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authorAdnan AlSinan <adnan.alsinan@arm.com>2023-10-06 19:07:48 +0100
committerAdnan AlSinan <adnan.alsinan@arm.com>2023-10-10 10:33:15 +0000
commitd9c1d44185e4fea72ce4d37d76021237fe64eeaf (patch)
tree3b9f569f2286cfd91c9370fe6cef094779fc460b /arm_compute
parent0b72aa4b2abdba7ab48aaa8a45c624ba1e27a411 (diff)
downloadComputeLibrary-d9c1d44185e4fea72ce4d37d76021237fe64eeaf.tar.gz
Port MatMul to Dynamic Fusion + CKW boilerplate code
- Port Matmaul to to Dynamic Fusion. - Prepare a CKW boilerplate code. - Implement the following classes: - MatMulAttributes - GPUMatMulSettings - GpuMatMul - ClComponentMatMul - GpuCkwMatMul Signed-off-by: Adnan AlSinan <adnan.alsinan@arm.com> Change-Id: I5a7c183b293973e8a4233b554b2affe0bb28f44d Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/10453 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Jakub Sujak <jakub.sujak@arm.com> Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'arm_compute')
-rw-r--r--arm_compute/dynamic_fusion/sketch/attributes/MatMulAttributes.h62
-rw-r--r--arm_compute/dynamic_fusion/sketch/gpu/operators/GpuMatMul.h132
2 files changed, 194 insertions, 0 deletions
diff --git a/arm_compute/dynamic_fusion/sketch/attributes/MatMulAttributes.h b/arm_compute/dynamic_fusion/sketch/attributes/MatMulAttributes.h
new file mode 100644
index 0000000000..fc512e9ff9
--- /dev/null
+++ b/arm_compute/dynamic_fusion/sketch/attributes/MatMulAttributes.h
@@ -0,0 +1,62 @@
+/*
+ * 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 ACL_ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_ATTRIBUTES_MATMULATTRIBUTES_H
+#define ACL_ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_ATTRIBUTES_MATMULATTRIBUTES_H
+
+#include "arm_compute/core/Types.h"
+
+namespace arm_compute
+{
+namespace experimental
+{
+namespace dynamic_fusion
+{
+/** Attributes are backend-agnostic parameters (in addition to the input/output tensors) of an operator.
+ */
+
+/** MatMul attributes */
+class MatMulAttributes
+{
+public:
+ /* Get adjoint LHS flag value (transpose LHS before multiplication) */
+ bool adj_lhs() const;
+
+ /* Get adjoint RHS flag value (transpose RHS before multiplication) */
+ bool adj_rhs() const;
+
+ /* Set adjoint LHS flag value (transpose LHS before multiplication) */
+ MatMulAttributes adj_lhs(bool adj_lhs);
+
+ /* Set adjoint RHS flag value (transpose RHS before multiplication) */
+ MatMulAttributes adj_rhs(bool adj_rhs);
+
+private:
+ bool _adj_lhs{false};
+ bool _adj_rhs{false};
+};
+} // namespace dynamic_fusion
+} // namespace experimental
+} // namespace arm_compute
+
+#endif // ACL_ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_ATTRIBUTES_MATMULATTRIBUTES_H
diff --git a/arm_compute/dynamic_fusion/sketch/gpu/operators/GpuMatMul.h b/arm_compute/dynamic_fusion/sketch/gpu/operators/GpuMatMul.h
new file mode 100644
index 0000000000..6ba5b1db93
--- /dev/null
+++ b/arm_compute/dynamic_fusion/sketch/gpu/operators/GpuMatMul.h
@@ -0,0 +1,132 @@
+/*
+ * 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 ACL_ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_GPU_OPERATORS_GPUMATMUL_H
+#define ACL_ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_GPU_OPERATORS_GPUMATMUL_H
+
+#include "arm_compute/core/Error.h"
+#include "arm_compute/core/KernelDescriptors.h"
+#include "arm_compute/dynamic_fusion/sketch/attributes/MatMulAttributes.h"
+
+namespace arm_compute
+{
+namespace experimental
+{
+namespace dynamic_fusion
+{
+/** Forward declaration */
+class GpuWorkloadContext;
+class GpuWorkloadSketch;
+
+/** Operator backend specific settings
+*/
+class GpuMatMulSettings
+{
+public:
+ /** Set N0: number of columns processed by each work-item */
+ GpuMatMulSettings &n0(int n0);
+ /** Get N0: number of columns processed by each work-item */
+ int n0() const;
+
+ /** Set M0: number of rows processed by each work-item */
+ GpuMatMulSettings &m0(int m0);
+ /** Get M0: number of rows processed by each work-item */
+ int m0() const;
+
+ /** Set K0: number of inner accumulations */
+ GpuMatMulSettings &k0(int k0);
+ /** Get K0: number of inner accumulations */
+ int k0() const;
+
+private:
+ int _n0{0}; /**< Number of columns processed by each work-item */
+ int _m0{0}; /**< Number of rows processed by each work-item */
+ int _k0{0}; /**< Number of inner accumulations */
+};
+
+/** Operator interface. */
+class GpuMatMul final
+{
+public:
+ /* Attributes are a set of backend-agnostic parameters that define what an operator does */
+ using Attributes = MatMulAttributes;
+ /* Settings are a set of backend-specific parameters that influence the implementation of a operator */
+ using Settings = GpuMatMulSettings;
+
+ /* Create an operator and fuse it into the workload sketch.
+ * @note If @ref validate_op() fails, the creation also fails and may throw an error.
+ * @note If @ref validate_op() fails, @p sketch remains unchanged and valid.
+ *
+ * Valid data type configurations:
+ * |LHS |RHS |dst |
+ * |:--------------|:--------------|:--------------|
+ * |F16 |F16 |F16 |
+ * |F32 |F32 |F32 |
+ *
+ *
+ * @param[in,out] sketch Workload sketch into which the operator will be fused
+ * @param[in] lhs Input tensor info for the LHS matrix. Data type supported: F32/F16. Dimensions above 2 are collapsed onto dimension 2 and represent the batch.
+ * @param[in] rhs Input tensor info for the RHS matrix. Data type supported: same as @p lhs. Dimensions above 2 are collapsed onto dimension 2 and represent the batch.
+ * @param[in] attributes Operator attributes
+ * @param[in] settings Operator settings
+ *
+ * @return Pointer for the destination tensor info
+ */
+ static ITensorInfo *create_op(GpuWorkloadSketch &sketch,
+ ITensorInfo *lhs,
+ ITensorInfo *rhs,
+ const Attributes &attributes,
+ const Settings &settings);
+
+ /* Check if the operator configuration is supported, irrespective of fusion
+ *
+ * @param[in] context Workload context within which the operator is running
+ * @param[in] lhs Input tensor info for the LHS matrix.
+ * @param[in] rhs Input tensor info for the RHS matrix.
+ * @param[in] attributes Operator attributes
+ * @param[in] settings Operator settings
+ *
+ * @return Status
+ */
+ static Status is_supported_op(const GpuWorkloadContext &context,
+ const ITensorInfo *lhs,
+ const ITensorInfo *rhs,
+ const Attributes &attributes,
+ const Settings &settings);
+
+ /* Check if the operator configuration is supported and if it can be fused into the workload sketch.
+ *
+ * Parameters are similar to @ref GpuMatMul::create_op()
+ *
+ * @return Status
+ */
+ static Status validate_op(const GpuWorkloadSketch &sketch,
+ const ITensorInfo *lhs,
+ const ITensorInfo *rhs,
+ const Attributes &attributes,
+ const Settings &settings);
+};
+} // namespace dynamic_fusion
+} // namespace experimental
+} // namespace arm_compute
+#endif // ACL_ARM_COMPUTE_DYNAMIC_FUSION_SKETCH_GPU_OPERATORS_GPUMATMUL_H