cavis/libnd4j/include/graph/scheme/node.fbs

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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";
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)
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];
// DArgs
extraTypes:[DType];
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}
root_type FlatNode;