/*! * Copyright (c) 2016 by Contributors * \file auto_inline_elem_wise.cc */ #include <tvm/schedule_pass.h> #include <tvm/operation.h> #include <tvm/ir_visitor.h> namespace tvm { namespace schedule { using namespace ir; class ElemWiseDetector : public ir::IRVisitor { public: explicit ElemWiseDetector(Array<IterVar> axis) : axis_(axis) {} void Visit(const NodeRef& e) final { if (!is_elem_wise_) return; IRVisitor::Visit(e); } void Visit_(const Call* op) final { Array<Expr> axis = op->args; if (axis_.size() != axis.size()) { is_elem_wise_ = false; return; } for (size_t i = 0; i < axis_.size(); ++i) { if (!axis[i].same_as(axis_[i]->var)) { is_elem_wise_ = false; return; } } IRVisitor::Visit_(op); } bool is_elem_wise_{true}; private: Array<IterVar> axis_; }; bool IsElemWise(const Operation& op) { if (const ComputeOpNode* compute = op.as<ComputeOpNode>()) { ElemWiseDetector v = ElemWiseDetector(compute->axis); for (auto& e : compute->body) v.Visit(e); return v.is_elem_wise_; } return false; } void AutoInlineElemWise(Schedule sch) { for (Stage s : sch->stages) { if (!s.is_scheduled() && IsElemWise(s->op) && !s->is_output) { s.compute_inline(); } } } bool IsBroadcast(const Operation& op) { if (const ComputeOpNode* compute = op.as<ComputeOpNode>()) { if (compute->reduce_axis.size()) { return false; } // TODO(nicolasvasilache): Implement Me } return false; } void AutoInlineBroadcast(Schedule sch) { for (Stage s : sch->stages) { if (!s.is_scheduled() && IsBroadcast(s->op) && !s->is_output) { s.compute_inline(); } } } bool IsInjective(const Operation& op) { if (const ComputeOpNode* compute = op.as<ComputeOpNode>()) { return compute->reduce_axis.size() == 0; } return false; } void AutoInlineInjective(Schedule sch) { for (Stage s : sch->stages) { if (!s.is_scheduled() && IsInjective(s->op) && !s->is_output) { s.compute_inline(); } } } } // namespace schedule } // namespace tvm