diff options
Diffstat (limited to 'reference_model/src/ops/image.cc')
| -rw-r--r-- | reference_model/src/ops/image.cc | 29 |
1 files changed, 21 insertions, 8 deletions
diff --git a/reference_model/src/ops/image.cc b/reference_model/src/ops/image.cc index cf1d9f7..66efee0 100644 --- a/reference_model/src/ops/image.cc +++ b/reference_model/src/ops/image.cc @@ -63,7 +63,7 @@ int OpResize<InDtype, OutDtype, resize_t>::checkTensorAttributes() if (this->mode == ResizeMode_BILINEAR) { - if (OutDtype != DType_INT32 && OutDtype != DType_INT48 && OutDtype != DType_FP32 && OutDtype != DType_FP16) + if (OutDtype != DType_INT32 && OutDtype != DType_INT48 && OutDtype != DType_FP32 && OutDtype != DType_FP16 && OutDtype != DType_BF16) { printNodeValidationError("OpResize: invalid data type for BILINEAR"); return 1; @@ -71,7 +71,7 @@ int OpResize<InDtype, OutDtype, resize_t>::checkTensorAttributes() } else { - if (OutDtype != DType_INT8 && OutDtype != DType_INT16 && OutDtype != DType_FP32 && OutDtype != DType_FP16) + if (OutDtype != DType_INT8 && OutDtype != DType_INT16 && OutDtype != DType_FP32 && OutDtype != DType_FP16 && OutDtype != DType_BF16) { printNodeValidationError("OpResize: invalid data type for NEAREST"); return 1; @@ -159,15 +159,15 @@ int OpResize<InDtype, OutDtype, resize_t>::eval() resize_t dy; resize_t dx; - if (std::is_floating_point<resize_t>::value) + if (std::is_floating_point<resize_t>::value || (typeid(resize_t) == typeid(Eigen::bfloat16))) { - dy = fy - iy; - dx = fx - ix; + dy = (resize_t)(fy - iy); + dx = (resize_t)(fx - ix); } else { - dy = y - (iy * scale_y_n); - dx = x - (ix * scale_x_n); + dy = (resize_t)(y - (iy * scale_y_n)); + dx = (resize_t)(x - (ix * scale_x_n)); } int32_t iy0 = MAX(iy, 0); @@ -190,6 +190,15 @@ int OpResize<InDtype, OutDtype, resize_t>::eval() acc += (OutEigenType)v10 * dy * (1.0 - dx); acc += (OutEigenType)v11 * dy * dx; } + else if ((typeid(resize_t) == typeid(Eigen::bfloat16))) + { + Eigen::bfloat16 bf16_acc; + bf16_acc = (Eigen::bfloat16)v00 * (Eigen::bfloat16)(1.0 - dy) * (Eigen::bfloat16)(1.0 - dx); + bf16_acc += (Eigen::bfloat16)v01 * (Eigen::bfloat16)(1.0 - dy) * (Eigen::bfloat16)dx; + bf16_acc += (Eigen::bfloat16)v10 * (Eigen::bfloat16)dy * (Eigen::bfloat16)(1.0 - dx); + bf16_acc += (Eigen::bfloat16)v11 * (Eigen::bfloat16)dy * (Eigen::bfloat16)dx; + acc = (float)bf16_acc; + } else { acc = (OutEigenType)v00 * (scale_y_n - dy) * (scale_x_n - dx); @@ -201,7 +210,7 @@ int OpResize<InDtype, OutDtype, resize_t>::eval() else { ASSERT_MSG(mode == ResizeMode_NEAREST, "OpResize: invalid mode"); - if (std::is_floating_point<resize_t>::value) + if (std::is_floating_point<resize_t>::value || (typeid(resize_t) == typeid(Eigen::bfloat16))) { iy = (dy >= 0.5) ? iy1 : iy0; ix = (dx >= 0.5) ? ix1 : ix0; @@ -213,6 +222,9 @@ int OpResize<InDtype, OutDtype, resize_t>::eval() } acc = in->getTensor()(b, iy, ix, c); } + if ((typeid(resize_t) == typeid(Eigen::bfloat16))) { + ASSERT_MSG(checkValidBFloat(acc), "Resize accumulator float value is not a valid bfloat16 value."); + } out->getTensor()(b, oy, ox, c) = acc; } @@ -225,4 +237,5 @@ DEF_INSTANTIATE_THREE_TYPE(OpResize, INT8, INT8, int16_t); DEF_INSTANTIATE_THREE_TYPE(OpResize, INT16, INT48, int16_t); DEF_INSTANTIATE_THREE_TYPE(OpResize, INT16, INT16, int16_t); DEF_INSTANTIATE_THREE_TYPE(OpResize, FP16, FP16, float); +DEF_INSTANTIATE_THREE_TYPE(OpResize, BF16, BF16, Eigen::bfloat16); DEF_INSTANTIATE_THREE_TYPE(OpResize, FP32, FP32, float); |