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+qibojit = { git = "https://github.com/qiboteam/qibojit.git", branch="clifford_simulator_numba" } +qibotn = { git = "https://github.com/qiboteam/qibotn.git" } [tool.poetry.group.cuda12] optional = true @@ -98,8 +97,8 @@ optional = true [tool.poetry.group.cuda12.dependencies] cupy-cuda12x = "^12.0.0" cuquantum-python-cu12 = "^23.3.0" -qibojit = { git = "https://github.com/qiboteam/qibojit.git", branch = "py3.12" } -qibotn = { git = "https://github.com/qiboteam/qibotn.git", branch = "py3.12" } +qibojit = { git = "https://github.com/qiboteam/qibojit.git", branch="clifford_simulator_numba" } +qibotn = { git = "https://github.com/qiboteam/qibotn.git" } [tool.poetry.extras] tensorflow = ["tensorflow"] diff --git a/src/qibo/backends/_clifford_operations.py b/src/qibo/backends/_clifford_operations.py index 4423eb03de..9030123e57 100644 --- a/src/qibo/backends/_clifford_operations.py +++ b/src/qibo/backends/_clifford_operations.py @@ -1,4 +1,4 @@ -from functools import reduce +from functools import cache, reduce import numpy as np from scipy import sparse @@ -329,7 +329,9 @@ def ECR(symplectic_matrix, control_q, target_q, nqubits): return X(symplectic_matrix, control_q, nqubits) -def _exponent(x1, z1, x2, z2): +def _exponent( + x1: np.ndarray, z1: np.ndarray, x2: np.ndarray, z2: np.ndarray +) -> np.ndarray: """Helper function that computes the exponent to which i is raised for the product of the x and z paulis encoded in the symplectic matrix. This is used in _rowsum. The computation is performed parallely over the separated paulis x1[i], z1[i], x2[i] and z2[i]. Args: @@ -341,13 +343,7 @@ def _exponent(x1, z1, x2, z2): Returns: (np.array): The calculated exponents. """ - x1_ = x1.astype(np.int8) - x2_ = x2.astype(np.int8) - z1_ = z1.astype(np.int8) - z2_ = z2.astype(np.int8) - return ( - 2 * (x1_ * x2_ * (z2_ - z1_) + z1_ * z2_ * (x1_ - x2_)) - x1_ * z2_ + x2_ * z1_ - ) + return 2 * (x1 * x2 * (z2 - z1) + z1 * z2 * (x1 - x2)) - x1 * z2 + x2 * z1 def _rowsum(symplectic_matrix, h, i, nqubits, determined=False): @@ -362,16 +358,16 @@ def _rowsum(symplectic_matrix, h, i, nqubits, determined=False): Returns: (np.array): The updated symplectic matrix. """ - xi, xh = symplectic_matrix[i, :nqubits], symplectic_matrix[h, :nqubits] - zi, zh = symplectic_matrix[i, nqubits:-1], symplectic_matrix[h, nqubits:-1] + xi, zi = symplectic_matrix[i, :nqubits], symplectic_matrix[i, nqubits:-1] + xh, zh = symplectic_matrix[h, :nqubits], symplectic_matrix[h, nqubits:-1] exponents = _exponent(xi, zi, xh, zh) ind = ( 2 * symplectic_matrix[h, -1] + 2 * symplectic_matrix[i, -1] + np.sum(exponents, axis=-1) ) % 4 == 0 - r = np.ones(h.shape[0], dtype=bool) - r[ind] = False + r = np.ones(h.shape[0], dtype=np.uint8) + r[ind] = 0 xi_xh = xi ^ xh zi_zh = zi ^ zh @@ -390,57 +386,108 @@ def _rowsum(symplectic_matrix, h, i, nqubits, determined=False): def _determined_outcome(state, q, nqubits): - state[-1, :] = False + state[-1, :] = 0 idx = (state[:nqubits, q].nonzero()[0] + nqubits).astype(np.uint) + state = _pack_for_measurements(state, nqubits) state = _rowsum( state, 2 * nqubits * np.ones(idx.shape, dtype=np.uint), - idx.astype(np.uint), - nqubits, + idx, + _packed_size(nqubits), True, ) - return state, np.uint(state[-1, -1]) + state = _unpack_for_measurements(state, nqubits) + return state, state[-1, -1] def _random_outcome(state, p, q, nqubits): p = p[0] + nqubits tmp = state[p, q].copy() - state[p, q] = False + state[p, q] = 0 h = state[:-1, q].nonzero()[0] state[p, q] = tmp if h.shape[0] > 0: + state = _pack_for_measurements(state, nqubits) state = _rowsum( state, h.astype(np.uint), p * np.ones(h.shape[0], dtype=np.uint), - nqubits, + _packed_size(nqubits), False, ) + state = _unpack_for_measurements(state, nqubits) state[p - nqubits, :] = state[p, :] outcome = np.random.randint(2, size=1).item() - state[p, :] = False + state[p, :] = 0 state[p, -1] = outcome - state[p, nqubits + q] = True + state[p, nqubits + q] = 1 return state, outcome -def _get_p(state, q, nqubits): - return state[nqubits:-1, q].nonzero()[0] +@cache +def _dim(nqubits): + """Returns the dimension of the symplectic matrix for a given number of qubits.""" + return 2 * nqubits + 1 + + +@cache +def _packed_size(n): + """Returns the size of an array of `n` booleans after packing.""" + return np.ceil(n / 8).astype(int) + + +def _packbits(array, axis): + return np.packbits(array, axis=axis) + + +def _unpackbits(array, axis): + return np.unpackbits(array, axis=axis) + + +def _pack_for_measurements(state, nqubits): + """Prepares the state for measurements by packing the rows of the X and Z sections of the symplectic matrix.""" + r, x, z = _get_rxz(state, nqubits) + x = _packbits(x, axis=1) + z = _packbits(z, axis=1) + return np.hstack((x, z, r[:, None])) + + +@cache +def _pad_size(n): + """Returns the size of the pad added to an array of original dimension `n` after unpacking.""" + return 8 - (n % 8) + + +def _unpack_for_measurements(state, nqubits): + """Unpacks the symplectc matrix that was packed for measurements.""" + xz = _unpackbits(state[:, :-1], axis=1) + padding_size = _pad_size(nqubits) + x, z = xz[:, :nqubits], xz[:, nqubits + padding_size : -padding_size] + return np.hstack((x, z, state[:, -1][:, None])) + + +def _init_state_for_measurements(state, nqubits, collapse): + if collapse: + return _unpackbits(state, axis=0)[: _dim(nqubits)] + else: + return state.copy() # valid for a standard basis measurement only def M(state, qubits, nqubits, collapse=False): sample = [] - state_copy = state if collapse else state.copy() + state = _init_state_for_measurements(state, nqubits, collapse) for q in qubits: - p = _get_p(state_copy, q, nqubits) + p = state[nqubits:-1, q].nonzero()[0] # random outcome, affects the state if len(p) > 0: - state_copy, outcome = _random_outcome(state_copy, p, q, nqubits) + state, outcome = _random_outcome(state, p, q, nqubits) # determined outcome, state unchanged else: - state_copy, outcome = _determined_outcome(state_copy, q, nqubits) + state, outcome = _determined_outcome(state, q, nqubits) sample.append(outcome) + if collapse: + state = _packbits(state, axis=0) return sample @@ -455,10 +502,28 @@ def cast(x, dtype=None, copy=False): def _clifford_pre_execution_reshape(state): - return state + """Reshape and packing applied to the symplectic matrix before execution to prepare the state in the form needed by each engine. + + Args: + state (np.array): Input state. + + Returns: + (np.array) The packed and reshaped state. + """ + return _packbits(state, axis=0) -def _clifford_post_execution_reshape(state, nqubits): +def _clifford_post_execution_reshape(state, nqubits: int): + """Reshape and unpacking applied to the state after execution to retrieve the standard symplectic matrix form. + + Args: + state (np.array): Input state. + nqubits (int): Number of qubits. + + Returns: + (np.array) The unpacked and reshaped state. + """ + state = _unpackbits(state, axis=0)[: _dim(nqubits)] return state diff --git a/src/qibo/backends/clifford.py b/src/qibo/backends/clifford.py index ea56e242b9..ed61242a3d 100644 --- a/src/qibo/backends/clifford.py +++ b/src/qibo/backends/clifford.py @@ -119,7 +119,7 @@ def _clifford_pre_execution_reshape(self, state): state ) - def _clifford_post_execution_reshape(self, state, nqubits): + def _clifford_post_execution_reshape(self, state, nqubits: int): """Reshape the symplectic matrix to the shape needed by the engine after circuit execution. Args: @@ -294,17 +294,11 @@ def sample_shots( if isinstance(qubits, list): qubits = tuple(qubits) - state = self._clifford_pre_execution_reshape(state) - if collapse: - samples = [ - self.engine.M(state, qubits, nqubits) for _ in range(nshots - 1) - ] # parallelize? + samples = [self.engine.M(state, qubits, nqubits) for _ in range(nshots - 1)] samples.append(self.engine.M(state, qubits, nqubits, collapse)) else: - samples = [ - self.engine.M(state, qubits, nqubits) for _ in range(nshots) - ] # parallelize? + samples = [self.engine.M(state, qubits, nqubits) for _ in range(nshots)] return self.engine.cast(samples, dtype=int) diff --git a/src/qibo/gates/abstract.py b/src/qibo/gates/abstract.py index c9b53ee974..d86ef776c3 100644 --- a/src/qibo/gates/abstract.py +++ b/src/qibo/gates/abstract.py @@ -396,7 +396,7 @@ def apply_density_matrix(self, backend, state, nqubits): return backend.apply_gate_density_matrix(self, state, nqubits) def apply_clifford(self, backend, state, nqubits): - return backend.apply_gate_clifford(self, state[:-1], nqubits) + return backend.apply_gate_clifford(self, state, nqubits) class SpecialGate(Gate): diff --git a/tests/test_backends_clifford.py b/tests/test_backends_clifford.py index 9af8192633..af3e2e0f49 100644 --- a/tests/test_backends_clifford.py +++ b/tests/test_backends_clifford.py @@ -212,10 +212,10 @@ def test_collapsing_measurements(backend, seed): c2.add(gates.M(*range(3))) clifford_bkd.set_seed(seed) - clifford_res = clifford_bkd.execute_circuit(c1, nshots=100) + clifford_res = clifford_bkd.execute_circuit(c1, nshots=1000) numpy_bkd.set_seed(seed) - numpy_res = numpy_bkd.execute_circuit(c2, nshots=100) + numpy_res = numpy_bkd.execute_circuit(c2, nshots=1000) backend.assert_allclose( clifford_res.probabilities(), backend.cast(numpy_res.probabilities()), atol=1e-1