1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
//! The `register` module provides quantum register functionality.
use crate::{
math::{self, c64},
operation::{Operation, QuantumOperation},
};
use ndarray::{array, linalg, Array2};
use rand::prelude::*;
/// Errors which can occur when an operation is applied on the register.
#[derive(Debug, PartialEq, Eq)]
pub enum OperationError {
/// Occurs when target is out of range or duplicate targets are given.
InvalidTarget(usize),
/// Occurs when an operation with invalid dimensions is given.
InvalidDimensions(usize, usize),
/// Occurs when an operation with an invalid arity is given.
InvalidArity(usize),
/// Occurs when a qubit is considered incorrect.
InvalidQubit(usize),
}
/// A quantum register containing N qubits.
#[derive(Clone, Debug)]
pub struct Register {
/// Represents the state of the quantum register as a vector with 2^N complex elements.
///
/// The state is a linear combination of the basis vectors:
/// |0..00>, |0..01>, |0..10>, ..., |1..11> (written in Dirac notation) which corresponds to the vectors:
/// [1, 0, 0, ...]<sup>T</sup>, [0, 1, 0, ...]<sup>T</sup>, [0, 0, 1, ...]<sup>T</sup>, ..., [0, 0, ...., 0, 1]<sup>T</sup>
///
/// In other words: state = a*|0..00> + b*|0..01> + c * |0..10> + ...
///
/// The state vector is [a, b, c, ...]<sup>T</sup>, where |state_i|<sup>2</sup> represents the probability
/// that the system will collapse into the state described by the ith basis vector.
pub state: Array2<math::c64>, // Should not be pub (it is pub now for testing purpouses)
size: usize,
}
impl Register {
/// Creates a new state with an array of booleans with size N
pub fn new(input_bits: &[bool]) -> Self {
// Complex 1 by 1 identity matrix
let base_state = array![[math::c64::new(1.0, 0.0)]];
// Creates state by translating bool to qubit
// then uses qubits in tesnor product to create state
let state_matrix = input_bits
.iter()
.map(math::to_qbit_vector)
.fold(base_state, |a, b| linalg::kron(&b, &a));
Self {
state: state_matrix,
size: input_bits.len(),
}
}
pub fn from_int(n: usize, k: usize) -> Self {
Self {
state: math::int_to_state(k, 1 << n),
size: n,
}
}
/// Creates a new state with a list of 2 dimensional arrays
/// of complex numbers.
///
/// Input qubits as [array![[Complex::new(1.0, 0.0)], array![Complex::new(0.0, 0.0)]]]
/// Two qubits looks like this: [array![[Complex::new(1.0, 0.0)], [Complex::new(0.0, 0.0)]],
/// array![[Complex::new(0.0, 0.0)], [Complex::new(1.0, 0.0)]]]
///
/// **Panics** if 2 dimensional array doesn't contain 2 elements
/// or if their probability doesn't add to 1
pub fn from_qubits(input_bits: &[Array2<math::c64>]) -> Self {
Self::try_from_qubits(input_bits).expect("Incorrect input qubits")
}
/// Tries to create a new state from list of qubits
/// Returns a Result which is either a register or an
/// error if input was not correct qubits
pub fn try_from_qubits(input_bits: &[Array2<math::c64>]) -> Result<Self, OperationError> {
//check if input is correct
let res = input_bits.iter().map(Self::is_qubit);
//check if everything was correct otherwise panic
for (i, bool) in res.enumerate() {
if !bool {
return Err(OperationError::InvalidQubit(i));
}
}
let base_state = array![[math::c64::new(1.0, 0.0)]];
//create state
let state_matrix = input_bits
.iter()
.fold(base_state, |a, b| linalg::kron(b, &a));
Ok(Self {
state: state_matrix,
size: input_bits.len(),
})
}
/// Checks if input qubit has total probability 1
/// Outputs true if total probability is one and
/// false if total probability is not one
fn is_one(qubit: &Array2<math::c64>) -> bool {
let mut total_prob = -1.0;
//Create total prob by squaring individual values
for values in qubit {
total_prob += values.norm_sqr();
}
//Chech if total prob is 1
total_prob.abs() < 0.000001
}
/// Checks that input qubit is correct
/// Outputs false if the length of input is not 2
/// otherwise outputs return value of is_one
fn is_qubit(qubit: &Array2<c64>) -> bool {
if qubit.len() == 2 {
Self::is_one(qubit)
} else {
false
}
}
/// Applys a quantum operation to the current state
///
/// Input a state and an operation. Outputs the new state
///
/// **Panics** if the operation is invalid or contains target bits
/// outside of the valid range [0, N)
pub fn apply(&mut self, op: &Operation) -> &mut Self {
self.try_apply(op).expect("Coult not apply operation")
}
pub fn try_apply(&mut self, op: &Operation) -> Result<&mut Self, OperationError> {
// Check operation validity
let expected_size = op.targets().len();
let (rows, cols) = (op.matrix().shape()[0], op.matrix().shape()[1]);
if (rows, cols) == (expected_size, expected_size) {
return Err(OperationError::InvalidDimensions(rows, cols));
}
if let Some(dup_target) = get_duplicate(&op.targets()) {
return Err(OperationError::InvalidTarget(dup_target));
}
for target in op.targets() {
if target >= self.size() {
return Err(OperationError::InvalidTarget(target));
}
}
// Permutation indicating new order of qubits
// Ex, perm[0]=3 means the qubit at idx 3 will be moved to idx 0
let mut perm = op.targets();
for i in 0..self.size {
if !perm.contains(&i) {
perm.push(i);
}
}
// Create a copy of state and permute the qubits according to perm
// Cloning here is not really necessary, all elements will be overwritten
let mut permuted_state = self.state.clone();
// Loop through and set each element in permuted_state
for i in 0..permuted_state.len() {
// Calculate the index j so that self.state[j] corresponds to permuted_state[i]
// This is done by moving each bit in the number i according to perm
let mut j: usize = 0;
for (k, v) in perm.iter().enumerate().take(self.size) {
// Copy the kth bit in i to the perm[k]th bit in j
j |= ((i >> k) & 1) << v;
}
permuted_state[(i, 0)] = self.state[(j, 0)];
}
// Tensor product of operation matrix and identity
let matrix = linalg::kron(&Array2::eye(1 << (self.size - op.arity())), &op.matrix());
// Calculate new state
permuted_state = matrix.dot(&permuted_state);
// Permute back, similar to above but backwards (perm[k] -> k instead of the other way around)
for i in 0..permuted_state.len() {
let mut j: usize = 0;
for (k, v) in perm.iter().enumerate().take(self.size) {
j |= ((i >> v) & 1) << k;
}
self.state[(i, 0)] = permuted_state[(j, 0)];
}
Ok(self)
}
/// Apply a unary operation on all qubits.
/// Returns a mutable reference to self.
///
/// Input a unary operation.
///
/// ***Panics*** if the arity of the operation is not 1.
/// I.e. if the operation is not unary.
pub fn apply_all(&mut self, operation: &Operation) -> &mut Self {
self.try_apply_all(operation)
.expect("Could not apply operation")
}
/// Tries to apply a unary operation on all qubits.
/// Returns a Result with either a mutable reference to self or an error
/// if the operation given is not unary.
pub fn try_apply_all(&mut self, operation: &Operation) -> Result<&mut Self, OperationError> {
// Return immediately if arity is not unary
if operation.arity() != 1 {
return Err(OperationError::InvalidArity(operation.arity()));
}
let matrix = (0..self.size).fold(array![[math::c64::new(1.0, 0.0)]], |acc, _| {
linalg::kron(&acc, &operation.matrix())
});
// We dont need to do any swapping or target matching since the dimensions should always match if we
// kron a unary operation reg.size() times.
self.state = matrix.dot(&self.state);
Ok(self)
}
/// Measure a quantum bit in the register and returns its measured value.
///
/// Performing this measurement collapses the target qbit to either a one or a zero, and therefore
/// modifies the state.
///
/// The target bit specifies the bit which should be measured and should be in the range [0, N - 1].
///
/// **Panics** if the supplied target is not less than the number of qubits in the register.
pub fn measure(&mut self, target: usize) -> bool {
self.try_measure(target).expect("Could not measure bit")
}
/// Same as measure, except it returns an error instead of panicing when given
/// invalid arguments
pub fn try_measure(&mut self, target: usize) -> Result<bool, OperationError> {
// Validate arguments
if target >= self.size() {
return Err(OperationError::InvalidTarget(target));
}
let mut prob_1 = 0.0; // The probability of collapsing into a state where the target bit = 1
let mut prob_0 = 0.0; // The probability of collapsing into a state where the target bit = 0
for (i, s) in self.state.iter().enumerate() {
// The probability of collapsing into state i
let prob = s.norm_sqr();
// If the target bit is set in state i, add its probability to prob_1 or prob_0 accordingly
if ((i >> target) & 1) == 1 {
prob_1 += prob;
} else {
prob_0 += prob;
}
}
let mut rng = rand::thread_rng();
let x: f64 = rng.gen();
// The result of measuring the bit
let res = x > prob_0;
let total_prob = if res { prob_1 } else { prob_0 };
for (i, s) in self.state.iter_mut().enumerate() {
if ((i >> target) & 1) != res as usize {
// In state i the target bit != the result of measuring that bit.
// The probability of reaching this state is therefore 0.
*s = math::c64::new(0.0, 0.0);
} else {
// Because we have set some probabilities to 0 the state vector no longer
// upholds the criteria that the probabilities sum to 1. So we have to normalize it.
// Before normalization (state = X): sum(|x_i|^2) = total_prob
// After normalization (state = Y): sum(|y_i|^2) = 1 = total_prob / total_prob
// => sum((|x_i|^2) / total_prob) = sum(|y_i|^2)
// => sum(|x_i/sqrt(total_prob)|^2) = sum(|y_i|^2)
// => x_i/sqrt(total_prob) = y_i
*s /= total_prob.sqrt();
}
}
Ok(res)
}
/// Prints the probability in percent of falling into different states
pub fn print_probabilities(&self) {
let n = self.size;
for (i, s) in self.state.iter().enumerate() {
println!("{:0n$b}: {}%", i, s.norm_sqr() * 100.0);
}
}
/// Prints the state vector in binary representation.
pub fn print_state(&self) {
let n = self.size;
for (i, s) in self.state.iter().enumerate() {
println!("{i:0n$b}: {s}");
}
}
/// Returns the number of qubits in the Register
pub fn size(&self) -> usize {
self.size
}
}
impl PartialEq for Register {
fn eq(&self, other: &Self) -> bool {
(&self.state - &other.state).iter().all(|e| e.norm() < 1e-8)
}
}
// Should probably be moved somewhere else
/// Returns a value which exists multiple times in the input vector, or None
/// if no such element exists
fn get_duplicate<T: Ord + Copy + Clone>(vec: &[T]) -> Option<T> {
let mut vec_cpy = vec.to_vec();
vec_cpy.sort_unstable();
for i in 1..vec_cpy.len() {
if vec_cpy[i] == vec_cpy[i - 1] {
return Some(vec_cpy[i]);
}
}
None
}
#[cfg(test)]
mod tests {
use crate::{operation, register::OperationError};
use super::Register;
#[test]
fn invalid_target_returns_error() {
let mut register = Register::new(&[false, false]);
let res1 = register.try_apply(&operation::cnot(1, 2)).unwrap_err(); // 2 is out of of bounds -> Error
let _ = register.try_apply(&operation::cnot(1, 1)).unwrap_err(); // 1 == 1 -> Error
let _ = register.try_apply(&operation::cnot(0, 1)).unwrap(); // Valid targets -> No error
assert_eq!(res1, OperationError::InvalidTarget(2));
}
}