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[RUNTIME] Refactor object python FFI to new protocol. (apache#4128)
* [RUNTIME] Refactor object python FFI to new protocol. This is a pre-req to bring the Node system under object protocol. Most of the code reflects the current code in the Node system. - Use new instead of init so subclass can define their own constructors - Allow register via name, besides type idnex - Introduce necessary runtime C API functions - Refactored Tensor and Datatype to directly use constructor. * address review comments
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# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, | ||
# software distributed under the License is distributed on an | ||
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
# KIND, either express or implied. See the License for the | ||
# specific language governing permissions and limitations | ||
# under the License. | ||
# pylint: disable=invalid-name | ||
"""Runtime Object api""" | ||
from __future__ import absolute_import | ||
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import ctypes | ||
from ..base import _LIB, check_call | ||
from .types import TypeCode, RETURN_SWITCH, C_TO_PY_ARG_SWITCH, _wrap_arg_func | ||
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ObjectHandle = ctypes.c_void_p | ||
__init_by_constructor__ = None | ||
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"""Maps object type to its constructor""" | ||
OBJECT_TYPE = {} | ||
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def _register_object(index, cls): | ||
"""register object class""" | ||
OBJECT_TYPE[index] = cls | ||
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def _return_object(x): | ||
handle = x.v_handle | ||
if not isinstance(handle, ObjectHandle): | ||
handle = ObjectHandle(handle) | ||
tindex = ctypes.c_uint() | ||
check_call(_LIB.TVMObjectGetTypeIndex(handle, ctypes.byref(tindex))) | ||
cls = OBJECT_TYPE.get(tindex.value, ObjectBase) | ||
# Avoid calling __init__ of cls, instead directly call __new__ | ||
# This allows child class to implement their own __init__ | ||
obj = cls.__new__(cls) | ||
obj.handle = handle | ||
return obj | ||
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RETURN_SWITCH[TypeCode.OBJECT_HANDLE] = _return_object | ||
C_TO_PY_ARG_SWITCH[TypeCode.OBJECT_HANDLE] = _wrap_arg_func( | ||
_return_object, TypeCode.OBJECT_HANDLE) | ||
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class ObjectBase(object): | ||
"""Base object for all object types""" | ||
__slots__ = ["handle"] | ||
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def __del__(self): | ||
if _LIB is not None: | ||
check_call(_LIB.TVMObjectFree(self.handle)) | ||
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def __init_handle_by_constructor__(self, fconstructor, *args): | ||
"""Initialize the handle by calling constructor function. | ||
Parameters | ||
---------- | ||
fconstructor : Function | ||
Constructor function. | ||
args: list of objects | ||
The arguments to the constructor | ||
Note | ||
---- | ||
We have a special calling convention to call constructor functions. | ||
So the return handle is directly set into the Node object | ||
instead of creating a new Node. | ||
""" | ||
# assign handle first to avoid error raising | ||
self.handle = None | ||
handle = __init_by_constructor__(fconstructor, args) | ||
if not isinstance(handle, ObjectHandle): | ||
handle = ObjectHandle(handle) | ||
self.handle = handle |
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