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-def construct_backend(backend, **kwargs): - if backend == "qibojit": - from qibojit.backends import CupyBackend, CuQuantumBackend, NumbaBackend - - platform = kwargs.get("platform") - if platform == "cupy": # pragma: no cover - return CupyBackend() - elif platform == "cuquantum": # pragma: no cover - return CuQuantumBackend() - elif platform == "numba": - return NumbaBackend() - else: # pragma: no cover +QIBO_NATIVE_BACKENDS = ("numpy", "tensorflow", "pytorch") +QIBO_NON_NATIVE_BACKENDS = ("qibojit", "qibolab", "qibo-cloud-backends", "qibotn") + + +class MetaBackend: + """Meta-backend class which takes care of loading the qibo backends.""" + + @staticmethod + def load(backend: str, **kwargs) -> Backend: + """Loads the native qibo backend. + + Args: + backend (str): Name of the backend to load. + kwargs (dict): Additional arguments for the qibo backend. + Returns: + qibo.backends.abstract.Backend: The loaded backend. + """ + + if backend == "numpy": + return NumpyBackend() + elif backend == "tensorflow": + return TensorflowBackend() + elif backend == "pytorch": + return PyTorchBackend() + elif backend == "clifford": + engine = kwargs.pop("platform", None) + kwargs["engine"] = engine + return CliffordBackend(**kwargs) + else: + raise_error( + ValueError, + f"Backend {backend} is not available. The native qibo backends are {QIBO_NATIVE_BACKENDS}.", + ) + + def list_available(self) -> dict: + """Lists all the available native qibo backends.""" + available_backends = {} + for backend in QIBO_NATIVE_BACKENDS: try: - return CupyBackend() - except (ModuleNotFoundError, ImportError): - return NumbaBackend() - - elif backend == "tensorflow": - return TensorflowBackend() - - elif backend == "pytorch": - return PyTorchBackend() - - elif backend == "numpy": - return NumpyBackend() - - elif backend == "qibolab": # pragma: no cover - from qibolab.backends import QibolabBackend # pylint: disable=E0401 - - return QibolabBackend(**kwargs) - - elif backend == "qibotn": # pragma: no cover - - platform = kwargs.get("platform") - if platform == "cutensornet": # pragma: no cover - from qibotn.backends.cutensornet import CuTensorNet # pylint: disable=E0401 - - return CuTensorNet(kwargs["runcard"]) - elif platform == "qutensornet": # pragma: no cover - from qibotn.backends.quimb import QuimbBackend # pylint: disable=E0401 - - return QuimbBackend(kwargs["runcard"]) - - elif backend == "clifford": - return CliffordBackend(kwargs["platform"]) - elif backend == "qibo-client": # pragma: no cover - from qibo_cloud_backends.qibo_client import ( # pylint: disable=E0401 - QiboClientBackend, - ) - - return QiboClientBackend(**kwargs) - elif backend == "qiskit": # pragma: no cover - from qibo_cloud_backends.qiskit_client import ( # pylint: disable=E0401 - QiskitClientBackend, - ) - - return QiskitClientBackend(**kwargs) - else: # pragma: no cover - raise_error(ValueError, f"Backend {backend} is not available.") + MetaBackend.load(backend) + available = True + except: # pragma: no cover + available = False + available_backends[backend] = available + return available_backends class GlobalBackend(NumpyBackend): @@ -203,6 +190,40 @@ def _check_backend(backend): return backend +def list_available_backends() -> dict: + """Lists all the backends that are available.""" + available_backends = MetaBackend().list_available() + for backend in QIBO_NON_NATIVE_BACKENDS: + try: + module = import_module(backend.replace("-", "_")) + available = getattr(module, "MetaBackend")().list_available() + except: + available = False + available_backends.update({backend: available}) + return available_backends + + +def construct_backend(backend, **kwargs) -> Backend: + """Construct a generic native or non-native qibo backend. + Args: + backend (str): Name of the backend to load. + kwargs (dict): Additional arguments for constructing the backend. + Returns: + qibo.backends.abstract.Backend: The loaded backend. + + """ + if backend in QIBO_NATIVE_BACKENDS + ("clifford",): + return MetaBackend.load(backend, **kwargs) + elif backend in QIBO_NON_NATIVE_BACKENDS: + module = import_module(backend.replace("-", "_")) + return getattr(module, "MetaBackend").load(**kwargs) + else: + raise_error( + ValueError, + f"Backend {backend} is not available. To check which backends are installed use `qibo.list_available_backends()`.", + ) + + def _check_backend_and_local_state(seed, backend): if ( seed is not None diff --git a/tests/test_backends.py b/tests/test_backends.py index 61ed409f49..876e931b2f 100644 --- a/tests/test_backends.py +++ b/tests/test_backends.py @@ -1,7 +1,10 @@ +import platform + import numpy as np import pytest -from qibo import gates +from qibo import construct_backend, gates, list_available_backends, set_backend +from qibo.backends import MetaBackend ####################### Test `matrix` ####################### GATES = [ @@ -122,3 +125,33 @@ def test_plus_density_matrix(backend): matrix = backend.plus_density_matrix(4) target_matrix = np.ones((16, 16)) / 16 backend.assert_allclose(matrix, target_matrix) + + +def test_set_backend_error(): + with pytest.raises(ValueError): + set_backend("non-existing-backend") + + +def test_metabackend_load_error(): + with pytest.raises(ValueError): + MetaBackend.load("non-existing-backend") + + +def test_construct_backend(backend): + assert isinstance( + construct_backend(backend.name, platform=backend.platform), backend.__class__ + ) + + +def test_list_available_backends(): + tensorflow = False if platform.system() == "Windows" else True + available_backends = { + "numpy": True, + "tensorflow": tensorflow, + "pytorch": True, + "qibojit": {"numba": True, "cupy": False, "cuquantum": False}, + "qibolab": False, + "qibo-cloud-backends": False, + "qibotn": {"cutensornet": False, "qutensornet": True}, + } + assert available_backends == list_available_backends()