* init in this branch
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* Lenetet Mnist workflow
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* small fix for calculations
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* for Alex to check placeholder null pointer issue
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* CNN3D workflow
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* state for launching on dxg to regenterate dl4j examples
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* SD RNN test case workflow
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* small fixes
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* checkpoint at lstmBlock: Input array 1 (x) rank must be got input with rank 2 issue
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* Fix LSTMLayer inputs order
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* lstm mismatch with c++ op issue
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* LSTMLayer config draft
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* LSTMLayer config draft v2
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* have doubt I had to do this
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* NDRNN generated by codegen
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* LSTMLayerTestCases draft
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* minor fixes again
* added LSTMLayer testcases to nd4j-tests + setted Preconditions in LSTMLayer constructors
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* added lost SDCNNtestcases
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* overrided getNumOutputs from DynamicCustomOp in LSTMLayer and reorganized LSTMLayerOutputs according to cpp op
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* finished with LSTMLayerOutputs
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* Fix MKLDNN platform checks (i.e., when MKLDNN can be used vs. not)
Signed-off-by: Alex Black <blacka101@gmail.com>
* Fix LSTMLayerWeights input order
Signed-off-by: Alex Black <blacka101@gmail.com>
* More fixes
Signed-off-by: Alex Black <blacka101@gmail.com>
* minor fixes
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* fixed LSTMLayer testcases
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* finished SameDiffRNNTestCase
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* finished all testcases + minor fixes
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* Multiple generation-related fixes
Signed-off-by: Alex Black <blacka101@gmail.com>
* Fix multiple issues
Signed-off-by: Alex Black <blacka101@gmail.com>
* More fixes
Signed-off-by: Alex Black <blacka101@gmail.com>
* LSTM fixes
Signed-off-by: Alex Black <blacka101@gmail.com>
* Regenerate ND4J namespaces and fix multiple issues
Signed-off-by: Alex Black <blacka101@gmail.com>
* changed SameDiffRNNTestCase
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* Small fix
Signed-off-by: Alex Black <blacka101@gmail.com>
* added Nd4j.getRandom().setSeed(12345) where needed
Signed-off-by: Andrii Tuzhykov <andrewtuzhykov@gmail.com>
* #8828 Fix ND4J profiler NaN/Inf checks when using OpContext
Signed-off-by: Alex Black <blacka101@gmail.com>
* #8828 Fix ND4J profiler NaN/Inf checks when using OpContext
Signed-off-by: Alex Black <blacka101@gmail.com>
* Tweak to weight init for SameDiff CNN test case
Signed-off-by: Alex Black <blacka101@gmail.com>
* Tweaks for test cases
Signed-off-by: Alex Black <blacka101@gmail.com>
* Ignore failing tests until fixed
Signed-off-by: Alex Black <blacka101@gmail.com>
* Fix
Signed-off-by: Alex Black <blacka101@gmail.com>
Co-authored-by: Alex Black <blacka101@gmail.com>
* Starting to switch configs of RL algorithms to use more fluent builder patterns. Many parameter choices in different algorithms default to SOTA and only be changed in specific cases
Signed-off-by: Bam4d <chris.bam4d@gmail.com>
* remove personal gpu-build file
Signed-off-by: Bam4d <chrisbam4d@gmail.com>
* refactored out configurations so they are heirarchical and re-usable, this is a step towards having a plug-and-play framework for different algorithms
* backwardly compatible configurations
* adding documentation to new configuration classes
Signed-off-by: Bam4d <chrisbam4d@gmail.com>
* private access modifiers are better suited here
Signed-off-by: Bam4d <chrisbam4d@gmail.com>
* RL4j does not compile without java 8 due to previous updates
fixing null pointers when listener arrays are empty
Signed-off-by: Bam4d <chrisbam4d@gmail.com>
* fixing copyright headers
Signed-off-by: Bam4d <chrisbam4d@gmail.com>
* uncomment logging line
Signed-off-by: Bam4d <chrisbam4d@gmail.com>
* fixing default value for learningUpdateFrequency
fixing test failure due to #352
Signed-off-by: Bam4d <chrisbam4d@gmail.com>
Co-authored-by: Bam4d <chris.bam4d@gmail.com>
* fix edge case where input to network needs to have shape > 1
Signed-off-by: Bam4d <chrisbam4d@gmail.com>
* adding test for single dimension
Signed-off-by: Bam4d <chrisbam4d@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>
* #8787 DataVec test fix
Signed-off-by: Alex Black <blacka101@gmail.com>
* New nd4j test + fix bad datavec test
Signed-off-by: Alex Black <blacka101@gmail.com>
* #8745 Fix flaky arbiter test
Signed-off-by: Alex Black <blacka101@gmail.com>
* One more test
Signed-off-by: Alex Black <blacka101@gmail.com>
* Cholesky fixed
* Constructors added
* MatMul wrapper
* Constructor added
* Missing wrappers added
* Generate Linalg namespace added
* Output data types
* Unit tests
* Added mmul
* Code generation
* Code generated
* Build fixed
* Fixing signatures
* Tests fixed
* Tests fixed
* Added enum
* Fix tests
* Some fixes
* Eye test fixed
* SameDiff: small fix for renameVariable - also replace variable name in lossVariable list if necessary
Signed-off-by: Alex Black <blacka101@gmail.com>
* Some fixes
* Tests fixed
* Revert wrong fix
* Some fixes
* Some fixes
* Extending base test class
* Added pad
* Fixed for generated signatures
* Fixes due to nd4j codegen
* Backwards compatibility fixes
* Fixed errors in tests, reverted wrong changes
* Test fixed
* Added missing operations used for nd4s operators
* Compilation fixed
* Added meshgrid
* Fixed constructors
* fixes
Signed-off-by: Alex Black <blacka101@gmail.com>
* Fix bad commit (incorrectly reverted change from master)
Signed-off-by: Alex Black <blacka101@gmail.com>
* Fixed test
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
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* 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
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j merge master
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j some improvements to avoid NDArray transpose in xw_plus_b operation
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j fixed issues connected with weights rank, also added support of one case based on tf (for mkldnn, cpu, cuda), test case added
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* 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
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* 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
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j code clean up
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j minor tests fixes
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* 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
Signed-off-by: Yurii <iuriish@yahoo.com>
* #8777 MultiLayerNetwork.evaluate(MultiDataSetIterator) overload
Signed-off-by: Alex Black <blacka101@gmail.com>
* #8768 SameDiff.equals
Signed-off-by: Alex Black <blacka101@gmail.com>
* #8750 shade freemarker library and switch to it in DL4J UI
Signed-off-by: Alex Black <blacka101@gmail.com>
* #8704 DL4J UI redirect
Signed-off-by: Alex Black <blacka101@gmail.com>
* #8776 RecordReaderDataSetIterator builder collectMetaData fix
Signed-off-by: Alex Black <blacka101@gmail.com>
* #8718 Fix DL4J doEvaluation metadata
Signed-off-by: Alex Black <blacka101@gmail.com>
* #8715 ArchiveUtils - Add option to not log every extracted file
Signed-off-by: Alex Black <blacka101@gmail.com>
* No exception for evaluations that don't support metadata
Signed-off-by: Alex Black <blacka101@gmail.com>
* Fixes
Signed-off-by: Alex Black <blacka101@gmail.com>
* #8765 CompGraph+MDS fix for SharedTrainingMaster
Signed-off-by: Alex Black <blacka101@gmail.com>
* small fix
Signed-off-by: Alex Black <blacka101@gmail.com>
* Timeout
Signed-off-by: Alex Black <blacka101@gmail.com>
* Ignore
Signed-off-by: Alex Black <blacka101@gmail.com>
* Revert freemarker shading
Signed-off-by: Alex Black <blacka101@gmail.com>
* Ignore
Signed-off-by: Alex Black <blacka101@gmail.com>
* Upgrade python version to 3.7.7
Signed-off-by: Alex Black <blacka101@gmail.com>
* Numpy 1.18.1 -> 1.18.2
Signed-off-by: Alex Black <blacka101@gmail.com>
* tf op initial
* ..
* protobuf parsing working
* model build working
* test passing
* headers
* conffix
* service loader + tests
* revert cuda version
* msg
* override
* refacc
* pom
* rem bad import
* dtype fix + const cast caaching
* rem unnecessary fields
* rem println
* rem dep
* refacc
* rem redundant arg
* Ignore TFOpLayer in DTypeTests
Signed-off-by: Alex Black <blacka101@gmail.com>
Co-authored-by: Alex Black <blacka101@gmail.com>
* Fixing python object for obtaining scalars
Signed-off-by: shams <shamsazeem20@gmail.com>
* Fix variable name for stridePtr
Signed-off-by: shams <shamsazeem20@gmail.com>
* Fix variable name for stridePtr
Signed-off-by: shams <shamsazeem20@gmail.com>
Co-authored-by: Alex Black <blacka101@gmail.com>
* Fix interpreter for libnd4j tests and drop test script
* Remove mingw when specifying javacpp.platform, add new profile that triggers when javacpp.platform is windows-x86_64
* Update android 32 bit toolchain for x86
* Try triple instead of -target
* Change to -target
* Update 32 bit arm
* Change android bin path
* Update arm 32 bit build again
Co-authored-by: Adam Gibson <1144306+agibsonccc@users.noreply.github.com>
* libnd4j raw implementation of sgd upader
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j some corrections and simple test added
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j some corrections after discussion
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j integrate applyScalar
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j raw implementation of rmsPropUpdater on cpu
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j fix operations declaration
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j rmsPropUpdater added, test cases for sgd, etc
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j fixed several typos
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j some fixes and improvements for rmsPropUpdater based on Java tests
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j fixed cuda implementation, update tests and corrected behavior according java tests
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j adaGrad updater added
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j one minor fix for ada grad
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j several more fixes for ada_grad
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j nesterovs updater added
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j fixed nesterovs updater behavior, several typos and rename file
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j one minor typo
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j ada max updater added
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j fixed several typos in adaMax updater
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j fixed several typos in adaMaxUpdater
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j several fixes for adaMax, added Adam Updater
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j adaDeltaUpdater added, minor fixes for adamUpdater
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j several fixes for adaDeltaUpdater
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j nadamUpdater added
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j one more correction for nadam updater
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j several fixes for nadam updater and added amsGradUpdater
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j several typos fixed in amsGradUpdater
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j some corrections and added f order support rmsProp updater
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j added support of f order for all updaters and modify tests for testing in place
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j fixed issues for updates when not in place mode used, added tests for f order
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j added input shape checks
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j some corrections for different cases handling
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j some code clean up and optimize per request
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j updaters refactoring after review
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* SgdUpdater wrapper
Signed-off-by: raver119 <raver119@gmail.com>
* first test
Signed-off-by: raver119 <raver119@gmail.com>
* RmsPropUpdater added
Signed-off-by: raver119 <raver119@gmail.com>
* NadamUpdater + NesterovsUpdater
Signed-off-by: raver119 <raver119@gmail.com>
* AmsGradUpdater
Signed-off-by: raver119 <raver119@gmail.com>
* AdamUpdater added
Signed-off-by: raver119 <raver119@gmail.com>
* AdaGradUpdater + AdaDeltaUpdater + AdaMaxUpdater
Signed-off-by: raver119 <raver119@gmail.com>
* AdaGradUpdater test added
Signed-off-by: raver119 <raver119@gmail.com>
* libnd4j remove input parameters parsing through NDArray, split implementation of helpers to separate files, added some rename, etc
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j next step to split operations implementation into separate files
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j merge master and minor corrections
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j revert some changes of split implementation
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* libnd4j forgot to add header file
Signed-off-by: Oleg <oleg.semeniv@gmail.com>
* public default constructors
Signed-off-by: raver119 <raver119@gmail.com>
* ImportClassMapping updated
Signed-off-by: raver119 <raver119@gmail.com>
Co-authored-by: raver119 <raver119@gmail.com>
* #8682 Don't log openmp BLAS threads for CUDA
Signed-off-by: Alex Black <blacka101@gmail.com>
* #8654 Add SameDiff multi-threaded tests
Signed-off-by: Alex Black <blacka101@gmail.com>
* Switching to op context for SameDiff exec
Signed-off-by: Alex Black <blacka101@gmail.com>
* Next steps
Signed-off-by: Alex Black <blacka101@gmail.com>
* Most back to passing
Signed-off-by: Alex Black <blacka101@gmail.com>
* Fixes
Signed-off-by: Alex Black <blacka101@gmail.com>
* Better tests, test refactoring
Signed-off-by: Alex Black <blacka101@gmail.com>
* Small tweak
Signed-off-by: Alex Black <blacka101@gmail.com>
* Code duplication reduction
Signed-off-by: Alex Black <blacka101@gmail.com>
* More code deduplication
Signed-off-by: Alex Black <blacka101@gmail.com>
* CUDA fixes
Signed-off-by: Alex Black <blacka101@gmail.com>
* More CUDA fixes
Signed-off-by: Alex Black <blacka101@gmail.com>
* More fixes
Signed-off-by: Alex Black <blacka101@gmail.com>
* Small fix
Signed-off-by: Alex Black <blacka101@gmail.com>
* ND4S small fixes
Signed-off-by: Alex Black <blacka101@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
Signed-off-by: Yurii <iuriish@yahoo.com>
* - 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
Signed-off-by: Yurii <iuriish@yahoo.com>
* - working with new weights format in cudnn conv api
Signed-off-by: Yurii <iuriish@yahoo.com>
* - take into account order of arrays in cudnn tensor descriptions
Signed-off-by: Yurii <iuriish@yahoo.com>
* - provide new weights formats in cpu conv3d (ff/bp)
Signed-off-by: Yurii <iuriish@yahoo.com>
* - provide new weights formats in cpu deconv3d (ff/bp)
Signed-off-by: Yurii <iuriish@yahoo.com>
* - provide new weights formats in conv3d ops (ff/bp) based on mkl api
Signed-off-by: Yurii <iuriish@yahoo.com>
* - provide new weights formats in conv3d ops (ff/bp) based on cudnn api
Signed-off-by: Yurii <iuriish@yahoo.com>
* - resolve conflicts 2
Signed-off-by: Yurii <iuriish@yahoo.com>
Co-authored-by: raver119 <raver119@gmail.com>
* Refactored exponential distribution implementation.
Signed-off-by: shugeo <sgazeos@gmail.com>
* Refactored exponential distribution and tests.
Signed-off-by: shugeo <sgazeos@gmail.com>
* Refactored test to new result sets.
Signed-off-by: shugeo <sgazeos@gmail.com>
* Fix cmake detection in msys
* Fix toolchain file on windows
* Make android 64 bit work
* Fix libnd4j build script on msys
* Update build script for windows/linux
* Encoding issue for ci
* Update pom.xml
* Update pom.xml
* Update pom.xml
* Remove mingw
* Ensure android x86 builds are inline with arm builds
* Update toolchains and env variables for x86
* Move profile for build program up to parent
* Fix blas vendor and add comment
* Update cuda presets version
* Set default value and move properties back to child pom
* Change program from hard coded to use the script as the program
* Update pom.xml
* Update pom.xml
* Static lib fix
* Update static lib output
* Get rid of old comments
* Update static for buiding
* Adding more datatypes support in datavec-python
* Using numpy C API for creating numpy arrays
* Adding parameterized tests
* Adding support for BFLOAT16 (by converting it to FLOAT)
* Cleanup
* Using casting instead of creating an array
* Giving out a warning while casting array from BFLOAT16 to FLOAT
* Add syncToPrimary and syncToSpecial methods to BaseDataBuffer
Signed-off-by: Alex Black <blacka101@gmail.com>
* Python exec: sync to host before passing pointers
Signed-off-by: Alex Black <blacka101@gmail.com>
* Added copyright header
* use np api (#267)
* python exec / numpy - check object type before cast (#268)
* use np api
* verify object before cast
* fix cong
* cuda fix
* inplace test + tiny fix
* more test
* fix double alloc
* rem tags
* fix cuda check
* Fix implicit CUDA dependency in datavec-python tests; remove new method, add test
Signed-off-by: Alex Black <blacka101@gmail.com>
Co-authored-by: Alex Black <blacka101@gmail.com>
Co-authored-by: Fariz Rahman <farizrahman4u@gmail.com>
Andrii T
Samuel Audet
raver119
Alex Black
Chris Bamford
Alexander Stoyakin
Yurii Shyrma
Oleh
Susan Eraly
mheck136
Fariz Rahman
Shams Ul Azeem
Serhii Shepel
Rhys
Adam Gibson
shugeo