blob: 1dc1ebbd99590043511d7dda8391faa73dfb8113 [file] [log] [blame]
/*!
* 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