),
428 mapping.logical_to_physical(q2.into()),
429 )?;
430
431 for (qa, qb) in swaps {
432 routed_circuit.swap(qa, qb)?;
433 mapping.apply_swap(qa, qb);
434 }
435 }
436 }
437
438 self.add_mapped_gate::<N>(&mut routed_circuit, gate.as_ref(), &mapping)?;
440 }
441
442 Ok((routed_circuit.build(), mapping))
443 }
444
445 fn find_swap_path(&self, start: usize, end: usize) -> Result<Vec<(usize, usize)>> {
447 let mut queue = VecDeque::new();
449 let mut visited = HashSet::new();
450 let mut parent = HashMap::new();
451
452 queue.push_back(start);
453 visited.insert(start);
454
455 while let Some(current) = queue.pop_front() {
456 if current == end {
457 let mut path = Vec::new();
459 let mut node = end;
460 while let Some(&prev) = parent.get(&node) {
461 path.push((prev, node));
462 node = prev;
463 }
464 path.reverse();
465 return Ok(path);
466 }
467
468 for neighbor in self.topology.neighbors(current) {
469 if !visited.contains(&neighbor) {
470 visited.insert(neighbor);
471 parent.insert(neighbor, current);
472 queue.push_back(neighbor);
473 }
474 }
475 }
476
477 Err(MLError::InvalidConfiguration(
478 "No path found between qubits".to_string(),
479 ))
480 }
481
482 fn lookahead_routing<const N: usize>(
484 &self,
485 circuit: &Circuit<N>,
486 ) -> Result<(Circuit<N>, QubitMapping)> {
487 self.sabre_routing(circuit)
489 }
490
491 fn token_swapping_routing<const N: usize>(
492 &self,
493 circuit: &Circuit<N>,
494 ) -> Result<(Circuit<N>, QubitMapping)> {
495 self.sabre_routing(circuit)
497 }
498
499 fn heuristic_routing<const N: usize>(
500 &self,
501 circuit: &Circuit<N>,
502 ) -> Result<(Circuit<N>, QubitMapping)> {
503 self.sabre_routing(circuit)
505 }
506
507 fn add_mapped_gate<const N: usize>(
509 &self,
510 builder: &mut CircuitBuilder<N>,
511 gate: &dyn GateOp,
512 mapping: &QubitMapping,
513 ) -> Result<()> {
514 let mapped_qubits: Vec<usize> = gate
515 .qubits()
516 .iter()
517 .map(|&q| mapping.logical_to_physical(q.into()))
518 .collect();
519
520 match gate.name() {
521 "H" => {
522 builder.h(mapped_qubits[0])?;
523 }
524 "X" => {
525 builder.x(mapped_qubits[0])?;
526 }
527 "Y" => {
528 builder.y(mapped_qubits[0])?;
529 }
530 "Z" => {
531 builder.z(mapped_qubits[0])?;
532 }
533 "RX" => {
534 builder.rx(mapped_qubits[0], 0.0)?;
535 } "RY" => {
537 builder.ry(mapped_qubits[0], 0.0)?;
538 } "RZ" => {
540 builder.rz(mapped_qubits[0], 0.0)?;
541 } "CNOT" => {
543 builder.cnot(mapped_qubits[0], mapped_qubits[1])?;
544 }
545 "CZ" => {
546 builder.cz(mapped_qubits[0], mapped_qubits[1])?;
547 }
548 "SWAP" => {
549 builder.swap(mapped_qubits[0], mapped_qubits[1])?;
550 }
551 _ => {
552 return Err(MLError::InvalidConfiguration(format!(
553 "Unknown gate type: {}",
554 gate.name()
555 )))
556 }
557 }
558
559 Ok(())
560 }
561
562 fn synthesize_gates<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
564 match self.options.synthesis_method {
565 SynthesisMethod::SolovayKitaev => self.solovay_kitaev_synthesis(circuit),
566 SynthesisMethod::Shannon => self.shannon_synthesis(circuit),
567 SynthesisMethod::KAK => self.kak_synthesis(circuit),
568 SynthesisMethod::Cartan => self.cartan_synthesis(circuit),
569 }
570 }
571
572 fn solovay_kitaev_synthesis<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
574 Ok(circuit.clone())
576 }
577
578 fn shannon_synthesis<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
580 Ok(circuit.clone())
582 }
583
584 fn kak_synthesis<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
586 Ok(circuit.clone())
588 }
589
590 fn cartan_synthesis<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
592 Ok(circuit.clone())
594 }
595
596 fn noise_aware_optimization<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
598 let mut optimized = circuit.clone();
599
600 optimized = self.schedule_for_coherence::<N>(&optimized)?;
602
603 optimized = self.select_low_error_gates::<N>(&optimized)?;
605
606 Ok(optimized)
607 }
608
609 fn schedule_for_coherence<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
611 Ok(circuit.clone())
613 }
614
615 fn select_low_error_gates<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
617 Ok(circuit.clone())
619 }
620
621 fn mitigate_crosstalk<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
623 Ok(circuit.clone())
625 }
626
627 fn final_optimization<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
629 let mut optimized = circuit.clone();
630
631 optimized = self.merge_rotations::<N>(&optimized)?;
633
634 optimized = self.remove_identity_gates::<N>(&optimized)?;
636
637 Ok(optimized)
638 }
639
640 fn remove_redundant_gates<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
642 Ok(circuit.clone())
644 }
645
646 fn merge_rotations<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
648 Ok(circuit.clone())
650 }
651
652 fn commutation_optimization<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
654 Ok(circuit.clone())
656 }
657
658 fn remove_identity_gates<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
660 Ok(circuit.clone())
662 }
663
664 fn analyze_compiled_circuit<const N: usize>(
666 &self,
667 circuit: &Circuit<N>,
668 compilation_time: f64,
669 ) -> Result<CompilationMetrics> {
670 let gate_count = circuit.num_gates();
671 let depth = circuit.num_gates(); let two_qubit_gate_count = circuit
673 .gates()
674 .iter()
675 .filter(|g| g.num_qubits() == 2)
676 .count();
677
678 let mut total_error = 0.0;
680 for gate in circuit.gates() {
681 let qubits_usize: Vec<usize> = gate.qubits().iter().map(|&q| q.into()).collect();
682 total_error += self
683 .characterization
684 .get_gate_error(gate.name(), &qubits_usize);
685 }
686
687 let mut execution_time = 0.0;
689 for gate in circuit.gates() {
690 execution_time += self
691 .characterization
692 .gate_times
693 .get(gate.name())
694 .copied()
695 .unwrap_or(0.1);
696 }
697
698 Ok(CompilationMetrics {
699 gate_count,
700 depth,
701 two_qubit_gate_count,
702 total_error,
703 execution_time,
704 compilation_time,
705 swap_count: 0, })
707 }
708}
709
710#[derive(Debug, Clone)]
712pub struct QuantumMLModel {
713 pub layers: Vec<ModelLayer>,
715 pub num_qubits: usize,
717 pub num_parameters: usize,
719}
720
721#[derive(Debug, Clone)]
723pub enum ModelLayer {
724 Encoding(EncodingLayer),
726 Variational(VariationalLayer),
728 Measurement(MeasurementLayer),
730}
731
732#[derive(Debug, Clone)]
734pub struct EncodingLayer {
735 pub qubits: Vec<usize>,
737 pub encoding_type: EncodingType,
739}
740
741#[derive(Debug, Clone)]
743pub enum EncodingType {
744 Amplitude,
746 Angle,
748 Basis,
750}
751
752#[derive(Debug, Clone)]
754pub struct VariationalLayer {
755 pub qubits: Vec<usize>,
757 pub ansatz_type: AnsatzType,
759 pub repetitions: usize,
761}
762
763#[derive(Debug, Clone)]
765pub enum AnsatzType {
766 HardwareEfficient,
768 QAOA,
770 Custom(Vec<CustomGate>),
772}
773
774#[derive(Debug, Clone)]
776pub enum CustomGate {
777 SingleQubit {
779 qubit: usize,
780 gate_type: String,
781 parameter: f64,
782 },
783 TwoQubit {
785 control: usize,
786 target: usize,
787 gate_type: String,
788 parameter: f64,
789 },
790}
791
792#[derive(Debug, Clone)]
794pub struct MeasurementLayer {
795 pub qubits: Vec<usize>,
797 pub basis: MeasurementBasis,
799}
800
801#[derive(Debug, Clone)]
803pub enum MeasurementBasis {
804 Computational,
806 X,
808 Y,
810 Pauli(String),
812}
813
814#[derive(Debug, Clone)]
816pub struct CompiledModel<const N: usize> {
817 pub circuit: Circuit<N>,
819 pub qubit_mapping: QubitMapping,
821 pub metrics: CompilationMetrics,
823 pub target_device: DeviceTopology,
825 pub characterization: DeviceCharacterization,
827}
828
829#[derive(Debug, Clone)]
831pub struct QubitMapping {
832 logical_to_physical: Vec<usize>,
834 physical_to_logical: Vec<Option<usize>>,
836}
837
838impl QubitMapping {
839 pub fn identity(num_qubits: usize) -> Self {
841 Self {
842 logical_to_physical: (0..num_qubits).collect(),
843 physical_to_logical: (0..num_qubits).map(Some).collect(),
844 }
845 }
846
847 pub fn logical_to_physical(&self, logical: usize) -> usize {
849 self.logical_to_physical[logical]
850 }
851
852 pub fn physical_to_logical(&self, physical: usize) -> Option<usize> {
854 self.physical_to_logical.get(physical).copied().flatten()
855 }
856
857 pub fn apply_swap(&mut self, q1: usize, q2: usize) {
859 for logical in &mut self.logical_to_physical {
861 if *logical == q1 {
862 *logical = q2;
863 } else if *logical == q2 {
864 *logical = q1;
865 }
866 }
867
868 self.physical_to_logical.swap(q1, q2);
870 }
871}
872
873#[derive(Debug, Clone)]
875pub struct CompilationMetrics {
876 pub gate_count: usize,
878 pub depth: usize,
880 pub two_qubit_gate_count: usize,
882 pub total_error: f64,
884 pub execution_time: f64,
886 pub compilation_time: f64,
888 pub swap_count: usize,
890}
891
892#[cfg(test)]
893mod tests {
894 use super::*;
895 use crate::circuit_integration::DeviceTopology;
896
897 #[test]
898 fn test_device_compiler_creation() {
899 let topology = DeviceTopology::new(5)
900 .add_edge(0, 1)
901 .add_edge(1, 2)
902 .add_edge(2, 3)
903 .add_edge(3, 4);
904
905 let compiler = DeviceCompiler::new(topology);
906 assert_eq!(compiler.options.optimization_level, 2);
907 }
908
909 #[test]
910 fn test_device_characterization() {
911 let mut char = DeviceCharacterization::default_for_device(3);
912 char.set_gate_error("CNOT", &[0, 1], 0.005);
913
914 assert_eq!(char.get_gate_error("CNOT", &[0, 1]), 0.005);
915 assert_eq!(char.get_gate_error("X", &[0]), 0.001);
916 }
917
918 #[test]
919 fn test_qubit_mapping() {
920 let mut mapping = QubitMapping::identity(3);
921 assert_eq!(mapping.logical_to_physical(1), 1);
922
923 mapping.apply_swap(0, 2);
924 assert_eq!(mapping.logical_to_physical(0), 2);
925 assert_eq!(mapping.logical_to_physical(2), 0);
926 }
927
928 #[test]
929 fn test_compilation_options() {
930 let options = CompilationOptions {
931 optimization_level: 3,
932 noise_aware: false,
933 routing_algorithm: RoutingAlgorithm::Lookahead,
934 ..Default::default()
935 };
936
937 assert_eq!(options.optimization_level, 3);
938 assert!(!options.noise_aware);
939 }
940}