import inspect import io import os import platform import warnings import numpy import cupy import cupy_backends is_hip = cupy_backends.cuda.api.runtime.is_hip def _eval_or_error(func, errors): # Evaluates `func` and return the result. # If an error specified by `errors` occurred, it returns a string # representing the error. try: return func() except errors as e: return repr(e) class _InstallInfo(object): # TODO(niboshi): Add is_binary_distribution def __init__(self): cupy_package_root = self._get_cupy_package_root() if cupy_package_root is not None: data_root = os.path.join(cupy_package_root, '.data') data_paths = { 'lib': _dir_or_none(os.path.join(data_root, 'lib')), 'include': _dir_or_none(os.path.join(data_root, 'include')), } else: data_paths = { 'lib': None, 'include': None, } self.cupy_package_root = cupy_package_root self.data_paths = data_paths def get_data_path(self, data_type): if data_type not in self.data_paths: raise ValueError('Invalid data type: {}'.format(data_type)) return self.data_paths[data_type] def _get_cupy_package_root(self): try: cupy_path = inspect.getfile(cupy) except TypeError: return None return os.path.dirname(cupy_path) class _RuntimeInfo: cupy_version = None cuda_path = None # CUDA Driver cuda_build_version = None cuda_driver_version = None # CUDA Runtime cuda_runtime_version = None cuda_local_runtime_version = None # CUDA Toolkit cublas_version = None cufft_version = None curand_version = None cusolver_version = None cusparse_version = None nvrtc_version = None thrust_version = None cuda_extra_include_dirs = None # Optional Libraries cudnn_build_version = None cudnn_version = None nccl_build_version = None nccl_runtime_version = None cub_build_version = None jitify_build_version = None cutensor_version = None cusparselt_version = None cython_build_version = None cython_version = None numpy_version = None scipy_version = None def __init__(self, *, full=True): self.cupy_version = cupy.__version__ if not is_hip: self.cuda_path = cupy.cuda.get_cuda_path() else: self.cuda_path = cupy._environment.get_rocm_path() if not is_hip: self.nvcc_path = cupy._environment.get_nvcc_path() else: self.nvcc_path = cupy._environment.get_hipcc_path() # CUDA Driver self.cuda_build_version = str(cupy.cuda.driver.get_build_version()) if cupy.cuda.driver._is_cuda_python(): try: import cuda.bindings cuda_version = cuda.bindings.__version__ except ImportError: import cuda cuda_version = cuda.__version__ self.cuda_build_version += f' (CUDA Python: {cuda_version})' self.cuda_driver_version = _eval_or_error( cupy.cuda.runtime.driverGetVersion, cupy.cuda.runtime.CUDARuntimeError) # CUDA Runtime self.cuda_runtime_version = _eval_or_error( cupy.cuda.runtime.runtimeGetVersion, cupy.cuda.runtime.CUDARuntimeError) self.cuda_local_runtime_version = _eval_or_error( cupy.cuda.get_local_runtime_version, Exception) # cuBLAS self.cublas_version = '(available)' if full: self.cublas_version = _eval_or_error( lambda: cupy.cuda.cublas.getVersion( cupy.cuda.device.get_cublas_handle()), Exception) # cuFFT try: from cupy.cuda import cufft self.cufft_version = _eval_or_error( lambda: cufft.getVersion(), Exception) except ImportError: pass # cuRAND self.curand_version = _eval_or_error( lambda: cupy.cuda.curand.getVersion(), Exception) # cuSOLVER self.cusolver_version = _eval_or_error( lambda: cupy.cuda.cusolver._getVersion(), Exception) # cuSPARSE self.cusparse_version = '(available)' if full: self.cusparse_version = _eval_or_error( lambda: cupy.cuda.cusparse.getVersion( cupy.cuda.device.get_cusparse_handle()), Exception) # NVRTC self.nvrtc_version = _eval_or_error( lambda: cupy.cuda.nvrtc.getVersion(), Exception) # Thrust try: import cupy.cuda.thrust as thrust self.thrust_version = thrust.get_build_version() except ImportError: pass # CUDA Extra Include Dirs if not is_hip: try: nvrtc_version = cupy.cuda.nvrtc.getVersion() except Exception: nvrtc_version = None if nvrtc_version is None: self.cuda_extra_include_dirs = '(NVRTC unavailable)' else: self.cuda_extra_include_dirs = str( cupy._environment._get_include_dir_from_conda_or_wheel( *nvrtc_version)) # cuDNN if cupy._environment._can_attempt_preload('cudnn'): if full: cupy._environment._preload_library('cudnn') else: self.cudnn_build_version = ( '(not loaded; try `import cupy.cuda.cudnn` first)') self.cudnn_version = self.cudnn_build_version try: import cupy_backends.cuda.libs.cudnn as cudnn self.cudnn_build_version = cudnn.get_build_version() self.cudnn_version = _eval_or_error( cudnn.getVersion, cudnn.CuDNNError) except ImportError: pass # NCCL if cupy._environment._can_attempt_preload('nccl'): if full: cupy._environment._preload_library('nccl') else: self.nccl_build_version = ( '(not loaded; try `import cupy.cuda.nccl` first)') self.nccl_runtime_version = self.nccl_build_version try: import cupy_backends.cuda.libs.nccl as nccl self.nccl_build_version = nccl.get_build_version() nccl_runtime_version = nccl.get_version() if nccl_runtime_version == 0: nccl_runtime_version = '(unknown)' self.nccl_runtime_version = nccl_runtime_version except ImportError: pass # CUB self.cub_build_version = cupy.cuda.cub.get_build_version() try: import cupy.cuda.jitify as jitify self.jitify_build_version = jitify.get_build_version() except ImportError: pass # cuTENSOR try: import cupy_backends.cuda.libs.cutensor as cutensor self.cutensor_version = cutensor.get_version() except ImportError: pass # cuSparseLT try: import cupy_backends.cuda.libs.cusparselt as cusparselt self.cusparselt_version = cusparselt.get_build_version() except ImportError: pass # Cython self.cython_build_version = cupy._util.cython_build_ver try: import Cython self.cython_version = Cython.__version__ except ImportError: pass # NumPy self.numpy_version = numpy.version.full_version # SciPy try: import scipy self.scipy_version = scipy.version.full_version except ImportError: pass def __str__(self): records = [ ('OS', platform.platform()), ('Python Version', platform.python_version()), ('CuPy Version', self.cupy_version), ('CuPy Platform', 'NVIDIA CUDA' if not is_hip else 'AMD ROCm'), ('NumPy Version', self.numpy_version), ('SciPy Version', self.scipy_version), ('Cython Build Version', self.cython_build_version), ('Cython Runtime Version', self.cython_version), ('CUDA Root', self.cuda_path), ('hipcc PATH' if is_hip else 'nvcc PATH', self.nvcc_path), ('CUDA Build Version', self.cuda_build_version), ('CUDA Driver Version', self.cuda_driver_version), ('CUDA Runtime Version', ( f'{self.cuda_runtime_version} (linked to CuPy) / ' f'{self.cuda_local_runtime_version} (locally installed)' )), ('CUDA Extra Include Dirs', self.cuda_extra_include_dirs), ] records += [ ('cuBLAS Version', self.cublas_version), ('cuFFT Version', self.cufft_version), ('cuRAND Version', self.curand_version), ('cuSOLVER Version', self.cusolver_version), ('cuSPARSE Version', self.cusparse_version), ('NVRTC Version', self.nvrtc_version), ('Thrust Version', self.thrust_version), ('CUB Build Version', self.cub_build_version), ('Jitify Build Version', self.jitify_build_version), ] records += [ ('cuDNN Build Version', self.cudnn_build_version), ('cuDNN Version', self.cudnn_version), ('NCCL Build Version', self.nccl_build_version), ('NCCL Runtime Version', self.nccl_runtime_version), ('cuTENSOR Version', self.cutensor_version), ('cuSPARSELt Build Version', self.cusparselt_version), ] device_count = 0 try: device_count = cupy.cuda.runtime.getDeviceCount() except cupy.cuda.runtime.CUDARuntimeError as e: if 'ErrorNoDevice' not in e.args[0]: warnings.warn(f'Failed to detect number of GPUs: {e}') # No GPU devices available. for device_id in range(device_count): with cupy.cuda.Device(device_id) as device: props = cupy.cuda.runtime.getDeviceProperties(device_id) name = ('Device {} Name'.format(device_id), props['name'].decode()) pci_bus = ('Device {} PCI Bus ID'.format(device_id), device.pci_bus_id) if is_hip: try: arch = props['gcnArchName'].decode() except KeyError: # ROCm < 3.6.0 arch = 'gfx'+str(props['gcnArch']) arch = ('Device {} Arch'.format(device_id), arch) else: arch = ('Device {} Compute Capability'.format(device_id), device.compute_capability) records += [name, arch, pci_bus] width = max([len(r[0]) for r in records]) + 2 fmt = '{:' + str(width) + '}: {}\n' s = io.StringIO() for k, v in records: s.write(fmt.format(k, v)) return s.getvalue() def get_runtime_info(*, full=True): return _RuntimeInfo(full=full) def get_install_info(): return _InstallInfo() def _dir_or_none(path): """Returns None if path does not exist.""" if os.path.isdir(path): return path return None