Refactor scope functionality in Python API

ci/docker/Dockerfile.build.centos7

@@ -119,22 +119,14 @@ RUN export SHORT_CUDA_VERSION=${CUDA_VERSION%.*} && \
         yum clean all; \
     fi
 
-# Python dependencies
-RUN pip3 install --no-cache-dir --upgrade pip && \
-    pip3 install --no-cache-dir pylint cython numpy requests h5py scipy==1.2.3 wheel \
-    pytest==5.3.5 \
-    pytest-env==0.6.2 \
-    pytest-cov==2.8.1 \
-    pytest-xdist==1.31.0 \
-    pytest-timeout==1.3.4 \
-    mock==2.0.0 \
-    onnx==1.5.0 \
-    protobuf==3.5.2 \
-    tabulate==0.7.5
-
 # Fix the en_DK.UTF-8 locale to test locale invariance
 RUN localedef -i en_DK -f UTF-8 en_DK.UTF-8
 
+# Python dependencies
+RUN python3 -m pip install --upgrade pip
+COPY install/requirements /work/
+RUN python3 -m pip install -r /work/requirements
+
 ARG USER_ID=0
 COPY install/docker_filepermissions.sh /work/
 RUN /work/docker_filepermissions.sh

ci/docker/install/requirements

@@ -22,6 +22,7 @@
 numpy>=1.17
 requests>=2.20.0,<3
 graphviz<0.9.0,>=0.8.1
+contextvars;python_version<"3.7"
 
 # Optional dependencies
 onnx==1.5.0
@@ -42,6 +43,7 @@ pytest-xdist==1.31.0
 pytest-timeout==1.3.4
 flaky==3.6.1
 setuptools
+wheel
 mock==2.0.0
 
 # TVM dependencies

example/profiler/profiler_matmul.py

@@ -52,10 +52,10 @@ def parse_args():
     print("execution begin")
     for i in range(args.iter_num):
         if i == args.begin_profiling_iter:
-            t0 = time.clock()
+            t0 = time.process_time()
             mx.profiler.set_state('run')
         if i == args.end_profiling_iter:
-            t1 = time.clock()
+            t1 = time.process_time()
             mx.profiler.set_state('stop')
         executor.forward()
         c = executor.outputs[0]

include/mxnet/c_api.h

@@ -1748,6 +1748,14 @@ MXNET_DLL int MXSymbolGetNumOutputs(SymbolHandle symbol,
  */
 MXNET_DLL int MXSymbolGetInternals(SymbolHandle symbol,
                                    SymbolHandle *out);
+/*!
+ * \brief Get a symbol that contains all the inputs.
+ * \param symbol The symbol
+ * \param out The output symbol whose outputs are all the internals.
+ * \return 0 when success, -1 when failure happens
+ */
+MXNET_DLL int MXSymbolGetInputs(SymbolHandle symbol,
+                                SymbolHandle *out);
 /*!
  * \brief Get a symbol that contains only direct children.
  * \param symbol The symbol

python/mxnet/attribute.py

@@ -14,16 +14,13 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
-
-# coding: utf-8
 """Attribute scoping support for symbolic API."""
-import threading
-import warnings
+import contextvars
 from collections import defaultdict
 
-from .base import string_types, classproperty, with_metaclass, _MXClassPropertyMetaClass
+from .base import string_types
 
-class AttrScope(with_metaclass(_MXClassPropertyMetaClass, object)):
+class AttrScope:
     """Attribute manager for scoping.
 
     User can also inherit this object to change naming behavior.
@@ -33,7 +30,6 @@ class AttrScope(with_metaclass(_MXClassPropertyMetaClass, object)):
     kwargs
         The attributes to set for all symbol creations in the scope.
     """
-    _current = threading.local()
     _subgraph_names = defaultdict(int)
 
     def __init__(self, **kwargs):
@@ -65,37 +61,23 @@ def get(self, attr):
         else:
             return attr if attr else {}
 
-    def __enter__(self):
-        # pylint: disable=protected-access
-        if not hasattr(AttrScope._current, "value"):
-            AttrScope._current.value = AttrScope()
-        self._old_scope = AttrScope._current.value
-        attr = AttrScope._current.value._attr.copy()
+    def __enter__(self):  # pylint: disable=protected-access
+        attr = _current.get()._attr.copy()
         attr.update(self._attr)
         self._attr = attr
-        AttrScope._current.value = self
+        # Token can't be pickled and Token.old_value is Token.MISSING if _current.get() uses default value
+        self._old_scope = _current.get()
+        _current.set(self)
         return self
 
     def __exit__(self, ptype, value, trace):
         assert self._old_scope
-        AttrScope._current.value = self._old_scope
+        _current.set(self._old_scope)
+
 
-    #pylint: disable=no-self-argument
-    @classproperty
-    def current(cls):
-        warnings.warn("AttrScope.current has been deprecated. "
-                      "It is advised to use the `with` statement with AttrScope.",
-                      DeprecationWarning)
-        if not hasattr(AttrScope._current, "value"):
-            cls._current.value = AttrScope()
-        return cls._current.value
+_current = contextvars.ContextVar('namemanager', default=AttrScope())
 
-    @current.setter
-    def current(cls, val):
-        warnings.warn("AttrScope.current has been deprecated. "
-                      "It is advised to use the `with` statement with AttrScope.",
-                      DeprecationWarning)
-        cls._current.value = val
-    #pylint: enable=no-self-argument
 
-AttrScope._current.value = AttrScope()
+def current():
+    """Returns the current name manager."""
+    return _current.get()

python/mxnet/base.py

@@ -273,69 +273,6 @@ class MXCallbackList(ctypes.Structure):
         ]
 
 
-# Please see: https://stackoverflow.com/questions/5189699/how-to-make-a-class-property
-class _MXClassPropertyDescriptor(object):
-    def __init__(self, fget, fset=None):
-        self.fget = fget
-        self.fset = fset
-
-    def __get__(self, obj, clas=None):
-        if clas is None:
-            clas = type(obj)
-        return self.fget.__get__(obj, clas)()
-
-    def __set__(self, obj, value):
-        if not self.fset:
-            raise MXNetError("cannot use the setter: %s to set attribute" % obj.__name__)
-        if inspect.isclass(obj):
-            type_ = obj
-            obj = None
-        else:
-            type_ = type(obj)
-        return self.fset.__get__(obj, type_)(value)
-
-    def setter(self, func):
-        if not isinstance(func, (classmethod, staticmethod)):
-            func = classmethod(func)
-        self.fset = func
-        return self
-
-
-class _MXClassPropertyMetaClass(type):
-    def __setattr__(cls, key, value):
-        obj = cls.__dict__.get(key)
-        if obj and isinstance(obj, _MXClassPropertyDescriptor):
-            return obj.__set__(cls, value)
-
-        return super(_MXClassPropertyMetaClass, cls).__setattr__(key, value)
-
-
-# with_metaclass function obtained from: https://github.com/benjaminp/six/blob/master/six.py
-# pylint: disable=unused-argument
-def with_metaclass(meta, *bases):
-    """Create a base class with a metaclass."""
-    # This requires a bit of explanation: the basic idea is to make a dummy
-    # metaclass for one level of class instantiation that replaces itself with
-    # the actual metaclass.
-    class metaclass(type):
-
-        def __new__(cls, name, this_bases, d):
-            return meta(name, bases, d)
-
-        @classmethod
-        def __prepare__(cls, name, this_bases):
-            return meta.__prepare__(name, bases)
-    return type.__new__(metaclass, 'temporary_class', (), {})
-# pylint: enable=unused-argument
-
-
-def classproperty(func):
-    if not isinstance(func, (classmethod, staticmethod)):
-        func = classmethod(func)
-
-    return _MXClassPropertyDescriptor(func)
-
-
 def _load_lib():
     """Load library by searching possible path."""
     lib_path = libinfo.find_lib_path()

python/mxnet/context.py

@@ -14,18 +14,14 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
-
-# coding: utf-8
 """Context management API of mxnet."""
-import threading
-import warnings
+import contextvars
 import ctypes
-from .base import classproperty, with_metaclass, _MXClassPropertyMetaClass
 from .base import _LIB
 from .base import check_call
 
 
-class Context(with_metaclass(_MXClassPropertyMetaClass, object)):
+class Context:
     """Constructs a context.
 
     MXNet can run operations on CPU and different GPUs.
@@ -66,8 +62,6 @@ class Context(with_metaclass(_MXClassPropertyMetaClass, object)):
     >>> gpu_array.context
     gpu(1)
     """
-    # static class variable
-    _default_ctx = threading.local()
     devtype2str = {1: 'cpu', 2: 'gpu', 3: 'cpu_pinned', 5: 'cpu_shared'}
     devstr2type = {'cpu': 1, 'gpu': 2, 'cpu_pinned': 3, 'cpu_shared': 5}
     def __init__(self, device_type, device_id=0):
@@ -115,34 +109,13 @@ def __repr__(self):
         return self.__str__()
 
     def __enter__(self):
-        if not hasattr(Context._default_ctx, "value"):
-            Context._default_ctx.value = Context('cpu', 0)
-        self._old_ctx = Context._default_ctx.value
-        Context._default_ctx.value = self
+        # Token can't be pickled and Token.old_value is Token.MISSING if _current.get() uses default value
+        self._old_ctx = _current.get()
+        _current.set(self)
         return self
 
     def __exit__(self, ptype, value, trace):
-        Context._default_ctx.value = self._old_ctx
-
-    #pylint: disable=no-self-argument
-    @classproperty
-    def default_ctx(cls):
-        warnings.warn("Context.default_ctx has been deprecated. "
-                      "Please use Context.current_context() instead. "
-                      "Please use test_utils.set_default_context to set a default context",
-                      DeprecationWarning)
-        if not hasattr(Context._default_ctx, "value"):
-            cls._default_ctx.value = Context('cpu', 0)
-        return cls._default_ctx.value
-
-    @default_ctx.setter
-    def default_ctx(cls, val):
-        warnings.warn("Context.default_ctx has been deprecated. "
-                      "Please use Context.current_context() instead. "
-                      "Please use test_utils.set_default_context to set a default context",
-                      DeprecationWarning)
-        cls._default_ctx.value = val
-    #pylint: enable=no-self-argument
+        _current.set(self._old_ctx)
 
     def empty_cache(self):
         """Empties the memory cache for the current contexts device.
@@ -162,9 +135,6 @@ def empty_cache(self):
         dev_id = ctypes.c_int(self.device_id)
         check_call(_LIB.MXStorageEmptyCache(dev_type, dev_id))
 
-# initialize the default context in Context
-Context._default_ctx.value = Context('cpu', 0)
-
 
 def cpu(device_id=0):
     """Returns a CPU context.
@@ -299,6 +269,9 @@ def gpu_memory_info(device_id=0):
     return (free.value, total.value)
 
 
+_current = contextvars.ContextVar('namemanager', default=Context('cpu', 0))
+
+
 def current_context():
     """Returns the current context.
 
@@ -321,6 +294,4 @@ def current_context():
     -------
     default_ctx : Context
     """
-    if not hasattr(Context._default_ctx, "value"):
-        Context._default_ctx.value = Context('cpu', 0)
-    return Context._default_ctx.value
+    return _current.get()