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authorGravatar Tong Shen <endlessroad@google.com>2018-10-04 11:24:41 -0700
committerGravatar TensorFlower Gardener <gardener@tensorflow.org>2018-10-04 11:28:53 -0700
commitc8d5054e8c12800f0c3db0e51f3d5902e04eaa37 (patch)
treee9e2ee47e91ecb831faa7666e2213967b650c921 /tensorflow/compiler
parent6850dafeeaaa48efa748134688844bd079ef3949 (diff)
Roll forward change "Skip control flow functionalization if there is no Switch or Merge node.".
PiperOrigin-RevId: 215772272
Diffstat (limited to 'tensorflow/compiler')
-rw-r--r--tensorflow/compiler/tf2xla/functionalize_control_flow.cc129
1 files changed, 90 insertions, 39 deletions
diff --git a/tensorflow/compiler/tf2xla/functionalize_control_flow.cc b/tensorflow/compiler/tf2xla/functionalize_control_flow.cc
index 36c6f5d316..28e09d7b79 100644
--- a/tensorflow/compiler/tf2xla/functionalize_control_flow.cc
+++ b/tensorflow/compiler/tf2xla/functionalize_control_flow.cc
@@ -79,7 +79,10 @@ Status FunctionalizeControlFlowForFunction(
const string& func_name, const string& new_func_name,
const protobuf::Map<string, tensorflow::AttrValue>& attrs,
FunctionLibraryDefinition* fld, FunctionLibraryRuntime* flr,
- std::map<string, string>* canonicalized_name_to_new_name) {
+ std::map<string, absl::optional<string>>* canonicalized_name_to_new_name,
+ bool* modified) {
+ *modified = false;
+
// Convert the function to Graph.
FunctionLibraryRuntime::Handle handle;
TF_RETURN_IF_ERROR(flr->Instantiate(func_name, AttrSlice(&attrs), &handle));
@@ -92,6 +95,19 @@ Status FunctionalizeControlFlowForFunction(
});
const FunctionBody* body = flr->GetFunctionBody(handle);
+ // Check if the graph has Switch or Merge node before optimizing the graph.
+ bool has_switch_or_merge = false;
+ for (Node* n : body->graph->nodes()) {
+ if (n->type_string() == "Switch" || n->type_string() == "Merge") {
+ has_switch_or_merge = true;
+ break;
+ }
+ }
+ // We cannot return here directly if the graph has no Switch/Merge.
+ // It might contain function call nodes, or If/While nodes with Switch/Merge
+ // in function body. We still need to rewrite those functions and modify
+ // corresponding nodes.
+
// Call graph optimizer. The most important optimization we need is constant
// folding, which will replace ops like Shape/BroadcastGradientArgs with
// constant shape input. Without this optimization, those ops might become
@@ -129,6 +145,13 @@ Status FunctionalizeControlFlowForFunction(
absl::StrCat("functionalize_control_flow_after_opt_", func_name),
*optimized_graph, fld);
}
+ // Some inlined functions might have Switch/Merge nodes.
+ for (Node* n : optimized_graph->nodes()) {
+ if (n->type_string() == "Switch" || n->type_string() == "Merge") {
+ has_switch_or_merge = true;
+ break;
+ }
+ }
// If any node has associated functions, functionalize them first.
// Gather nodes with associated functions first, because rewriting those nodes
@@ -151,10 +174,15 @@ Status FunctionalizeControlFlowForFunction(
Canonicalize(name, AttrSlice(&associated_function.attrs()));
auto iter = canonicalized_name_to_new_name->find(canonicalized_name);
string new_name;
+ bool function_modified;
if (iter != canonicalized_name_to_new_name->end()) {
- // If we already functionalized this function, skip functionalization
- // but still rewrite the node.
- new_name = iter->second;
+ // If we already processed this function, check if it was rewritten. If
+ // the function was rewritten, the entry will be non-empty. Otherwise
+ // the entry will be empty.
+ function_modified = iter->second.has_value();
+ if (function_modified) {
+ new_name = iter->second.value();
+ }
} else {
if (associated_function.type() ==
AssociatedFunctionInfo::AssociatedFunctionType::kSymbolicGradient) {
@@ -166,42 +194,62 @@ Status FunctionalizeControlFlowForFunction(
}
TF_RETURN_IF_ERROR(FunctionalizeControlFlowForFunction(
name, new_name, associated_function.attrs(), fld, flr,
- canonicalized_name_to_new_name));
- (*canonicalized_name_to_new_name)[canonicalized_name] = new_name;
+ canonicalized_name_to_new_name, &function_modified));
+ if (function_modified) {
+ // If the function was rewritten, add an non-empty entry. So later we
+ // know we have processed this function, and it was rewritten into
+ // another function.
+ (*canonicalized_name_to_new_name)[canonicalized_name] = new_name;
+ } else {
+ // If the function was not rewritten, add an empty entry. So later
+ // we know we have processed this function, and it does not need to be
+ // rewritten.
+ (*canonicalized_name_to_new_name)[canonicalized_name] = absl::nullopt;
+ }
+ }
+ if (function_modified) {
+ *modified = true;
+
+ // Notice that if "n" is a function call, RewriteAssociatedFunction()
+ // will delete it and create a new node instead, making "n" an invalid
+ // pointer. That's fine because in that case, associated_functions will
+ // only have one member and the loop will only run once.
+ TF_RETURN_IF_ERROR(RewriteAssociatedFunction(
+ optimized_graph.get(), n, fld, associated_function, new_name));
}
- // Notice that if "n" is a function call, RewriteAssociatedFunction() will
- // delete it and create a new node instead, making "n" an invalid pointer.
- // That's fine because in that case, associated_functions will only have
- // one member and the loop will only run once.
- TF_RETURN_IF_ERROR(RewriteAssociatedFunction(
- optimized_graph.get(), n, fld, associated_function, new_name));
}
}
- // Functionalize the function body.
- if (VLOG_IS_ON(4)) {
- dump_graph::DumpGraphToFile(
- absl::StrCat("functionalize_control_flow_before_fdef_", func_name),
- *optimized_graph, fld);
- }
- TF_RETURN_IF_ERROR(FunctionalizeControlFlow(optimized_graph.get(), fld));
- if (VLOG_IS_ON(4)) {
- dump_graph::DumpGraphToFile(
- absl::StrCat("functionalize_control_flow_after_fdef_", func_name),
- *optimized_graph, fld);
+ if (has_switch_or_merge) {
+ *modified = true;
+
+ // Functionalize the function body.
+ if (VLOG_IS_ON(4)) {
+ dump_graph::DumpGraphToFile(
+ absl::StrCat("functionalize_control_flow_before_fdef_", func_name),
+ *optimized_graph, fld);
+ }
+ TF_RETURN_IF_ERROR(FunctionalizeControlFlow(optimized_graph.get(), fld));
+ if (VLOG_IS_ON(4)) {
+ dump_graph::DumpGraphToFile(
+ absl::StrCat("functionalize_control_flow_after_fdef_", func_name),
+ *optimized_graph, fld);
+ }
}
- FunctionDef functionalized_fdef;
- TF_RETURN_IF_ERROR(GraphToFunctionDef(*optimized_graph, new_func_name,
- &functionalized_fdef));
- // Add rewritten FunctionDef into library.
- if (func_name == new_func_name) {
- VLOG(2) << "Replacing function " << func_name;
- TF_RETURN_IF_ERROR(
- fld->ReplaceFunction(new_func_name, functionalized_fdef));
- } else {
- VLOG(2) << "Adding function " << new_func_name;
- TF_RETURN_IF_ERROR(fld->AddFunctionDef(functionalized_fdef));
+ if (*modified) {
+ // Add rewritten FunctionDef into library.
+ FunctionDef functionalized_fdef;
+ TF_RETURN_IF_ERROR(GraphToFunctionDef(*optimized_graph, new_func_name,
+ &functionalized_fdef));
+ if (func_name == new_func_name) {
+ VLOG(2) << "Replacing function " << func_name;
+ TF_RETURN_IF_ERROR(
+ fld->ReplaceFunction(new_func_name, functionalized_fdef));
+ } else {
+ VLOG(2) << "Adding function " << new_func_name;
+ TF_RETURN_IF_ERROR(fld->AddFunctionDef(functionalized_fdef));
+ }
}
return ret_status;
@@ -227,7 +275,7 @@ Status FunctionalizeControlFlowPass::Run(
{"TPUCompile", "function"},
{"XlaLaunch", "function"},
};
- std::map<string, string> canonicalized_name_to_new_name;
+ std::map<string, absl::optional<string>> canonicalized_name_to_new_name;
for (Node* n : graph->nodes()) {
auto it = kNodeTypeToFunctionAttrMapping->find(n->type_string());
if (it == kNodeTypeToFunctionAttrMapping->end()) {
@@ -242,12 +290,15 @@ Status FunctionalizeControlFlowPass::Run(
<< ". Corresponding function: " << func.name();
string new_func_name = options.flib_def->UniqueFunctionName(
absl::StrCat(func.name(), "_f15n_"));
+ bool modified;
TF_RETURN_IF_ERROR(FunctionalizeControlFlowForFunction(
func.name(), new_func_name, func.attr(), options.flib_def, flr,
- &canonicalized_name_to_new_name));
- n->ClearAttr(func_attr);
- func.set_name(new_func_name);
- n->AddAttr(func_attr, func);
+ &canonicalized_name_to_new_name, &modified));
+ if (modified) {
+ n->ClearAttr(func_attr);
+ func.set_name(new_func_name);
+ n->AddAttr(func_attr, func);
+ }
}
}