| |
| // Copyright (c) 2020-2021, ARM Limited. |
| // |
| // Licensed under the Apache License, Version 2.0 (the "License"); |
| // you may not use this file except in compliance with the License. |
| // You may obtain a copy of the License at |
| // |
| // http://www.apache.org/licenses/LICENSE-2.0 |
| // |
| // Unless required by applicable law or agreed to in writing, software |
| // distributed under the License is distributed on an "AS IS" BASIS, |
| // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| // See the License for the specific language governing permissions and |
| // limitations under the License. |
| |
| #include "ewise_binary.h" |
| #include "arith_util.h" |
| #include "quant_util.h" |
| #include "template_types.h" |
| |
| using namespace TosaReference; |
| using namespace Eigen; |
| using namespace tosa; |
| |
| template <int Rank, DType InDtype, DType OutDtype> |
| BinaryNodeBase<Rank, InDtype, OutDtype>::BinaryNodeBase(SubgraphTraverser* sgt_, |
| const Op& op_, |
| TosaQuantInfoBase* qinfo_, |
| uint64_t id_) |
| : GraphNode(sgt_, op_, id_) |
| { |
| setRequiredOperands(2, 1); |
| setRequiredRank(0, 6); |
| |
| a_rank = b_rank = max_input_rank = -1; |
| a = b = nullptr; |
| a_rank0 = b_rank0 = nullptr; |
| result = nullptr; |
| |
| fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return OutEigenType(); }; |
| } |
| |
| template <int Rank, DType InDtype, DType OutDtype> |
| BinaryNodeBase<Rank, InDtype, OutDtype>::~BinaryNodeBase() |
| {} |
| |
| template <int Rank, DType InDtype, DType OutDtype> |
| int BinaryNodeBase<Rank, InDtype, OutDtype>::checkTensorAttributes() |
| { |
| if (validateRequiredOperands()) |
| return 1; |
| |
| if (validateRequiredRank(inputs[0]) || validateRequiredRank(inputs[1]) || validateRequiredRank(outputs[0])) |
| { |
| return 1; |
| } |
| |
| a_rank = inputs[0]->getRank(); |
| b_rank = inputs[1]->getRank(); |
| if (a_rank != 0 && b_rank != 0 && a_rank != b_rank) |
| { |
| printNodeValidationError("Binary operator input ranks must match"); |
| return 1; |
| } |
| |
| max_input_rank = a_rank >= b_rank ? a_rank : b_rank; |
| |
| // A & B must be the same types |
| if (inputs[0]->matchType(*inputs[1])) |
| { |
| printNodeValidationError("Binary operator input types must match"); |
| return 1; |
| } |
| |
| // Result's geometry must match, but the type may be wider |
| if (outputs[0]->getRank() != max_input_rank) |
| { |
| printNodeValidationError("Binary operator input and output genometry must match"); |
| return 1; |
| } |
| |
| if (a_rank == max_input_rank) |
| { |
| a = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[0]); |
| } |
| else |
| { |
| a_rank0 = dynamic_cast<TosaReference::TensorTemplate<ETensor0<InEigenType>>*>(inputs[0]); |
| } |
| |
| if (b_rank == max_input_rank) |
| { |
| b = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[1]); |
| } |
| else |
| { |
| b_rank0 = dynamic_cast<TosaReference::TensorTemplate<ETensor0<InEigenType>>*>(inputs[1]); |
| } |
| |
| result = dynamic_cast<TosaReference::TensorTemplate<TOut>*>(outputs[0]); |
| |
| // either a or b can be rank0 |
| // a_rank0 and b_rank0 can't be valid at the same time. |
| // if a and be are both rank0, they should be evaulated as 'a' and 'b', instead of 'a_rank0' and 'b_rank0' |
| ASSERT_MEM((a || a_rank0) && (b || b_rank0) && !(a_rank0 && b_rank0) && result); |
| |
| return 0; |
| } |
| |
| template <int Rank, DType InDtype, DType OutDtype> |
| int BinaryNodeBase<Rank, InDtype, OutDtype>::broadcast() |
| { |
| auto output_shape = result->getTensor().dimensions(); |
| |
| std::vector<int> a_shape, b_shape; |
| |
| if (a_rank == max_input_rank) |
| { |
| a_shape = a->getShape(); |
| } |
| else |
| { |
| a_shape.assign(max_input_rank, 1); |
| } |
| |
| if (b_rank == max_input_rank) |
| { |
| b_shape = b->getShape(); |
| } |
| else |
| { |
| b_shape.assign(max_input_rank, 1); |
| } |
| |
| for (int i = 0; i < max_input_rank; i++) |
| { |
| if (a_shape[i] != output_shape[i] && a_shape[i] == 1) |
| { |
| bcast_a[i] = output_shape[i]; |
| } |
| else |
| { |
| bcast_a[i] = 1; |
| } |
| if (b_shape[i] != output_shape[i] && b_shape[i] == 1) |
| { |
| bcast_b[i] = output_shape[i]; |
| } |
| else |
| { |
| bcast_b[i] = 1; |
| } |
| } |
| |
| return 0; |
| } |
| |
| template <int Rank, DType InDtype, DType OutDtype> |
| int BinaryNode<Rank, InDtype, OutDtype>::eval() |
| { |
| this->broadcast(); |
| |
| Eigen::array<int, Rank> reshaper; |
| reshaper.fill(1); |
| TIn ia, ib; |
| |
| if (this->a_rank == this->max_input_rank) |
| { |
| ia = this->a->getTensor().broadcast(this->bcast_a); |
| } |
| else |
| { |
| ia = this->a_rank0->getTensor().reshape(reshaper).broadcast(this->bcast_a); |
| } |
| |
| if (this->b_rank == this->max_input_rank) |
| { |
| ib = this->b->getTensor().broadcast(this->bcast_b); |
| } |
| else |
| { |
| ib = this->b_rank0->getTensor().reshape(reshaper).broadcast(this->bcast_b); |
| } |
| |
| this->result->getTensor() = ia.binaryExpr(ib, this->fcn); |
| |
| return GraphNode::eval(); |
| } |
| |
| // still need to partial specialize this, or Eigen will throw static assertion |
| template <DType InDtype, DType OutDtype> |
| int BinaryNode<0, InDtype, OutDtype>::eval() |
| { |
| this->result->getTensor() = this->a->getTensor().binaryExpr(this->b->getTensor(), this->fcn); |
| |
| return GraphNode::eval(); |
| } |
| |
| template <int Rank, DType Dtype> |
| int OpAdd<Rank, Dtype>::register_fcn() |
| { |
| switch (InDtype) |
| { |
| case DType_FLOAT: |
| case DType_INT32: |
| this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a + b; }; |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[InDtype]); |
| } |
| |
| return 0; |
| } |
| |
| template <int Rank, DType Dtype> |
| int OpArithmeticRightShift<Rank, Dtype>::register_fcn() |
| { |
| bool round = attribute->round(); |
| int32_t num_bits = 0; |
| switch (Dtype) |
| { |
| case DType_INT8: |
| num_bits = 8; |
| break; |
| case DType_INT16: |
| num_bits = 16; |
| break; |
| case DType_INT32: |
| num_bits = 32; |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
| } |
| |
| this->fcn = [this, round, num_bits](InEigenType a, InEigenType b) -> OutEigenType { |
| REQUIRE(b >= 0 && b < num_bits, "OpArithmeticRightShift: shift value %d is out of valid range [0, %d]", |
| (int32_t)b, num_bits); |
| |
| InEigenType acc = a >> b; |
| |
| if (round && b > 0 && (a >> (b - 1) & 1) != 0) |
| { |
| acc++; |
| } |
| |
| return acc; |
| }; |
| |
| return 0; |
| } |
| |
| template <int Rank, DType Dtype> |
| int OpBitwiseAnd<Rank, Dtype>::register_fcn() |
| { |
| switch (Dtype) |
| { |
| case DType_INT8: |
| case DType_INT16: |
| case DType_INT32: |
| this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a & b; }; |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
| } |
| |
| return 0; |
| } |
| |
| template <int Rank, DType Dtype> |
| int OpBitwiseOr<Rank, Dtype>::register_fcn() |
| { |
| switch (Dtype) |
| { |
| case DType_INT8: |
| case DType_INT16: |
| case DType_INT32: |
| this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a | b; }; |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
| } |
| |
| return 0; |
| } |
| |
| template <int Rank, DType Dtype> |
| int OpBitwiseXor<Rank, Dtype>::register_fcn() |
| { |
| switch (Dtype) |
| { |
| case DType_INT8: |
| case DType_INT16: |
| case DType_INT32: |
| this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a ^ b; }; |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
| } |
| |
| return 0; |
| } |
| |
| template <int Rank, DType Dtype> |
| int OpIntdiv<Rank, Dtype>::register_fcn() |
| { |
| switch (InDtype) |
| { |
| case DType_INT32: |
| this->fcn = [this](InEigenType a, InEigenType b) -> OutEigenType { |
| REQUIRE(b != 0, "OpIntDiv: divisor must be non-zero value"); |
| int64_t res_in_64 = static_cast<int64_t>(a) / b; |
| int64_t i32_max_in_64 = static_cast<int64_t>(std::numeric_limits<InEigenType>::max()); |
| REQUIRE(a <= i32_max_in_64, "OpIntDiv: result not in i32 range"); |
| return static_cast<InEigenType>(res_in_64); |
| }; |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[InDtype]); |
| } |
| |
| return 0; |
| } |
| |
| template <int Rank, DType Dtype> |
| int OpLogicalAnd<Rank, Dtype>::register_fcn() |
| { |
| switch (Dtype) |
| { |
| case DType_BOOL: |
| this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a && b; }; |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
| } |
| |
| return 0; |
| } |
| |
| template <int Rank, DType Dtype> |
| int OpLogicalLeftShift<Rank, Dtype>::register_fcn() |
| { |
| switch (Dtype) |
| { |
| case DType_INT8: |
| case DType_INT16: |
| case DType_INT32: |
| this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a << b; }; |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
| } |
| |
| return 0; |
| } |
| |
| template <int Rank, DType Dtype> |
| int OpLogicalRightShift<Rank, Dtype>::register_fcn() |
| { |
| int32_t num_bits = 0; |
| switch (Dtype) |
| { |
| case DType_INT8: |
| num_bits = 8; |
| break; |
| case DType_INT16: |
| num_bits = 16; |
| break; |
| case DType_INT32: |
| num_bits = 32; |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
| } |
| |
| this->fcn = [num_bits](InEigenType a, InEigenType b) -> OutEigenType { |
| uint32_t mask = ONES_MASK(num_bits) >> b; |
| return (a >> b) & mask; |
| }; |
| |
| return 0; |
| } |
| |
| template <int Rank, DType Dtype> |
| int OpLogicalOr<Rank, Dtype>::register_fcn() |
| { |
| switch (Dtype) |
| { |
| case DType_BOOL: |
| this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a || b; }; |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
| } |
| |
| return 0; |
| } |
| |
| template <int Rank, DType Dtype> |
| int OpLogicalXor<Rank, Dtype>::register_fcn() |
| { |
| switch (Dtype) |
| { |
| case DType_BOOL: |
| this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a ^ b; }; |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
| } |
| |
| return 0; |
| } |
| |
| template <int Rank, DType Dtype> |
| int OpMaximum<Rank, Dtype>::register_fcn() |
| { |
| switch (Dtype) |
| { |
| case DType_FLOAT: |
| case DType_INT32: |
| this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a > b ? a : b; }; |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
| } |
| |
| return 0; |
| } |
| |
| template <int Rank, DType Dtype> |
| int OpMinimum<Rank, Dtype>::register_fcn() |
| { |
| switch (Dtype) |
| { |
| case DType_FLOAT: |
| case DType_INT32: |
| this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a < b ? a : b; }; |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
| } |
| |
| return 0; |
| } |
| |
| template <int Rank, DType InDtype, DType OutDtype> |
| int OpMul<Rank, InDtype, OutDtype>::register_fcn() |
| { |
| int32_t shift = attribute->shift(); |
| |
| switch (InDtype) |
| { |
| case DType_FLOAT: |
| this->fcn = [shift](InEigenType a, InEigenType b) -> OutEigenType { return a * b; }; |
| break; |
| case DType_INT32: |
| this->fcn = [this, shift](InEigenType a, InEigenType b) -> OutEigenType { |
| int64_t result; |
| if (shift > 0) |
| { |
| int64_t round = 1L << (shift - 1); |
| result = static_cast<int64_t>(a) * static_cast<int64_t>(b) + round; |
| result = result >> shift; |
| |
| REQUIRE(result >= QMin && result <= QMax, "OpMul: result %ld exceeds valid range [%ld, %ld]", |
| result, QMin, QMax); |
| } |
| else |
| { |
| result = a * b; |
| } |
| |
| return static_cast<OutEigenType>(result); |
| }; |
| break; |
| case DType_INT8: |
| case DType_INT16: |
| this->fcn = [this](InEigenType lhs, InEigenType rhs) -> OutEigenType { |
| OutEigenType raw_output = (OutEigenType)lhs * (OutEigenType)rhs; |
| |
| OutEigenType clamped_output = std::min<OutEigenType>(QMax, std::max<OutEigenType>(raw_output, QMin)); |
| |
| return clamped_output; |
| }; |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[InDtype]); |
| } |
| |
| return 0; |
| } |
| |
| template <int Rank, DType Dtype> |
| int OpPow<Rank, Dtype>::register_fcn() |
| { |
| switch (Dtype) |
| { |
| case DType_FLOAT: |
| this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return powf(a, b); }; |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[Dtype]); |
| } |
| |
| return 0; |
| } |
| |
| template <int Rank, DType Dtype> |
| int OpSub<Rank, Dtype>::register_fcn() |
| { |
| switch (InDtype) |
| { |
| case DType_FLOAT: |
| case DType_INT32: |
| this->fcn = [](InEigenType a, InEigenType b) -> OutEigenType { return a - b; }; |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[InDtype]); |
| } |
| |
| return 0; |
| } |
| |
| template <int Rank, DType InDtype> |
| OpTable<Rank, InDtype>::OpTable(SubgraphTraverser* sgt_, |
| TosaAttributeBase* attribute_, |
| TosaQuantInfoBase* qinfo_, |
| uint64_t id_) |
| : GraphNode(sgt_, Op_TABLE, id_) |
| { |
| setRequiredOperands(2, 1); |
| setRequiredRank(0, 6); |
| } |
| |
| template <int Rank, DType InDtype> |
| OpTable<Rank, InDtype>::~OpTable() |
| {} |
| |
| template <int Rank, DType InDtype> |
| int OpTable<Rank, InDtype>::checkTensorAttributes() |
| { |
| if (validateRequiredOperands()) |
| return 1; |
| |
| if (validateRequiredRank(inputs[0]) || validateRequiredRank(outputs[0])) |
| { |
| return 1; |
| } |
| |
| if (inputs[1]->getRank() != 1) |
| { |
| printNodeValidationError("OpTable: Table must be rank 1 tensor"); |
| return 1; |
| } |
| |
| if (inputs[0]->getDtype() == DType_INT8) |
| { |
| if (inputs[1]->getElementCount() != 256 || inputs[1]->getDtype() != DType_INT8) |
| { |
| printNodeValidationError("OpTable: Table must be INT8[256] if input is INT8"); |
| return 1; |
| } |
| } |
| else if (inputs[0]->getDtype() == DType_INT16) |
| { |
| if (inputs[1]->getElementCount() != 513 || inputs[1]->getDtype() != DType_INT16) |
| { |
| printNodeValidationError("OpTable: Table must be INT16[513] if input is INT16"); |
| return 1; |
| } |
| } |
| |
| in = dynamic_cast<TosaReference::TensorTemplate<TIn>*>(inputs[0]); |
| table = dynamic_cast<TosaReference::TensorTemplate<TTable>*>(inputs[1]); |
| out = dynamic_cast<TosaReference::TensorTemplate<TOut>*>(outputs[0]); |
| |
| ASSERT_MEM(in && table && out); |
| |
| return 0; |
| } |
| |
| template <int Rank, DType InDtype> |
| int OpTable<Rank, InDtype>::eval() |
| { |
| switch (InDtype) |
| { |
| case DType_INT8: |
| this->out->getTensor() = this->in->getTensor().unaryExpr([this](InEigenType in) -> OutEigenType { |
| int32_t input_truncated = std::min<int32_t>(std::max<int32_t>(in, QInMin), QInMax); |
| int32_t index = input_truncated - QInMin; |
| int32_t value = this->table->getTensor()(index); |
| |
| return value; |
| }); |
| break; |
| case DType_INT16: |
| this->out->getTensor() = this->in->getTensor().unaryExpr([this](InEigenType in) -> OutEigenType { |
| // 1. make sure input is int16 range |
| int32_t input_truncated = std::min<int32_t>(std::max<int32_t>(in, QInMin), QInMax); |
| |
| // 2. calculate index and interpolation fraction |
| int32_t index = (input_truncated >> FractionBits) + (1 << (IntegerBits - 1)); |
| index = std::min<int32_t>(std::max<int32_t>(index, 0), NumTableEntries - 1); // 9-bit index |
| int32_t frac = (input_truncated)&0x7F; // 7-bit fraction |
| |
| // 3. interpolate, generate 16.7 (23-bit) output |
| int32_t base = this->table->getTensor()(index); |
| int32_t next = this->table->getTensor()(index + 1); |
| int32_t value = (base << 7) + (next - base) * frac; |
| |
| return value; |
| }); |
| break; |
| default: |
| ERROR_IF(true, "unsupported DType %s", EnumNamesDType()[InDtype]); |
| } |
| |
| return GraphNode::eval(); |
| } |
| |
| // template explicit instantiation |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpAdd, FLOAT); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpAdd, INT32); |
| |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpArithmeticRightShift, INT8); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpArithmeticRightShift, INT16); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpArithmeticRightShift, INT32); |
| |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseAnd, INT8); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseAnd, INT16); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseAnd, INT32); |
| |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseOr, INT8); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseOr, INT16); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseOr, INT32); |
| |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseXor, INT8); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseXor, INT16); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpBitwiseXor, INT32); |
| |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpIntdiv, INT32); |
| |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalAnd, BOOL); |
| |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalLeftShift, INT8); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalLeftShift, INT16); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalLeftShift, INT32); |
| |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalRightShift, INT8); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalRightShift, INT16); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalRightShift, INT32); |
| |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalOr, BOOL); |
| |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpLogicalXor, BOOL); |
| |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpMaximum, FLOAT); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpMaximum, INT32); |
| |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpMinimum, FLOAT); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpMinimum, INT32); |
| |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpMul, FLOAT, FLOAT); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpMul, INT8, INT32); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpMul, INT16, INT32); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(OpMul, INT32, INT32); |
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| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpPow, FLOAT); |
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| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpSub, FLOAT); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpSub, INT32); |
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| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpTable, INT8); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_ONE_TYPE(OpTable, INT16); |
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| DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(BinaryNode, FLOAT, BOOL); |
| DEF_INSTANTIATE_RANK0_6_ONE_RANK_TWO_TYPE(BinaryNode, INT32, BOOL); |