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/* ******************************************************************************
*
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*
* This program and the accompanying materials are made available under the
* terms of the Apache License, Version 2.0 which is available at
* https://www.apache.org/licenses/LICENSE-2.0.
*
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* See the NOTICE file distributed with this work for additional
* information regarding copyright ownership.
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* 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.
*
* SPDX-License-Identifier: Apache-2.0
******************************************************************************/
include "array.fbs";
include "utils.fbs";
include "properties.fbs";
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namespace sd.graph;
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// this structure describes single operation within graph
table FlatNode {
id:int; // unique id for this node
name:string; // literal id of this node (optional)
opType:OpType; // type of this op
opNum:long; // for custom ops that's field for hash, for all other (legacy XYZ ops) that's actually opNum (as defined in legacy_ops.h)
properties:[FlatProperties]; // optional properties
input:[int]; // ID's of input nodes for this node !!! only used if inputPaired in unset !!!
inputPaired:[IntPair]; //list of input variables or nodes, in format of IntPair.first is node Id, IntPair.second is output index of the node
output:[int]; // ID's of connected nodes for this node
extraParams:[double]; // extra params for this op (if any)
extraInteger:[long]; // optional integer extra params
extraBools:[bool]; // optional boolean args
dimensions:[int]; // optional dimension for this operation
device:int; // default is -1, which means _auto_
// fields related to Scopes
scope_id:int; // unique scope id, where this op belongs to
scope_name:string; // literal scope id, where this op belongs to
// Additional metadata for helping SameDiff deserialization
outputNames:[string]; //Name of the SameDiff variable names corresponding to the outputs of this op
opName:string; //Used to help resolving the class. In a few cases, multiple classes/opNames are mapped to same hash, and might have different config/properties/differentiability
// output data types (optional)
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outputTypes:[DType];
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//Scalar value - used for scalar ops. Should be single value only.
scalar:FlatArray;
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>
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//Control dependencies
controlDeps:[string];
varControlDeps:[string];
controlDepFor:[string];
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// DArgs
extraTypes:[DType];
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}
root_type FlatNode;