* one simple test
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* fix
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* hmmmm...
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* mkl matmul skip tweaks
Signed-off-by: raver119 <raver119@gmail.com>
* minor fix for MemoryTracker
* long shapes in matmul
* - 2 new tests for mkldnn tanh
- mkldnn isn't used for scalar tanh
* Fixed bound problem with Exponential distribution implementation.
Signed-off-by: shugeo <sgazeos@gmail.com>
* Added test for Exponential distribution to avoid infinities.
Signed-off-by: shugeo <sgazeos@gmail.com>
* Added a test for exponential distribution with 1M elements.
Signed-off-by: shugeo <sgazeos@gmail.com>
* Cosmetical changes only and tests.
Signed-off-by: shugeo <sgazeos@gmail.com>
* Modified test and implementation for exponential_distribution op.
Signed-off-by: shugeo <sgazeos@gmail.com>
Co-authored-by: raver119 <raver119@gmail.com>
* Added test and fixed error message for unsorted_segment_sqrt_n op.
Signed-off-by: shugeo <sgazeos@gmail.com>
* Fixed error message for unsorted_segment_* ops when 1 segment is given.
Signed-off-by: shugeo <sgazeos@gmail.com>
* - start working on bp for lstm
Signed-off-by: Yurii <iuriish@yahoo.com>
* - further working on bp for lstmLayer
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* - minor change
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* - further work on bp for lstmLayer 2
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* - further work on bp for lstmLayer 3
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* - further work on bp for lstmLayer 4
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* - further work on bp for lstmLayer 5
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* - further work on bp for lstmLayer 6
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* - further work on bp for lstmLayer 7
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* - further work on bp for lstmLayer 8
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* - further work on bp for lstmLayer 9
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* - provide lstmLayerCell and lstmLayerCellBp as separate CUSTOM_OPs
Signed-off-by: Yurii <iuriish@yahoo.com>
* - testing and fixing lstmLayerCellBp helper
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* - implement lstmLayerCellBp as separate op
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* - implement lstmLayerBp as separate op (not tested)
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* - fixing calculations of dLdWp and dLdb in lstmLayerCellBp
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* - further work on bp for lstmLayer 10
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* - fixing typo in lstmLayerTimeLoop
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* - forgot to perform clipping of c array and calculate corresponding derivative in lstmLayerCellBp
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* - further work on bp for lstmLayer 10
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* - testing and fixing bugs in lstmLayer_bp op 1
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* - testing and fixing bugs in lstmLayer_bp op 2
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* - turn off heavy tests for cuda for lstmLayer_bp op
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* - forgot to nullify gradients at eliminated time steps (when sequnce length array is present )
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* libnd4j added optional alpha and beta support to matmul
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j typos fixes
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* libnd4j add optional alpha and beta to matmul_bp
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* libnd4j one more typo fix
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* libnd4j added optional alpha and beta to mkl implementation
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* MatMul alpha/beta on java side
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* alpha/beta fix in libnd4j
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* alpha/beta fix in matmul_bp
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* restored view validation
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* gemv/gemm now use MatMul op
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* few tests fixed
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* additional INDArray.mmul signature
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* make C order default for INDArray.mmul, unless both A/B have F order
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* Nd4j.gemm validation fix
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* disable mkldnn matmul for xxf with beta != 0 case
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* SimpleRnn workspace fix + timeouts
Signed-off-by: Alex Black <blacka101@gmail.com>
* two more tests + minor fix in matmul platform check
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* Flaky test fixes
Signed-off-by: Alex Black <blacka101@gmail.com>
* propagate testresources profile
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* Resources fix + flaky test fix
Signed-off-by: Alex Black <blacka101@gmail.com>
Co-authored-by: Oleg <oleg.semeniv@gmail.com>
Co-authored-by: Alex Black <blacka101@gmail.com>
* - correct reshape op for empty shape in case of -1 at the end
Signed-off-by: Yurii <iuriish@yahoo.com>
* Fix test + new reshape op constructor
Signed-off-by: Alex Black <blacka101@gmail.com>
Co-authored-by: Alex Black <blacka101@gmail.com>
* libnd4j first step of mkldnn for xw_plus_b and test of aurora crash in imageHelper
* libnd4j sync folders with master
* libnd4j merge master, raw implementation of xw_plus_b on mkldnn, clean up, need testing and adding checks for corresponded input shapes
* libnd4j corrections and checks added to xw_plus_b mkl
* libnd4j corrected dataType description based on mkl operation description, need more investigation
* libnd4j fixe xw_blus_b mkl implementation, need testing
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j two unit tests added
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j fixed check input dimensions bug
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* libndj4 one more test added to cover different order handling
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j added optional int arg support to define weights format, if arg == 1, mkldnn (do not need transpose in mkldnn implementation), else mmul weights format, corrected check points, added unit test
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* libnd4j merge master
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* libnd4j some improvements to avoid NDArray transpose in xw_plus_b operation
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* libnd4j fixed issues connected with weights rank, also added support of one case based on tf (for mkldnn, cpu, cuda), test case added
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* libnd4j added proper handling of empty inputs (all implementations)
* libnd4j fixed compilation error
* libnd4j several more corrections after conflict solve and fixed typos
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j removed unsupported data types
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* libnd4j merge master and fixed issues
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j added propagation implementation for xw_plus_b, fixed issue connected with mkl weights data format, avoided data copy in transpose mode, test cases added, manually tested with gradCheck
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j one minor fix of double operation declaration
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* libnd4j code clean up
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* libnd4j minor tests fixes
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* libnd4j fixed build problem, integrate helpers changes
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
Co-authored-by: raver119 <raver119@gmail.com>
* - start working on reshape op which operates with empty shapes
Signed-off-by: Yurii <iuriish@yahoo.com>
* - correct reshaping for empty arrays
Signed-off-by: Yurii <iuriish@yahoo.com>
* - remove unnecessary check in Loopkind
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* libnd4j raw implementation of sgd upader
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* libnd4j some corrections and simple test added
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* libnd4j some corrections after discussion
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* libnd4j integrate applyScalar
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* libnd4j raw implementation of rmsPropUpdater on cpu
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* libnd4j fix operations declaration
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* libnd4j rmsPropUpdater added, test cases for sgd, etc
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* libnd4j fixed several typos
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* libnd4j some fixes and improvements for rmsPropUpdater based on Java tests
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* libnd4j fixed cuda implementation, update tests and corrected behavior according java tests
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* libnd4j adaGrad updater added
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* libnd4j one minor fix for ada grad
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* libnd4j several more fixes for ada_grad
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* libnd4j nesterovs updater added
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* libnd4j fixed nesterovs updater behavior, several typos and rename file
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* libnd4j one minor typo
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* libnd4j ada max updater added
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* libnd4j fixed several typos in adaMax updater
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* libnd4j fixed several typos in adaMaxUpdater
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* libnd4j several fixes for adaMax, added Adam Updater
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* libnd4j adaDeltaUpdater added, minor fixes for adamUpdater
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* libnd4j several fixes for adaDeltaUpdater
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* libnd4j nadamUpdater added
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* libnd4j one more correction for nadam updater
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* libnd4j several fixes for nadam updater and added amsGradUpdater
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* libnd4j several typos fixed in amsGradUpdater
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* libnd4j some corrections and added f order support rmsProp updater
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* libnd4j added support of f order for all updaters and modify tests for testing in place
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* libnd4j fixed issues for updates when not in place mode used, added tests for f order
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* libnd4j added input shape checks
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* libnd4j some corrections for different cases handling
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* libnd4j some code clean up and optimize per request
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* libnd4j updaters refactoring after review
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* SgdUpdater wrapper
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* first test
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* RmsPropUpdater added
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* NadamUpdater + NesterovsUpdater
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* AmsGradUpdater
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* AdamUpdater added
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* AdaGradUpdater + AdaDeltaUpdater + AdaMaxUpdater
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* AdaGradUpdater test added
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* libnd4j remove input parameters parsing through NDArray, split implementation of helpers to separate files, added some rename, etc
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* libnd4j next step to split operations implementation into separate files
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* libnd4j merge master and minor corrections
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* libnd4j revert some changes of split implementation
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* libnd4j forgot to add header file
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* public default constructors
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* ImportClassMapping updated
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Co-authored-by: raver119 <raver119@gmail.com>
* - start to introduce additional weights formats into conv2d ops
Signed-off-by: Yurii <iuriish@yahoo.com>
* - provide weights format variety in backprop conv2d and deconv2d ops, testing and fixing bugs
Signed-off-by: Yurii <iuriish@yahoo.com>
* - forgot to recover kernels sizes in deconv2d_bp test
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* - built in weights format in depthwise conv 2d op
Signed-off-by: Yurii <iuriish@yahoo.com>
* - provide new weights formats in mkl dnn conv ops
Signed-off-by: Yurii <iuriish@yahoo.com>
* - provide new weights formats in cuda conv helpers
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* - working with new weights format in cudnn conv api
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* - take into account order of arrays in cudnn tensor descriptions
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* - provide new weights formats in cpu conv3d (ff/bp)
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* - provide new weights formats in cpu deconv3d (ff/bp)
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* - provide new weights formats in conv3d ops (ff/bp) based on mkl api
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* - provide new weights formats in conv3d ops (ff/bp) based on cudnn api
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* - resolve conflicts 2
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Co-authored-by: raver119 <raver119@gmail.com>
* Refactored exponential distribution implementation.
Signed-off-by: shugeo <sgazeos@gmail.com>
* Refactored exponential distribution and tests.
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* Refactored test to new result sets.
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* bunch of small fixes
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* validation for legacy random op
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* get rid of test
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* libnd4j first step of tanh_bp operation implementation on mkldnn
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* libnd4j optimize several places and added test case for tanh_bp
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* libnd4j minor corrections and renaming, added one more test case
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* libnd4j missed mkldnn data format definition
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* libnd4j mkldnn softmax_bp operation implementation and integration, 2 tests added, need some refactoring and code clean up and more testing with different input shapes
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* libnd4j softmax_bp update, code refactoring, etc
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* libnd4j merge master, fixed typos, minor tweaks, code clean up
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* libnd4j integrate mkldnnUtils helpers in other mkldnn operations
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* - provide faster index2coords function for cpu
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* - new faster index2coords function is introduced into cpu code
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* - replace long long coordinates with int coordinates
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* - add missed reload of coords2index function
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* - reststart jenkins
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* - rollback changes in convolutions.cu and addBias.cu
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* - profiling TrueBroadcastHelper
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* - further improving of TrueBroadcastHelper
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* - further profiling of broadcast op
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* - implementation of broadcastShapeHelper which inserts unities in shapes of arrays to be broadcasted
Signed-off-by: Yurii <iuriish@yahoo.com>
* - provide additional method in ConstantShapeHelper class for deducing broadcast shapes with unities
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* - provide new NativeOps helpers for usual and true broadcast methods
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* enable bert profiler
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* - delete unnessesary tests
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Co-authored-by: raver119 <raver119@gmail.com>
* libnd4j first step of softmax mkldnn implementation
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j raw implementation of mkldnn softmax
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* libnd4j merge master and added softmax to MklDnnTests
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* libnd4j some corrections for softmax mkldnn
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* libnd4j merge branch, fixed problem with negative axis, fixed dnnl::memory::format_tag selection, test cases added
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* libnd4j minor corrections to avoid risk connected with negative axis usage
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* libnd4j fixed windows builds, added switcher to use mkldnn sofmax version only for 3D, 4D, 5D, 6D arrays
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* libnd4j fixed dataType selection per request
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* libnd4j fix for mac and windows builds
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* libnd4j builds fix
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* libnd4j first spet of elementwize tanh implementation on mkldnn
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* libnd4j fixed typo in error message for softmax MKLDNN, test case added, implementation of tanh on MKLDNN, need supported DataType testing
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* libnd4j several fixes for tanh and temporary performance test added
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* libnd4j fixed mkldnn platform loader for tanh
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* libnd4j MklDnn tanh removed unsupported data types, removed performance test case, added more appropriate equivalence test case, code clean up
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* libnd4j fixed problem with empty input case for MklDnn tanh and softmax
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* - profiling of stack and unstack ops
Signed-off-by: Yurii <iuriish@yahoo.com>
* - fix bug in cpu concat op
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* - correction of cuda stack and unstack
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* - change shape.h method which operates with unity dimensions strides
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* - rearrange stack tests
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* - correct evaluation of smallest stride for moving through contiguous axis
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* - forgot to update signature of function strideOverContigAxis in cuda concat and split ops
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* - remove ShapeUtils::shapeAsString method applied before input arrays validations
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* - further removing of ShapeUtils::shapeAsString
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* - take sub-array shapeIndo/offset calculation out of NDArray class
- add possibility of contiguous memory copy in execTransformAny op if opNum == assign
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* - correct test_empty_scatter_2 in EmptyTests.cpp
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* - profiling of slice op
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* - get rid of contiguous memcpy for some cases in concat and split ops
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* - forgot to declare oid nd4j::SpecialMethods<T>::splitCpuGeneric
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* - correct typo in calculation of threads in cuda split op
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* - forgot to correct another set of threads variables in split cuda ops
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* - further conflicts resolving
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Co-authored-by: raver119 <raver119@gmail.com>
* initial set of include changes
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* one more tweak
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* few more rearrangements
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* few more rearrangements
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* few more rearrangements
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* cuda includes rearrangements
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* java update
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* = namespace changed to sd
- few CMake variables renamed with SD_ prefix
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* java update
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* LoopKind minor fix
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* few more changes
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* few more changes
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* few more changes
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* sanitizer is optional now
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* dev tests updated
Signed-off-by: raver119 <raver119@gmail.com>
* few more changes
Signed-off-by: raver119 <raver119@gmail.com>
* last update
Signed-off-by: raver119 <raver119@gmail.com>
* java update
Signed-off-by: raver119 <raver119@gmail.com>
* libnd4j raw implementation of native broadcast for special cases
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j fixed bugs for special case of 4D loop broadcast, add some tests, need more testing and discussion
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j added 3D and 5D cases support and tests, need testing with different orders
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j correctd case selection for broadcast 3,4,5D loops, fixed several places for more stable behavior, clean up
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j minor corrections to avoid some risks in strides selection, added tests and rename some variables
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j optimize usage the stride selection for all loops in separate ShapeUtils method copyCertainStridesFromShapeInfo, merge master
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j remove per request several tests for 3D, 4D and 5D broadcast loops
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j removed some loac changes that had not been sync with serve playground, turn on new loops usage
* - profiling of concat op (both cuda and cpu)
Signed-off-by: Yurii <iuriish@yahoo.com>
* better comparison for large concat
Signed-off-by: raver119 <raver119@gmail.com>
* - further improving of concat op
Signed-off-by: Yurii <iuriish@yahoo.com>
* some loggin
Signed-off-by: raver119 <raver119@gmail.com>
* - add possibility to verify presence of trailing unities in shape and set strides/ews correspondingly
- restrict second simple case in concat op to c order only
Signed-off-by: Yurii <iuriish@yahoo.com>
* - move concat op to specials_single.cpp file
Signed-off-by: Yurii <iuriish@yahoo.com>
* - get rid of second concat op declaration in transforms.cpp file
Signed-off-by: Yurii <iuriish@yahoo.com>
Co-authored-by: raver119 <raver119@gmail.com>
* - provide matmul code based on mkl api
Signed-off-by: Yurii <iuriish@yahoo.com>
* - correct typo in mkl matmul op
Signed-off-by: Yurii <iuriish@yahoo.com>
* - take into account empty arrays in mkl matmul op
Signed-off-by: Yurii <iuriish@yahoo.com>
* - fix bug in mkl matmul and group all matmul tests in one file
Signed-off-by: Yurii <iuriish@yahoo.com>
* broadcast as scalar edge case
Signed-off-by: raver119 <raver119@gmail.com>
* missing return
Signed-off-by: raver119 <raver119@gmail.com>
* few fixes
Signed-off-by: raver119 <raver119@gmail.com>
* one more fix
Signed-off-by: raver119 <raver119@gmail.com>
* no need for lambdas
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* - provide contiguous strides for ouput in transpose op
Signed-off-by: Yurii <iuriish@yahoo.com>
* - provide contiguous strides for output in permute op
Signed-off-by: Yurii <iuriish@yahoo.com>
* - take into account empty shapes properly in transpose/permute op
Signed-off-by: Yurii <iuriish@yahoo.com>
* libnd4j trueBroadcast rank 3 row implementation of special case
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j rule clarify for second special case for all tests pass
* libnd4j parallel_tad loop switch on in special case
* libnd4j more general case for special case 2, need additional testing
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j more general case for trueBroadcast special cases added
* libnd4j minor corrections and clean up
* libnd4j one more minor fix
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j fixed check point to support all Y common vector representations in first special case for trueBroadcast
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
Co-authored-by: raver119 <raver119@gmail.com>
* Libnd4j: TensorMMul backprop op #8174, raw implementation
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* Libnd4j: TensorMMul backprop op #8174 merge master and some corrections
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* Libnd4j: TensorMMul backprop op #8174 algorithm update, need testing, sync with master
* Libnd4j: TensorMMul backprop op #8174 fixed incorrect B axes calculation
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* Libnd4j: TensorMMul backprop op #8174 optimize axes identification and fix bug of indeces overlapping, added first test. need testing with different shapes
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* Libnd4j: TensorMMul backprop op #8174 some fixes and improvements need more testing
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* Libnd4j: TensorMMul backprop op #8174 fixed order of matrix multiply
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* Libnd4j: TensorMMul backprop op #8174 fixed issue of incorrect axes definition, add tests based on TF, need additional testing for case dLdC not equal 1
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* Libnd4j: TensorMMul backprop op #8174 fixed scalar case add test
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* Libnd4j: TensorMMul backprop op #8174 fixed bp algorithm, axes definition, need some mode testing with different orders combination f,c; c,f f,f and add some checks for inputs
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* Libnd4j: TensorMMul backprop op #8174 some checks and corrections added tests, exists the problem with different input orders support A-f B-c and A-f B-f
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* Libnd4j: TensorMMul backprop op #8174 sync master
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* - correct bug in MmulHelper::tensorDot(a, b, c, axes_a, axes_b,permutForC)
Signed-off-by: Yurii <iuriish@yahoo.com>
* Libnd4j: TensorMMul backprop op #8174 code clean up and refactoring
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* - add check for linspase ordered permutations in ShapeUtils::evalShapeForTensorDot
Signed-off-by: Yurii <iuriish@yahoo.com>
* - provide additional code in shape::reshape stuff in order to reduce amount of allocation/copy operations during reshaping procedure
Signed-off-by: Yurii <iuriish@yahoo.com>
* - further work on problem of wrong shape evaluation during permute/reshape procedures
Signed-off-by: Yurii <iuriish@yahoo.com>
* - still looking for bug reason in reshape/permute stuff
Signed-off-by: Yurii <iuriish@yahoo.com>
* - correct bug in transform cuda native ops
Signed-off-by: Yurii <iuriish@yahoo.com>
* - correct bug in NDArray::assign
Signed-off-by: Yurii <iuriish@yahoo.com>
* - remove old shape::reshape stuff
Signed-off-by: Yurii <iuriish@yahoo.com>
* - add possibility to disable copy of old buffer to new buffer during reshape operation in NDArray class
Signed-off-by: Yurii <iuriish@yahoo.com>
* - correct bug in tensorDot which had to do with wrong pointers assigments
Signed-off-by: Yurii <iuriish@yahoo.com>
Co-authored-by: Oleh <oleg.semeniv@gmail.com>
* Fixed a couple of issues with resize_area op.
Signed-off-by: shugeo <sgazeos@gmail.com>
* Added additional test for alternate params for resize_area testing.
Signed-off-by: shugeo <sgazeos@gmail.com>
* libnd4j trueBroadcast special case
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j fix trueBroadcast special case
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j special case of TrueBroadcastHelper
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j trueBroadCast special case and test
* libnd4j minor changes sync with master
* libnd4j changes to TrueBroadcastHelper.hpp per require
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
raver119
shugeo
Oleh
Yurii Shyrma