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mlir/test/mlir-miopen-driver/conv2d_harness_yxkc_hwnc_hwnk.mlir
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| // RUN: mlir-miopen-driver -p --host %s | FileCheck %s --check-prefix=HARNESS | ||
| // RUN: mlir-miopen-driver -pc --host %s | FileCheck %s --check-prefix=LOWERING | ||
| // RUN: mlir-miopen-driver -p -fil_layout=yxkc -in_layout=hwnc -out_layout=hwnk -c --host %s | mlir-rocm-runner --shared-libs=%rocm_wrapper_library_dir/librocm-runtime-wrappers%shlibext,%linalg_test_lib_dir/libmlir_runner_utils%shlibext --entry-point-result=void | FileCheck %s --check-prefix=E2E | ||
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| func @conv2d(%filter : memref<3x3x128x8xf32>, %input : memref<32x32x128x8xf32>, %output : memref<30x30x128x128xf32>) { | ||
| // Convolution host-side logic would be populated here. | ||
| return | ||
| } | ||
| // HARNESS: module | ||
| // HARNESS: func @conv2d([[FILTER_MEMREF:%.*]]: memref<3x3x128x8xf32>, [[INPUT_MEMREF:%.*]]: memref<32x32x128x8xf32>, [[OUTPUT_MEMREF:%.*]]: memref<30x30x128x128xf32>) | ||
| // LOWERING: module | ||
| // LOWERING: func @conv2d([[FILTER_MEMREF:%.*]]: memref<3x3x128x8xf32>, [[INPUT_MEMREF:%.*]]: memref<32x32x128x8xf32>, [[OUTPUT_MEMREF:%.*]]: memref<30x30x128x128xf32>) | ||
| // LOWERING: "gpu.launch_func"(%{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, %{{.*}}, [[FILTER_MEMREF]], [[INPUT_MEMREF]], [[OUTPUT_MEMREF]]) {kernel = @miopen_kernel_module::@miopen_conv2d_kcyx_nchw_nkhw} : (index, index, index, index, index, index, memref<3x3x128x8xf32>, memref<32x32x128x8xf32>, memref<30x30x128x128xf32>) -> () | ||
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| func @main() { | ||
| // allocate CPU memory. | ||
| %0 = alloc() : memref<3x3x128x8xf32> | ||
| %1 = alloc() : memref<32x32x128x8xf32> | ||
| %2 = alloc() : memref<30x30x128x128xf32> | ||
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| %3 = memref_cast %0 : memref<3x3x128x8xf32> to memref<?x?x?x?xf32> | ||
| %4 = memref_cast %1 : memref<32x32x128x8xf32> to memref<?x?x?x?xf32> | ||
| %5 = memref_cast %2 : memref<30x30x128x128xf32> to memref<?x?x?x?xf32> | ||
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| // populate initial values. | ||
| %cst = constant 1.0 : f32 | ||
| %cst0 = constant 0.0 : f32 | ||
| call @mcpuMemset4DFloat(%3, %cst) : (memref<?x?x?x?xf32>, f32) -> () | ||
| call @mcpuMemset4DFloat(%4, %cst) : (memref<?x?x?x?xf32>, f32) -> () | ||
| call @mcpuMemset4DFloat(%5, %cst0) : (memref<?x?x?x?xf32>, f32) -> () | ||
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| // allocate GPU memory. | ||
| %6 = call @mgpuMemAlloc4DFloat(%3) : (memref<?x?x?x?xf32>) -> (memref<?x?x?x?xf32>) | ||
| %7 = call @mgpuMemAlloc4DFloat(%4) : (memref<?x?x?x?xf32>) -> (memref<?x?x?x?xf32>) | ||
| %8 = call @mgpuMemAlloc4DFloat(%5) : (memref<?x?x?x?xf32>) -> (memref<?x?x?x?xf32>) | ||
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| // copy direction constants. | ||
| %cst_h2d = constant 1 : i32 | ||
| %cst_d2h = constant 2 : i32 | ||
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| // transfer data CPU -> GPU. | ||
| call @mgpuMemCopy4DFloat(%3, %6, %cst_h2d) : (memref<?x?x?x?xf32>, memref<?x?x?x?xf32>, i32) -> () | ||
| call @mgpuMemCopy4DFloat(%4, %7, %cst_h2d) : (memref<?x?x?x?xf32>, memref<?x?x?x?xf32>, i32) -> () | ||
| call @mgpuMemCopy4DFloat(%5, %8, %cst_h2d) : (memref<?x?x?x?xf32>, memref<?x?x?x?xf32>, i32) -> () | ||
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| // launch kernel. | ||
| %filter = memref_cast %6 : memref<?x?x?x?xf32> to memref<3x3x128x8xf32> | ||
| %input = memref_cast %7 : memref<?x?x?x?xf32> to memref<32x32x128x8xf32> | ||
| %output = memref_cast %8 : memref<?x?x?x?xf32> to memref<30x30x128x128xf32> | ||
| call @conv2d(%filter, %input, %output) : (memref<3x3x128x8xf32>, memref<32x32x128x8xf32>, memref<30x30x128x128xf32>) -> () | ||
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| // transfer data GPU -> CPU. | ||
| call @mgpuMemCopy4DFloat(%8, %5, %cst_d2h) : (memref<?x?x?x?xf32>, memref<?x?x?x?xf32>, i32) -> () | ||
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| // verify result. | ||
| // TBD. Add more verifying logic. | ||
| %9 = memref_cast %5 : memref<?x?x?x?xf32> to memref<*xf32> | ||
| call @print_memref_f32(%9) : (memref<*xf32>) -> () | ||
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| // dellocate GPU memory. | ||
| call @mgpuMemDealloc4DFloat(%6) : (memref<?x?x?x?xf32>) -> () | ||
| call @mgpuMemDealloc4DFloat(%7) : (memref<?x?x?x?xf32>) -> () | ||
| call @mgpuMemDealloc4DFloat(%8) : (memref<?x?x?x?xf32>) -> () | ||
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| // deallocate CPU memory. | ||
| dealloc %0 : memref<3x3x128x8xf32> | ||
| dealloc %1 : memref<32x32x128x8xf32> | ||
| dealloc %2 : memref<30x30x128x128xf32> | ||
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| return | ||
| } | ||
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| func @mcpuMemset4DFloat(%ptr : memref<?x?x?x?xf32>, %value: f32) -> () | ||
| func @mgpuMemAlloc4DFloat(%ptr : memref<?x?x?x?xf32>) -> (memref<?x?x?x?xf32>) | ||
| func @mgpuMemDealloc4DFloat(%ptr : memref<?x?x?x?xf32>) -> () | ||
| func @mgpuMemCopy4DFloat(%src : memref<?x?x?x?xf32>, %dst : memref<?x?x?x?xf32>, %dir : i32) -> () | ||
| func @print_memref_f32(%ptr : memref<*xf32>) | ||
| // LOWERING: gpu.module @miopen_kernel_module | ||
| // LOWERING: gpu.func @miopen_conv2d_kcyx_nchw_nkhw | ||
| // TBD. Add more verifying logic. | ||
| // E2E: Unranked Memref base@ = 0x{{.*}} rank = 4 offset = 0 sizes = [30, 30, 128, 128] strides = [491520, 16384, 128, 1] data = |