/* * Licensed to the Apache Software Foundation (ASF) under one * or more contributor license agreements. See the NOTICE file * distributed with this work for additional information * regarding copyright ownership. The ASF licenses this file * to you 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. */ /*! * * \file src/relay/op/annotation/annotation.cc * \brief Registration of annotation operators. */ #include <tvm/tir/expr.h> #include <tvm/relay/attrs/annotation.h> #include <tvm/relay/expr.h> #include <tvm/relay/op.h> #include <tvm/relay/op_attr_types.h> #include <topi/elemwise.h> #include "../../pass/infer_layout_util.h" #include "../type_relations.h" namespace tvm { namespace relay { // relay.annotation.on_device TVM_REGISTER_NODE_TYPE(OnDeviceAttrs); TVM_REGISTER_GLOBAL("relay.op.annotation._make.on_device") .set_body_typed([](Expr data, int device_type) { auto attrs = make_object<OnDeviceAttrs>(); attrs->device_type = device_type; static const Op& op = Op::Get("on_device"); return CallNode::make(op, {data}, Attrs(attrs), {}); }); RELAY_REGISTER_OP("on_device") .describe(R"code(Annotate an expression with device type)code" TVM_ADD_FILELINE) .set_num_inputs(1) .set_support_level(10) .add_type_rel("Identity", IdentityRel) .set_attr<TOpPattern>("TOpPattern", kOpaque) .set_attr<TOpIsStateful>("TOpIsStateful", false) .set_attr<FInferCorrectLayout>("FInferCorrectLayout", ElemwiseArbitraryLayout); Expr StopFusion(Expr data) { static const Op& op = Op::Get("annotation.stop_fusion"); return CallNode::make(op, {data}, Attrs{}, {}); } TVM_REGISTER_GLOBAL("relay.op.annotation._make.stop_fusion") .set_body_typed([](Expr data) { return StopFusion(data); }); RELAY_REGISTER_OP("annotation.stop_fusion") .describe(R"code(Annotate an expression to prevent it being fused with previous expressions.)code" TVM_ADD_FILELINE) .set_num_inputs(1) .add_argument("data", "Tensor", "The input data.") .add_type_rel("Identity", IdentityRel) .set_support_level(10) .set_attr<TOpPattern>("TOpPattern", kOpaque) .set_attr<TOpIsStateful>("TOpIsStateful", false) .set_attr<FInferCorrectLayout>("FInferCorrectLayout", ElemwiseArbitraryLayout) .set_attr<FTVMCompute>("FTVMCompute", [](const Attrs& attrs, const Array<te::Tensor>& inputs, const Type& out_dtype) -> Array<te::Tensor> { return {topi::identity(inputs[0])}; }); // relay.annotation.cast_hint TVM_REGISTER_NODE_TYPE(CastHintAttrs); Expr CastHint(Expr data, DataType dtype) { auto attrs = make_object<CastHintAttrs>(); attrs->dtype = dtype; static const Op& op = Op::Get("annotation.cast_hint"); return CallNode::make(op, {data}, Attrs{attrs}, {}); } RELAY_REGISTER_OP("annotation.cast_hint") .describe(R"code(Annotate an expression to be cast into specific data type.)code" TVM_ADD_FILELINE) .set_num_inputs(1) .add_argument("data", "Tensor", "The input data.") .add_type_rel("Identity", IdentityRel) .set_support_level(10) .set_attr<TOpPattern>("TOpPattern", kOpaque) .set_attr<TOpIsStateful>("TOpIsStateful", false) .set_attr<FInferCorrectLayout>("FInferCorrectLayout", ElemwiseArbitraryLayout) .set_attr<FTVMCompute>("FTVMCompute", [](const Attrs& attrs, const Array<te::Tensor>& inputs, const Type& out_dtype) -> Array<te::Tensor> { return {topi::identity(inputs[0])}; }); RELAY_REGISTER_OP("annotation.bitpack_start") .describe(R"code( Mark the start of bitpacking. )code" TVM_ADD_FILELINE) .set_num_inputs(1) .set_support_level(10) .add_type_rel("Identity", IdentityRel) .set_attr<TOpPattern>("TOpPattern", kOpaque) .set_attr<TOpIsStateful>("TOpIsStateful", false) .set_attr<FInferCorrectLayout>("FInferCorrectLayout", ElemwiseArbitraryLayout) .set_attr<FTVMCompute>("FTVMCompute", [](const Attrs& attrs, const Array<te::Tensor>& inputs, const Type& out_dtype) -> Array<te::Tensor> { return {topi::identity(inputs[0])}; }); RELAY_REGISTER_OP("annotation.bitpack_end") .describe(R"code( Mark the end of bitpacking. )code" TVM_ADD_FILELINE) .set_num_inputs(1) .set_support_level(10) .add_type_rel("Identity", IdentityRel) .set_attr<TOpPattern>("TOpPattern", kOpaque) .set_attr<TOpIsStateful>("TOpIsStateful", false) .set_attr<FInferCorrectLayout>("FInferCorrectLayout", ElemwiseArbitraryLayout) .set_attr<FTVMCompute>("FTVMCompute", [](const Attrs& attrs, const Array<te::Tensor>& inputs, const Type& out_dtype) -> Array<te::Tensor> { return {topi::identity(inputs[0])}; }); TVM_REGISTER_GLOBAL("relay.op.annotation._make.checkpoint") .set_body_typed([](Expr data) { static const Op& op = Op::Get("annotation.checkpoint"); return CallNode::make(op, {data}, Attrs{}, {}); }); RELAY_REGISTER_OP("annotation.checkpoint") .describe(R"code( Mark a checkpoint for checkpointing memory optimization. )code" TVM_ADD_FILELINE) .set_num_inputs(1) .set_support_level(10) .add_type_rel("Identity", IdentityRel) .set_attr<TOpPattern>("TOpPattern", kOpaque) .set_attr<TOpIsStateful>("TOpIsStateful", false) .set_attr<FInferCorrectLayout>("FInferCorrectLayout", ElemwiseArbitraryLayout) .set_attr<FTVMCompute>("FTVMCompute", [](const Attrs& attrs, const Array<te::Tensor>& inputs, const Type& out_dtype) -> Array<te::Tensor> { Array<te::Tensor> outputs; for (size_t i = 0; i < inputs.size(); ++i) { outputs.push_back(topi::identity(inputs[i])); } return outputs; }); RELAY_REGISTER_OP("annotation.compiler_begin") .describe(R"code( Beginning of a region that is handled by a given compiler. )code" TVM_ADD_FILELINE) .set_num_inputs(1) .set_support_level(10) .add_type_rel("Identity", IdentityRel) .set_attr<TOpPattern>("TOpPattern", kOpaque) .set_attr<TOpIsStateful>("TOpIsStateful", false) .set_attr<FInferCorrectLayout>("FInferCorrectLayout", ElemwiseArbitraryLayout) .set_attr<FTVMCompute>("FTVMCompute", [](const Attrs& attrs, const Array<te::Tensor>& inputs, const Type& out_dtype) -> Array<te::Tensor> { return {topi::identity(inputs[0])}; }); TVM_REGISTER_GLOBAL("relay.op.annotation._make.compiler_begin") .set_body_typed([](Expr expr, std::string compiler) { auto attrs = make_object<CompilerAttrs>(); attrs->compiler = compiler; static const Op& op = Op::Get("annotation.compiler_begin"); return CallNode::make(op, {expr}, Attrs(attrs), {}); }); RELAY_REGISTER_OP("annotation.compiler_end") .describe(R"code( End of a region that is handled by a given compiler. )code" TVM_ADD_FILELINE) .set_num_inputs(1) .set_support_level(10) .add_type_rel("Identity", IdentityRel) .set_attr<TOpPattern>("TOpPattern", kOpaque) .set_attr<TOpIsStateful>("TOpIsStateful", false) .set_attr<FInferCorrectLayout>("FInferCorrectLayout", ElemwiseArbitraryLayout) .set_attr<FTVMCompute>("FTVMCompute", [](const Attrs& attrs, const Array<te::Tensor>& inputs, const Type& out_dtype) -> Array<te::Tensor> { return {topi::identity(inputs[0])}; }); TVM_REGISTER_GLOBAL("relay.op.annotation._make.compiler_end") .set_body_typed([](Expr expr, std::string compiler) { auto attrs = make_object<CompilerAttrs>(); attrs->compiler = compiler; static const Op& op = Op::Get("annotation.compiler_end"); return CallNode::make(op, {expr}, Attrs(attrs), {}); }); } // namespace relay } // namespace tvm