diff options
Diffstat (limited to 'reference_model/src/ops/tensor_ops.cc')
| -rw-r--r-- | reference_model/src/ops/tensor_ops.cc | 18 |
1 files changed, 14 insertions, 4 deletions
diff --git a/reference_model/src/ops/tensor_ops.cc b/reference_model/src/ops/tensor_ops.cc index 7db5182..b9ac94a 100644 --- a/reference_model/src/ops/tensor_ops.cc +++ b/reference_model/src/ops/tensor_ops.cc @@ -507,12 +507,13 @@ int OpAvgPool2d<Dtype, AccDtype>::eval() Eigen::array<Eigen::IndexPair<Eigen::Index>, 1> contract_dims = { Eigen::IndexPair<Eigen::Index>(1, 0) }; Eigen::array<Eigen::Index, 4> bcast{ out_batch, 1, 1, out_channels }; + ETensor2<int32_t> dm2_w = div_map_w.reshape(Eigen::array<Eigen::Index, 2>{ 1, out_width }); + ETensor2<int32_t> dm2_h = div_map_h.reshape(Eigen::array<Eigen::Index, 2>{ out_height, 1 }); ETensor4<int32_t> div_map = - div_map_h.reshape(Eigen::array<Eigen::Index, 2>{ out_height, 1 }) - .contract(div_map_w.reshape(Eigen::array<Eigen::Index, 2>{ 1, out_width }), contract_dims) + dm2_h.contract(dm2_w, contract_dims) .reshape(Eigen::array<Eigen::Index, 4>{ 1, out_height, out_width, 1 }) .broadcast(bcast); - if (Dtype != DType_FP32 && Dtype != DType_FP16) + if (Dtype != DType_FP32 && Dtype != DType_FP16 && Dtype != DType_BF16) { try { @@ -533,7 +534,7 @@ int OpAvgPool2d<Dtype, AccDtype>::eval() } else { - // Case for float-type resizes + // Case for float-types this->out->getTensor() = (sum / div_map.template cast<AccEigenType>()).template cast<OutEigenType>(); } @@ -1679,12 +1680,14 @@ int OpTransposeConv2d<InDtype, WeightDtype, AccDtype>::eval() // template explicit instantiation DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpArgMax, FP16); +DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpArgMax, BF16); DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpArgMax, FP32); DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpArgMax, INT8); DEF_INSTANTIATE_RANK1_6_ONE_RANK_ONE_TYPE(OpArgMax, INT16); DEF_INSTANTIATE_ONE_TYPE_ONE_ACCUM(OpAvgPool2d, FP16, FP16); DEF_INSTANTIATE_ONE_TYPE_ONE_ACCUM(OpAvgPool2d, FP16, FP32); +DEF_INSTANTIATE_ONE_TYPE_ONE_ACCUM(OpAvgPool2d, BF16, FP32); DEF_INSTANTIATE_ONE_TYPE_ONE_ACCUM(OpAvgPool2d, FP32, FP32); DEF_INSTANTIATE_ONE_TYPE_ONE_ACCUM(OpAvgPool2d, INT8, INT32); DEF_INSTANTIATE_ONE_TYPE_ONE_ACCUM(OpAvgPool2d, INT16, INT32); @@ -1692,6 +1695,7 @@ DEF_INSTANTIATE_ONE_TYPE_ONE_ACCUM(OpAvgPool2d, INT16, INT32); // [in_t, weight_t, acc_t] DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpConv2d, FP16, FP16, FP16); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpConv2d, FP16, FP16, FP32); +DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpConv2d, BF16, BF16, FP32); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpConv2d, FP32, FP32, FP32); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpConv2d, INT8, INT4, INT32); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpConv2d, INT8, INT8, INT32); @@ -1699,6 +1703,7 @@ DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpConv2d, INT16, INT8, INT48); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpConv3d, FP16, FP16, FP16); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpConv3d, FP16, FP16, FP32); +DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpConv3d, BF16, BF16, FP32); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpConv3d, FP32, FP32, FP32); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpConv3d, INT8, INT4, INT32); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpConv3d, INT8, INT8, INT32); @@ -1706,6 +1711,7 @@ DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpConv3d, INT16, INT8, INT48); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpDepthwiseConv2d, FP16, FP16, FP16); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpDepthwiseConv2d, FP16, FP16, FP32); +DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpDepthwiseConv2d, BF16, BF16, FP32); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpDepthwiseConv2d, FP32, FP32, FP32); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpDepthwiseConv2d, INT8, INT4, INT32); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpDepthwiseConv2d, INT8, INT8, INT32); @@ -1713,6 +1719,7 @@ DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpDepthwiseConv2d, INT16, INT8, INT48); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpFullyConnected, FP16, FP16, FP16); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpFullyConnected, FP16, FP16, FP32); +DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpFullyConnected, BF16, BF16, FP32); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpFullyConnected, FP32, FP32, FP32); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpFullyConnected, INT8, INT4, INT32); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpFullyConnected, INT8, INT8, INT32); @@ -1722,15 +1729,18 @@ DEF_INSTANTIATE_ONE_TYPE_ONE_ACCUM(OpMatMul, INT8, INT32); DEF_INSTANTIATE_ONE_TYPE_ONE_ACCUM(OpMatMul, INT16, INT48); DEF_INSTANTIATE_ONE_TYPE_ONE_ACCUM(OpMatMul, FP16, FP16); DEF_INSTANTIATE_ONE_TYPE_ONE_ACCUM(OpMatMul, FP16, FP32); +DEF_INSTANTIATE_ONE_TYPE_ONE_ACCUM(OpMatMul, BF16, FP32); DEF_INSTANTIATE_ONE_TYPE_ONE_ACCUM(OpMatMul, FP32, FP32); DEF_INSTANTIATE_ONE_TYPE(OpMaxPool2d, FP16); +DEF_INSTANTIATE_ONE_TYPE(OpMaxPool2d, BF16); DEF_INSTANTIATE_ONE_TYPE(OpMaxPool2d, FP32); DEF_INSTANTIATE_ONE_TYPE(OpMaxPool2d, INT8); DEF_INSTANTIATE_ONE_TYPE(OpMaxPool2d, INT16); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpTransposeConv2d, FP16, FP16, FP16); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpTransposeConv2d, FP16, FP16, FP32); +DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpTransposeConv2d, BF16, BF16, FP32); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpTransposeConv2d, FP32, FP32, FP32); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpTransposeConv2d, INT8, INT4, INT32); DEF_INSTANTIATE_TWO_TYPE_ONE_ACCUM(OpTransposeConv2d, INT8, INT8, INT32); |