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#include <torch/csrc/jit/codegen/cuda/kernel_ir.h>
#include <torch/csrc/jit/codegen/cuda/kernel_ir_dispatch.h>
namespace torch {
namespace jit {
namespace fuser {
namespace cuda {
namespace kir {
std::vector<Expr*> IrVisitor::handle(const std::vector<Expr*>& exprs) {
exprs_ = std::vector<Expr*>(exprs);
for (auto expr : exprs) {
handle(expr);
}
return exprs_;
}
void IrVisitor::handle(ForLoop* fl) {
for_loops_.push_back(fl);
scope_.push_back(&fl->body());
scope_exprs_.push_back(fl);
auto body_exprs = std::vector<Expr*>(fl->body().exprs());
for (auto expr : body_exprs) {
handle(expr);
}
scope_exprs_.pop_back();
scope_.pop_back();
for_loops_.pop_back();
}
void IrVisitor::handle(IfThenElse* ite) {
scope_exprs_.push_back(ite);
scope_.push_back(&ite->thenBody());
auto then_exprs = std::vector<Expr*>(ite->thenBody().exprs());
for (auto expr : then_exprs) {
handle(expr);
}
scope_.pop_back();
scope_.push_back(&ite->elseBody());
auto else_exprs = std::vector<Expr*>(ite->elseBody().exprs());
for (auto expr : else_exprs) {
handle(expr);
}
scope_.pop_back();
scope_exprs_.pop_back();
}
std::vector<const Expr*> ConstIrVisitor::handle(
const std::vector<const Expr*>& exprs) {
exprs_ = exprs;
for (auto expr : exprs) {
handle(expr);
}
return exprs_;
}
void ConstIrVisitor::handle(const ForLoop* fl) {
for_loops_.push_back(fl);
scope_.push_back(&fl->body());
scope_exprs_.push_back(fl);
auto body_exprs = fl->body().exprs();
for (auto expr : body_exprs) {
handle(expr);
}
scope_exprs_.pop_back();
scope_.pop_back();
for_loops_.pop_back();
}
void ConstIrVisitor::handle(const IfThenElse* ite) {
scope_exprs_.push_back(ite);
scope_.push_back(&ite->thenBody());
auto then_exprs = ite->thenBody().exprs();
for (auto expr : then_exprs) {
handle(expr);
}
scope_.pop_back();
scope_.push_back(&ite->elseBody());
auto else_exprs = ite->elseBody().exprs();
for (auto expr : else_exprs) {
handle(expr);
}
scope_.pop_back();
scope_exprs_.pop_back();
}
std::vector<Expr*> ExprMutator::mutate(bool reverse_order) {
if (insertions_.empty() && replacements_.empty() && removal_.empty()) {
return exprs_;
}
auto run_insertion = [&](MutationInformation info) {
if (info.scope == nullptr) {
// If reference is nullptr and there are no expressions, simply insert the
// expr
if (exprs_.empty() && info.reference == nullptr) {
exprs_.push_back(info.new_expr);
return;
}
auto pos_it = std::find(exprs_.begin(), exprs_.end(), info.reference);
TORCH_INTERNAL_ASSERT(
pos_it != exprs_.end(),
"Issue finding reference expression for insertion.");
if (info.mode == MutationMode::BEFORE) {
exprs_.insert(pos_it, info.new_expr);
} else {
exprs_.insert(pos_it + 1, info.new_expr);
}
} else {
// If reference is nullptr and there are no expressions, simply insert the
// expr
if (info.scope->exprs().empty() && info.reference == nullptr) {
info.scope->push_back(info.new_expr);
return;
}
if (info.mode == MutationMode::BEFORE) {
info.scope->insert_before(info.reference, info.new_expr);
} else {
info.scope->insert_after(info.reference, info.new_expr);
}
}
};
if (reverse_order) {
for (auto it = insertions_.rbegin(); it != insertions_.rend(); ++it) {
run_insertion(*it);
}
} else {
for (auto insertion_info : insertions_) {
run_insertion(insertion_info);
}
}
for (auto replacement_info : replacements_) {
if (replacement_info.scope == nullptr) {
auto pos_it =
std::find(exprs_.begin(), exprs_.end(), replacement_info.reference);
TORCH_INTERNAL_ASSERT(
pos_it != exprs_.end(),
"Issue finding reference expression for replacement.");
exprs_.insert(pos_it, replacement_info.new_expr);
// iterator can be invalidated from insertion
pos_it =
std::find(exprs_.begin(), exprs_.end(), replacement_info.reference);
exprs_.erase(pos_it);
} else {
replacement_info.scope->insert_before(
replacement_info.reference, replacement_info.new_expr);
replacement_info.scope->erase(replacement_info.reference);
}
}
for (auto removal_info : removal_) {
if (removal_info.scope == nullptr) {
auto pos_it =
std::find(exprs_.begin(), exprs_.end(), removal_info.reference);
TORCH_INTERNAL_ASSERT(
pos_it != exprs_.end(), "Issue finding expression to remove.");
exprs_.erase(pos_it);
} else {
TORCH_INTERNAL_ASSERT(
removal_info.scope->contains(removal_info.reference),
"Expression to remove is not found in the given scope: ",
removal_info.reference->toString());
removal_info.scope->erase(removal_info.reference);
}
}
insertions_.clear();
replacements_.clear();
return exprs_;
}
std::vector<Expr*> ExprMutator::traverseAndInsert(
const std::vector<Expr*>& exprs,
bool reverse_order) {
IrVisitor::handle(exprs);
return mutate(reverse_order);
}
void ExprMutator::registerMutation(
Expr* reference,
Expr* new_expr,
Scope* scope,
MutationMode mode) {
MutationInformation mutation;
mutation.reference = reference;
mutation.new_expr = new_expr;
mutation.scope = scope;
mutation.mode = mode;
if (mode == MutationMode::BEFORE || mode == MutationMode::AFTER) {
insertions_.push_back(mutation);
} else if (mode == MutationMode::REPLACE) {
replacements_.push_back(mutation);
} else if (mode == MutationMode::REMOVE) {
removal_.push_back(mutation);
} else {
TORCH_INTERNAL_ASSERT(false, "Invalid mutation type");
}
}
void ExprMutator::registerInsertBefore(
Expr* reference,
Expr* new_expr,
Scope* scope) {
registerMutation(reference, new_expr, scope, MutationMode::BEFORE);
}
void ExprMutator::registerInsertAfter(
Expr* reference,
Expr* new_expr,
Scope* scope) {
registerMutation(reference, new_expr, scope, MutationMode::AFTER);
}
void ExprMutator::registerReplace(
Expr* reference,
Expr* new_expr,
Scope* scope) {
registerMutation(reference, new_expr, scope, MutationMode::REPLACE);
}
void ExprMutator::registerRemove(Expr* expr_to_remove, Scope* scope) {
registerMutation(expr_to_remove, nullptr, scope, MutationMode::REMOVE);
}
void ExprMutator::registerInsertBefore(Expr* reference, Expr* new_expr) {
Scope* scope = scope_.empty() ? nullptr : scope_.back();
registerInsertBefore(reference, new_expr, scope);
}
void ExprMutator::registerInsertAfter(Expr* reference, Expr* new_expr) {
Scope* scope = scope_.empty() ? nullptr : scope_.back();
registerInsertAfter(reference, new_expr, scope);
}
void ExprMutator::registerReplace(Expr* reference, Expr* new_expr) {
Scope* scope = scope_.empty() ? nullptr : scope_.back();
registerReplace(reference, new_expr, scope);
}
void ExprMutator::registerRemove(Expr* expr_to_remove) {
Scope* scope = scope_.empty() ? nullptr : scope_.back();
registerRemove(expr_to_remove, scope);
}
} // namespace kir
} // namespace cuda
} // namespace fuser
} // namespace jit
} // namespace torch
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