2019-06-06 14:21:15 +02:00
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# automatically generated by the FlatBuffers compiler, do not modify
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# namespace: graph
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import flatbuffers
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class FlatVariable(object):
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__slots__ = ['_tab']
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@classmethod
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def GetRootAsFlatVariable(cls, buf, offset):
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n = flatbuffers.encode.Get(flatbuffers.packer.uoffset, buf, offset)
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x = FlatVariable()
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x.Init(buf, n + offset)
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return x
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# FlatVariable
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def Init(self, buf, pos):
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self._tab = flatbuffers.table.Table(buf, pos)
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# FlatVariable
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def Id(self):
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o = flatbuffers.number_types.UOffsetTFlags.py_type(self._tab.Offset(4))
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if o != 0:
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x = self._tab.Indirect(o + self._tab.Pos)
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from .IntPair import IntPair
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obj = IntPair()
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obj.Init(self._tab.Bytes, x)
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return obj
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return None
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# FlatVariable
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def Name(self):
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o = flatbuffers.number_types.UOffsetTFlags.py_type(self._tab.Offset(6))
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if o != 0:
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return self._tab.String(o + self._tab.Pos)
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return None
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# FlatVariable
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def Dtype(self):
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o = flatbuffers.number_types.UOffsetTFlags.py_type(self._tab.Offset(8))
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if o != 0:
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return self._tab.Get(flatbuffers.number_types.Int8Flags, o + self._tab.Pos)
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return 0
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# FlatVariable
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def Shape(self, j):
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o = flatbuffers.number_types.UOffsetTFlags.py_type(self._tab.Offset(10))
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if o != 0:
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a = self._tab.Vector(o)
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return self._tab.Get(flatbuffers.number_types.Int64Flags, a + flatbuffers.number_types.UOffsetTFlags.py_type(j * 8))
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return 0
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# FlatVariable
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def ShapeAsNumpy(self):
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o = flatbuffers.number_types.UOffsetTFlags.py_type(self._tab.Offset(10))
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if o != 0:
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return self._tab.GetVectorAsNumpy(flatbuffers.number_types.Int64Flags, o)
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return 0
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# FlatVariable
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def ShapeLength(self):
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o = flatbuffers.number_types.UOffsetTFlags.py_type(self._tab.Offset(10))
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if o != 0:
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return self._tab.VectorLen(o)
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return 0
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# FlatVariable
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def Ndarray(self):
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o = flatbuffers.number_types.UOffsetTFlags.py_type(self._tab.Offset(12))
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if o != 0:
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x = self._tab.Indirect(o + self._tab.Pos)
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from .FlatArray import FlatArray
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obj = FlatArray()
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obj.Init(self._tab.Bytes, x)
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return obj
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return None
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# FlatVariable
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def Device(self):
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o = flatbuffers.number_types.UOffsetTFlags.py_type(self._tab.Offset(14))
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if o != 0:
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return self._tab.Get(flatbuffers.number_types.Int32Flags, o + self._tab.Pos)
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return 0
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# FlatVariable
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def Variabletype(self):
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o = flatbuffers.number_types.UOffsetTFlags.py_type(self._tab.Offset(16))
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if o != 0:
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return self._tab.Get(flatbuffers.number_types.Int8Flags, o + self._tab.Pos)
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return 0
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SameDiff execution, TF and memory management overhaul (#10)
* SameDiff execution memory management improvements, round 1
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Round 2
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Round 3
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Clear node outputs closed array references; Slight change to OpValidation internals to not rely on cached op outputs
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Next steps
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Next step
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Cleanup
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* More polish
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Add WeakIdentityHashmap
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Session fixes for control ops and next steps
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* More fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* First steps for training session + in-line updating
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Next steps
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix losses and history during training
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* More fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* BiasAdd and other fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Don't use SDVariable.getArr() in TFGraphTestAllHelper (import tests)
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Small fix
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Cleanup
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* First steps for new dependency tracking approach
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Start integrating dependency tracking for memory management
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Non-control op dependency tracking works/passes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Switch/merge
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Next steps
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Cleanup and next steps
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Small fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix issue dependency tracking for initial variables/constants
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Add check for aliases when determining if safe to close array
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* First pass on new TF graph import class
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Import fixes, op fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Cleanup and fixes for new TF import mapper
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* More cleanup
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Partial implementation of new dependency tracker
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Next steps
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* AbstractDependencyTracker for shared code
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Overhaul SameDiff graph execution (dependency tracking)
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* More fixes, cleanup, next steps
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Ad no-op memory manager, cleanup, fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix switch dependency tracking
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* INDArray.toString: no exception on closed arrays, just note closed
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix enter and exit dependency tracking
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* TensorArray memory management fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Add unique ID for INDArray instances
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix memory management for NextIteration outputs in multi-iteration loops
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Remove (now unnecessary) special case handling for nested enters
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Cleanup
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Handle control dependencies during execution; javadoc for memory managers
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Cleanup, polish, code comments, javadoc
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Cleanup and more javadoc
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Add memory validation for all TF import tests - ensure all arrays (except outputs) are released
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Clean up arrays waiting on unexecuted ops at the end of execution
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fixes for enter op memory managent in the context of multiple non-nested loops/frames
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix order of operation issues for dependency tracker
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Always clear op fields after execution to avoid leaks or unintended array reuse
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Small fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Re-implement dtype conversion
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix for control dependencies execution (dependency tracking)
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix TF import overrides and filtering
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix for constant enter array dependency tracking
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* DL4J Fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* More DL4J fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Cleanup and polish
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* More polish and javadoc
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* More logging level tweaks, small DL4J fix
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Small fix to DL4J SameDiffLayer
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix empty array deserialization, add extra deserialization checks
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* FlatBuffers control dep serialization fixes; test serialization as part of all TF import tests
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Variable control dependencies serialization fix
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix issue with removing inputs for ops
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* FlatBuffers NDArray deserialization fix
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* FlatBuffers NDArray deserialization fix
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Small fix
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Small fix
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Final cleanup/polish
Signed-off-by: AlexDBlack <blacka101@gmail.com>
2019-10-23 12:19:50 +02:00
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# FlatVariable
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def ControlDeps(self, j):
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o = flatbuffers.number_types.UOffsetTFlags.py_type(self._tab.Offset(18))
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if o != 0:
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a = self._tab.Vector(o)
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return self._tab.String(a + flatbuffers.number_types.UOffsetTFlags.py_type(j * 4))
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return ""
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# FlatVariable
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def ControlDepsLength(self):
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o = flatbuffers.number_types.UOffsetTFlags.py_type(self._tab.Offset(18))
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if o != 0:
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return self._tab.VectorLen(o)
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return 0
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# FlatVariable
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def ControlDepForOp(self, j):
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o = flatbuffers.number_types.UOffsetTFlags.py_type(self._tab.Offset(20))
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if o != 0:
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a = self._tab.Vector(o)
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return self._tab.String(a + flatbuffers.number_types.UOffsetTFlags.py_type(j * 4))
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return ""
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# FlatVariable
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def ControlDepForOpLength(self):
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o = flatbuffers.number_types.UOffsetTFlags.py_type(self._tab.Offset(20))
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if o != 0:
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return self._tab.VectorLen(o)
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return 0
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# FlatVariable
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def ControlDepsForVar(self, j):
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o = flatbuffers.number_types.UOffsetTFlags.py_type(self._tab.Offset(22))
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if o != 0:
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a = self._tab.Vector(o)
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return self._tab.String(a + flatbuffers.number_types.UOffsetTFlags.py_type(j * 4))
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return ""
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# FlatVariable
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def ControlDepsForVarLength(self):
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o = flatbuffers.number_types.UOffsetTFlags.py_type(self._tab.Offset(22))
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if o != 0:
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return self._tab.VectorLen(o)
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return 0
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def FlatVariableStart(builder): builder.StartObject(10)
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2019-06-06 14:21:15 +02:00
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def FlatVariableAddId(builder, id): builder.PrependUOffsetTRelativeSlot(0, flatbuffers.number_types.UOffsetTFlags.py_type(id), 0)
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def FlatVariableAddName(builder, name): builder.PrependUOffsetTRelativeSlot(1, flatbuffers.number_types.UOffsetTFlags.py_type(name), 0)
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def FlatVariableAddDtype(builder, dtype): builder.PrependInt8Slot(2, dtype, 0)
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def FlatVariableAddShape(builder, shape): builder.PrependUOffsetTRelativeSlot(3, flatbuffers.number_types.UOffsetTFlags.py_type(shape), 0)
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def FlatVariableStartShapeVector(builder, numElems): return builder.StartVector(8, numElems, 8)
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def FlatVariableAddNdarray(builder, ndarray): builder.PrependUOffsetTRelativeSlot(4, flatbuffers.number_types.UOffsetTFlags.py_type(ndarray), 0)
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def FlatVariableAddDevice(builder, device): builder.PrependInt32Slot(5, device, 0)
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def FlatVariableAddVariabletype(builder, variabletype): builder.PrependInt8Slot(6, variabletype, 0)
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SameDiff execution, TF and memory management overhaul (#10)
* SameDiff execution memory management improvements, round 1
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Round 2
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Round 3
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Clear node outputs closed array references; Slight change to OpValidation internals to not rely on cached op outputs
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Next steps
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Next step
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Cleanup
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* More polish
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Add WeakIdentityHashmap
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Session fixes for control ops and next steps
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* More fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* First steps for training session + in-line updating
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Next steps
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix losses and history during training
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* More fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* BiasAdd and other fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Don't use SDVariable.getArr() in TFGraphTestAllHelper (import tests)
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Small fix
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Cleanup
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* First steps for new dependency tracking approach
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Start integrating dependency tracking for memory management
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Non-control op dependency tracking works/passes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Switch/merge
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Next steps
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Cleanup and next steps
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Small fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix issue dependency tracking for initial variables/constants
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Add check for aliases when determining if safe to close array
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* First pass on new TF graph import class
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Import fixes, op fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Cleanup and fixes for new TF import mapper
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* More cleanup
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Partial implementation of new dependency tracker
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Next steps
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* AbstractDependencyTracker for shared code
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Overhaul SameDiff graph execution (dependency tracking)
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* More fixes, cleanup, next steps
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Ad no-op memory manager, cleanup, fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix switch dependency tracking
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* INDArray.toString: no exception on closed arrays, just note closed
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix enter and exit dependency tracking
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* TensorArray memory management fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Add unique ID for INDArray instances
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix memory management for NextIteration outputs in multi-iteration loops
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Remove (now unnecessary) special case handling for nested enters
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Cleanup
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Handle control dependencies during execution; javadoc for memory managers
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Cleanup, polish, code comments, javadoc
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Cleanup and more javadoc
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Add memory validation for all TF import tests - ensure all arrays (except outputs) are released
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Clean up arrays waiting on unexecuted ops at the end of execution
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fixes for enter op memory managent in the context of multiple non-nested loops/frames
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix order of operation issues for dependency tracker
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Always clear op fields after execution to avoid leaks or unintended array reuse
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Small fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Re-implement dtype conversion
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix for control dependencies execution (dependency tracking)
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix TF import overrides and filtering
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix for constant enter array dependency tracking
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* DL4J Fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* More DL4J fixes
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Cleanup and polish
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* More polish and javadoc
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* More logging level tweaks, small DL4J fix
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Small fix to DL4J SameDiffLayer
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix empty array deserialization, add extra deserialization checks
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* FlatBuffers control dep serialization fixes; test serialization as part of all TF import tests
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Variable control dependencies serialization fix
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Fix issue with removing inputs for ops
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* FlatBuffers NDArray deserialization fix
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* FlatBuffers NDArray deserialization fix
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Small fix
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Small fix
Signed-off-by: AlexDBlack <blacka101@gmail.com>
* Final cleanup/polish
Signed-off-by: AlexDBlack <blacka101@gmail.com>
2019-10-23 12:19:50 +02:00
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def FlatVariableAddControlDeps(builder, controlDeps): builder.PrependUOffsetTRelativeSlot(7, flatbuffers.number_types.UOffsetTFlags.py_type(controlDeps), 0)
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def FlatVariableStartControlDepsVector(builder, numElems): return builder.StartVector(4, numElems, 4)
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def FlatVariableAddControlDepForOp(builder, controlDepForOp): builder.PrependUOffsetTRelativeSlot(8, flatbuffers.number_types.UOffsetTFlags.py_type(controlDepForOp), 0)
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def FlatVariableStartControlDepForOpVector(builder, numElems): return builder.StartVector(4, numElems, 4)
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def FlatVariableAddControlDepsForVar(builder, controlDepsForVar): builder.PrependUOffsetTRelativeSlot(9, flatbuffers.number_types.UOffsetTFlags.py_type(controlDepsForVar), 0)
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def FlatVariableStartControlDepsForVarVector(builder, numElems): return builder.StartVector(4, numElems, 4)
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2019-06-06 14:21:15 +02:00
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def FlatVariableEnd(builder): return builder.EndObject()
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