From 87801f5625a85ee640ceb7b6846c274aaf82d059 Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Wed, 18 Sep 2024 11:06:35 +0400 Subject: [PATCH 01/23] add backend abstract method --- src/qibo/backends/abstract.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/src/qibo/backends/abstract.py b/src/qibo/backends/abstract.py index abe1f20d83..a2c3f0ddfc 100644 --- a/src/qibo/backends/abstract.py +++ b/src/qibo/backends/abstract.py @@ -351,6 +351,11 @@ def calculate_matrix_exp( """ raise_error(NotImplementedError) + @abc.abstractmethod + def calculate_matrix_power(self, matrix, alpha: float): # pragma: no cover + """Calculates the (fractional) power :math:`\\alpha` of ``matrix``.""" + raise_error(NotImplementedError) + @abc.abstractmethod def calculate_hamiltonian_matrix_product( self, matrix1, matrix2 From 93f99d01c3efd350c4991d9f428a867e96a43989 Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Wed, 18 Sep 2024 13:01:36 +0400 Subject: [PATCH 02/23] api ref --- doc/source/api-reference/qibo.rst | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/doc/source/api-reference/qibo.rst b/doc/source/api-reference/qibo.rst index d877c4c28d..7f62091c08 100644 --- a/doc/source/api-reference/qibo.rst +++ b/doc/source/api-reference/qibo.rst @@ -1952,6 +1952,12 @@ Matrix exponentiation .. autofunction:: qibo.quantum_info.matrix_exponentiation +Matrix power +"""""""""""" + +.. autofunction:: qibo.quantum_info.matrix_power + + Quantum Networks ^^^^^^^^^^^^^^^^ From e4805eb5c6fdbcef9dc30da064a6d0dffd5ae774 Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Wed, 18 Sep 2024 13:01:44 +0400 Subject: [PATCH 03/23] abstract method --- src/qibo/backends/abstract.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/src/qibo/backends/abstract.py b/src/qibo/backends/abstract.py index a2c3f0ddfc..bdae30bceb 100644 --- a/src/qibo/backends/abstract.py +++ b/src/qibo/backends/abstract.py @@ -1,4 +1,5 @@ import abc +from typing import Union from qibo.config import raise_error @@ -352,8 +353,9 @@ def calculate_matrix_exp( raise_error(NotImplementedError) @abc.abstractmethod - def calculate_matrix_power(self, matrix, alpha: float): # pragma: no cover - """Calculates the (fractional) power :math:`\\alpha` of ``matrix``.""" + def calculate_matrix_power(self, matrix, power: Union[float, int]): # pragma: no cover + """Calculates the (fractional) ``power`` :math:`\\alpha` of ``matrix`` :math:`A`, + i.e. :math:`A^{\\alpha}`.""" raise_error(NotImplementedError) @abc.abstractmethod From 1ef12489b5455874f4bd4646ac11a30fa692092e Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Wed, 18 Sep 2024 13:01:59 +0400 Subject: [PATCH 04/23] new method --- src/qibo/backends/numpy.py | 11 ++++++++++- src/qibo/backends/pytorch.py | 5 +++++ 2 files changed, 15 insertions(+), 1 deletion(-) diff --git a/src/qibo/backends/numpy.py b/src/qibo/backends/numpy.py index bcde6ac013..634983fe29 100644 --- a/src/qibo/backends/numpy.py +++ b/src/qibo/backends/numpy.py @@ -1,9 +1,10 @@ import collections import math +from typing import Union import numpy as np from scipy import sparse -from scipy.linalg import block_diag +from scipy.linalg import block_diag, fractional_matrix_power from qibo import __version__ from qibo.backends import einsum_utils @@ -768,6 +769,14 @@ def calculate_matrix_exp(self, a, matrix, eigenvectors=None, eigenvalues=None): ud = self.np.transpose(np.conj(eigenvectors)) return self.np.matmul(eigenvectors, self.np.matmul(expd, ud)) + def calculate_matrix_power(self, matrix, power: Union[float, int]): + if not isinstance(power, (float, int)): + raise_error( + TypeError, + f"``power`` must be either float or int, but it is type {type(power)}.", + ) + return fractional_matrix_power(matrix, power) + # TODO: remove this method def calculate_hamiltonian_matrix_product(self, matrix1, matrix2): return matrix1 @ matrix2 diff --git a/src/qibo/backends/pytorch.py b/src/qibo/backends/pytorch.py index 392aeed405..02e00b6ddc 100644 --- a/src/qibo/backends/pytorch.py +++ b/src/qibo/backends/pytorch.py @@ -194,6 +194,11 @@ def calculate_matrix_exp(self, a, matrix, eigenvectors=None, eigenvalues=None): expd = self.np.diag(self.np.exp(-1j * a * eigenvalues)) ud = self.np.conj(eigenvectors).T return self.np.matmul(eigenvectors, self.np.matmul(expd, ud)) + + def calculate_matrix_power(self, matrix, power): + copied = self.to_numpy(self.np.copy(matrix)) + copied = super().calculate_matrix_power(copied, power) + return self.cast(copied, dtype=copied.dtype) def _test_regressions(self, name): if name == "test_measurementresult_apply_bitflips": From 2b28f6ab789926c1bf5293877d41a9ad56e982aa Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Wed, 18 Sep 2024 13:02:13 +0400 Subject: [PATCH 05/23] remove function --- src/qibo/quantum_info/entropies.py | 32 +++++++----------------------- 1 file changed, 7 insertions(+), 25 deletions(-) diff --git a/src/qibo/quantum_info/entropies.py b/src/qibo/quantum_info/entropies.py index c9c889b603..7950e5be67 100644 --- a/src/qibo/quantum_info/entropies.py +++ b/src/qibo/quantum_info/entropies.py @@ -3,12 +3,10 @@ from typing import Union import numpy as np -from scipy.linalg import fractional_matrix_power from qibo.backends import _check_backend -from qibo.backends.pytorch import PyTorchBackend from qibo.config import PRECISION_TOL, raise_error -from qibo.quantum_info.linalg_operations import partial_trace +from qibo.quantum_info.linalg_operations import matrix_power, partial_trace from qibo.quantum_info.metrics import _check_hermitian_or_not_gpu, purity @@ -652,7 +650,7 @@ def renyi_entropy(state, alpha: Union[float, int], base: float = 2, backend=None / np.log2(base) ) - log = backend.np.log2(backend.np.trace(_matrix_power(state, alpha, backend))) + log = backend.np.log2(backend.np.trace(matrix_power(state, alpha, backend))) return (1 / (1 - alpha)) * log / np.log2(base) @@ -751,8 +749,8 @@ def relative_renyi_entropy( return relative_von_neumann_entropy(state, target, base, backend=backend) if alpha == np.inf: - new_state = _matrix_power(state, 0.5, backend) - new_target = _matrix_power(target, 0.5, backend) + new_state = matrix_power(state, 0.5, backend) + new_target = matrix_power(target, 0.5, backend) log = backend.np.log2( backend.calculate_norm_density_matrix(new_state @ new_target, order=1) @@ -760,8 +758,8 @@ def relative_renyi_entropy( return -2 * log / np.log2(base) - log = _matrix_power(state, alpha, backend) - log = log @ _matrix_power(target, 1 - alpha, backend) + log = matrix_power(state, alpha, backend) + log = log @ matrix_power(target, 1 - alpha, backend) log = backend.np.log2(backend.np.trace(log)) return (1 / (alpha - 1)) * log / np.log2(base) @@ -819,7 +817,7 @@ def tsallis_entropy(state, alpha: float, base: float = 2, backend=None): return von_neumann_entropy(state, base=base, backend=backend) return (1 / (1 - alpha)) * ( - backend.np.trace(_matrix_power(state, alpha, backend)) - 1 + backend.np.trace(matrix_power(state, alpha, backend)) - 1 ) @@ -881,19 +879,3 @@ def entanglement_entropy( ) return entropy_entanglement - - -def _matrix_power(matrix, alpha, backend): - """Calculates ``matrix ** alpha`` according to backend.""" - if backend.__class__.__name__ in [ - "CupyBackend", - "CuQuantumBackend", - ]: # pragma: no cover - new_matrix = backend.to_numpy(matrix) - else: - new_matrix = backend.np.copy(matrix) - - if len(new_matrix.shape) == 1: - new_matrix = backend.np.outer(new_matrix, backend.np.conj(new_matrix)) - - return backend.cast(fractional_matrix_power(backend.to_numpy(new_matrix), alpha)) From f106a232f3540e91d3c3f86ac1232872c277f6ab Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Wed, 18 Sep 2024 13:02:24 +0400 Subject: [PATCH 06/23] add function --- src/qibo/quantum_info/linalg_operations.py | 22 ++++++++++++++++++++++ 1 file changed, 22 insertions(+) diff --git a/src/qibo/quantum_info/linalg_operations.py b/src/qibo/quantum_info/linalg_operations.py index ae87ba4e12..cd2ce8e805 100644 --- a/src/qibo/quantum_info/linalg_operations.py +++ b/src/qibo/quantum_info/linalg_operations.py @@ -3,6 +3,8 @@ import math from typing import List, Tuple, Union +from scipy.linalg import fractional_matrix_power + from qibo.backends import _check_backend from qibo.config import raise_error @@ -196,3 +198,23 @@ def matrix_exponentiation( backend = _check_backend(backend) return backend.calculate_matrix_exp(phase, matrix, eigenvectors, eigenvalues) + + +def matrix_power(matrix, alpha, backend): + """Calculates ``matrix ** alpha`` according to backend.""" + # if backend.__class__.__name__ in [ + # "CupyBackend", + # "CuQuantumBackend", + # ]: # pragma: no cover + # new_matrix = backend.to_numpy(matrix) + # else: + # new_matrix = backend.np.copy(matrix) + + # if len(new_matrix.shape) == 1: + # new_matrix = backend.np.outer(new_matrix, backend.np.conj(new_matrix)) + + # return backend.cast(fractional_matrix_power(backend.to_numpy(new_matrix), alpha)) + + backend = _check_backend(backend) + + return backend.calculate_matrix_power(matrix, alpha) \ No newline at end of file From f2e4d3a787edd9565c90f60f90a74393026b1f28 Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Wed, 18 Sep 2024 13:02:27 +0400 Subject: [PATCH 07/23] test --- tests/test_quantum_info_operations.py | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/tests/test_quantum_info_operations.py b/tests/test_quantum_info_operations.py index 057b69e6ea..d76fa50075 100644 --- a/tests/test_quantum_info_operations.py +++ b/tests/test_quantum_info_operations.py @@ -6,7 +6,9 @@ anticommutator, commutator, partial_trace, + matrix_power, ) +from qibo.quantum_info.metrics import purity from qibo.quantum_info.random_ensembles import random_density_matrix, random_statevector @@ -109,3 +111,14 @@ def test_partial_trace(backend, density_matrix): Id = backend.identity_density_matrix(1, normalize=True) backend.assert_allclose(traced, Id) + + +def test_matrix_power(backend): + nqubits, alpha = 2, 2 + dims = 2**nqubits + + state = random_density_matrix(dims, backend=backend) + + power = matrix_power(state, alpha, backend) + + assert backend.np.real(backend.np.trace(power)) == purity(state, backend=backend) From f61323b883e5bfe40d59fddfb09d9e00170723ce Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Wed, 18 Sep 2024 09:06:51 +0000 Subject: [PATCH 08/23] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- src/qibo/backends/abstract.py | 6 ++++-- src/qibo/backends/numpy.py | 2 +- src/qibo/backends/pytorch.py | 2 +- src/qibo/quantum_info/linalg_operations.py | 2 +- tests/test_quantum_info_operations.py | 2 +- 5 files changed, 8 insertions(+), 6 deletions(-) diff --git a/src/qibo/backends/abstract.py b/src/qibo/backends/abstract.py index bdae30bceb..974f5c19c4 100644 --- a/src/qibo/backends/abstract.py +++ b/src/qibo/backends/abstract.py @@ -353,8 +353,10 @@ def calculate_matrix_exp( raise_error(NotImplementedError) @abc.abstractmethod - def calculate_matrix_power(self, matrix, power: Union[float, int]): # pragma: no cover - """Calculates the (fractional) ``power`` :math:`\\alpha` of ``matrix`` :math:`A`, + def calculate_matrix_power( + self, matrix, power: Union[float, int] + ): # pragma: no cover + """Calculates the (fractional) ``power`` :math:`\\alpha` of ``matrix`` :math:`A`, i.e. :math:`A^{\\alpha}`.""" raise_error(NotImplementedError) diff --git a/src/qibo/backends/numpy.py b/src/qibo/backends/numpy.py index 634983fe29..02a271939f 100644 --- a/src/qibo/backends/numpy.py +++ b/src/qibo/backends/numpy.py @@ -772,7 +772,7 @@ def calculate_matrix_exp(self, a, matrix, eigenvectors=None, eigenvalues=None): def calculate_matrix_power(self, matrix, power: Union[float, int]): if not isinstance(power, (float, int)): raise_error( - TypeError, + TypeError, f"``power`` must be either float or int, but it is type {type(power)}.", ) return fractional_matrix_power(matrix, power) diff --git a/src/qibo/backends/pytorch.py b/src/qibo/backends/pytorch.py index 02e00b6ddc..b96cc4d475 100644 --- a/src/qibo/backends/pytorch.py +++ b/src/qibo/backends/pytorch.py @@ -194,7 +194,7 @@ def calculate_matrix_exp(self, a, matrix, eigenvectors=None, eigenvalues=None): expd = self.np.diag(self.np.exp(-1j * a * eigenvalues)) ud = self.np.conj(eigenvectors).T return self.np.matmul(eigenvectors, self.np.matmul(expd, ud)) - + def calculate_matrix_power(self, matrix, power): copied = self.to_numpy(self.np.copy(matrix)) copied = super().calculate_matrix_power(copied, power) diff --git a/src/qibo/quantum_info/linalg_operations.py b/src/qibo/quantum_info/linalg_operations.py index cd2ce8e805..8be05b9482 100644 --- a/src/qibo/quantum_info/linalg_operations.py +++ b/src/qibo/quantum_info/linalg_operations.py @@ -217,4 +217,4 @@ def matrix_power(matrix, alpha, backend): backend = _check_backend(backend) - return backend.calculate_matrix_power(matrix, alpha) \ No newline at end of file + return backend.calculate_matrix_power(matrix, alpha) diff --git a/tests/test_quantum_info_operations.py b/tests/test_quantum_info_operations.py index d76fa50075..27127a62cd 100644 --- a/tests/test_quantum_info_operations.py +++ b/tests/test_quantum_info_operations.py @@ -5,8 +5,8 @@ from qibo.quantum_info.linalg_operations import ( anticommutator, commutator, - partial_trace, matrix_power, + partial_trace, ) from qibo.quantum_info.metrics import purity from qibo.quantum_info.random_ensembles import random_density_matrix, random_statevector From 4ea6aa151dce5bf8148e14cb449c7a2bbe0ee106 Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Wed, 18 Sep 2024 13:14:27 +0400 Subject: [PATCH 09/23] docstring --- src/qibo/quantum_info/linalg_operations.py | 33 ++++++++++++---------- 1 file changed, 18 insertions(+), 15 deletions(-) diff --git a/src/qibo/quantum_info/linalg_operations.py b/src/qibo/quantum_info/linalg_operations.py index cd2ce8e805..4cfe189c15 100644 --- a/src/qibo/quantum_info/linalg_operations.py +++ b/src/qibo/quantum_info/linalg_operations.py @@ -3,8 +3,6 @@ import math from typing import List, Tuple, Union -from scipy.linalg import fractional_matrix_power - from qibo.backends import _check_backend from qibo.config import raise_error @@ -200,21 +198,26 @@ def matrix_exponentiation( return backend.calculate_matrix_exp(phase, matrix, eigenvectors, eigenvalues) -def matrix_power(matrix, alpha, backend): - """Calculates ``matrix ** alpha`` according to backend.""" - # if backend.__class__.__name__ in [ - # "CupyBackend", - # "CuQuantumBackend", - # ]: # pragma: no cover - # new_matrix = backend.to_numpy(matrix) - # else: - # new_matrix = backend.np.copy(matrix) +def matrix_power(matrix, power: Union[float, int], backend=None): + """Given a ``matrix`` :math:`A` and power :math:`\\alpha`, calculates :math:`A^{\\alpha}`. + + Args: + matrix (ndarray): matrix whose power to calculate. + power (float or int): power to raise ``matrix`` to. + backend (:class:`qibo.backends.abstract.Backend`, optional): backend + to be used in the execution. If ``None``, it uses + :class:`qibo.backends.GlobalBackend`. Defaults to ``None``. - # if len(new_matrix.shape) == 1: - # new_matrix = backend.np.outer(new_matrix, backend.np.conj(new_matrix)) + Returns: + ndarray: matrix power :math:`A^{\\alpha}`. + """ - # return backend.cast(fractional_matrix_power(backend.to_numpy(new_matrix), alpha)) + if not isinstance(power, (float, int)): + raise_error( + TypeError, + f"``power`` must be either float or int, but it is type {type(power)}.", + ) backend = _check_backend(backend) - return backend.calculate_matrix_power(matrix, alpha) \ No newline at end of file + return backend.calculate_matrix_power(matrix, power) \ No newline at end of file From b0fdee287f38abbd4ed40d3900f7c9caacaba0df Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Wed, 18 Sep 2024 09:15:30 +0000 Subject: [PATCH 10/23] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- src/qibo/quantum_info/linalg_operations.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/qibo/quantum_info/linalg_operations.py b/src/qibo/quantum_info/linalg_operations.py index d0438c2b9d..40d618de8d 100644 --- a/src/qibo/quantum_info/linalg_operations.py +++ b/src/qibo/quantum_info/linalg_operations.py @@ -200,7 +200,7 @@ def matrix_exponentiation( def matrix_power(matrix, power: Union[float, int], backend=None): """Given a ``matrix`` :math:`A` and power :math:`\\alpha`, calculates :math:`A^{\\alpha}`. - + Args: matrix (ndarray): matrix whose power to calculate. power (float or int): power to raise ``matrix`` to. @@ -214,7 +214,7 @@ def matrix_power(matrix, power: Union[float, int], backend=None): if not isinstance(power, (float, int)): raise_error( - TypeError, + TypeError, f"``power`` must be either float or int, but it is type {type(power)}.", ) From 749ede7576a0f372aaceda40c256a4d5e56a06c3 Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Wed, 18 Sep 2024 13:38:33 +0400 Subject: [PATCH 11/23] fix tests --- tests/test_quantum_info_entropies.py | 13 ++++++------- 1 file changed, 6 insertions(+), 7 deletions(-) diff --git a/tests/test_quantum_info_entropies.py b/tests/test_quantum_info_entropies.py index 84129e3c6d..80eac95ebe 100644 --- a/tests/test_quantum_info_entropies.py +++ b/tests/test_quantum_info_entropies.py @@ -1,10 +1,8 @@ import numpy as np import pytest -from scipy.linalg import sqrtm from qibo.config import PRECISION_TOL from qibo.quantum_info.entropies import ( - _matrix_power, classical_relative_entropy, classical_relative_renyi_entropy, classical_renyi_entropy, @@ -17,6 +15,7 @@ tsallis_entropy, von_neumann_entropy, ) +from qibo.quantum_info.linalg_operations import matrix_power from qibo.quantum_info.random_ensembles import ( random_density_matrix, random_statevector, @@ -604,8 +603,8 @@ def test_relative_renyi_entropy(backend, alpha, base, state_flag, target_flag): if alpha == 1.0: log = relative_von_neumann_entropy(state, target, base, backend=backend) elif alpha == np.inf: - new_state = _matrix_power(state, 0.5, backend) - new_target = _matrix_power(target, 0.5, backend) + new_state = matrix_power(state, 0.5, backend) + new_target = matrix_power(target, 0.5, backend) log = backend.np.log2( backend.calculate_norm_density_matrix( @@ -621,8 +620,8 @@ def test_relative_renyi_entropy(backend, alpha, base, state_flag, target_flag): if len(target.shape) == 1: target = backend.np.outer(target, backend.np.conj(target)) - log = _matrix_power(state, alpha, backend) - log = log @ _matrix_power(target, 1 - alpha, backend) + log = matrix_power(state, alpha, backend) + log = log @ matrix_power(target, 1 - alpha, backend) log = backend.np.log2(backend.np.trace(log)) log = (1 / (alpha - 1)) * log / np.log2(base) @@ -668,7 +667,7 @@ def test_tsallis_entropy(backend, alpha, base): target = von_neumann_entropy(state, base=base, backend=backend) else: target = (1 / (1 - alpha)) * ( - backend.np.trace(_matrix_power(state, alpha, backend)) - 1 + backend.np.trace(matrix_power(state, alpha, backend)) - 1 ) backend.assert_allclose( From a9dc0b9761f1b1afc9a34aaacdf1b3cef4151edf Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Wed, 18 Sep 2024 13:44:51 +0400 Subject: [PATCH 12/23] changing jit branch --- poetry.lock | 1377 +++++++++++++++++++++++++----------------------- pyproject.toml | 8 +- 2 files changed, 721 insertions(+), 664 deletions(-) diff --git a/poetry.lock b/poetry.lock index 30cb114edc..2ef36e85cc 100644 --- a/poetry.lock +++ b/poetry.lock @@ -200,100 +200,100 @@ css = ["tinycss2 (>=1.1.0,<1.3)"] [[package]] name = "cachetools" -version = "5.4.0" +version = "5.5.0" description = "Extensible memoizing collections and decorators" optional = false python-versions = ">=3.7" files = [ - {file = "cachetools-5.4.0-py3-none-any.whl", hash = "sha256:3ae3b49a3d5e28a77a0be2b37dbcb89005058959cb2323858c2657c4a8cab474"}, - {file = "cachetools-5.4.0.tar.gz", hash = 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-74,7 +74,7 @@ pylint = "3.1.0" matplotlib = "^3.7.0" tensorflow = { version = "^2.16.1", markers = "sys_platform == 'linux'" } torch = "^2.1.1,<2.4" -qibojit = { git = "https://github.com/qiboteam/qibojit.git" } +qibojit = { git = "https://github.com/qiboteam/qibojit.git" , branch = "matrix_power" } qibotn = { git = "https://github.com/qiboteam/qibotn.git" } stim = "^1.12.0" qulacs = { version = "^0.6.4", markers = "(sys_platform == 'darwin' and python_version > '3.9') or sys_platform != 'darwin'" } @@ -94,7 +94,7 @@ optional = true [tool.poetry.group.cuda11.dependencies] cupy-cuda11x = "^12.0.0" cuquantum-python-cu11 = "^23.3.0" -qibojit = { git = "https://github.com/qiboteam/qibojit.git" } +qibojit = { git = "https://github.com/qiboteam/qibojit.git" , branch = "matrix_power" } qibotn = { git = "https://github.com/qiboteam/qibotn.git" } @@ -104,7 +104,7 @@ 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" } +qibojit = { git = "https://github.com/qiboteam/qibojit.git" , branch = "matrix_power" } qibotn = { git = "https://github.com/qiboteam/qibotn.git" } [tool.poetry.extras] From ef61e6faa59538721df220f937997ca87fe477df Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Wed, 18 Sep 2024 14:10:51 +0400 Subject: [PATCH 13/23] update lock --- poetry.lock | 5951 +++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 5951 insertions(+) create mode 100644 poetry.lock diff --git a/poetry.lock b/poetry.lock new file mode 100644 index 0000000000..eaa7ff7cef --- /dev/null +++ b/poetry.lock @@ -0,0 +1,5951 @@ +# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. + +[[package]] +name = "absl-py" +version = "2.1.0" +description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py." +optional = false 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"more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"] +type = ["pytest-mypy"] + +[extras] +qinfo = [] +qulacs = ["qulacs"] +tensorflow = ["tensorflow"] +torch = ["torch"] + +[metadata] +lock-version = "2.0" +python-versions = ">=3.9,<3.13" +content-hash = "b3a19b112a2635fcd3ce7803d531b58e9baca4197bc7644ce42eaad5838fc316" From 328aa9ce9a90d1e631448d8a08c40f7a5b5ed316 Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Wed, 18 Sep 2024 15:24:44 +0400 Subject: [PATCH 14/23] fix tests --- tests/test_quantum_info_entropies.py | 14 ++++++++++++-- tests/test_quantum_info_operations.py | 8 +++++--- 2 files changed, 17 insertions(+), 5 deletions(-) diff --git a/tests/test_quantum_info_entropies.py b/tests/test_quantum_info_entropies.py index 80eac95ebe..017ef445fa 100644 --- a/tests/test_quantum_info_entropies.py +++ b/tests/test_quantum_info_entropies.py @@ -603,8 +603,18 @@ def test_relative_renyi_entropy(backend, alpha, base, state_flag, target_flag): if alpha == 1.0: log = relative_von_neumann_entropy(state, target, base, backend=backend) elif alpha == np.inf: - new_state = matrix_power(state, 0.5, backend) - new_target = matrix_power(target, 0.5, backend) + state_outer = ( + backend.np.outer(state, backend.np.conj(state.T)) + if state_flag + else state + ) + target_outer = ( + backend.np.outer(target, backend.np.conj(target.T)) + if target_flag + else target + ) + new_state = matrix_power(state_outer, 0.5, backend) + new_target = matrix_power(target_outer, 0.5, backend) log = backend.np.log2( backend.calculate_norm_density_matrix( diff --git a/tests/test_quantum_info_operations.py b/tests/test_quantum_info_operations.py index 27127a62cd..52a8eac4cd 100644 --- a/tests/test_quantum_info_operations.py +++ b/tests/test_quantum_info_operations.py @@ -114,11 +114,13 @@ def test_partial_trace(backend, density_matrix): def test_matrix_power(backend): - nqubits, alpha = 2, 2 + nqubits, power = 2, 2 dims = 2**nqubits state = random_density_matrix(dims, backend=backend) - power = matrix_power(state, alpha, backend) + power = matrix_power(state, power, backend) - assert backend.np.real(backend.np.trace(power)) == purity(state, backend=backend) + backend.assert_allclose( + float(backend.np.real(backend.np.trace(power))), purity(state, backend=backend) + ) From 065c53c3ae057a70f65f11571ead6e9ec8b027e2 Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Thu, 19 Sep 2024 13:57:37 +0400 Subject: [PATCH 15/23] Andrea's suggestions --- src/qibo/backends/abstract.py | 9 ++++++++- src/qibo/quantum_info/linalg_operations.py | 7 ------- 2 files changed, 8 insertions(+), 8 deletions(-) diff --git a/src/qibo/backends/abstract.py b/src/qibo/backends/abstract.py index 974f5c19c4..41e28a1a1f 100644 --- a/src/qibo/backends/abstract.py +++ b/src/qibo/backends/abstract.py @@ -357,7 +357,14 @@ def calculate_matrix_power( self, matrix, power: Union[float, int] ): # pragma: no cover """Calculates the (fractional) ``power`` :math:`\\alpha` of ``matrix`` :math:`A`, - i.e. :math:`A^{\\alpha}`.""" + i.e. :math:`A^{\\alpha}`. + + .. note:: + For the ``pytorch`` backend, this method relies on a copy of the original tensor. + This may break the gradient flow. For the GPU backends (i.e. ``cupy`` and + ``cuquantum``), this method falls back to CPU whenever ``power`` is not + an integer. + """ raise_error(NotImplementedError) @abc.abstractmethod diff --git a/src/qibo/quantum_info/linalg_operations.py b/src/qibo/quantum_info/linalg_operations.py index 40d618de8d..4905b089b5 100644 --- a/src/qibo/quantum_info/linalg_operations.py +++ b/src/qibo/quantum_info/linalg_operations.py @@ -211,13 +211,6 @@ def matrix_power(matrix, power: Union[float, int], backend=None): Returns: ndarray: matrix power :math:`A^{\\alpha}`. """ - - if not isinstance(power, (float, int)): - raise_error( - TypeError, - f"``power`` must be either float or int, but it is type {type(power)}.", - ) - backend = _check_backend(backend) return backend.calculate_matrix_power(matrix, power) From 7f512c5242db2418b495c3162ed0cc96f5fc2502 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Thu, 19 Sep 2024 09:58:04 +0000 Subject: [PATCH 16/23] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- src/qibo/backends/abstract.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/src/qibo/backends/abstract.py b/src/qibo/backends/abstract.py index 41e28a1a1f..b57044e593 100644 --- a/src/qibo/backends/abstract.py +++ b/src/qibo/backends/abstract.py @@ -358,12 +358,12 @@ def calculate_matrix_power( ): # pragma: no cover """Calculates the (fractional) ``power`` :math:`\\alpha` of ``matrix`` :math:`A`, i.e. :math:`A^{\\alpha}`. - + .. note:: For the ``pytorch`` backend, this method relies on a copy of the original tensor. - This may break the gradient flow. For the GPU backends (i.e. ``cupy`` and + This may break the gradient flow. For the GPU backends (i.e. ``cupy`` and ``cuquantum``), this method falls back to CPU whenever ``power`` is not - an integer. + an integer. """ raise_error(NotImplementedError) From cc4c424b43524072c290f268c27d0f8ee1e5de5b Mon Sep 17 00:00:00 2001 From: Stefano Carrazza Date: Fri, 20 Sep 2024 09:01:45 +0800 Subject: [PATCH 17/23] reverting qibojit to main --- poetry.lock | 6 +++--- pyproject.toml | 8 ++++---- 2 files changed, 7 insertions(+), 7 deletions(-) diff --git a/poetry.lock b/poetry.lock index eaa7ff7cef..a995eca8f6 100644 --- a/poetry.lock +++ b/poetry.lock @@ -4463,8 +4463,8 @@ cuquantum = ["cuquantum-python-cu12 (>=23.10.0,<24.0.0)"] [package.source] type = "git" url = "https://github.com/qiboteam/qibojit.git" -reference = "matrix_power" -resolved_reference = "bfe91d6a340285c7968776b029b16910b4a5a732" +reference = "HEAD" +resolved_reference = "5dd522f84bdd2a66d67b41df990beb3135b3a9f5" [[package]] name = "qibotn" @@ -5948,4 +5948,4 @@ torch = ["torch"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.13" -content-hash = "b3a19b112a2635fcd3ce7803d531b58e9baca4197bc7644ce42eaad5838fc316" +content-hash = "56a9714596912650409692687d8983633a31ad11ec488b33429d523088700d5b" diff --git a/pyproject.toml b/pyproject.toml index 7637bbf923..2b95e7a012 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -57,7 +57,7 @@ ipython = "^8.10.0" qulacs = { version = "^0.6.4", markers = "(sys_platform == 'darwin' and python_version > '3.9') or sys_platform != 'darwin'" } seaborn = "^0.13.2" ipykernel = "^6.29.4" -qibojit = { git = "https://github.com/qiboteam/qibojit.git" , branch = "matrix_power" } +qibojit = { git = "https://github.com/qiboteam/qibojit.git" } [tool.poetry.group.tests] optional = true @@ -72,7 +72,7 @@ pylint = "3.1.0" matplotlib = "^3.7.0" tensorflow = { version = "^2.16.1", markers = "sys_platform == 'linux'" } torch = "^2.1.1,<2.4" -qibojit = { git = "https://github.com/qiboteam/qibojit.git" , branch = "matrix_power" } +qibojit = { git = "https://github.com/qiboteam/qibojit.git" } qibotn = { git = "https://github.com/qiboteam/qibotn.git" } stim = "^1.12.0" qulacs = { version = "^0.6.4", markers = "(sys_platform == 'darwin' and python_version > '3.9') or sys_platform != 'darwin'" } @@ -92,7 +92,7 @@ optional = true [tool.poetry.group.cuda11.dependencies] cupy-cuda11x = "^12.0.0" cuquantum-python-cu11 = "^23.3.0" -qibojit = { git = "https://github.com/qiboteam/qibojit.git" , branch = "matrix_power" } +qibojit = { git = "https://github.com/qiboteam/qibojit.git" } qibotn = { git = "https://github.com/qiboteam/qibotn.git" } @@ -102,7 +102,7 @@ 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 = "matrix_power" } +qibojit = { git = "https://github.com/qiboteam/qibojit.git" } qibotn = { git = "https://github.com/qiboteam/qibotn.git" } [tool.poetry.extras] From 21143b73a6d8f499b32e59531730e540b5f0e4c4 Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Fri, 20 Sep 2024 04:53:22 +0000 Subject: [PATCH 18/23] Update tests/test_quantum_info_operations.py Co-authored-by: BrunoLiegiBastonLiegi <45011234+BrunoLiegiBastonLiegi@users.noreply.github.com> --- tests/test_quantum_info_operations.py | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/tests/test_quantum_info_operations.py b/tests/test_quantum_info_operations.py index 52a8eac4cd..63dbf59942 100644 --- a/tests/test_quantum_info_operations.py +++ b/tests/test_quantum_info_operations.py @@ -112,13 +112,17 @@ def test_partial_trace(backend, density_matrix): backend.assert_allclose(traced, Id) - -def test_matrix_power(backend): - nqubits, power = 2, 2 +@pytest.mark.parametrize(power, [2, 2., "2"]) +def test_matrix_power(backend, power): + nqubits = 2 dims = 2**nqubits state = random_density_matrix(dims, backend=backend) + if isinstance(power, str): + with pytest.raises(TypeError): + return matrix_power(state, power, backend) + power = matrix_power(state, power, backend) backend.assert_allclose( From 3e1f6d9c73ca41207c787004fb852ab202ea50e3 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Fri, 20 Sep 2024 04:54:16 +0000 Subject: [PATCH 19/23] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- tests/test_quantum_info_operations.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/tests/test_quantum_info_operations.py b/tests/test_quantum_info_operations.py index 63dbf59942..db06c5599f 100644 --- a/tests/test_quantum_info_operations.py +++ b/tests/test_quantum_info_operations.py @@ -112,7 +112,8 @@ def test_partial_trace(backend, density_matrix): backend.assert_allclose(traced, Id) -@pytest.mark.parametrize(power, [2, 2., "2"]) + +@pytest.mark.parametrize(power, [2, 2.0, "2"]) def test_matrix_power(backend, power): nqubits = 2 dims = 2**nqubits From d70a7ce492ffe0b6ced08eccce7d4dbe46996f13 Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Fri, 20 Sep 2024 09:11:06 +0400 Subject: [PATCH 20/23] fix test --- tests/test_quantum_info_operations.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_quantum_info_operations.py b/tests/test_quantum_info_operations.py index db06c5599f..75ab6f225a 100644 --- a/tests/test_quantum_info_operations.py +++ b/tests/test_quantum_info_operations.py @@ -113,7 +113,7 @@ def test_partial_trace(backend, density_matrix): backend.assert_allclose(traced, Id) -@pytest.mark.parametrize(power, [2, 2.0, "2"]) +@pytest.mark.parametrize("power", [2, 2.0, "2"]) def test_matrix_power(backend, power): nqubits = 2 dims = 2**nqubits From 6559c7ff02c54eac09f4bf9aa823358493ea86e4 Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Fri, 20 Sep 2024 10:18:53 +0400 Subject: [PATCH 21/23] fix test --- tests/test_quantum_info_operations.py | 13 +++++++------ 1 file changed, 7 insertions(+), 6 deletions(-) diff --git a/tests/test_quantum_info_operations.py b/tests/test_quantum_info_operations.py index 75ab6f225a..3d97f1f63a 100644 --- a/tests/test_quantum_info_operations.py +++ b/tests/test_quantum_info_operations.py @@ -122,10 +122,11 @@ def test_matrix_power(backend, power): if isinstance(power, str): with pytest.raises(TypeError): - return matrix_power(state, power, backend) + test = matrix_power(state, power, backend) + else: + power = matrix_power(state, power, backend) - power = matrix_power(state, power, backend) - - backend.assert_allclose( - float(backend.np.real(backend.np.trace(power))), purity(state, backend=backend) - ) + backend.assert_allclose( + float(backend.np.real(backend.np.trace(power))), + purity(state, backend=backend), + ) From ec9595f61cd7d5082786cb34b756254de2a665d3 Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Fri, 20 Sep 2024 10:34:07 +0000 Subject: [PATCH 22/23] Update src/qibo/backends/abstract.py Co-authored-by: Matteo Robbiati <62071516+MatteoRobbiati@users.noreply.github.com> --- src/qibo/backends/abstract.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/qibo/backends/abstract.py b/src/qibo/backends/abstract.py index 8b9d3a7fa0..468fa89008 100644 --- a/src/qibo/backends/abstract.py +++ b/src/qibo/backends/abstract.py @@ -360,7 +360,7 @@ def calculate_matrix_exp( def calculate_matrix_power( self, matrix, power: Union[float, int] ): # pragma: no cover - """Calculates the (fractional) ``power`` :math:`\\alpha` of ``matrix`` :math:`A`, + """Calculate the (fractional) ``power`` :math:`\\alpha` of ``matrix`` :math:`A`, i.e. :math:`A^{\\alpha}`. .. note:: From f96efdf3d86bb67b5bbd522f2cefac59698a7a4c Mon Sep 17 00:00:00 2001 From: Renato Mello Date: Fri, 20 Sep 2024 10:34:19 +0000 Subject: [PATCH 23/23] Update src/qibo/quantum_info/linalg_operations.py Co-authored-by: Matteo Robbiati <62071516+MatteoRobbiati@users.noreply.github.com> --- src/qibo/quantum_info/linalg_operations.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/qibo/quantum_info/linalg_operations.py b/src/qibo/quantum_info/linalg_operations.py index 4905b089b5..6fc48e6e74 100644 --- a/src/qibo/quantum_info/linalg_operations.py +++ b/src/qibo/quantum_info/linalg_operations.py @@ -199,7 +199,7 @@ def matrix_exponentiation( def matrix_power(matrix, power: Union[float, int], backend=None): - """Given a ``matrix`` :math:`A` and power :math:`\\alpha`, calculates :math:`A^{\\alpha}`. + """Given a ``matrix`` :math:`A` and power :math:`\\alpha`, calculate :math:`A^{\\alpha}`. Args: matrix (ndarray): matrix whose power to calculate.