| // RUN: mlir-opt --split-input-file %s -convert-arith-to-amdgpu="chipset=gfx950" | FileCheck %s |
| // RUN: mlir-opt --split-input-file %s -convert-arith-to-amdgpu="chipset=gfx1100" | FileCheck %s --check-prefix=CHECK-GFX1100 |
| |
| // CHECK-LABEL: @conversion_f8_f32_fallback |
| // CHECK: %[[CST:.+]] = arith.constant dense<0.000000e+00> : vector<2x2xf32> |
| // CHECK-NEXT: %[[SCALE_EXT:.+]] = arith.extf %arg1 : vector<2x2xf8E8M0FNU> to vector<2x2xf32> |
| // CHECK-NEXT: %[[IN_SLICE_00:.+]] = vector.extract_strided_slice %arg0 {offsets = [0, 0], sizes = [1, 1], strides = [1, 1]} : vector<2x2xf8E5M2> to vector<1x1xf8E5M2> |
| // CHECK-NEXT: %[[IN_VEC_00:.+]] = vector.shape_cast %[[IN_SLICE_00]] : vector<1x1xf8E5M2> to vector<1xf8E5M2> |
| // CHECK-NEXT: %[[SCALE_SCALAR_00:.+]] = vector.extract %[[SCALE_EXT]][0, 0] : f32 from vector<2x2xf32> |
| // CHECK-NEXT: %[[PACKED_00:.+]] = amdgpu.scaled_ext_packed %[[IN_VEC_00]][0], %[[SCALE_SCALAR_00]] : vector<1xf8E5M2> to vector<2xf32> |
| // CHECK-NEXT: %[[OUT_SLICE_00:.+]] = vector.extract_strided_slice %[[PACKED_00]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf32> to vector<1xf32> |
| // CHECK-NEXT: %[[OUT_VEC_00:.+]] = vector.shape_cast %[[OUT_SLICE_00]] : vector<1xf32> to vector<1x1xf32> |
| // CHECK-NEXT: %[[ACC_A:.+]] = vector.insert_strided_slice %[[OUT_VEC_00]], %[[CST]] {offsets = [0, 0], strides = [1, 1]} : vector<1x1xf32> into vector<2x2xf32> |
| // CHECK-NEXT: %[[IN_SLICE_01:.+]] = vector.extract_strided_slice %arg0 {offsets = [0, 1], sizes = [1, 1], strides = [1, 1]} : vector<2x2xf8E5M2> to vector<1x1xf8E5M2> |
| // CHECK-NEXT: %[[IN_VEC_01:.+]] = vector.shape_cast %[[IN_SLICE_01]] : vector<1x1xf8E5M2> to vector<1xf8E5M2> |
| // CHECK-NEXT: %[[SCALE_SCALAR_01:.+]] = vector.extract %[[SCALE_EXT]][0, 1] : f32 from vector<2x2xf32> |
| // CHECK-NEXT: %[[PACKED_01:.+]] = amdgpu.scaled_ext_packed %[[IN_VEC_01]][0], %[[SCALE_SCALAR_01]] : vector<1xf8E5M2> to vector<2xf32> |
| // CHECK-NEXT: %[[OUT_SLICE_01:.+]] = vector.extract_strided_slice %[[PACKED_01]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf32> to vector<1xf32> |
| // CHECK-NEXT: %[[OUT_VEC_01:.+]] = vector.shape_cast %[[OUT_SLICE_01]] : vector<1xf32> to vector<1x1xf32> |
| // CHECK-NEXT: %[[ACC_B:.+]] = vector.insert_strided_slice %[[OUT_VEC_01]], %[[ACC_A]] {offsets = [0, 1], strides = [1, 1]} : vector<1x1xf32> into vector<2x2xf32> |
| // CHECK-NEXT: %[[IN_SLICE_10:.+]] = vector.extract_strided_slice %arg0 {offsets = [1, 0], sizes = [1, 1], strides = [1, 1]} : vector<2x2xf8E5M2> to vector<1x1xf8E5M2> |
| // CHECK-NEXT: %[[IN_VEC_10:.+]] = vector.shape_cast %[[IN_SLICE_10]] : vector<1x1xf8E5M2> to vector<1xf8E5M2> |
| // CHECK-NEXT: %[[SCALE_SCALAR_10:.+]] = vector.extract %[[SCALE_EXT]][1, 0] : f32 from vector<2x2xf32> |
| // CHECK-NEXT: %[[PACKED_10:.+]] = amdgpu.scaled_ext_packed %[[IN_VEC_10]][0], %[[SCALE_SCALAR_10]] : vector<1xf8E5M2> to vector<2xf32> |
| // CHECK-NEXT: %[[OUT_SLICE_10:.+]] = vector.extract_strided_slice %[[PACKED_10]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf32> to vector<1xf32> |
| // CHECK-NEXT: %[[OUT_VEC_10:.+]] = vector.shape_cast %[[OUT_SLICE_10]] : vector<1xf32> to vector<1x1xf32> |
| // CHECK-NEXT: %[[ACC_A:.+]] = vector.insert_strided_slice %[[OUT_VEC_10]], %[[ACC_B]] {offsets = [1, 0], strides = [1, 1]} : vector<1x1xf32> into vector<2x2xf32> |
| // CHECK-NEXT: %[[IN_SLICE_11:.+]] = vector.extract_strided_slice %arg0 {offsets = [1, 1], sizes = [1, 1], strides = [1, 1]} : vector<2x2xf8E5M2> to vector<1x1xf8E5M2> |
| // CHECK-NEXT: %[[IN_VEC_11:.+]] = vector.shape_cast %[[IN_SLICE_11]] : vector<1x1xf8E5M2> to vector<1xf8E5M2> |
| // CHECK-NEXT: %[[SCALE_SCALAR_11:.+]] = vector.extract %[[SCALE_EXT]][1, 1] : f32 from vector<2x2xf32> |
| // CHECK-NEXT: %[[PACKED_11:.+]] = amdgpu.scaled_ext_packed %[[IN_VEC_11]][0], %[[SCALE_SCALAR_11]] : vector<1xf8E5M2> to vector<2xf32> |
| // CHECK-NEXT: %[[OUT_SLICE_11:.+]] = vector.extract_strided_slice %[[PACKED_11]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf32> to vector<1xf32> |
| // CHECK-NEXT: %[[OUT_VEC_11:.+]] = vector.shape_cast %[[OUT_SLICE_11]] : vector<1xf32> to vector<1x1xf32> |
| // CHECK-NEXT: %[[ACC_B:.+]] = vector.insert_strided_slice %[[OUT_VEC_11]], %[[ACC_A]] {offsets = [1, 1], strides = [1, 1]} : vector<1x1xf32> into vector<2x2xf32> |
| // CHECK-NEXT: return %[[ACC_B]] : vector<2x2xf32> |
| func.func @conversion_f8_f32_fallback(%in: vector<2x2xf8E5M2>, %scale: vector<2x2xf8E8M0FNU>) -> vector<2x2xf32> { |
| %ext = arith.scaling_extf %in, %scale : vector<2x2xf8E5M2>, vector<2x2xf8E8M0FNU> to vector<2x2xf32> |
| return %ext : vector<2x2xf32> |
| } |
| |
| // ----- |
| |
| // CHECK-LABEL: @conversion_f4_f32_fallback |
| // CHECK: %[[CST:.+]] = arith.constant dense<0.000000e+00> : vector<2x2xf32> |
| // CHECK-NEXT: %[[SCALE_EXT:.+]] = arith.extf %arg1 : vector<2x2xf8E8M0FNU> to vector<2x2xf32> |
| // CHECK-NEXT: %[[IN_SLICE_00:.+]] = vector.extract_strided_slice %arg0 {offsets = [0, 0], sizes = [1, 1], strides = [1, 1]} : vector<2x2xf4E2M1FN> to vector<1x1xf4E2M1FN> |
| // CHECK-NEXT: %[[IN_VEC_00:.+]] = vector.shape_cast %[[IN_SLICE_00]] : vector<1x1xf4E2M1FN> to vector<1xf4E2M1FN> |
| // CHECK-NEXT: %[[SCALE_SCALAR_00:.+]] = vector.extract %[[SCALE_EXT]][0, 0] : f32 from vector<2x2xf32> |
| // CHECK-NEXT: %[[PACKED_00:.+]] = amdgpu.scaled_ext_packed %[[IN_VEC_00]][0], %[[SCALE_SCALAR_00]] : vector<1xf4E2M1FN> to vector<2xf32> |
| // CHECK-NEXT: %[[OUT_SLICE_00:.+]] = vector.extract_strided_slice %[[PACKED_00]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf32> to vector<1xf32> |
| // CHECK-NEXT: %[[OUT_VEC_00:.+]] = vector.shape_cast %[[OUT_SLICE_00]] : vector<1xf32> to vector<1x1xf32> |
| // CHECK-NEXT: %[[ACC_A:.+]] = vector.insert_strided_slice %[[OUT_VEC_00]], %[[CST]] {offsets = [0, 0], strides = [1, 1]} : vector<1x1xf32> into vector<2x2xf32> |
| // CHECK-NEXT: %[[IN_SLICE_01:.+]] = vector.extract_strided_slice %arg0 {offsets = [0, 1], sizes = [1, 1], strides = [1, 1]} : vector<2x2xf4E2M1FN> to vector<1x1xf4E2M1FN> |
| // CHECK-NEXT: %[[IN_VEC_01:.+]] = vector.shape_cast %[[IN_SLICE_01]] : vector<1x1xf4E2M1FN> to vector<1xf4E2M1FN> |
| // CHECK-NEXT: %[[SCALE_SCALAR_01:.+]] = vector.extract %[[SCALE_EXT]][0, 1] : f32 from vector<2x2xf32> |
| // CHECK-NEXT: %[[PACKED_01:.+]] = amdgpu.scaled_ext_packed %[[IN_VEC_01]][0], %[[SCALE_SCALAR_01]] : vector<1xf4E2M1FN> to vector<2xf32> |
| // CHECK-NEXT: %[[OUT_SLICE_01:.+]] = vector.extract_strided_slice %[[PACKED_01]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf32> to vector<1xf32> |
| // CHECK-NEXT: %[[OUT_VEC_01:.+]] = vector.shape_cast %[[OUT_SLICE_01]] : vector<1xf32> to vector<1x1xf32> |
| // CHECK-NEXT: %[[ACC_B:.+]] = vector.insert_strided_slice %[[OUT_VEC_01]], %[[ACC_A]] {offsets = [0, 1], strides = [1, 1]} : vector<1x1xf32> into vector<2x2xf32> |
| // CHECK-NEXT: %[[IN_SLICE_10:.+]] = vector.extract_strided_slice %arg0 {offsets = [1, 0], sizes = [1, 1], strides = [1, 1]} : vector<2x2xf4E2M1FN> to vector<1x1xf4E2M1FN> |
| // CHECK-NEXT: %[[IN_VEC_10:.+]] = vector.shape_cast %[[IN_SLICE_10]] : vector<1x1xf4E2M1FN> to vector<1xf4E2M1FN> |
| // CHECK-NEXT: %[[SCALE_SCALAR_10:.+]] = vector.extract %[[SCALE_EXT]][1, 0] : f32 from vector<2x2xf32> |
| // CHECK-NEXT: %[[PACKED_10:.+]] = amdgpu.scaled_ext_packed %[[IN_VEC_10]][0], %[[SCALE_SCALAR_10]] : vector<1xf4E2M1FN> to vector<2xf32> |
| // CHECK-NEXT: %[[OUT_SLICE_10:.+]] = vector.extract_strided_slice %[[PACKED_10]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf32> to vector<1xf32> |
| // CHECK-NEXT: %[[OUT_VEC_10:.+]] = vector.shape_cast %[[OUT_SLICE_10]] : vector<1xf32> to vector<1x1xf32> |
| // CHECK-NEXT: %[[ACC_A:.+]] = vector.insert_strided_slice %[[OUT_VEC_10]], %[[ACC_B]] {offsets = [1, 0], strides = [1, 1]} : vector<1x1xf32> into vector<2x2xf32> |
| // CHECK-NEXT: %[[IN_SLICE_11:.+]] = vector.extract_strided_slice %arg0 {offsets = [1, 1], sizes = [1, 1], strides = [1, 1]} : vector<2x2xf4E2M1FN> to vector<1x1xf4E2M1FN> |
| // CHECK-NEXT: %[[IN_VEC_11:.+]] = vector.shape_cast %[[IN_SLICE_11]] : vector<1x1xf4E2M1FN> to vector<1xf4E2M1FN> |
| // CHECK-NEXT: %[[SCALE_SCALAR_11:.+]] = vector.extract %[[SCALE_EXT]][1, 1] : f32 from vector<2x2xf32> |
| // CHECK-NEXT: %[[PACKED_11:.+]] = amdgpu.scaled_ext_packed %[[IN_VEC_11]][0], %[[SCALE_SCALAR_11]] : vector<1xf4E2M1FN> to vector<2xf32> |
| // CHECK-NEXT: %[[OUT_SLICE_11:.+]] = vector.extract_strided_slice %[[PACKED_11]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf32> to vector<1xf32> |
| // CHECK-NEXT: %[[OUT_VEC_11:.+]] = vector.shape_cast %[[OUT_SLICE_11]] : vector<1xf32> to vector<1x1xf32> |
| // CHECK-NEXT: %[[ACC_B:.+]] = vector.insert_strided_slice %[[OUT_VEC_11]], %[[ACC_A]] {offsets = [1, 1], strides = [1, 1]} : vector<1x1xf32> into vector<2x2xf32> |
| // CHECK-NEXT: return %[[ACC_B]] : vector<2x2xf32> |
| func.func @conversion_f4_f32_fallback(%in: vector<2x2xf4E2M1FN>, %scale: vector<2x2xf8E8M0FNU>) -> vector<2x2xf32> { |
| %ext = arith.scaling_extf %in, %scale : vector<2x2xf4E2M1FN>, vector<2x2xf8E8M0FNU> to vector<2x2xf32> |
| return %ext : vector<2x2xf32> |
| } |
| |
| // ----- |
| |
| // CHECK-LABEL: @conversion_f8_f16_fallback |
| // CHECK: %[[CST:.+]] = arith.constant dense<0.000000e+00> : vector<2x2xf16> |
| // CHECK-NEXT: %[[SCALE_EXT:.+]] = arith.extf %arg1 : vector<2x2xf8E8M0FNU> to vector<2x2xf32> |
| // CHECK-NEXT: %[[IN_SLICE_00:.+]] = vector.extract_strided_slice %arg0 {offsets = [0, 0], sizes = [1, 1], strides = [1, 1]} : vector<2x2xf8E5M2> to vector<1x1xf8E5M2> |
| // CHECK-NEXT: %[[IN_VEC_00:.+]] = vector.shape_cast %[[IN_SLICE_00]] : vector<1x1xf8E5M2> to vector<1xf8E5M2> |
| // CHECK-NEXT: %[[SCALE_SCALAR_00:.+]] = vector.extract %[[SCALE_EXT]][0, 0] : f32 from vector<2x2xf32> |
| // CHECK-NEXT: %[[PACKED_00:.+]] = amdgpu.scaled_ext_packed %[[IN_VEC_00]][0], %[[SCALE_SCALAR_00]] : vector<1xf8E5M2> to vector<2xf16> |
| // CHECK-NEXT: %[[OUT_SLICE_00:.+]] = vector.extract_strided_slice %[[PACKED_00]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf16> to vector<1xf16> |
| // CHECK-NEXT: %[[OUT_VEC_00:.+]] = vector.shape_cast %[[OUT_SLICE_00]] : vector<1xf16> to vector<1x1xf16> |
| // CHECK-NEXT: %[[ACC_A:.+]] = vector.insert_strided_slice %[[OUT_VEC_00]], %[[CST]] {offsets = [0, 0], strides = [1, 1]} : vector<1x1xf16> into vector<2x2xf16> |
| // CHECK-NEXT: %[[IN_SLICE_01:.+]] = vector.extract_strided_slice %arg0 {offsets = [0, 1], sizes = [1, 1], strides = [1, 1]} : vector<2x2xf8E5M2> to vector<1x1xf8E5M2> |
| // CHECK-NEXT: %[[IN_VEC_01:.+]] = vector.shape_cast %[[IN_SLICE_01]] : vector<1x1xf8E5M2> to vector<1xf8E5M2> |
| // CHECK-NEXT: %[[SCALE_SCALAR_01:.+]] = vector.extract %[[SCALE_EXT]][0, 1] : f32 from vector<2x2xf32> |
| // CHECK-NEXT: %[[PACKED_01:.+]] = amdgpu.scaled_ext_packed %[[IN_VEC_01]][0], %[[SCALE_SCALAR_01]] : vector<1xf8E5M2> to vector<2xf16> |
| // CHECK-NEXT: %[[OUT_SLICE_01:.+]] = vector.extract_strided_slice %[[PACKED_01]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf16> to vector<1xf16> |
| // CHECK-NEXT: %[[OUT_VEC_01:.+]] = vector.shape_cast %[[OUT_SLICE_01]] : vector<1xf16> to vector<1x1xf16> |
| // CHECK-NEXT: %[[ACC_B:.+]] = vector.insert_strided_slice %[[OUT_VEC_01]], %[[ACC_A]] {offsets = [0, 1], strides = [1, 1]} : vector<1x1xf16> into vector<2x2xf16> |
| // CHECK-NEXT: %[[IN_SLICE_10:.+]] = vector.extract_strided_slice %arg0 {offsets = [1, 0], sizes = [1, 1], strides = [1, 1]} : vector<2x2xf8E5M2> to vector<1x1xf8E5M2> |
| // CHECK-NEXT: %[[IN_VEC_10:.+]] = vector.shape_cast %[[IN_SLICE_10]] : vector<1x1xf8E5M2> to vector<1xf8E5M2> |
| // CHECK-NEXT: %[[SCALE_SCALAR_10:.+]] = vector.extract %[[SCALE_EXT]][1, 0] : f32 from vector<2x2xf32> |
| // CHECK-NEXT: %[[PACKED_10:.+]] = amdgpu.scaled_ext_packed %[[IN_VEC_10]][0], %[[SCALE_SCALAR_10]] : vector<1xf8E5M2> to vector<2xf16> |
| // CHECK-NEXT: %[[OUT_SLICE_10:.+]] = vector.extract_strided_slice %[[PACKED_10]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf16> to vector<1xf16> |
| // CHECK-NEXT: %[[OUT_VEC_10:.+]] = vector.shape_cast %[[OUT_SLICE_10]] : vector<1xf16> to vector<1x1xf16> |
| // CHECK-NEXT: %[[ACC_A:.+]] = vector.insert_strided_slice %[[OUT_VEC_10]], %[[ACC_B]] {offsets = [1, 0], strides = [1, 1]} : vector<1x1xf16> into vector<2x2xf16> |
| // CHECK-NEXT: %[[IN_SLICE_11:.+]] = vector.extract_strided_slice %arg0 {offsets = [1, 1], sizes = [1, 1], strides = [1, 1]} : vector<2x2xf8E5M2> to vector<1x1xf8E5M2> |
| // CHECK-NEXT: %[[IN_VEC_11:.+]] = vector.shape_cast %[[IN_SLICE_11]] : vector<1x1xf8E5M2> to vector<1xf8E5M2> |
| // CHECK-NEXT: %[[SCALE_SCALAR_11:.+]] = vector.extract %[[SCALE_EXT]][1, 1] : f32 from vector<2x2xf32> |
| // CHECK-NEXT: %[[PACKED_11:.+]] = amdgpu.scaled_ext_packed %[[IN_VEC_11]][0], %[[SCALE_SCALAR_11]] : vector<1xf8E5M2> to vector<2xf16> |
| // CHECK-NEXT: %[[OUT_SLICE_11:.+]] = vector.extract_strided_slice %[[PACKED_11]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf16> to vector<1xf16> |
| // CHECK-NEXT: %[[OUT_VEC_11:.+]] = vector.shape_cast %[[OUT_SLICE_11]] : vector<1xf16> to vector<1x1xf16> |
| // CHECK-NEXT: %[[ACC_B:.+]] = vector.insert_strided_slice %[[OUT_VEC_11]], %[[ACC_A]] {offsets = [1, 1], strides = [1, 1]} : vector<1x1xf16> into vector<2x2xf16> |
| // CHECK-NEXT: return %[[ACC_B]] : vector<2x2xf16> |
| func.func @conversion_f8_f16_fallback(%in: vector<2x2xf8E5M2>, %scale: vector<2x2xf8E8M0FNU>) -> vector<2x2xf16> { |
| %ext = arith.scaling_extf %in, %scale : vector<2x2xf8E5M2>, vector<2x2xf8E8M0FNU> to vector<2x2xf16> |
| return %ext : vector<2x2xf16> |
| } |
| |
| // ----- |
| |
| // CHECK-LABEL: @conversion_f4_f16_fallback |
| // CHECK: %[[CST:.+]] = arith.constant dense<0.000000e+00> : vector<2x2xf16> |
| // CHECK-NEXT: %[[SCALE_EXT:.+]] = arith.extf %arg1 : vector<2x2xf8E8M0FNU> to vector<2x2xf32> |
| // CHECK-NEXT: %[[IN_SLICE_00:.+]] = vector.extract_strided_slice %arg0 {offsets = [0, 0], sizes = [1, 1], strides = [1, 1]} : vector<2x2xf4E2M1FN> to vector<1x1xf4E2M1FN> |
| // CHECK-NEXT: %[[IN_VEC_00:.+]] = vector.shape_cast %[[IN_SLICE_00]] : vector<1x1xf4E2M1FN> to vector<1xf4E2M1FN> |
| // CHECK-NEXT: %[[SCALE_SCALAR_00:.+]] = vector.extract %[[SCALE_EXT]][0, 0] : f32 from vector<2x2xf32> |
| // CHECK-NEXT: %[[PACKED_00:.+]] = amdgpu.scaled_ext_packed %[[IN_VEC_00]][0], %[[SCALE_SCALAR_00]] : vector<1xf4E2M1FN> to vector<2xf16> |
| // CHECK-NEXT: %[[OUT_SLICE_00:.+]] = vector.extract_strided_slice %[[PACKED_00]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf16> to vector<1xf16> |
| // CHECK-NEXT: %[[OUT_VEC_00:.+]] = vector.shape_cast %[[OUT_SLICE_00]] : vector<1xf16> to vector<1x1xf16> |
| // CHECK-NEXT: %[[ACC_A:.+]] = vector.insert_strided_slice %[[OUT_VEC_00]], %[[CST]] {offsets = [0, 0], strides = [1, 1]} : vector<1x1xf16> into vector<2x2xf16> |
| // CHECK-NEXT: %[[IN_SLICE_01:.+]] = vector.extract_strided_slice %arg0 {offsets = [0, 1], sizes = [1, 1], strides = [1, 1]} : vector<2x2xf4E2M1FN> to vector<1x1xf4E2M1FN> |
| // CHECK-NEXT: %[[IN_VEC_01:.+]] = vector.shape_cast %[[IN_SLICE_01]] : vector<1x1xf4E2M1FN> to vector<1xf4E2M1FN> |
| // CHECK-NEXT: %[[SCALE_SCALAR_01:.+]] = vector.extract %[[SCALE_EXT]][0, 1] : f32 from vector<2x2xf32> |
| // CHECK-NEXT: %[[PACKED_01:.+]] = amdgpu.scaled_ext_packed %[[IN_VEC_01]][0], %[[SCALE_SCALAR_01]] : vector<1xf4E2M1FN> to vector<2xf16> |
| // CHECK-NEXT: %[[OUT_SLICE_01:.+]] = vector.extract_strided_slice %[[PACKED_01]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf16> to vector<1xf16> |
| // CHECK-NEXT: %[[OUT_VEC_01:.+]] = vector.shape_cast %[[OUT_SLICE_01]] : vector<1xf16> to vector<1x1xf16> |
| // CHECK-NEXT: %[[ACC_B:.+]] = vector.insert_strided_slice %[[OUT_VEC_01]], %[[ACC_A]] {offsets = [0, 1], strides = [1, 1]} : vector<1x1xf16> into vector<2x2xf16> |
| // CHECK-NEXT: %[[IN_SLICE_10:.+]] = vector.extract_strided_slice %arg0 {offsets = [1, 0], sizes = [1, 1], strides = [1, 1]} : vector<2x2xf4E2M1FN> to vector<1x1xf4E2M1FN> |
| // CHECK-NEXT: %[[IN_VEC_10:.+]] = vector.shape_cast %[[IN_SLICE_10]] : vector<1x1xf4E2M1FN> to vector<1xf4E2M1FN> |
| // CHECK-NEXT: %[[SCALE_SCALAR_10:.+]] = vector.extract %[[SCALE_EXT]][1, 0] : f32 from vector<2x2xf32> |
| // CHECK-NEXT: %[[PACKED_10:.+]] = amdgpu.scaled_ext_packed %[[IN_VEC_10]][0], %[[SCALE_SCALAR_10]] : vector<1xf4E2M1FN> to vector<2xf16> |
| // CHECK-NEXT: %[[OUT_SLICE_10:.+]] = vector.extract_strided_slice %[[PACKED_10]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf16> to vector<1xf16> |
| // CHECK-NEXT: %[[OUT_VEC_10:.+]] = vector.shape_cast %[[OUT_SLICE_10]] : vector<1xf16> to vector<1x1xf16> |
| // CHECK-NEXT: %[[ACC_A:.+]] = vector.insert_strided_slice %[[OUT_VEC_10]], %[[ACC_B]] {offsets = [1, 0], strides = [1, 1]} : vector<1x1xf16> into vector<2x2xf16> |
| // CHECK-NEXT: %[[IN_SLICE_11:.+]] = vector.extract_strided_slice %arg0 {offsets = [1, 1], sizes = [1, 1], strides = [1, 1]} : vector<2x2xf4E2M1FN> to vector<1x1xf4E2M1FN> |
| // CHECK-NEXT: %[[IN_VEC_11:.+]] = vector.shape_cast %[[IN_SLICE_11]] : vector<1x1xf4E2M1FN> to vector<1xf4E2M1FN> |
| // CHECK-NEXT: %[[SCALE_SCALAR_11:.+]] = vector.extract %[[SCALE_EXT]][1, 1] : f32 from vector<2x2xf32> |
| // CHECK-NEXT: %[[PACKED_11:.+]] = amdgpu.scaled_ext_packed %[[IN_VEC_11]][0], %[[SCALE_SCALAR_11]] : vector<1xf4E2M1FN> to vector<2xf16> |
| // CHECK-NEXT: %[[OUT_SLICE_11:.+]] = vector.extract_strided_slice %[[PACKED_11]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf16> to vector<1xf16> |
| // CHECK-NEXT: %[[OUT_VEC_11:.+]] = vector.shape_cast %[[OUT_SLICE_11]] : vector<1xf16> to vector<1x1xf16> |
| // CHECK-NEXT: %[[ACC_B:.+]] = vector.insert_strided_slice %[[OUT_VEC_11]], %[[ACC_A]] {offsets = [1, 1], strides = [1, 1]} : vector<1x1xf16> into vector<2x2xf16> |
| // CHECK-NEXT: return %[[ACC_B]] : vector<2x2xf16> |
| func.func @conversion_f4_f16_fallback(%in: vector<2x2xf4E2M1FN>, %scale: vector<2x2xf8E8M0FNU>) -> vector<2x2xf16> { |
| %ext = arith.scaling_extf %in, %scale : vector<2x2xf4E2M1FN>, vector<2x2xf8E8M0FNU> to vector<2x2xf16> |
| return %ext : vector<2x2xf16> |
| } |
| |
| // ----- |
| |
| // CHECK-LABEL: @conversion_broadcast |
| // CHECK-DAG: %[[CST:.+]] = arith.constant dense<0.000000e+00> : vector<8x2x4xf32> |
| // CHECK-DAG: %[[BCAST:.+]] = vector.broadcast %arg1 |
| // CHECK-DAG: %[[IN_CAST:.+]] = vector.shape_cast %arg0 |
| // CHECK-DAG: %[[SCALE_CAST:.+]] = vector.shape_cast %[[BCAST]] |
| // CHECK-DAG: %[[SCALE_EXT:.+]] = arith.extf %[[SCALE_CAST]] |
| // CHECK-DAG: vector.extract_strided_slice %[[IN_CAST]] {offsets = [0, 0, 0], sizes = [1, 1, 4], strides = [1, 1, 1]} |
| // CHECK-NEXT: %[[IN_SLICE_CAST:.+]] = vector.shape_cast |
| // CHECK-NEXT: vector.extract %[[SCALE_EXT]][0, 0, 0] |
| // CHECK-NEXT: %[[LOWHALF:.+]] = amdgpu.scaled_ext_packed %[[IN_SLICE_CAST]][0] |
| // CHECK-NEXT: vector.insert_strided_slice %[[LOWHALF]], %{{.+}} {offsets = [0], strides = [1]} |
| // CHECK-NEXT: %[[HIGHHALF:.+]] = amdgpu.scaled_ext_packed %[[IN_SLICE_CAST]][1] |
| // CHECK-NEXT: vector.insert_strided_slice %[[HIGHHALF]], %{{.+}} {offsets = [2], strides = [1]} |
| // CHECK-NEXT: vector.shape_cast |
| // CHECK-NEXT: vector.insert_strided_slice %{{.+}} {offsets = [0, 0, 0], strides = [1, 1, 1]} |
| // CHECK-NEXT: vector.extract_strided_slice %[[IN_CAST]] {offsets = [0, 1, 0], sizes = [1, 1, 4], strides = [1, 1, 1]} |
| // CHECK-NEXT: vector.shape_cast |
| // CHECK-NEXT: vector.extract %[[SCALE_EXT]][0, 1, 0] |
| // CHECK-NEXT: amdgpu.scaled_ext_packed |
| // CHECK-NEXT: vector.insert_strided_slice %{{.+}}, %{{.+}} {offsets = [0], strides = [1]} |
| // CHECK-NEXT: amdgpu.scaled_ext_packed |
| // CHECK-NEXT: vector.insert_strided_slice %{{.+}}, %{{.+}} {offsets = [2], strides = [1]} |
| // CHECK-NEXT: vector.shape_cast |
| // CHECK-NEXT: vector.insert_strided_slice %{{.+}}, %{{.+}} {offsets = [0, 1, 0], strides = [1, 1, 1]} |
| func.func @conversion_broadcast(%in: vector<8x8xf8E5M2>, %scale: vector<8x2xf8E8M0FNU>) -> vector<8x8xf32> { |
| %bc = vector.broadcast %scale : vector<8x2xf8E8M0FNU> to vector<4x8x2xf8E8M0FNU> |
| %cast1 = vector.shape_cast %in : vector<8x8xf8E5M2> to vector<8x2x4xf8E5M2> |
| %cast2 = vector.shape_cast %bc : vector<4x8x2xf8E8M0FNU> to vector<8x2x4xf8E8M0FNU> |
| %ext = arith.scaling_extf %cast1, %cast2 : vector<8x2x4xf8E5M2>, vector<8x2x4xf8E8M0FNU> to vector<8x2x4xf32> |
| %cast3 = vector.shape_cast %ext : vector<8x2x4xf32> to vector<8x8xf32> |
| return %cast3 : vector<8x8xf32> |
| } |
| |
| // ----- |
| |
| // CHECK-LABEL: @conversion_broadcast_odd |
| // CHECK-NEXT: %[[CST_PARTIAL:.+]] = arith.constant dense<0.000000e+00> : vector<3xf32> |
| // CHECK-NEXT: %[[CST_FINAL:.+]] = arith.constant dense<0.000000e+00> : vector<6xf32> |
| // CHECK-NEXT: %[[SCALE_BC:.+]] = vector.broadcast %arg1 : vector<2xf8E8M0FNU> to vector<3x2xf8E8M0FNU> |
| // CHECK-NEXT: %[[SCALE_FLAT:.+]] = vector.shape_cast %[[SCALE_BC]] : vector<3x2xf8E8M0FNU> to vector<6xf8E8M0FNU> |
| // CHECK-NEXT: %[[SCALE_EXT:.+]] = arith.extf %[[SCALE_FLAT]] : vector<6xf8E8M0FNU> to vector<6xf32> |
| // CHECK-NEXT: %[[IN_SLICE_0:.+]] = vector.extract_strided_slice %arg0 {offsets = [0], sizes = [3], strides = [1]} : vector<6xf8E5M2> to vector<3xf8E5M2> |
| // CHECK-NEXT: %[[SCALE_SCALAR_0:.+]] = vector.extract %[[SCALE_EXT]][0] : f32 from vector<6xf32> |
| // CHECK-NEXT: %[[PACKED_0A:.+]] = amdgpu.scaled_ext_packed %[[IN_SLICE_0]][0], %[[SCALE_SCALAR_0]] : vector<3xf8E5M2> to vector<2xf32> |
| // CHECK-NEXT: %[[PARTIAL_ACC_0:.+]] = vector.insert_strided_slice %[[PACKED_0A]], %[[CST_PARTIAL]] {offsets = [0], strides = [1]} : vector<2xf32> into vector<3xf32> |
| // CHECK-NEXT: %[[PACKED_0B_RAW:.+]] = amdgpu.scaled_ext_packed %[[IN_SLICE_0]][1], %[[SCALE_SCALAR_0]] : vector<3xf8E5M2> to vector<2xf32> |
| // CHECK-NEXT: %[[PACKED_0B:.+]] = vector.extract_strided_slice %[[PACKED_0B_RAW]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf32> to vector<1xf32> |
| // CHECK-NEXT: %[[OUT_SLICE_0:.+]] = vector.insert_strided_slice %[[PACKED_0B]], %[[PARTIAL_ACC_0]] {offsets = [2], strides = [1]} : vector<1xf32> into vector<3xf32> |
| // CHECK-NEXT: %[[FINAL_ACC_A:.+]] = vector.insert_strided_slice %[[OUT_SLICE_0]], %[[CST_FINAL]] {offsets = [0], strides = [1]} : vector<3xf32> into vector<6xf32> |
| // CHECK-NEXT: %[[IN_SLICE_1:.+]] = vector.extract_strided_slice %arg0 {offsets = [3], sizes = [3], strides = [1]} : vector<6xf8E5M2> to vector<3xf8E5M2> |
| // CHECK-NEXT: %[[SCALE_SCALAR_1:.+]] = vector.extract %[[SCALE_EXT]][3] : f32 from vector<6xf32> |
| // CHECK-NEXT: %[[PACKED_1A:.+]] = amdgpu.scaled_ext_packed %[[IN_SLICE_1]][0], %[[SCALE_SCALAR_1]] : vector<3xf8E5M2> to vector<2xf32> |
| // CHECK-NEXT: %[[PARTIAL_ACC_1:.+]] = vector.insert_strided_slice %[[PACKED_1A]], %[[CST_PARTIAL]] {offsets = [0], strides = [1]} : vector<2xf32> into vector<3xf32> |
| // CHECK-NEXT: %[[PACKED_1B_RAW:.+]] = amdgpu.scaled_ext_packed %[[IN_SLICE_1]][1], %[[SCALE_SCALAR_1]] : vector<3xf8E5M2> to vector<2xf32> |
| // CHECK-NEXT: %[[PACKED_1B:.+]] = vector.extract_strided_slice %[[PACKED_1B_RAW]] {offsets = [0], sizes = [1], strides = [1]} : vector<2xf32> to vector<1xf32> |
| // CHECK-NEXT: %[[OUT_SLICE_1:.+]] = vector.insert_strided_slice %[[PACKED_1B]], %[[PARTIAL_ACC_1]] {offsets = [2], strides = [1]} : vector<1xf32> into vector<3xf32> |
| // CHECK-NEXT: %[[RESULT:.+]] = vector.insert_strided_slice %[[OUT_SLICE_1]], %[[FINAL_ACC_A]] {offsets = [3], strides = [1]} : vector<3xf32> into vector<6xf32> |
| // CHECK-NEXT: return %[[RESULT]] : vector<6xf32> |
| func.func @conversion_broadcast_odd(%in: vector<6xf8E5M2>, %scale: vector<2xf8E8M0FNU>) -> vector<6xf32> { |
| %bc = vector.broadcast %scale : vector<2xf8E8M0FNU> to vector<3x2xf8E8M0FNU> |
| %cast = vector.shape_cast %bc : vector<3x2xf8E8M0FNU> to vector<6xf8E8M0FNU> |
| %ext = arith.scaling_extf %in, %cast : vector<6xf8E5M2>, vector<6xf8E8M0FNU> to vector<6xf32> |
| return %ext : vector<6xf32> |
| } |
| |
| // ----- |
| |
| // CHECK-LABEL: @conversion_broadcast |
| // CHECK-DAG: %[[CST:.+]] = arith.constant dense<0.000000e+00> : vector<4xf32> |
| // CHECK-DAG: %[[SCALE_SPLAT:.+]] = vector.broadcast %arg1 : f8E8M0FNU to vector<4xf8E8M0FNU> |
| // CHECK-DAG: %[[SCALE_EXTF:.+]] = arith.extf %[[SCALE_SPLAT]] : vector<4xf8E8M0FNU> to vector<4xf32> |
| // CHECK-DAG: %[[SCALE_SCALAR:.+]] = vector.extract %[[SCALE_EXTF]][0] : f32 from vector<4xf32> |
| // CHECK: %[[OUT_CHUNK0:.+]] = amdgpu.scaled_ext_packed %arg0[0], %[[SCALE_SCALAR]] : vector<4xf8E5M2> to vector<2xf32> |
| // CHECK-NEXT: %[[ACCUM_A:.+]] = vector.insert_strided_slice %[[OUT_CHUNK0]], %[[CST]] {offsets = [0], strides = [1]} : vector<2xf32> into vector<4xf32> |
| // CHECK-NEXT: %[[OUT_CHUNK1:.+]] = amdgpu.scaled_ext_packed %arg0[1], %[[SCALE_SCALAR]] : vector<4xf8E5M2> to vector<2xf32> |
| // CHECK-NEXT: %[[FINAL_RESULT:.+]] = vector.insert_strided_slice %[[OUT_CHUNK1]], %[[ACCUM_A]] {offsets = [2], strides = [1]} : vector<2xf32> into vector<4xf32> |
| // CHECK-NEXT: return %[[FINAL_RESULT]] : vector<4xf32> |
| func.func @conversion_broadcast(%in: vector<4xf8E5M2>, %scale: f8E8M0FNU) -> vector<4xf32> { |
| %splat = vector.broadcast %scale : f8E8M0FNU to vector<4xf8E8M0FNU> |
| %ext = arith.scaling_extf %in, %splat : vector<4xf8E5M2>, vector<4xf8E8M0FNU> to vector<4xf32> |
| return %ext : vector<4xf32> |
| } |
| |
| // ----- |
| |
| // CHECK-GFX1100-LABEL: @conversion_scalar |
| // CHECK-GFX1100: arith.scaling_extf |
| |
| // CHECK-LABEL: @conversion_scalar |
| // CHECK: %[[SCALE_F32:.+]] = arith.extf %arg1 : f8E8M0FNU to f32 |
| // CHECK-NEXT: %[[SPLAT_IN:.+]] = vector.broadcast %arg0 : f8E5M2 to vector<1xf8E5M2> |
| // CHECK-NEXT: %[[PACKED_EXT:.+]] = amdgpu.scaled_ext_packed %[[SPLAT_IN]][0], %[[SCALE_F32]] : vector<1xf8E5M2> to vector<2xf32> |
| // CHECK-NEXT: %[[RESULT:.+]] = vector.extract %[[PACKED_EXT]][0] : f32 from vector<2xf32> |
| // CHECK-NEXT: return %[[RESULT]] : f32 |
| func.func @conversion_scalar(%in: f8E5M2, %scale: f8E8M0FNU) -> f32 { |
| %ext = arith.scaling_extf %in, %scale : f8E5M2, f8E8M0FNU to f32 |
| return %ext : f32 |
| } |
| |
| // ----- |
| |
| // CHECK-LABEL: @long_fp4_broadcast |
| // CHECK-COUNT-4: amdgpu.scaled_ext_packed %{{.+}}[3] |
| // CHECK-NOT: amdgpu.scaled_ext_packed |
| // CHECK: return |
| func.func @long_fp4_broadcast(%in: vector<32xf4E2M1FN>, %scale: f32) -> vector<32xf32> { |
| %splat = vector.broadcast %scale : f32 to vector<32xf32> |
| %ext = arith.scaling_extf %in, %splat : vector<32xf4E2M1FN>, vector<32xf32> to vector<32xf32> |
| return %ext : vector<32xf32> |
| } |
| |
| // ----- |
| |
| // CHECK-LABEL: @long_fp8_broadcast |
| // CHECK-COUNT-8: amdgpu.scaled_ext_packed %{{.+}}[1] |
| // CHECK-NOT: amdgpu.scaled_ext_packed |
| // CHECK: return |
| func.func @long_fp8_broadcast(%in: vector<32xf8E4M3FN>, %scale: f32) -> vector<32xf32> { |
| %splat = vector.broadcast %scale : f32 to vector<32xf32> |
| %ext = arith.scaling_extf %in, %splat : vector<32xf8E4M3FN>, vector<32xf32> to vector<32xf32> |
| return %ext : vector<32xf32> |
| } |
