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| 1 | +// RUN: gc-opt %s -early-dispatch-microkernel -convert-microkernel-to-dnnl-func -merge-branch-microkernel-context -split-input-file | FileCheck %s |
| 2 | + |
| 3 | +#map = affine_map<(d0, d1) -> (d0, d1)> |
| 4 | +module { |
| 5 | + func.func @simple_brgemm() { |
| 6 | + %c0_i64 = arith.constant 0 : i64 |
| 7 | + %c0_index = arith.constant 0 : index |
| 8 | + %c1_index = arith.constant 1 : index |
| 9 | + %c4_index = arith.constant 4 : index |
| 10 | + %c8_index = arith.constant 8 : index |
| 11 | + %c16_i64 = arith.constant 16 : i64 |
| 12 | + %cst = arith.constant 0.000000e+00 : f32 |
| 13 | + %alloc = memref.alloc() {alignment = 64 : i64} : memref<4x16x32x32xbf16> |
| 14 | + %alloc_0 = memref.alloc() {alignment = 64 : i64} : memref<8x16x16x32x2xbf16> |
| 15 | + %alloc_1 = memref.alloc() {alignment = 64 : i64} : memref<4x8x32x32xf32> |
| 16 | + scf.for %arg0 = %c0_index to %c4_index step %c1_index { |
| 17 | + scf.for %arg1 = %c0_index to %c8_index step %c1_index { |
| 18 | + %alloc_3 = memref.alloc() {alignment = 64 : i64} : memref<32x32xf32> |
| 19 | + linalg.fill ins(%cst : f32) outs(%alloc_3 : memref<32x32xf32>) |
| 20 | + %subview = memref.subview %alloc[%arg0, 0, 0, 0] [1, 16, 32, 32] [1, 1, 1, 1] : memref<4x16x32x32xbf16> to memref<16x32x32xbf16, strided<[1024, 32, 1], offset: ?>> |
| 21 | + %subview_4 = memref.subview %alloc_0[%arg1, 0, 0, 0, 0] [1, 16, 16, 32, 2] [1, 1, 1, 1, 1] : memref<8x16x16x32x2xbf16> to memref<16x16x32x2xbf16, strided<[1024, 64, 2, 1], offset: ?>> |
| 22 | + %cmp = arith.cmpi eq, %arg0, %c0_index : index |
| 23 | + scf.if %cmp { |
| 24 | + %0 = microkernel.brgemm.dispatch [32, 32, 32, 32, 32, 32, 1024, 1024] flags = (beta_0, stride) data_type = (bf16, bf16) |
| 25 | + microkernel.brgemm.prologue(%0) : (i64) -> () |
| 26 | + microkernel.brgemm(%0, %subview, %subview_4, %alloc_3, %c16_i64, %c0_i64) : (i64, memref<16x32x32xbf16, strided<[1024, 32, 1], offset: ?>>, memref<16x16x32x2xbf16, strided<[1024, 64, 2, 1], offset: ?>>, memref<32x32xf32>, i64, i64) -> () |
| 27 | + microkernel.brgemm.epilogue(%0) : (i64) -> () |
| 28 | + } else { |
| 29 | + %1 = microkernel.brgemm.dispatch [32, 32, 32, 32, 32, 32, 1024, 1024] flags = (stride) data_type = (bf16, bf16) |
| 30 | + microkernel.brgemm.prologue(%1) : (i64) -> () |
| 31 | + microkernel.brgemm(%1, %subview, %subview_4, %alloc_3, %c16_i64, %c0_i64) : (i64, memref<16x32x32xbf16, strided<[1024, 32, 1], offset: ?>>, memref<16x16x32x2xbf16, strided<[1024, 64, 2, 1], offset: ?>>, memref<32x32xf32>, i64, i64) -> () |
| 32 | + microkernel.brgemm.epilogue(%1) : (i64) -> () |
| 33 | + } |
| 34 | + memref.dealloc %alloc_3 : memref<32x32xf32> |
| 35 | + } |
| 36 | + } |
| 37 | + return |
| 38 | + } |
| 39 | +} |
| 40 | + |
| 41 | +// CHECK-LABEL: simple_brgemm |
| 42 | + |
| 43 | +// CHECK: scf.for %arg0 = %c0 to %c4 step %c1 |
| 44 | +// CHECK-NEXT: scf.for %arg1 = %c0 to %c8 step %c1 |
| 45 | + |
| 46 | +// CHECK: func.call @dnnl_brgemm_tileconfig |
| 47 | +// CHECK-NEXT: scf.if |
| 48 | +// CHECK: } else { |
| 49 | +// CHECK: } |
| 50 | +// CHECK-NEXT: func.call @dnnl_brgemm_tilerelease() : () -> () |
| 51 | + |
| 52 | +// ----- |
| 53 | + |
| 54 | +#map = affine_map<(d0, d1) -> (d0, d1)> |
| 55 | +module { |
| 56 | + func.func @simple_brgemm() { |
| 57 | + %c0_i64 = arith.constant 0 : i64 |
| 58 | + %c0_index = arith.constant 0 : index |
| 59 | + %c1_index = arith.constant 1 : index |
| 60 | + %c4_index = arith.constant 4 : index |
| 61 | + %c8_index = arith.constant 8 : index |
| 62 | + %c16_i64 = arith.constant 16 : i64 |
| 63 | + %cst = arith.constant 0.000000e+00 : f32 |
| 64 | + %alloc = memref.alloc() {alignment = 64 : i64} : memref<4x16x32x32xbf16> |
| 65 | + %alloc_0 = memref.alloc() {alignment = 64 : i64} : memref<8x16x16x32x2xbf16> |
| 66 | + %alloc_1 = memref.alloc() {alignment = 64 : i64} : memref<4x8x32x32xf32> |
| 67 | + scf.for %arg0 = %c0_index to %c4_index step %c1_index { |
| 68 | + scf.for %arg1 = %c0_index to %c8_index step %c1_index { |
| 69 | + %alloc_3 = memref.alloc() {alignment = 64 : i64} : memref<32x32xf32> |
| 70 | + linalg.fill ins(%cst : f32) outs(%alloc_3 : memref<32x32xf32>) |
| 71 | + %subview = memref.subview %alloc[%arg0, 0, 0, 0] [1, 16, 32, 32] [1, 1, 1, 1] : memref<4x16x32x32xbf16> to memref<16x32x32xbf16, strided<[1024, 32, 1], offset: ?>> |
| 72 | + %subview_4 = memref.subview %alloc_0[%arg1, 0, 0, 0, 0] [1, 16, 16, 32, 2] [1, 1, 1, 1, 1] : memref<8x16x16x32x2xbf16> to memref<16x16x32x2xbf16, strided<[1024, 64, 2, 1], offset: ?>> |
| 73 | + %cmp = arith.cmpi eq, %arg0, %c0_index : index |
| 74 | + scf.if %cmp { |
| 75 | + %0 = microkernel.brgemm.dispatch [32, 32, 32, 32, 32, 32, 1024, 1024] flags = (beta_0, stride) data_type = (bf16, bf16) |
| 76 | + microkernel.brgemm.prologue(%0) : (i64) -> () |
| 77 | + microkernel.brgemm(%0, %subview, %subview_4, %alloc_3, %c16_i64, %c0_i64) : (i64, memref<16x32x32xbf16, strided<[1024, 32, 1], offset: ?>>, memref<16x16x32x2xbf16, strided<[1024, 64, 2, 1], offset: ?>>, memref<32x32xf32>, i64, i64) -> () |
| 78 | + microkernel.brgemm.epilogue(%0) : (i64) -> () |
| 79 | + } |
| 80 | + memref.dealloc %alloc_3 : memref<32x32xf32> |
| 81 | + } |
| 82 | + } |
| 83 | + return |
| 84 | + } |
| 85 | +} |
| 86 | + |
| 87 | +// CHECK-LABEL: simple_brgemm |
| 88 | + |
| 89 | +// CHECK: scf.for %arg0 = %c0 to %c4 step %c1 |
| 90 | +// CHECK-NEXT: scf.for %arg1 = %c0 to %c8 step %c1 |
| 91 | + |
| 92 | +// CHECK: scf.if |
| 93 | +// CHECK: func.call @dnnl_brgemm_tileconfig |
| 94 | +// CHECK: func.call @dnnl_brgemm_tilerelease() : () -> () |
| 95 | +// CHECK: } |
| 96 | + |
| 97 | +// ----- |
| 98 | + |
| 99 | +#map = affine_map<(d0, d1) -> (d0, d1)> |
| 100 | +module { |
| 101 | + func.func @simple_brgemm() { |
| 102 | + %c0_i64 = arith.constant 0 : i64 |
| 103 | + %c0_index = arith.constant 0 : index |
| 104 | + %c1_index = arith.constant 1 : index |
| 105 | + %c4_index = arith.constant 4 : index |
| 106 | + %c8_index = arith.constant 8 : index |
| 107 | + %c16_i64 = arith.constant 16 : i64 |
| 108 | + %cst = arith.constant 0.000000e+00 : f32 |
| 109 | + %alloc = memref.alloc() {alignment = 64 : i64} : memref<4x16x32x32xbf16> |
| 110 | + %alloc_0 = memref.alloc() {alignment = 64 : i64} : memref<8x16x16x32x2xbf16> |
| 111 | + %alloc_1 = memref.alloc() {alignment = 64 : i64} : memref<4x8x32x32xf32> |
| 112 | + scf.for %arg0 = %c0_index to %c4_index step %c1_index { |
| 113 | + scf.for %arg1 = %c0_index to %c8_index step %c1_index { |
| 114 | + %alloc_3 = memref.alloc() {alignment = 64 : i64} : memref<32x32xf32> |
| 115 | + linalg.fill ins(%cst : f32) outs(%alloc_3 : memref<32x32xf32>) |
| 116 | + %subview = memref.subview %alloc[%arg0, 0, 0, 0] [1, 16, 32, 32] [1, 1, 1, 1] : memref<4x16x32x32xbf16> to memref<16x32x32xbf16, strided<[1024, 32, 1], offset: ?>> |
| 117 | + %subview_4 = memref.subview %alloc_0[%arg1, 0, 0, 0, 0] [1, 16, 16, 32, 2] [1, 1, 1, 1, 1] : memref<8x16x16x32x2xbf16> to memref<16x16x32x2xbf16, strided<[1024, 64, 2, 1], offset: ?>> |
| 118 | + %cmp = arith.cmpi eq, %arg0, %c0_index : index |
| 119 | + scf.if %cmp { |
| 120 | + %0 = microkernel.brgemm.dispatch [32, 32, 32, 32, 32, 32, 1024, 1024] flags = (beta_0, stride) data_type = (bf16, bf16) |
| 121 | + microkernel.brgemm.prologue(%0) : (i64) -> () |
| 122 | + microkernel.brgemm(%0, %subview, %subview_4, %alloc_3, %c16_i64, %c0_i64) : (i64, memref<16x32x32xbf16, strided<[1024, 32, 1], offset: ?>>, memref<16x16x32x2xbf16, strided<[1024, 64, 2, 1], offset: ?>>, memref<32x32xf32>, i64, i64) -> () |
| 123 | + microkernel.brgemm.epilogue(%0) : (i64) -> () |
| 124 | + } else { |
| 125 | + %1 = microkernel.brgemm.dispatch [32, 32, 32, 32, 32, 32, 512, 512] flags = (stride) data_type = (bf16, bf16) |
| 126 | + microkernel.brgemm.prologue(%1) : (i64) -> () |
| 127 | + microkernel.brgemm(%1, %subview, %subview_4, %alloc_3, %c16_i64, %c0_i64) : (i64, memref<16x32x32xbf16, strided<[1024, 32, 1], offset: ?>>, memref<16x16x32x2xbf16, strided<[1024, 64, 2, 1], offset: ?>>, memref<32x32xf32>, i64, i64) -> () |
| 128 | + microkernel.brgemm.epilogue(%1) : (i64) -> () |
| 129 | + } |
| 130 | + memref.dealloc %alloc_3 : memref<32x32xf32> |
| 131 | + } |
| 132 | + } |
| 133 | + return |
| 134 | + } |
| 135 | +} |
| 136 | + |
| 137 | +// CHECK-LABEL: simple_brgemm |
| 138 | + |
| 139 | +// CHECK: scf.for %arg0 = %c0 to %c4 step %c1 |
| 140 | +// CHECK-NEXT: scf.for %arg1 = %c0 to %c8 step %c1 |
| 141 | + |
| 142 | +// CHECK: scf.if |
| 143 | +// CHECK: func.call @dnnl_brgemm_tileconfig |
| 144 | +// CHECK: func.call @dnnl_brgemm_tilerelease() : () -> () |
| 145 | +// CHECK: } else { |
| 146 | +// CHECK: func.call @dnnl_brgemm_tileconfig |
| 147 | +// CHECK: func.call @dnnl_brgemm_tilerelease() : () -> () |
| 148 | +// CHECK: } |
| 149 | + |
| 150 | +// ----- |
| 151 | + |
| 152 | +#map = affine_map<(d0, d1) -> (d0, d1)> |
| 153 | +module { |
| 154 | + func.func @simple_brgemm() { |
| 155 | + %c0_i64 = arith.constant 0 : i64 |
| 156 | + %c0_index = arith.constant 0 : index |
| 157 | + %c1_index = arith.constant 1 : index |
| 158 | + %c4_index = arith.constant 4 : index |
| 159 | + %c8_index = arith.constant 8 : index |
| 160 | + %c16_i64 = arith.constant 16 : i64 |
| 161 | + %cst = arith.constant 0.000000e+00 : f32 |
| 162 | + %alloc = memref.alloc() {alignment = 64 : i64} : memref<4x16x32x32xbf16> |
| 163 | + %alloc_0 = memref.alloc() {alignment = 64 : i64} : memref<8x16x16x32x2xbf16> |
| 164 | + %alloc_1 = memref.alloc() {alignment = 64 : i64} : memref<4x8x32x32xf32> |
| 165 | + scf.for %arg0 = %c0_index to %c4_index step %c1_index { |
| 166 | + scf.for %arg1 = %c0_index to %c8_index step %c1_index { |
| 167 | + %alloc_3 = memref.alloc() {alignment = 64 : i64} : memref<32x32xf32> |
| 168 | + linalg.fill ins(%cst : f32) outs(%alloc_3 : memref<32x32xf32>) |
| 169 | + %subview = memref.subview %alloc[%arg0, 0, 0, 0] [1, 16, 32, 32] [1, 1, 1, 1] : memref<4x16x32x32xbf16> to memref<16x32x32xbf16, strided<[1024, 32, 1], offset: ?>> |
| 170 | + %subview_4 = memref.subview %alloc_0[%arg1, 0, 0, 0, 0] [1, 16, 16, 32, 2] [1, 1, 1, 1, 1] : memref<8x16x16x32x2xbf16> to memref<16x16x32x2xbf16, strided<[1024, 64, 2, 1], offset: ?>> |
| 171 | + scf.index_switch %arg0 |
| 172 | + case 0 { |
| 173 | + %0 = microkernel.brgemm.dispatch [32, 32, 32, 32, 32, 32, 1024, 1024] flags = (beta_0, stride) data_type = (bf16, bf16) |
| 174 | + microkernel.brgemm.prologue(%0) : (i64) -> () |
| 175 | + microkernel.brgemm(%0, %subview, %subview_4, %alloc_3, %c16_i64, %c0_i64) : (i64, memref<16x32x32xbf16, strided<[1024, 32, 1], offset: ?>>, memref<16x16x32x2xbf16, strided<[1024, 64, 2, 1], offset: ?>>, memref<32x32xf32>, i64, i64) -> () |
| 176 | + microkernel.brgemm.epilogue(%0) : (i64) -> () |
| 177 | + scf.yield |
| 178 | + } |
| 179 | + case 1 { |
| 180 | + %1 = microkernel.brgemm.dispatch [32, 32, 32, 32, 32, 32, 1024, 1024] flags = (stride) data_type = (bf16, bf16) |
| 181 | + microkernel.brgemm.prologue(%1) : (i64) -> () |
| 182 | + microkernel.brgemm(%1, %subview, %subview_4, %alloc_3, %c16_i64, %c0_i64) : (i64, memref<16x32x32xbf16, strided<[1024, 32, 1], offset: ?>>, memref<16x16x32x2xbf16, strided<[1024, 64, 2, 1], offset: ?>>, memref<32x32xf32>, i64, i64) -> () |
| 183 | + microkernel.brgemm.epilogue(%1) : (i64) -> () |
| 184 | + scf.yield |
| 185 | + } |
| 186 | + default { |
| 187 | + %2 = microkernel.brgemm.dispatch [32, 32, 32, 32, 32, 32, 1024, 1024] flags = (stride) data_type = (bf16, bf16) |
| 188 | + microkernel.brgemm.prologue(%2) : (i64) -> () |
| 189 | + microkernel.brgemm(%2, %subview, %subview_4, %alloc_3, %c16_i64, %c0_i64) : (i64, memref<16x32x32xbf16, strided<[1024, 32, 1], offset: ?>>, memref<16x16x32x2xbf16, strided<[1024, 64, 2, 1], offset: ?>>, memref<32x32xf32>, i64, i64) -> () |
| 190 | + microkernel.brgemm.epilogue(%2) : (i64) -> () |
| 191 | + scf.yield |
| 192 | + } |
| 193 | + memref.dealloc %alloc_3 : memref<32x32xf32> |
| 194 | + } |
| 195 | + } |
| 196 | + return |
| 197 | + } |
| 198 | +} |
| 199 | + |
| 200 | +// CHECK-LABEL: simple_brgemm |
| 201 | + |
| 202 | +// CHECK: scf.for %arg0 = %c0 to %c4 step %c1 |
| 203 | +// CHECK-NEXT: scf.for %arg1 = %c0 to %c8 step %c1 |
| 204 | + |
| 205 | +// CHECK: func.call @dnnl_brgemm_tileconfig |
| 206 | +// CHECK-NEXT: scf.index_switch |
| 207 | +// CHECK: case 0 { |
| 208 | +// CHECK: case 1 { |
| 209 | +// CHECK: default { |
| 210 | +// CHECK: } |
| 211 | +// CHECK-NEXT: func.call @dnnl_brgemm_tilerelease() : () -> () |
| 212 | + |
| 213 | +// ----- |
| 214 | + |
| 215 | +#map = affine_map<(d0, d1) -> (d0, d1)> |
| 216 | +module { |
| 217 | + func.func @simple_brgemm() { |
| 218 | + %c0_i64 = arith.constant 0 : i64 |
| 219 | + %c0_index = arith.constant 0 : index |
| 220 | + %c1_index = arith.constant 1 : index |
| 221 | + %c4_index = arith.constant 4 : index |
| 222 | + %c8_index = arith.constant 8 : index |
| 223 | + %c16_i64 = arith.constant 16 : i64 |
| 224 | + %cst = arith.constant 0.000000e+00 : f32 |
| 225 | + %alloc = memref.alloc() {alignment = 64 : i64} : memref<4x16x32x32xbf16> |
| 226 | + %alloc_0 = memref.alloc() {alignment = 64 : i64} : memref<8x16x16x32x2xbf16> |
| 227 | + %alloc_1 = memref.alloc() {alignment = 64 : i64} : memref<4x8x32x32xf32> |
| 228 | + scf.for %arg0 = %c0_index to %c4_index step %c1_index { |
| 229 | + scf.for %arg1 = %c0_index to %c8_index step %c1_index { |
| 230 | + %alloc_3 = memref.alloc() {alignment = 64 : i64} : memref<32x32xf32> |
| 231 | + linalg.fill ins(%cst : f32) outs(%alloc_3 : memref<32x32xf32>) |
| 232 | + %subview = memref.subview %alloc[%arg0, 0, 0, 0] [1, 16, 32, 32] [1, 1, 1, 1] : memref<4x16x32x32xbf16> to memref<16x32x32xbf16, strided<[1024, 32, 1], offset: ?>> |
| 233 | + %subview_4 = memref.subview %alloc_0[%arg1, 0, 0, 0, 0] [1, 16, 16, 32, 2] [1, 1, 1, 1, 1] : memref<8x16x16x32x2xbf16> to memref<16x16x32x2xbf16, strided<[1024, 64, 2, 1], offset: ?>> |
| 234 | + scf.index_switch %arg0 |
| 235 | + case 0 { |
| 236 | + %0 = microkernel.brgemm.dispatch [32, 32, 32, 32, 32, 32, 1024, 1024] flags = (beta_0, stride) data_type = (bf16, bf16) |
| 237 | + microkernel.brgemm.prologue(%0) : (i64) -> () |
| 238 | + microkernel.brgemm(%0, %subview, %subview_4, %alloc_3, %c16_i64, %c0_i64) : (i64, memref<16x32x32xbf16, strided<[1024, 32, 1], offset: ?>>, memref<16x16x32x2xbf16, strided<[1024, 64, 2, 1], offset: ?>>, memref<32x32xf32>, i64, i64) -> () |
| 239 | + microkernel.brgemm.epilogue(%0) : (i64) -> () |
| 240 | + scf.yield |
| 241 | + } |
| 242 | + case 1 { |
| 243 | + %1 = microkernel.brgemm.dispatch [32, 32, 32, 32, 32, 32, 1024, 1024] flags = (stride) data_type = (bf16, bf16) |
| 244 | + microkernel.brgemm.prologue(%1) : (i64) -> () |
| 245 | + microkernel.brgemm(%1, %subview, %subview_4, %alloc_3, %c16_i64, %c0_i64) : (i64, memref<16x32x32xbf16, strided<[1024, 32, 1], offset: ?>>, memref<16x16x32x2xbf16, strided<[1024, 64, 2, 1], offset: ?>>, memref<32x32xf32>, i64, i64) -> () |
| 246 | + microkernel.brgemm.epilogue(%1) : (i64) -> () |
| 247 | + scf.yield |
| 248 | + } |
| 249 | + default { |
| 250 | + %2 = microkernel.brgemm.dispatch [32, 32, 32, 32, 32, 32, 512, 512] flags = (stride) data_type = (bf16, bf16) |
| 251 | + microkernel.brgemm.prologue(%2) : (i64) -> () |
| 252 | + microkernel.brgemm(%2, %subview, %subview_4, %alloc_3, %c16_i64, %c0_i64) : (i64, memref<16x32x32xbf16, strided<[1024, 32, 1], offset: ?>>, memref<16x16x32x2xbf16, strided<[1024, 64, 2, 1], offset: ?>>, memref<32x32xf32>, i64, i64) -> () |
| 253 | + microkernel.brgemm.epilogue(%2) : (i64) -> () |
| 254 | + scf.yield |
| 255 | + } |
| 256 | + memref.dealloc %alloc_3 : memref<32x32xf32> |
| 257 | + } |
| 258 | + } |
| 259 | + return |
| 260 | + } |
| 261 | +} |
| 262 | + |
| 263 | +// CHECK-LABEL: simple_brgemm |
| 264 | + |
| 265 | +// CHECK: scf.for %arg0 = %c0 to %c4 step %c1 |
| 266 | +// CHECK-NEXT: scf.for %arg1 = %c0 to %c8 step %c1 |
| 267 | + |
| 268 | +// CHECK: scf.index_switch |
| 269 | +// CHECK: case 0 { |
| 270 | +// CHECK: func.call @dnnl_brgemm_tileconfig |
| 271 | +// CHECK: func.call @dnnl_brgemm_tilerelease() : () -> () |
| 272 | +// CHECK: case 1 { |
| 273 | +// CHECK: func.call @dnnl_brgemm_tileconfig |
| 274 | +// CHECK: func.call @dnnl_brgemm_tilerelease() : () -> () |
| 275 | +// CHECK: default { |
| 276 | +// CHECK: func.call @dnnl_brgemm_tileconfig |
| 277 | +// CHECK: func.call @dnnl_brgemm_tilerelease() : () -> () |
| 278 | +// CHECK: } |
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