Basic operator to execute BatchMatMul on OpenCL. This operator calls the following OpenCL kernels: * * -# @ref kernels::ClMatMulNativeKernel */
| 41 | * -# @ref kernels::ClMatMulNativeKernel |
| 42 | */ |
| 43 | class ClMatMul : public IClOperator |
| 44 | { |
| 45 | public: |
| 46 | /** Constructor */ |
| 47 | ClMatMul(); |
| 48 | /** Default destructor */ |
| 49 | ~ClMatMul() = default; |
| 50 | /** Initialise the kernel's inputs and output |
| 51 | * |
| 52 | * Valid data layouts: |
| 53 | * - All |
| 54 | * |
| 55 | * Valid data type configurations: |
| 56 | * |lhs |rhs |dst | |
| 57 | * |:--------------|:--------------|:--------------| |
| 58 | * |F32 |F32 |F32 | |
| 59 | * |F16 |F16 |F16 | |
| 60 | * |QASYMM8_SIGNED |QASYMM8_SIGNED |QASYMM8_SIGNED | |
| 61 | * |QASYMM8 |QASYMM8 |QASYMM8 | |
| 62 | * |
| 63 | * @note BatchMatMul: Batched Matrix Multiply - [A * B], Multiplies all slices (slice is an element of a batch) of Tensors A and B |
| 64 | * and stores the result in the dst tensor of the same batch size. |
| 65 | * Batch here is number of slices from A and B multiplied at a time, do not confuse with the batch dimension 'N' of NHWC/NCHW |
| 66 | * For NHWC for example: the batch is the higher dimensions H * N, and in general it is H * all higher dimensions. |
| 67 | * @note All tensors must have the same data type. |
| 68 | * |
| 69 | * @param[in] compile_context The compile context to be used. |
| 70 | * @param[in] lhs Left-hand side tensor info. Data types supported: F16/F32/QASYMM8_SIGNED/QASYMM8. |
| 71 | * @param[in] rhs Right-hand side tensor info. Data types supported: same as @p lhs. |
| 72 | * @param[out] dst Output tensor to store the result of the batched matrix multiplication. Data types supported: same as @p lhs. |
| 73 | * @param[in] matmul_info Contains MatMul operation information described in @ref MatMulInfo. |
| 74 | * @param[in] act_info Class containing information about fused activation function. |
| 75 | */ |
| 76 | void configure(const CLCompileContext &compile_context, |
| 77 | ITensorInfo *lhs, |
| 78 | ITensorInfo *rhs, |
| 79 | ITensorInfo *dst, |
| 80 | const MatMulInfo &matmul_info, |
| 81 | const ActivationLayerInfo &act_info = ActivationLayerInfo()); |
| 82 | /** Static function to check if given info will lead to a valid configuration |
| 83 | * |
| 84 | * Similar to @ref ClMatMul::configure() |
| 85 | * |
| 86 | * @return a status |
| 87 | */ |
| 88 | static Status validate(const ITensorInfo *lhs, |
| 89 | const ITensorInfo *rhs, |
| 90 | const ITensorInfo *dst, |
| 91 | const MatMulInfo &matmul_info, |
| 92 | const ActivationLayerInfo &act_info = ActivationLayerInfo()); |
| 93 | // Inherited methods overridden: |
| 94 | void run(ITensorPack &tensors) override; |
| 95 | |
| 96 | private: |
| 97 | std::unique_ptr<opencl::IClKernel> _matmul_kernel{nullptr}; |
| 98 | }; |
| 99 | } // namespace opencl |
| 100 | } // namespace arm_compute |
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