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quantrs2_ml/
device_compilation.rs

1//! Device-specific model compilation for quantum machine learning
2//!
3//! This module provides device-aware compilation of quantum ML models,
4//! optimizing circuits for specific hardware characteristics and constraints.
5
6use crate::circuit_integration::{DeviceTopology, QubitProperties};
7use crate::error::{MLError, Result};
8use quantrs2_circuit::prelude::*;
9use quantrs2_core::prelude::*;
10use scirs2_core::ndarray::{Array1, Array2};
11use std::collections::{HashMap, HashSet, VecDeque};
12
13/// Device-specific model compiler
14pub struct DeviceCompiler {
15    /// Target device topology
16    topology: DeviceTopology,
17    /// Compilation options
18    options: CompilationOptions,
19    /// Device characterization data
20    characterization: DeviceCharacterization,
21}
22
23/// Compilation options
24#[derive(Debug, Clone)]
25pub struct CompilationOptions {
26    /// Optimization level (0-3)
27    pub optimization_level: u8,
28    /// Maximum compilation time (seconds)
29    pub max_compilation_time: f64,
30    /// Target gate error threshold
31    pub error_threshold: f64,
32    /// Enable noise-aware compilation
33    pub noise_aware: bool,
34    /// Enable crosstalk mitigation
35    pub crosstalk_mitigation: bool,
36    /// Routing algorithm
37    pub routing_algorithm: RoutingAlgorithm,
38    /// Gate synthesis method
39    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/// Routing algorithms
57#[derive(Debug, Clone, Copy)]
58pub enum RoutingAlgorithm {
59    /// SABRE routing algorithm
60    SABRE,
61    /// Lookahead routing
62    Lookahead,
63    /// Token swapping
64    TokenSwapping,
65    /// Heuristic routing
66    Heuristic,
67}
68
69/// Gate synthesis methods
70#[derive(Debug, Clone, Copy)]
71pub enum SynthesisMethod {
72    /// Solovay-Kitaev decomposition
73    SolovayKitaev,
74    /// Shannon decomposition
75    Shannon,
76    /// KAK decomposition for two-qubit gates
77    KAK,
78    /// Cartan decomposition
79    Cartan,
80}
81
82/// Device characterization data
83#[derive(Debug, Clone)]
84pub struct DeviceCharacterization {
85    /// Gate error rates
86    pub gate_errors: HashMap<String, f64>,
87    /// Two-qubit gate errors (by qubit pair)
88    pub two_qubit_errors: HashMap<(usize, usize), f64>,
89    /// Readout errors
90    pub readout_errors: Array1<f64>,
91    /// Crosstalk matrix
92    pub crosstalk_matrix: Array2<f64>,
93    /// Gate times
94    pub gate_times: HashMap<String, f64>,
95    /// Calibration timestamp
96    pub calibration_time: std::time::SystemTime,
97}
98
99impl DeviceCharacterization {
100    /// Create default characterization
101    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); // 20 ns
111        gate_times.insert("Y".to_string(), 0.02);
112        gate_times.insert("Z".to_string(), 0.0); // Virtual Z
113        gate_times.insert("H".to_string(), 0.02);
114        gate_times.insert("CNOT".to_string(), 0.2); // 200 ns
115
116        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    /// Update gate error for specific qubits
127    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    /// Get expected error for a gate operation
136    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    /// Create a new device compiler
151    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    /// Set compilation options
161    pub fn with_options(mut self, options: CompilationOptions) -> Self {
162        self.options = options;
163        self
164    }
165
166    /// Set device characterization
167    pub fn with_characterization(mut self, characterization: DeviceCharacterization) -> Self {
168        self.characterization = characterization;
169        self
170    }
171
172    /// Compile quantum ML model for target device
173    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        // Step 1: Convert model to circuit representation
180        let mut circuit = self.model_to_circuit::<N>(model)?;
181
182        // Step 2: Initial circuit optimization
183        circuit = self.initial_optimization::<N>(&circuit)?;
184
185        // Step 3: Qubit mapping and routing
186        let (mut circuit, qubit_mapping) = self.route_circuit::<N>(&circuit)?;
187
188        // Step 4: Gate synthesis for native gate set
189        circuit = self.synthesize_gates::<N>(&circuit)?;
190
191        // Step 5: Noise-aware optimization
192        if self.options.noise_aware {
193            circuit = self.noise_aware_optimization::<N>(&circuit)?;
194        }
195
196        // Step 6: Crosstalk mitigation
197        if self.options.crosstalk_mitigation {
198            circuit = self.mitigate_crosstalk::<N>(&circuit)?;
199        }
200
201        // Step 7: Final optimization
202        circuit = self.final_optimization::<N>(&circuit)?;
203
204        let compilation_time = start_time.elapsed().as_secs_f64();
205
206        // Generate compilation metrics
207        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    /// Convert ML model to quantum circuit
219    fn model_to_circuit<const N: usize>(&self, model: &QuantumMLModel) -> Result<Circuit<N>> {
220        let mut builder = CircuitBuilder::<N>::new();
221
222        // Add model layers to circuit
223        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    /// Add encoding layer to circuit
241    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                // Add amplitude encoding gates
249                for qubit in &layer.qubits {
250                    builder.ry(*qubit, 0.0)?; // Placeholder parameter
251                }
252            }
253            EncodingType::Angle => {
254                // Add angle encoding gates
255                for qubit in &layer.qubits {
256                    builder.rz(*qubit, 0.0)?; // Placeholder parameter
257                }
258            }
259            EncodingType::Basis => {
260                // Add basis encoding (no gates needed)
261            }
262        }
263        Ok(())
264    }
265
266    /// Add variational layer to circuit
267    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                // Add hardware-efficient ansatz
275                for qubit in &layer.qubits {
276                    builder.ry(*qubit, 0.0)?;
277                    builder.rz(*qubit, 0.0)?;
278                }
279
280                // Add entangling gates
281                for i in 0..layer.qubits.len() - 1 {
282                    builder.cnot(layer.qubits[i], layer.qubits[i + 1])?;
283                }
284            }
285            AnsatzType::QAOA => {
286                // Add QAOA ansatz
287                for qubit in &layer.qubits {
288                    builder.rx(*qubit, 0.0)?; // Mixer
289                }
290
291                // Problem-specific gates would be added here
292            }
293            AnsatzType::Custom(gates) => {
294                // Add custom gate sequence
295                for gate in gates {
296                    self.add_custom_gate(builder, gate)?;
297                }
298            }
299        }
300        Ok(())
301    }
302
303    /// Add measurement layer to circuit
304    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            // builder.measure(*qubit)?; // Measurement method needs to be implemented
311        }
312        Ok(())
313    }
314
315    /// Add custom gate to circuit
316    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                    } // Using CRZ as approximation
362                    _ => {
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    /// Initial circuit optimization
375    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            // Remove redundant gates
380            optimized = self.remove_redundant_gates::<N>(&optimized)?;
381        }
382
383        if self.options.optimization_level >= 2 {
384            // Merge rotation gates
385            optimized = self.merge_rotations::<N>(&optimized)?;
386        }
387
388        if self.options.optimization_level >= 3 {
389            // Advanced optimizations
390            optimized = self.commutation_optimization::<N>(&optimized)?;
391        }
392
393        Ok(optimized)
394    }
395
396    /// Route circuit to device topology
397    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    /// SABRE routing algorithm
410    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        // SABRE algorithm implementation (simplified)
418        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                    // Insert SWAP gates to make qubits adjacent
426                    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            // Add the original gate with mapped qubits
439            self.add_mapped_gate::<N>(&mut routed_circuit, gate.as_ref(), &mapping)?;
440        }
441
442        Ok((routed_circuit.build(), mapping))
443    }
444
445    /// Find shortest path of SWAPs between qubits
446    fn find_swap_path(&self, start: usize, end: usize) -> Result<Vec<(usize, usize)>> {
447        // Simplified shortest path algorithm
448        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                // Reconstruct path
458                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    /// Other routing algorithms (simplified implementations)
483    fn lookahead_routing<const N: usize>(
484        &self,
485        circuit: &Circuit<N>,
486    ) -> Result<(Circuit<N>, QubitMapping)> {
487        // Placeholder - would implement lookahead routing
488        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        // Placeholder - would implement token swapping
496        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        // Placeholder - would implement heuristic routing
504        self.sabre_routing(circuit)
505    }
506
507    /// Add gate with mapped qubits
508    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                let theta = gate
535                    .as_any()
536                    .downcast_ref::<single::RotationX>()
537                    .map(|g| g.theta)
538                    .unwrap_or(0.0);
539                builder.rx(mapped_qubits[0], theta)?;
540            }
541            "RY" => {
542                let theta = gate
543                    .as_any()
544                    .downcast_ref::<single::RotationY>()
545                    .map(|g| g.theta)
546                    .unwrap_or(0.0);
547                builder.ry(mapped_qubits[0], theta)?;
548            }
549            "RZ" => {
550                let theta = gate
551                    .as_any()
552                    .downcast_ref::<single::RotationZ>()
553                    .map(|g| g.theta)
554                    .unwrap_or(0.0);
555                builder.rz(mapped_qubits[0], theta)?;
556            }
557            "CNOT" => {
558                builder.cnot(mapped_qubits[0], mapped_qubits[1])?;
559            }
560            "CZ" => {
561                builder.cz(mapped_qubits[0], mapped_qubits[1])?;
562            }
563            "SWAP" => {
564                builder.swap(mapped_qubits[0], mapped_qubits[1])?;
565            }
566            _ => {
567                return Err(MLError::InvalidConfiguration(format!(
568                    "Unknown gate type: {}",
569                    gate.name()
570                )))
571            }
572        }
573
574        Ok(())
575    }
576
577    /// Gate synthesis for native gate set
578    fn synthesize_gates<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
579        match self.options.synthesis_method {
580            SynthesisMethod::SolovayKitaev => self.solovay_kitaev_synthesis(circuit),
581            SynthesisMethod::Shannon => self.shannon_synthesis(circuit),
582            SynthesisMethod::KAK => self.kak_synthesis(circuit),
583            SynthesisMethod::Cartan => self.cartan_synthesis(circuit),
584        }
585    }
586
587    /// Solovay-Kitaev synthesis
588    fn solovay_kitaev_synthesis<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
589        // Placeholder - would implement Solovay-Kitaev decomposition
590        Ok(circuit.clone())
591    }
592
593    /// Shannon synthesis
594    fn shannon_synthesis<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
595        // Placeholder - would implement Shannon decomposition
596        Ok(circuit.clone())
597    }
598
599    /// KAK synthesis
600    fn kak_synthesis<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
601        // Placeholder - would implement KAK decomposition
602        Ok(circuit.clone())
603    }
604
605    /// Cartan synthesis
606    fn cartan_synthesis<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
607        // Placeholder - would implement Cartan decomposition
608        Ok(circuit.clone())
609    }
610
611    /// Noise-aware optimization
612    fn noise_aware_optimization<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
613        let mut optimized = circuit.clone();
614
615        // Reschedule gates to minimize decoherence
616        optimized = self.schedule_for_coherence::<N>(&optimized)?;
617
618        // Choose error-optimal gates
619        optimized = self.select_low_error_gates::<N>(&optimized)?;
620
621        Ok(optimized)
622    }
623
624    /// Schedule gates to minimize decoherence
625    fn schedule_for_coherence<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
626        // Placeholder - would implement coherence-aware scheduling
627        Ok(circuit.clone())
628    }
629
630    /// Select gates with lowest error rates
631    fn select_low_error_gates<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
632        // Placeholder - would select optimal gates based on characterization
633        Ok(circuit.clone())
634    }
635
636    /// Mitigate crosstalk effects
637    fn mitigate_crosstalk<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
638        // Placeholder - would implement crosstalk mitigation
639        Ok(circuit.clone())
640    }
641
642    /// Final optimization pass
643    fn final_optimization<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
644        let mut optimized = circuit.clone();
645
646        // Final gate merging
647        optimized = self.merge_rotations::<N>(&optimized)?;
648
649        // Remove identity gates
650        optimized = self.remove_identity_gates::<N>(&optimized)?;
651
652        Ok(optimized)
653    }
654
655    /// Remove redundant gates
656    fn remove_redundant_gates<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
657        // Placeholder - would implement redundant gate removal
658        Ok(circuit.clone())
659    }
660
661    /// Merge rotation gates
662    fn merge_rotations<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
663        // Placeholder - would merge consecutive rotation gates
664        Ok(circuit.clone())
665    }
666
667    /// Commutation-based optimization
668    fn commutation_optimization<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
669        // Placeholder - would implement commutation rules
670        Ok(circuit.clone())
671    }
672
673    /// Remove identity gates
674    fn remove_identity_gates<const N: usize>(&self, circuit: &Circuit<N>) -> Result<Circuit<N>> {
675        // Placeholder - would remove gates with zero rotation angles
676        Ok(circuit.clone())
677    }
678
679    /// Analyze compiled circuit
680    fn analyze_compiled_circuit<const N: usize>(
681        &self,
682        circuit: &Circuit<N>,
683        compilation_time: f64,
684    ) -> Result<CompilationMetrics> {
685        let gate_count = circuit.num_gates();
686        // Compute circuit depth as the length of the critical path through the gate dependency DAG.
687        // For each qubit, track the depth of the last gate applied; a gate's layer is
688        // max(last_layer[q] for q in gate.qubits()) + 1.  The circuit depth is the maximum
689        // layer index reached across all gates.
690        let depth = {
691            let gates = circuit.gates();
692            // Map from qubit index to the depth at which the most recent gate on that qubit sits.
693            let mut qubit_depth: HashMap<usize, usize> = HashMap::new();
694            let mut max_depth: usize = 0;
695            for gate in gates {
696                let qubits_usize: Vec<usize> = gate.qubits().iter().map(|&q| q.into()).collect();
697                let gate_layer = qubits_usize
698                    .iter()
699                    .map(|q| qubit_depth.get(q).copied().unwrap_or(0))
700                    .max()
701                    .unwrap_or(0)
702                    + 1;
703                for q in &qubits_usize {
704                    qubit_depth.insert(*q, gate_layer);
705                }
706                if gate_layer > max_depth {
707                    max_depth = gate_layer;
708                }
709            }
710            max_depth
711        };
712        let two_qubit_gate_count = circuit
713            .gates()
714            .iter()
715            .filter(|g| g.num_qubits() == 2)
716            .count();
717
718        // Estimate total error
719        let mut total_error = 0.0;
720        for gate in circuit.gates() {
721            let qubits_usize: Vec<usize> = gate.qubits().iter().map(|&q| q.into()).collect();
722            total_error += self
723                .characterization
724                .get_gate_error(gate.name(), &qubits_usize);
725        }
726
727        // Estimate execution time
728        let mut execution_time = 0.0;
729        for gate in circuit.gates() {
730            execution_time += self
731                .characterization
732                .gate_times
733                .get(gate.name())
734                .copied()
735                .unwrap_or(0.1);
736        }
737
738        Ok(CompilationMetrics {
739            gate_count,
740            depth,
741            two_qubit_gate_count,
742            total_error,
743            execution_time,
744            compilation_time,
745            swap_count: 0, // Would count actual SWAPs
746        })
747    }
748}
749
750/// Quantum ML model representation
751#[derive(Debug, Clone)]
752pub struct QuantumMLModel {
753    /// Model layers
754    pub layers: Vec<ModelLayer>,
755    /// Total number of qubits
756    pub num_qubits: usize,
757    /// Parameter count
758    pub num_parameters: usize,
759}
760
761/// Model layer types
762#[derive(Debug, Clone)]
763pub enum ModelLayer {
764    /// Data encoding layer
765    Encoding(EncodingLayer),
766    /// Variational layer
767    Variational(VariationalLayer),
768    /// Measurement layer
769    Measurement(MeasurementLayer),
770}
771
772/// Data encoding layer
773#[derive(Debug, Clone)]
774pub struct EncodingLayer {
775    /// Qubits used for encoding
776    pub qubits: Vec<usize>,
777    /// Encoding method
778    pub encoding_type: EncodingType,
779}
780
781/// Data encoding types
782#[derive(Debug, Clone)]
783pub enum EncodingType {
784    /// Amplitude encoding
785    Amplitude,
786    /// Angle encoding
787    Angle,
788    /// Basis encoding
789    Basis,
790}
791
792/// Variational layer
793#[derive(Debug, Clone)]
794pub struct VariationalLayer {
795    /// Qubits in the layer
796    pub qubits: Vec<usize>,
797    /// Ansatz type
798    pub ansatz_type: AnsatzType,
799    /// Number of repetitions
800    pub repetitions: usize,
801}
802
803/// Ansatz types
804#[derive(Debug, Clone)]
805pub enum AnsatzType {
806    /// Hardware-efficient ansatz
807    HardwareEfficient,
808    /// QAOA ansatz
809    QAOA,
810    /// Custom gate sequence
811    Custom(Vec<CustomGate>),
812}
813
814/// Custom gate definition
815#[derive(Debug, Clone)]
816pub enum CustomGate {
817    /// Single-qubit gate
818    SingleQubit {
819        qubit: usize,
820        gate_type: String,
821        parameter: f64,
822    },
823    /// Two-qubit gate
824    TwoQubit {
825        control: usize,
826        target: usize,
827        gate_type: String,
828        parameter: f64,
829    },
830}
831
832/// Measurement layer
833#[derive(Debug, Clone)]
834pub struct MeasurementLayer {
835    /// Qubits to measure
836    pub qubits: Vec<usize>,
837    /// Measurement basis
838    pub basis: MeasurementBasis,
839}
840
841/// Measurement basis
842#[derive(Debug, Clone)]
843pub enum MeasurementBasis {
844    /// Computational basis (Z)
845    Computational,
846    /// X basis
847    X,
848    /// Y basis
849    Y,
850    /// Custom Pauli string
851    Pauli(String),
852}
853
854/// Compiled model
855#[derive(Debug, Clone)]
856pub struct CompiledModel<const N: usize> {
857    /// Compiled circuit
858    pub circuit: Circuit<N>,
859    /// Qubit mapping
860    pub qubit_mapping: QubitMapping,
861    /// Compilation metrics
862    pub metrics: CompilationMetrics,
863    /// Target device
864    pub target_device: DeviceTopology,
865    /// Device characterization
866    pub characterization: DeviceCharacterization,
867}
868
869/// Qubit mapping between logical and physical qubits
870#[derive(Debug, Clone)]
871pub struct QubitMapping {
872    /// Logical to physical mapping
873    logical_to_physical: Vec<usize>,
874    /// Physical to logical mapping
875    physical_to_logical: Vec<Option<usize>>,
876}
877
878impl QubitMapping {
879    /// Create identity mapping
880    pub fn identity(num_qubits: usize) -> Self {
881        Self {
882            logical_to_physical: (0..num_qubits).collect(),
883            physical_to_logical: (0..num_qubits).map(Some).collect(),
884        }
885    }
886
887    /// Get physical qubit for logical qubit
888    pub fn logical_to_physical(&self, logical: usize) -> usize {
889        self.logical_to_physical[logical]
890    }
891
892    /// Get logical qubit for physical qubit
893    pub fn physical_to_logical(&self, physical: usize) -> Option<usize> {
894        self.physical_to_logical.get(physical).copied().flatten()
895    }
896
897    /// Apply SWAP operation to mapping
898    pub fn apply_swap(&mut self, q1: usize, q2: usize) {
899        // Update logical to physical mapping
900        for logical in &mut self.logical_to_physical {
901            if *logical == q1 {
902                *logical = q2;
903            } else if *logical == q2 {
904                *logical = q1;
905            }
906        }
907
908        // Update physical to logical mapping
909        self.physical_to_logical.swap(q1, q2);
910    }
911}
912
913/// Compilation metrics
914#[derive(Debug, Clone)]
915pub struct CompilationMetrics {
916    /// Total gate count
917    pub gate_count: usize,
918    /// Circuit depth
919    pub depth: usize,
920    /// Two-qubit gate count
921    pub two_qubit_gate_count: usize,
922    /// Total error estimate
923    pub total_error: f64,
924    /// Execution time estimate (microseconds)
925    pub execution_time: f64,
926    /// Compilation time (seconds)
927    pub compilation_time: f64,
928    /// Number of SWAP gates added
929    pub swap_count: usize,
930}
931
932#[cfg(test)]
933mod tests {
934    use super::*;
935    use crate::circuit_integration::DeviceTopology;
936
937    #[test]
938    fn test_device_compiler_creation() {
939        let topology = DeviceTopology::new(5)
940            .add_edge(0, 1)
941            .add_edge(1, 2)
942            .add_edge(2, 3)
943            .add_edge(3, 4);
944
945        let compiler = DeviceCompiler::new(topology);
946        assert_eq!(compiler.options.optimization_level, 2);
947    }
948
949    #[test]
950    fn test_device_characterization() {
951        let mut char = DeviceCharacterization::default_for_device(3);
952        char.set_gate_error("CNOT", &[0, 1], 0.005);
953
954        assert_eq!(char.get_gate_error("CNOT", &[0, 1]), 0.005);
955        assert_eq!(char.get_gate_error("X", &[0]), 0.001);
956    }
957
958    #[test]
959    fn test_qubit_mapping() {
960        let mut mapping = QubitMapping::identity(3);
961        assert_eq!(mapping.logical_to_physical(1), 1);
962
963        mapping.apply_swap(0, 2);
964        assert_eq!(mapping.logical_to_physical(0), 2);
965        assert_eq!(mapping.logical_to_physical(2), 0);
966    }
967
968    #[test]
969    fn test_compilation_options() {
970        let options = CompilationOptions {
971            optimization_level: 3,
972            noise_aware: false,
973            routing_algorithm: RoutingAlgorithm::Lookahead,
974            ..Default::default()
975        };
976
977        assert_eq!(options.optimization_level, 3);
978        assert!(!options.noise_aware);
979    }
980}