Fix to proper check on non-empty string (#6659)

Previously checking whether shell variable is non-empty worked not as
expected. This commit fixes to do this function as expected.

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[moco-tf] GraphBuilder for SquaredDifference (#6631)

* [moco-tf] GraphBuilder for SquaredDifference

This will introduce GraphBuilder for SquaredDifference to import SquaredDifference node

Signed-off-by: SaeHie Park <saehie.park@samsung.com>
* fix comment

[locop] Add TensorSoftmax visit function (#6648)

This commit will add `TensorSoftmax` visit function

Signed-off-by: Seok NamKoong <sk.namkoong@samsung.com>

[res] Remove obsolete TF_SMALL_NET_XXXX tests (#6650)

This commit removes obsolete TF_SMALL_NET_XXXX test cases. Note that
they are copied to NET_XXXX

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[loco] Introduce constgen layer (#6645)

This commit introduce constgen layer to GraphBuilder.

Signed-off-by: seongwoo <sw4670.chae@samsung.com>

[moco-tf] Enable importing Softmax (#6646)

This commit will enable importing `Softmax` in `moco-tf`

Signed-off-by: Seok NamKoong <sk.namkoong@samsung.com>

[mir] Remove Gemm operation (#6654)

`GemmOp` is almost the same  operation as `FullyConnectedOp`.

Signed-off-by: Sergei Barannikov <s.barannikov@samsung.com>

[mir_onnx] Remove redundant include (#6652)

Remove inclusion of `DropoutOp.h` popped up as a result of merge conflict.

Signed-off-by: Sergei Barannikov <s.barannikov@samsung.com>

[nnc] Remove support for GemmOp (#6625)

`GemmOp` is almost the same as `FullyConnectedOp`. It will be removed.

Signed-off-by: Sergei Barannikov <s.barannikov@samsung.com>

[mir_onnx] Introduce ConverterContext for using in NodeConverters (#6457)

* Implemented ConverterContext
* Fix NodeConverter interface to accept ConverterContext
* Fix all NodeConverters according to new interface
* Fix ONNX IR version checking.

Signed-off-by: Pavel Iliutchenko <p.iliutchenk@samsung.com>

[tf2tflite] Use NET_XXXX for test list (#6639)

This commit use NET_XXXX for tf2tflite test listing instead of
TF_SMALL_NET_XXXX

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[mocotest-tf] Use NET_XXXX for test list (#6638)

This commit uses NET_XXXX for mocotest-tf test list instead of
TF_SMALL_NET_XXXX

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[nnpackage_run] Introduce tensor_dumper (#6602)

- Introduce `dump` option in args.*
- Introduce tensor_dumper
- Use tensor_dumper in nnpackage_run

Signed-off-by: Sanggyu Lee <sg5.lee@samsung.com>

[nnpackage_run] Fix wrong allocation size for output (#6640)

outputs[i] is vector<float>. sizeof(float) should not be multiplied.

Signed-off-by: Sanggyu Lee <sg5.lee@samsung.com>

Add missing copyright for tflite_run's tensor dumper (#6600)

Add copyright in tensor_dumper.cc and tensor_dumper.h .
It has 2018 year since this files were created in 2018.

Signed-off-by: Sanggyu Lee <sg5.lee@samsung.com>

[neurun] Refactor scheduler a little bit (#6636)

* Simplified makeRank method
* Renamed some variables
* Fixed some typos

Signed-off-by: Ivan Vagin <ivan.vagin@samsung.com>

[moco-tf] Enable SquaredDifference canonicalizer (#6629)

This will enable SquaredDifference canonicalizer

Signed-off-by: SaeHie Park <saehie.park@samsung.com>

[moco-tf] Enable type inf for TFSquaredDifference (#6628)

This will enable type inference for TFSquaredDifference node

Signed-off-by: SaeHie Park <saehie.park@samsung.com>

[exo-tflite] Enable EltwiseSqrt (#6610)

* [exo-tflite] Enable EltwiseSqrt

This will enable export for EltwiseSqrt node

Signed-off-by: SaeHie Park <saehie.park@samsung.com>
* remove for shapeinf

* remove not related new line

[res] NET_XXXX to replace SMALL_NET_XXXX (#6621)

This commit adds NET_XXXX tests which copies SMALL_NET_XXXX tests

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[moco-tf] Register Reshape elimination transforms (#6624)

This commit registers following Reshape elimination transforms to
canonical optimization stage:
- ResolveDuplicateReshape
- ResolveRedundantReshape

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[moco-tf] Introduce TFDialect for Softmax (#6568)

* [moco-tf] Introduce TFDialect for Softmax

This commit will introduce `TFSoftmax`

Signed-off-by: Seok NamKoong <sk.namkoong@samsung.com>
* add fix transforms

* remove fix_pad

* use logits instead of input

Make helper converting functions support NCHW (#6606)

This commit makes converting functions support NCHW.

Signed-off-by: jiseob.jang <jiseob.jang@samsung.com>

[bug] [custom op] Add back _t suffix for size_t type (#6619)

Was previously removed by error

Signed-off-by: Vladimir Plazun <v.plazun@samsung.com>

Make cpu KernelGenerator supports NCHW frontend layout (#6605)

This commit makes cpu KernelGenerator supports NCHW frontend layout.

Signed-off-by: jiseob.jang <jiseob.jang@samsung.com>

Make ContantInitializers support NCHW frontend layout (#6555)

This commit makes ContantInitializers support NCHW frontend layout.

Signed-off-by: jiseob.jang <jiseob.jang@samsung.com>

[mir_onnx] Fix border type in Average pooling (#6637)

* Fix come from debuging InceptionV3

Signed-off-by: Pavel Iliutchenko <p.iliutchenk@samsung.com>

[mir_onnx] Remove Scale converter (#6633)

This operation is not a part of the ONNX specification. It is probably a copy&paste from the Caffe2 importer.

Signed-off-by: Sergei Barannikov <s.barannikov@samsung.com>

[nnc] Remove batchnorm code snippet (#6626)

It was left behind when the rest of the support of `BatchNormOp` was removed.

Signed-off-by: Sergei Barannikov <s.barannikov@samsung.com>

[neurun] Refine neurun-core CMakeLists (#6635)

Refine `target_link_libraries`.

- One target per line
- Remove duplicated lib - `dl`

Signed-off-by: Hanjoung Lee <hanjoung.lee@samsung.com>

[neurun] Let xdata and xprobe be installed (#6634)

Update `CMakeLists.txt` to install xdata and xprobe.

Signed-off-by: Hanjoung Lee <hanjoung.lee@samsung.com>

[neurun] Introduce CMakeLists.txt for test lib (#6615)

This commit moves test library build from `neurun/CMakeLists.txt` to
`neurun/test/CMakeLists.txt` which is newly created.

Signed-off-by: Hanjoung Lee <hanjoung.lee@samsung.com>

[neurun] Show dlerror on dlopen/dlsym failure (#6632)

Show dlerror on dlopen/dlsym failure

Signed-off-by: Hanjoung Lee <hanjoung.lee@samsung.com>

[loco] add ctor of DepthwiseFilter PermutingEncoder (#6627)

This commit adds ctor of DepthwiseFilter PermutingEncoder.

Signed-off-by: seongwoo <sw4670.chae@samsung.com>

[moco-tf] Canonicalizer for TFSquaredDifference (#6612)

* [moco-tf] Canonicalizer for TFSquaredDifference

This will introduce Canonicalizer for TFSquaredDifference node
For now this will decompose to EltwiseSub and EltwiseMul

Signed-off-by: SaeHie Park <saehie.park@samsung.com>
* apply comments

[res] TensorFlow SquaredDifference_000 (#6618)

This will introduce TensorFlow basic test for SquaredDifference node

Signed-off-by: SaeHie Park <saehie.park@samsung.com>

[res] TensorFlow Sqrt_000 (#6617)

This will introduce TensorFlow basic test for Sqrt node

Signed-off-by: SaeHie Park <saehie.park@samsung.com>

[loco] Clean up GraphTestcase (#6613)

Let's remove deprecated code in GraphTestcase.h

Signed-off-by: Jonghyun Park <jh1302.park@samsung.com>

[mir_onnx] Reimplement Gemm converter through FullyConnected (#6604)

`GemmOp` is almost the same thing as `FullyConnectedOp`. It was only used in the ONNX importer.

Signed-off-by: Sergei Barannikov <s.barannikov@samsung.com>

[tf2tflite] Enabled test by FixedReshape support (#6609)

This commit adds several enabled tests in tf2tflite by newly supported
FixedReshape

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[neurun] Fix fining scheduler and tryBackend (#6616)

CPU_DELAY must be just for parallel executor.
Also tryBackend: PR 5894  commented a line and this
reduced performance by 10%

Signed-off-by: Poshshoev Dilshodzhon <d.poshshoev@samsung.com>

[mir] Accout for data format in shape inference (#6584)

* Add several convenient functions to work with data format.
* Use the functions to implement data format aware shape inference.

Signed-off-by: Sergei Barannikov <s.barannikov@samsung.com>

[moco-tf] Enable TFSqrt Canonicalizer (#6614)

This will enable TFSqrt canonicalizer

Signed-off-by: SaeHie Park <saehie.park@samsung.com>

[moco-tf] Knobs for Reshape elimination transform (#6611)

This commit introduces knobs for following Reshape elimination
transforms
- ResolveDuplicateReshape
- ResolveRedundantReshape

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[moco-tf] TypeInference (#6593)

* [moco-tf] TypeInference

This will introduce TF dialect TypeInference and rule class

Signed-off-by: SaeHie Park <saehie.park@samsung.com>
* explicit use name space

* update commentf for TypeInference

* add todo

* update class name and comment

* comment for not supported yet node

[moco-tf] Resolve Alloc-Dealloc mismatch (#6599)

Let's use std::unique_ptr<float []> instead of std::unique_ptr<float>!

Signed-off-by: Jonghyun Park <jh1302.park@samsung.com>

[moco-tf] TFSqrt Canonicalizer (#6592)

* [moco-tf] TFSqrt Canonicalizer

This will introduce TFSqrt node Canonicalizer

Signed-off-by: SaeHie Park <saehie.park@samsung.com>
* remove unused header

[loco] Forward Type inference (#6607)

This commit introduces type inference for forward node

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[moco-tf] GraphBuilder for TFSqrt (#6581)

* [moco-tf] GraphBuilder for TFSqrt

This will introduce GraphBuilder for TFSqrt to import Sqrt node

Signed-off-by: SaeHie Park <saehie.park@samsung.com>
* rename var

[loco/Service] FixedReshape shape inference (#6594)

This commit introduces shape inference logic of FixedReshape and its
test

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[loco/service] ShapeInferenceRule for multiple dialects (#6587)

* [loco/service] ShapeInferenceRule for multiple dialects

This adds a loco service, a ShapeInferenceRule for multiple dialects.

Signed-off-by: Hyun Sik Yoon <hyunsik.yoon@samsung.com>
* fix typo

* modified include

* add #include <map>

* Remove always true assert

[loco] remove assert cond that is always true in MultiDialectTypeInferenceRule (#6603)

This commit removes  assert cond that is always true in MultiDialectTypeInferenceRule

Signed-off-by: Hyun Sik Yoon <hyunsik.yoon@samsung.com>

[tf2tflite] enable Const_000 (#6598)

This will enable Const_000 that was fixed in exo-tflite

Signed-off-by: SaeHie Park <saehie.park@samsung.com>

[moco-tf] GraphBuilder for TFRsqrt (#6579)

* [moco-tf] GraphBuilder for TFRsqrt

This will introduce GraphBuilder for TFRsqrt to import Rsqrt node

Signed-off-by: SaeHie Park <saehie.park@samsung.com>
* rename var

[loco/Service] FixedReshape type inference (#6595)

This commit introduces type inference of FixedReshape

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[locoex/customop] ShapeInference rule for custom op (#6585)

* [locoex/customop] ShapeInference rule for custom op

This commit adds COpShapeInference rule, which is shape inferring rule for custom op.

Signed-off-by: Hyun Sik Yoon <hyunsik.yoon@samsung.com>
* add TODO

* wrong comment

* remove 'canonical' from comment

* wrong comment again: Type -> Shape

* wrong comment again and again... COP -> COp

[exo-exporter] Remove unused header (#6596)

Let's remove unused header in OperationExporter.cpp

Signed-off-by: Hyun Sik Yoon <hyunsik.yoon@samsung.com>

[moco-tf] Introduce ResolveRedundantReshape transform (#6571)

* [moco-tf] Introduce ResolveRedundantReshape transform

This commit introduces ResolveRedundantReshape transform of canonical
optimize stage.

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>
* Use const arg

* Review fix: fine grained logic

[moco-tf] Introduce TFSquaredDifference IR (#6580)

This will introduce TFSquaredDifference IR and required minimum changes

Signed-off-by: SaeHie Park <saehie.park@samsung.com>

[exo-tflite] Fix buffer export with adding empty (#6576)

* [exo-tflite] Fix buffer export with adding empty

This will add one empty buffer as first buffer to follow TF lite behavior
- This makes unit Const_000 test pass

Signed-off-by: SaeHie Park <saehie.park@samsung.com>
* remove test list change

[moco-tf] Fix missing changed tag (#6583)

This commit fixes missing 'changed' setting on ResolveDuplicateReshape
transform

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[moco-tf] Comment for TFRsqrt IR (#6578)

This will add comment for TFRsqrt IR

Signed-off-by: SaeHie Park <saehie.park@samsung.com>

[locomotiv] EltwiseSqrt (#6532)

* [locomotiv] EltwiseSqrt

This will introduce execution code for EltwiseSqrt node

Signed-off-by: SaeHie Park <saehie.park@samsung.com>
* add test

* update comment

[custom op] api addition (#6219)

* [custom op] Api addition to support custom op registration

Add nnfw_dev.h header with types required to define custom operations

Signed-off-by: Vladimir Plazun <v.plazun@samsung.com>
* Roll back changes to nnfw.h, add separate header for custom kernel development

* format fix

* use limited dim count for typeinfo struct

* remove _t suffix for types

* fix missed _t suffixes for function types

[loco] FixedReshape graph testcase (#6545)

This commit adds graph builder layer and testcase for FixedReshape

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[exo-tflite] Export FixedReshape operation (#6565)

This commit introduces export of FixedReshape operation

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[res] Introduce Softmax testcases (#6562)

* [res] Introduce Softmax testcases

This commit will introduce `Softmax` testcases

Signed-off-by: Seok NamKoong <sk.namkoong@samsung.com>
* remove versions

[xtrace] Hoist loop invariant code (#6566)

Hoist loop invariant code in `benchmark_runner.cc` for readability.

Signed-off-by: Hanjoung Lee <hanjoung.lee@samsung.com>

Make acl_cl KernelGenerator supports NCHW frontend layout (#6552)

This commit makes acl_cl KernelGenerator supports NCHW frontend layout.

Signed-off-by: jiseob.jang <jiseob.jang@samsung.com>

Make acl_neon KernelGenerator supports NCHW frontend layout (#6551)

This commit makes acl_neon KernelGenerator supports NCHW frontend layout.

Signed-off-by: jiseob.jang <jiseob.jang@samsung.com>

[loco] Introduce services for TensorSoftmax (#6564)

This commit will introduce loco services for `TensorSoftmax`

Signed-off-by: Seok NamKoong <sk.namkoong@samsung.com>

[moco-tf] Clear ConcatV2 graph builder (#6547)

This will erase ConcatV2 graph builder implementation to reduce complexity of diff for migration to using VariadicArityNode

Signed-off-by: SaeHie Park <saehie.park@samsung.com>

[moco-tf] Introduce TFSqrt IR (#6553)

This will introduce TFSqrt IR to represent TensorFlow Sqrt node and required minimum implementation

Signed-off-by: SaeHie Park <saehie.park@samsung.com>

[mir_onnx] Remove uses of DropoutOp (#6560)

This operation is a no-op.

Signed-off-by: Sergei Barannikov <s.barannikov@samsung.com>

[mir2loco] Support Softmax operation in transformer (#6575)

* Added SoftmaxOp convertion and test for this

Signed-off-by: Pavel Iliutchenko <p.iliutchenk@samsung.com>

[mir2loco] Support Mul operation in transformer (#6573)

* Added MulOp convertion and test for this

Signed-off-by: Pavel Iliutchenko <p.iliutchenk@samsung.com>

[mir_onnx] Fix output name for softbackend (#6572)

* Setting empty output node name

Signed-off-by: Pavel Iliutchenko <p.iliutchenk@samsung.com>

[mir] Introduce data format (#6570)

* Add `DataFormat` enum class.
* Use it in convolutional and pooling operations.

Signed-off-by: Sergei Barannikov <s.barannikov@samsung.com>

[mir_caffe2] Remove uses of DropoutOp (#6561)

This operation is a no-op.

Signed-off-by: Sergei Barannikov <s.barannikov@samsung.com>

[mir_caffe] Remove uses of DropoutOp (#6558)

This operation is a no-op.

Signed-off-by: Sergei Barannikov <s.barannikov@samsung.com>

[nnc] Remove uses of DropoutOp (#6556)

This operation is a no-op.

Signed-off-by: Sergei Barannikov <s.barannikov@samsung.com>

[nnc] Eliminate IVisitor in nnc (#6519)

Eliminate abstract IVisitor uses in nnc componet and use Visitor instead

Signed-off-by: Efimov Alexander <a.efimov@samsung.com>

Don't build nnpackage_run if neurun is not built (#6557)

nnpackage_run is for neurun.
pacl should not try to build nnpackage_run.

Signed-off-by: Sanggyu Lee <sg5.lee@samsung.com>

[loco] Introduce DepthwiseFilterEncode to CanonicalShapeInferenceRule (#6548)

This commit introduces DepthwiseFilterEncode to
CanonicalShapeInferenceRule.

Signed-off-by: seongwoo <sw4670.chae@samsung.com>

[loco/Service] Forward node shape inference (#6542)

This commit implements canonical shape inference for Forward node

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[neurun, nnpackage] Introduce nnpackage_run (#5720)

Initial version of nnpackage.
It supports only `run` with random values.
( store, compare, input are not supported yet. )

Signed-off-by: Sanggyu Lee <sg5.lee@samsung.com>

Make acl_cl KernelGenerator supports NCHW frontend layout (#6544)

This commit makes acl_cl KernelGenerator supports NCHW frontend layout.

Signed-off-by: jiseob.jang <jiseob.jang@samsung.com>

[loco] Remove "shape" setter from Push class (#6527)

This commit removes deprecated "shape" setter from Push class.

Signed-off-by: Jonghyun Park <jh1302.park@samsung.com>

[moco-tf] Clear ConcatV2 Canonicalizer (#6521)

This will erase ConcatV2 Canonicalier implementation to reduce complexcity of diff for migration to using VariadicArityNode

Signed-off-by: SaeHie Park <saehie.park@samsung.com>

[moco-tf] Turning on the knob for ReorderDecodeTensorBiasAdd (#6535)

This commit turns on the knob for ReorderDecodeTensorBiasAdd

Signed-off-by: Hyun Sik Yoon <hyunsik.yoon@samsung.com>

[exo-tflite] Introduce DepthwiseFilterEncode with exporting as reshape (#6524)

* [exo-tflite] Introduce DepthwiseFilterEncode with exporting as reshape

This commit introcude DepthwiseFilterEncode with exporting as reshape to
exo-tflite.

Signed-off-by: seongwoo <sw4670.chae@samsung.com>
* remove unused function.

* add some comment.

[moco-tf] Use official FixedReshape alias (#6541)

Now loco::FixedReshape alias is official, so this commit starts to use
the alias in moco-tf module.

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[res] TF_SMALL_NET_0015 with 1.0 / Sqrt (#6539)

This will introduce TF_SMALL_NET_0015 model with Sqrt+RealDiv that works like Rsqrt

Signed-off-by: SaeHie Park <saehie.park@samsung.com>

[neurun] Implement nnfw_input/output_tensorinfo (#6530)

nnfw_input_tensorinfo and nnfw_output_tensorinfo are implemented.

Signed-off-by: Sanggyu Lee <sg5.lee@samsung.com>

Apply layout for helper functions converting axis values (#6528)

This commit applies layout for helper functions converting axis values.

Signed-off-by: jiseob.jang <jiseob.jang@samsung.com>

[moco-tf] Clear ConcatV2 fix shape (#6523)

This will erase ConcatV2 fix shape to reduce complexity of diff for migration to using VariadicArityNode

Signed-off-by: SaeHie Park <saehie.park@samsung.com>

[mocotest-tf] Test script runnable from any directory (#6529)

Previously test script partially assumes it runs on WORKDIR, which makes
no harm at all. This commit just explicitly call file path including
WORKDIR to be matched with other lines convention and to be runnable from
any directory.

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>

[loco] Inference service for EltwiseSqrt (#6526)

This will add Shape and Type inference for EltwiseSqrt

Signed-off-by: SaeHie Park <saehie.park@samsung.com>

[neurun] Implement nnfw_input_size and nnfw_output_size (#6495)

* [neurun] Implement nnfw_input_size and nnfw_output_size

This patch implements nnfw_input_size and nnfw_output_size.

Signed-off-by: Sanggyu Lee <sg5.lee@samsung.com>
* [neurun] Update int to uint32_t for input/output_size

This patch updates int to uint32_t for input/output_size.

Signed-off-by: Sanggyu Lee <sg5.lee@samsung.com>

Set lcov's gcov-tool param (#6525)

For cross build, set lcov's gcov-tool by GCOV_PATH environment variable. Default is gcov (native build).
nnfw's gen-coverage-report has same feature

Signed-off-by: Hyeongseok Oh <hseok82.oh@samsung.com>