Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

DML EP RoiAlign-16 #15812

Merged
merged 16 commits into from
May 10, 2023
Merged

DML EP RoiAlign-16 #15812

Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
16 commits
Select commit Hold shift + click to select a range
f80ccf7
roialign
Apr 27, 2023
129fc79
roi align test
May 1, 2023
16ec555
coordinate transform tests
May 4, 2023
00911f9
Merge remote-tracking branch 'origin/main' into user/linneamay/roi-al…
May 4, 2023
3a7532c
Apply suggestions from code review
fdwr May 5, 2023
74cf5c3
PR comments
May 5, 2023
e2b7f66
Merge branch 'user/linneamay/roi-align-16' of https://github.com/micr…
May 5, 2023
03b32b8
Apply suggestions from code review
fdwr May 5, 2023
dad6f2f
half-pixel test
May 5, 2023
8d2b2fe
Merge branch 'user/linneamay/roi-align-16' of https://github.com/micr…
May 5, 2023
7841491
comment
May 5, 2023
523cc3b
skip broken onnx test
May 8, 2023
7715543
filter
May 9, 2023
f1224c6
Merge branch 'main' of https://github.com/microsoft/onnxruntime
May 9, 2023
109f81d
Merge branch 'user/linneamay/roi-align-16' of https://github.com/micr…
May 9, 2023
3250a02
add docs
May 9, 2023
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
3 changes: 2 additions & 1 deletion docs/OperatorKernels.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -1102,7 +1102,8 @@ Do not modify directly.*
|||11+|**T1** = tensor(float), tensor(float16)<br/> **T2** = tensor(float), tensor(float16)|
|||10+|**T** = tensor(float), tensor(float16)|
|ReverseSequence|*in* input:**T**<br> *in* sequence_lens:**tensor(int64)**<br> *out* Y:**T**|10+|**T** = tensor(bool), tensor(double), tensor(float), tensor(float16), tensor(int16), tensor(int32), tensor(int64), tensor(int8), tensor(uint16), tensor(uint32), tensor(uint64), tensor(uint8)|
|RoiAlign|*in* X:**T1**<br> *in* rois:**T1**<br> *in* batch_indices:**T2**<br> *out* Y:**T1**|10+|**T1** = tensor(float), tensor(float16)<br/> **T2** = tensor(int32), tensor(int64)|
|RoiAlign|*in* X:**T1**<br> *in* rois:**T1**<br> *in* batch_indices:**T2**<br> *out* Y:**T1**|16+|**T1** = tensor(float), tensor(float16)<br/> **T2** = tensor(int32), tensor(int64)|
|||10+|**T1** = tensor(float), tensor(float16)<br/> **T2** = tensor(int32), tensor(int64)|
|Round|*in* X:**T**<br> *out* Y:**T**|11+|**T** = tensor(float), tensor(float16)|
|STFT|*in* signal:**T1**<br> *in* frame_step:**T2**<br> *in* window:**T1**<br> *in* frame_length:**T2**<br> *out* output:**T1**|17+|**T1** = tensor(float), tensor(float16)<br/> **T2** = tensor(int32), tensor(int64)|
|ScaledTanh|*in* input:**T**<br> *out* output:**T**|1+|**T** = tensor(float), tensor(float16)|
Expand Down
18 changes: 16 additions & 2 deletions onnxruntime/core/providers/dml/DmlExecutionProvider/src/Operators/DmlOperatorRoiAlign.cpp
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -29,14 +29,25 @@ class DmlOperatorRegionOfInterestAlign : public DmlOperator, public RoiAlignHelp
{"max", DML_REDUCE_FUNCTION_MAX},
{"avg", DML_REDUCE_FUNCTION_AVERAGE},
};

constexpr NameAndIndex coordinateTransformationModes[] =
{
{"half_pixel", 0},
{"output_half_pixel", 1},
};

std::string coordinateTransformationMode = kernelCreationContext.GetOptionalAttribute<std::string>(AttrName::CoordinateTransformationMode, "half_pixel");
auto optionalCoordinateTransformationModeValue = TryMapStringToIndex(coordinateTransformationMode, coordinateTransformationModes);
const std::string mode = kernelCreationContext.GetOptionalAttribute<std::string>(AttrName::Mode, "avg");
const auto optionalReductionFunction = TryMapStringToIndex<DML_REDUCE_FUNCTION>(mode, mapping);
const float spatialScale = kernelCreationContext.GetOptionalAttribute<float>(AttrName::SpatialScale, 1.0f);
const int32_t samplesPerOutput = kernelCreationContext.GetOptionalAttribute<int32_t>(AttrName::SamplingRatio, 0u);
ML_CHECK_VALID_ARGUMENT(samplesPerOutput >= 0, "sampling_ratio must be 0 or positive.");
ML_CHECK_VALID_ARGUMENT(!!optionalReductionFunction, "Unsupported RoiAlign mode.");
ML_CHECK_VALID_ARGUMENT(!!optionalCoordinateTransformationModeValue, "Unsupported RoiAlign coordinate_transformation_mode.");


DML_ROI_ALIGN_OPERATOR_DESC operatorDesc = {};
DML_ROI_ALIGN1_OPERATOR_DESC operatorDesc = {};
operatorDesc.InputTensor = &inputDescs[0];
operatorDesc.ROITensor = &inputDescs[1];
operatorDesc.BatchIndicesTensor = &inputDescs[2];
Expand All @@ -48,12 +59,15 @@ class DmlOperatorRegionOfInterestAlign : public DmlOperator, public RoiAlignHelp
operatorDesc.MaximumSamplesPerOutput = (samplesPerOutput == 0) ? UINT32_MAX : samplesPerOutput;
operatorDesc.ReductionFunction = *optionalReductionFunction;
operatorDesc.InterpolationMode = DML_INTERPOLATION_MODE_LINEAR;
DML_OPERATOR_DESC opDesc = { DML_OPERATOR_ROI_ALIGN, &operatorDesc };
operatorDesc.InputPixelOffset = (*optionalCoordinateTransformationModeValue == 0)? 0.5f : 0.0f;
operatorDesc.OutputPixelOffset = -0.5f;
DML_OPERATOR_DESC opDesc = { DML_OPERATOR_ROI_ALIGN1, &operatorDesc };

SetDmlOperatorDesc(opDesc, kernelCreationContext);
}
};

DML_OP_DEFINE_CREATION_FUNCTION(RoiAlign10, VersionedKernel<DmlOperatorRegionOfInterestAlign, 10>);
DML_OP_DEFINE_CREATION_FUNCTION(RoiAlign16, VersionedKernel<DmlOperatorRegionOfInterestAlign, 16>);

} // namespace Dml
6 changes: 4 additions & 2 deletions onnxruntime/core/providers/dml/DmlExecutionProvider/src/Operators/OperatorRegistration.cpp
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -206,6 +206,7 @@ DML_OP_EXTERN_CREATION_FUNCTION(LpPool);
DML_OP_EXTERN_CREATION_FUNCTION(GlobalLpPool);
DML_OP_EXTERN_CREATION_FUNCTION(MaxRoiPool);
DML_OP_EXTERN_CREATION_FUNCTION(RoiAlign10);
DML_OP_EXTERN_CREATION_FUNCTION(RoiAlign16);
DML_OP_EXTERN_CREATION_FUNCTION(InstanceNormalization);
DML_OP_EXTERN_CREATION_FUNCTION(BatchNormalization);
DML_OP_EXTERN_CREATION_FUNCTION(BatchNormalization15);
Expand Down Expand Up @@ -551,6 +552,7 @@ constexpr static OperatorRegistrationInformation operatorRegistrationInformation
{REG_INFO( 7, GlobalLpPool, typeNameListDefault, supportedTypeListFloat16to32, DmlGraphSupport::Supported)},
{REG_INFO( 7, MaxRoiPool, typeNameListDefault, supportedTypeListFloat16to32, DmlGraphSupport::Supported)},
{REG_INFO_VER( 10, RoiAlign, typeNameListTwo, supportedTypeListRoiAlign, DmlGraphSupport::Supported)},
{REG_INFO_VER( 16, RoiAlign, typeNameListTwo, supportedTypeListRoiAlign, DmlGraphSupport::Supported)},
{REG_INFO( 7, InstanceNormalization, typeNameListDefault, supportedTypeListFloat16to32, DmlGraphSupport::Supported)},
{REG_INFO( 7, BatchNormalization, typeNameListDefault, supportedTypeListFloat16to32, DmlGraphSupport::Supported)},
{REG_INFO( 9, BatchNormalization, typeNameListDefault, supportedTypeListFloat16to32, DmlGraphSupport::Supported)}, // v9 just removes 'spatial' attribute.
Expand Down Expand Up @@ -807,10 +809,10 @@ constexpr static OperatorRegistrationInformation operatorRegistrationInformation
{REG_INFO( 13, Relu, typeNameListDefault, supportedTypeListFloat16to32, DmlGraphSupport::Supported)},
{REG_INFO( 14, Relu, typeNameListDefault, supportedTypeListFloat16to32SignedInts8to32, DmlGraphSupport::Supported)},
{REG_INFO( 7, LeakyRelu, typeNameListDefault, supportedTypeListFloat16to32, DmlGraphSupport::Supported)},
{REG_INFO( 16, LeakyRelu, typeNameListDefault, supportedTypeListFloat16to32, DmlGraphSupport::Supported)},
{REG_INFO( 16, LeakyRelu, typeNameListDefault, supportedTypeListFloat16to32, DmlGraphSupport::Supported)}, // bfloat added to T in 16
{REG_INFO( 7, PRelu, typeNameListDefault, supportedTypeListFloat16to32, DmlGraphSupport::Supported)},
{REG_INFO( 9, PRelu, typeNameListDefault, supportedTypeListFloat16to32SignedInts8to32, DmlGraphSupport::Supported)},
{REG_INFO( 16, PRelu, typeNameListDefault, supportedTypeListFloat16to32SignedInts8to32, DmlGraphSupport::Supported)},
{REG_INFO( 16, PRelu, typeNameListDefault, supportedTypeListFloat16to32SignedInts8to32, DmlGraphSupport::Supported)}, // bfloat added to T in 16
{REG_INFO( 7, ThresholdedRelu, typeNameListDefault, supportedTypeListFloat16to32, DmlGraphSupport::Supported)},
{REG_INFO( 10, ThresholdedRelu, typeNameListDefault, supportedTypeListFloat16to32, DmlGraphSupport::Supported)},
{REG_INFO( 7, Elu, typeNameListDefault, supportedTypeListFloat16to32, DmlGraphSupport::Supported)},
Expand Down
1 change: 1 addition & 0 deletions onnxruntime/core/providers/dml/OperatorAuthorHelper/OperatorHelper.h
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -1449,6 +1449,7 @@ using ShapeInferenceHelper_LpPool = PoolingHelper;
using ShapeInferenceHelper_GlobalLpPool = GlobalPoolingHelper;
using ShapeInferenceHelper_MaxRoiPool = RoiPoolingHelper;
using ShapeInferenceHelper_RoiAlign10 = VersionedOpsetHelper<RoiAlignHelper, 10>;
using ShapeInferenceHelper_RoiAlign16 = VersionedOpsetHelper<RoiAlignHelper, 16>;
using ShapeInferenceHelper_InstanceNormalization = GetOutputShapeAsInputShapeHelper;
using ShapeInferenceHelper_BatchNormalization = GetOutputShapeAsInputShapeHelper;
using ShapeInferenceHelper_BatchNormalization15 = BatchNormalizationHelper;
Expand Down
1 change: 1 addition & 0 deletions onnxruntime/core/providers/dml/OperatorAuthorHelper/OperatorVersions.h
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -381,6 +381,7 @@ namespace OperatorHelper
static const int sc_sinceVer_LessOrEqual = 16;
static const int sc_sinceVer_ScatterND = 16;
static const int sc_sinceVer_ScatterElements = 16;
static const int sc_sinceVer_RoiAlign = 16;
} // namespace OnnxOperatorSet16

namespace OnnxOperatorSet17
Expand Down
1 change: 1 addition & 0 deletions onnxruntime/test/onnx/main.cc
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -800,6 +800,7 @@ select from 'TF8', 'TF16', 'UINT8', 'FLOAT', 'ITENSOR'. \n)");
{"bernoulli_expanded", "By design. Test data is for informational purpose because the generator is non deterministic."},
{"test_roialign_aligned_true", "Opset 16 not supported yet."},
{"test_roialign_aligned_false", "Opset 16 not supported yet."},
{"test_roialign_mode_max", "Onnx roialign mode expected output is incorrect."},
{"test_scatternd_add", "Opset 16 not supported yet."},
{"test_scatternd_multiply", "Opset 16 not supported yet."},
{"test_scatter_elements_with_duplicate_indices", "Opset 16 not supported yet."},
Expand Down
Loading