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authorGunes Bayir <gunes.bayir@arm.com>2023-07-25 22:32:05 +0100
committerGunes Bayir <gunes.bayir@arm.com>2023-08-07 14:05:49 +0000
commit5e842512d1f1f47a61df56556f33625e071704c3 (patch)
treec43a69727673a61862c887659bff8fb6547fc4cc /compute_kernel_writer
parente1c96e7e6dbf5314676fc81831e2ccb34a031ea1 (diff)
downloadComputeLibrary-5e842512d1f1f47a61df56556f33625e071704c3.tar.gz
Add Tensor3dMapper to CKW
In CKW, tensors are assumed to be 3d, except the batch dimension. Tensor3dMapper class defines how an Nd tensor is mapped to 3d. It also provides utility functions to access certain dimensions and the associated strides. Partially Resolves: COMPMID-5791 Signed-off-by: Gunes Bayir <gunes.bayir@arm.com> Change-Id: I17c176220201ff92954ab5808fa1c1f29966d4e9 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9993 Benchmark: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Jakub Sujak <jakub.sujak@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'compute_kernel_writer')
-rw-r--r--compute_kernel_writer/CMakeLists.txt1
-rw-r--r--compute_kernel_writer/include/ckw/types/TensorSamplerTypes.h11
-rw-r--r--compute_kernel_writer/src/ITile.h74
-rw-r--r--compute_kernel_writer/src/Tensor3dMapper.cpp140
-rw-r--r--compute_kernel_writer/src/Tensor3dMapper.h81
-rw-r--r--compute_kernel_writer/src/cl/CLTile.h2
6 files changed, 265 insertions, 44 deletions
diff --git a/compute_kernel_writer/CMakeLists.txt b/compute_kernel_writer/CMakeLists.txt
index 9a97563025..8f896ef35f 100644
--- a/compute_kernel_writer/CMakeLists.txt
+++ b/compute_kernel_writer/CMakeLists.txt
@@ -122,6 +122,7 @@ target_sources(ckw PRIVATE
src/Helpers.cpp
src/Kernel.cpp
src/KernelWriter.cpp
+ src/Tensor3dMapper.cpp
src/TensorInfo.cpp
src/TensorOperand.cpp
src/TensorSampler.cpp
diff --git a/compute_kernel_writer/include/ckw/types/TensorSamplerTypes.h b/compute_kernel_writer/include/ckw/types/TensorSamplerTypes.h
index 347536512e..3a9f4f5722 100644
--- a/compute_kernel_writer/include/ckw/types/TensorSamplerTypes.h
+++ b/compute_kernel_writer/include/ckw/types/TensorSamplerTypes.h
@@ -33,9 +33,9 @@ namespace ckw
// This enum class defines how the dimensions of a 3d tensor is mapped into x,y and z coordianates.
enum class TensorSamplerFormat : int32_t
{
- Unknown = 0,
- D0_D1xD2_1 = 1, // Original dimensions 1 and 2 are collapsed onto y-axis
- D0_D1_D2 = 2 // Original dimensions stays as they're defined. No collapsing.
+ Unknown = 0,
+ Dim0_Dim1xDim2_1 = 1, // Original dimensions 1 and 2 are collapsed onto y-axis
+ Dim0_Dim1_Dim2 = 2 // Original dimensions stays as they're defined. No collapsing.
};
/** Tensor sampler address mode enum class for X dimension
@@ -53,9 +53,8 @@ enum class TensorSamplerFormat : int32_t
enum class TensorSamplerAddressModeX : int32_t
{
Unknown = 0,
- None = 1, // The user guarantees that the coordinate is always in-bound
- OverlappingMin = 2 // (FIXED shapes only) Reduce the load/store length when x == 0 (MIN). The load length will be width % original length
- // Leftover elements can be handled using overlapping. This involves processing some of the elements in the array twice.
+ None = 1,
+ OverlappingMin = 2
};
/**
diff --git a/compute_kernel_writer/src/ITile.h b/compute_kernel_writer/src/ITile.h
index a54fd9b794..b5585abcdf 100644
--- a/compute_kernel_writer/src/ITile.h
+++ b/compute_kernel_writer/src/ITile.h
@@ -21,8 +21,8 @@
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
* SOFTWARE.
*/
-#ifndef COMPUTE_KERNEL_WRITER_SRC_ITILE
-#define COMPUTE_KERNEL_WRITER_SRC_ITILE
+#ifndef CKW_SRC_ITILE
+#define CKW_SRC_ITILE
#include "ckw/TileInfo.h"
@@ -48,40 +48,6 @@ struct TileVariable
TileVariableDescriptor desc{}; /** Tile value descriptor which reports the datatype and vector length */
};
-/** Tile base class.
- * A Tile is a collection of variables (either program variables or constants) used to express a 2D data.
- */
-class ITile
-{
-public:
- virtual ~ITile() = default;
-
- /** Method to get all TileVariable objects
- *
- * @return a vector containing all @ref TileVariable objects
- */
- virtual std::vector<TileVariable> all() const = 0;
-
- /** Method to get the name of the tile.
- *
- * @return the name of the tile
- */
- virtual const std::string &name() const = 0;
-
- /** Method to get the tile info
- *
- * @return the @ref TileInfo
- */
- virtual const TileInfo &info() const = 0;
-
- /** Method to know whether the tile is assignable or not.
- * For example, a constant tile is not assignable.
- *
- * @return true if the tile is assignable
- */
- virtual bool is_assignable() const = 0;
-};
-
/** Interface to provide support for scalar access for a Tile.
*/
class IScalarAccess
@@ -130,6 +96,40 @@ public:
*/
virtual std::vector<int32_t> supported_vector_lengths() const = 0;
};
+
+/** Tile base class.
+ * A Tile is a collection of variables (either program variables or constants) used to express a 2D data.
+ */
+class ITile: public IScalarAccess
+{
+public:
+ virtual ~ITile() = default;
+
+ /** Method to get all TileVariable objects
+ *
+ * @return a vector containing all @ref TileVariable objects
+ */
+ virtual std::vector<TileVariable> all() const = 0;
+
+ /** Method to get the name of the tile.
+ *
+ * @return the name of the tile
+ */
+ virtual const std::string &name() const = 0;
+
+ /** Method to get the tile info
+ *
+ * @return the @ref TileInfo
+ */
+ virtual const TileInfo &info() const = 0;
+
+ /** Method to know whether the tile is assignable or not.
+ * For example, a constant tile is not assignable.
+ *
+ * @return true if the tile is assignable
+ */
+ virtual bool is_assignable() const = 0;
+};
} // namespace ckw
-#endif /* COMPUTE_KERNEL_WRITER_SRC_ITILE */
+#endif /* CKW_SRC_ITILE */
diff --git a/compute_kernel_writer/src/Tensor3dMapper.cpp b/compute_kernel_writer/src/Tensor3dMapper.cpp
new file mode 100644
index 0000000000..60f4f57466
--- /dev/null
+++ b/compute_kernel_writer/src/Tensor3dMapper.cpp
@@ -0,0 +1,140 @@
+/*
+ * Copyright (c) 2023 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+
+#include "Tensor3dMapper.h"
+
+#include "ckw/Error.h"
+#include "ckw/types/TensorSamplerTypes.h"
+#include "src/ITensor.h"
+
+
+namespace ckw
+{
+Tensor3dMapper::Tensor3dMapper(ITensor *tensor, TensorSampler sampler)
+ : _tensor(tensor), _sampler(sampler)
+{
+}
+
+std::string Tensor3dMapper::tensor_component_x() const
+{
+ const TensorSamplerFormat format = _sampler.format();
+ switch(format)
+ {
+ case TensorSamplerFormat::Dim0_Dim1xDim2_1:
+ case TensorSamplerFormat::Dim0_Dim1_Dim2:
+ return _tensor->component(TensorComponentType::Dim0).scalar(0,0).str;
+ default:
+ CKW_THROW_MSG("Unsupported tensor format");
+ return "";
+ }
+}
+
+std::string Tensor3dMapper::tensor_component_y() const
+{
+ const TensorSamplerFormat format = _sampler.format();
+ switch(format)
+ {
+ case TensorSamplerFormat::Dim0_Dim1xDim2_1:
+ return _tensor->component(TensorComponentType::Dim1xDim2).scalar(0,0).str;
+ case TensorSamplerFormat::Dim0_Dim1_Dim2:
+ return _tensor->component(TensorComponentType::Dim1).scalar(0,0).str;
+ default:
+ CKW_THROW_MSG("Unsupported tensor format");
+ return "";
+ }
+}
+
+std::string Tensor3dMapper::tensor_component_z() const
+{
+ const TensorSamplerFormat format = _sampler.format();
+ switch(format)
+ {
+ case TensorSamplerFormat::Dim0_Dim1xDim2_1:
+ return "1";
+ case TensorSamplerFormat::Dim0_Dim1_Dim2:
+ return _tensor->component(TensorComponentType::Dim2).scalar(0,0).str;
+ default:
+ CKW_THROW_MSG("Unsupported tensor format");
+ return "";
+ }
+}
+
+std::string Tensor3dMapper::tensor_component_stride_x() const
+{
+ const TensorSamplerFormat format = _sampler.format();
+ switch(format)
+ {
+ case TensorSamplerFormat::Dim0_Dim1xDim2_1:
+ case TensorSamplerFormat::Dim0_Dim1_Dim2:
+ return _tensor->component(TensorComponentType::Stride0).scalar(0,0).str;
+ default:
+ CKW_THROW_MSG("Unsupported tensor format");
+ return "";
+ }
+}
+
+std::string Tensor3dMapper::tensor_component_stride_y() const
+{
+ const TensorSamplerFormat format = _sampler.format();
+ switch(format)
+ {
+ case TensorSamplerFormat::Dim0_Dim1xDim2_1:
+ case TensorSamplerFormat::Dim0_Dim1_Dim2:
+ return _tensor->component(TensorComponentType::Stride1).scalar(0,0).str;
+ default:
+ CKW_THROW_MSG("Unsupported tensor format");
+ return "";
+ }
+}
+
+std::string Tensor3dMapper::tensor_component_stride_z() const
+{
+ const TensorSamplerFormat format = _sampler.format();
+ switch(format)
+ {
+ case TensorSamplerFormat::Dim0_Dim1xDim2_1:
+ return "0";
+ case TensorSamplerFormat::Dim0_Dim1_Dim2:
+ return _tensor->component(TensorComponentType::Stride2).scalar(0,0).str;
+ default:
+ CKW_THROW_MSG("Unsupported tensor format");
+ return "";
+ }
+}
+
+std::string Tensor3dMapper::tensor_component_stride_batch() const
+{
+ return _tensor->component(TensorComponentType::Stride3).scalar(0,0).str;
+}
+
+TensorSampler Tensor3dMapper::sampler() const
+{
+ return _sampler;
+}
+
+ITensor *Tensor3dMapper::tensor() const
+{
+ return _tensor;
+}
+} // namespace ckw \ No newline at end of file
diff --git a/compute_kernel_writer/src/Tensor3dMapper.h b/compute_kernel_writer/src/Tensor3dMapper.h
new file mode 100644
index 0000000000..1c3856addd
--- /dev/null
+++ b/compute_kernel_writer/src/Tensor3dMapper.h
@@ -0,0 +1,81 @@
+/*
+ * Copyright (c) 2023 Arm Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+
+#ifndef CKW_SRC_TENSOR3DMAPPER_H
+#define CKW_SRC_TENSOR3DMAPPER_H
+
+#include "ckw/TensorSampler.h"
+
+#include <string>
+namespace ckw
+{
+
+class ITensor;
+class TensorSampler;
+
+/** This internal-only class is responsible to map an Nd tensor to a 3d tensor with the
+ * help of TensorSampler object. The aim of the dimensionality reduction is to reduce
+ * the address calculation to:
+ * x + y * stride_y + z * stride_z + offset, where offset is determined by the batch.
+ */
+class Tensor3dMapper
+{
+public:
+ /** Constructor */
+ Tensor3dMapper(ITensor *tensor, TensorSampler sampler);
+
+ /** Get dimension x as string */
+ std::string tensor_component_x() const;
+
+ /** Get dimension y as string */
+ std::string tensor_component_y() const;
+
+ /** Get dimension z as string */
+ std::string tensor_component_z() const;
+
+ /** Get stride for dimension x as string */
+ std::string tensor_component_stride_x() const;
+
+ /** Get stride for dimension y as string */
+ std::string tensor_component_stride_y() const;
+
+ /** Get stride for dimension z as string */
+ std::string tensor_component_stride_z() const;
+
+ /** Get stride for batch dimension as string */
+ std::string tensor_component_stride_batch() const;
+
+ /** Get the tensor sampler */
+ TensorSampler sampler() const;
+
+ /** Get the associated tensor */
+ ITensor *tensor() const;
+
+private:
+ ITensor *_tensor;
+ TensorSampler _sampler;
+};
+} // namespace ckw
+
+#endif /* CKW_SRC_TENSOR3DMAPPER_H */
diff --git a/compute_kernel_writer/src/cl/CLTile.h b/compute_kernel_writer/src/cl/CLTile.h
index 46af4de364..1fb0fc9dbe 100644
--- a/compute_kernel_writer/src/cl/CLTile.h
+++ b/compute_kernel_writer/src/cl/CLTile.h
@@ -33,7 +33,7 @@ namespace ckw
class TileInfo;
/** OpenCL specific tile */
-class CLTile : public ITile, public IVectorAccess, public IScalarAccess
+class CLTile : public ITile, public IVectorAccess
{
public:
/** Initialize a new instance of @ref CLTile class for variable tile.