Source code for mxnet.runtime
# coding: utf-8
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# pylint: disable=not-an-iterable
"""Runtime querying of compile time features in the native library.
With this module you can check at runtime which libraries and features were compiled in the library.
Example usage:
.. code-block:: python
import mxnet
features=mxnet.runtime.Features()
features.is_enabled("CUDNN")
False
features.is_enabled("CPU_SSE")
True
print(features)
[✖ CUDA, ✖ CUDNN, ✖ NCCL, ✖ CUDA_RTC, ✖ TENSORRT, ✔ CPU_SSE, ✔ CPU_SSE2, ✔ CPU_SSE3,
✔ CPU_SSE4_1, ✔ CPU_SSE4_2, ✖ CPU_SSE4A, ✔ CPU_AVX, ✖ CPU_AVX2, ✔ OPENMP, ✖ SSE,
✔ F16C, ✔ JEMALLOC, ✔ BLAS_OPEN, ✖ BLAS_ATLAS, ✖ BLAS_MKL, ✖ BLAS_APPLE, ✔ LAPACK,
✖ MKLDNN, ✔ OPENCV, ✖ CAFFE, ✖ PROFILER, ✖ DIST_KVSTORE, ✖ CXX14, ✖ INT64_TENSOR_SIZE,
✔ SIGNAL_HANDLER, ✔ DEBUG, ✖ TVM_OP]
"""
import ctypes
import collections
from .base import _LIB, check_call
[docs]class Feature(ctypes.Structure):
"""Compile time feature description, member fields: `name` and `enabled`."""
_fields_ = [
("_name", ctypes.c_char_p),
("_enabled", ctypes.c_bool)
]
@property
def name(self):
"""Feature name."""
return self._name.decode()
@property
def enabled(self):
"""True if MXNet was compiled with the given compile-time feature."""
return self._enabled
def __repr__(self):
if self.enabled:
return "✔ {}".format(self.name)
else:
return "✖ {}".format(self.name)
[docs]def feature_list():
"""Check the library for compile-time features. The list of features are maintained in libinfo.h and libinfo.cc
Returns
-------
list
List of :class:`.Feature` objects
"""
lib_features_c_array = ctypes.POINTER(Feature)()
lib_features_size = ctypes.c_size_t()
check_call(_LIB.MXLibInfoFeatures(ctypes.byref(lib_features_c_array), ctypes.byref(lib_features_size)))
features = [lib_features_c_array[i] for i in range(lib_features_size.value)]
return features
[docs]class Features(collections.OrderedDict):
"""OrderedDict of name to Feature"""
instance = None
def __new__(cls):
if cls.instance is None:
cls.instance = super(Features, cls).__new__(cls)
super(Features, cls.instance).__init__([(f.name, f) for f in feature_list()])
return cls.instance
def __repr__(self):
return str(list(self.values()))
[docs] def is_enabled(self, feature_name):
"""Check for a particular feature by name
Parameters
----------
feature_name: str
The name of a valid feature as string for example 'CUDA'
Returns
-------
Boolean
True if it's enabled, False if it's disabled, RuntimeError if the feature is not known
"""
feature_name = feature_name.upper()
if feature_name not in self:
raise RuntimeError("Feature '{}' is unknown, known features are: {}".format(
feature_name, list(self.keys())))
return self[feature_name].enabled
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