#endif // KNOB_BOOL
// KNOB_BOOL(NAME, DEFAULT_VALUE, DESCRIPTION)
+KNOB_BOOL(RemoveForwardNode, false, Enable RemoveForwardNode optimization)
#include "Optimizer.h"
+#include "Knob.h"
#include "Phase.h"
+#include "Transforms.h"
+
+#include <stdex/Memory.h>
namespace moco
{
moco::tf::Phase phase;
/* TRANSFORM DECLARATION BEGIN */
-
+ if (moco::tf::get<moco::tf::Knob::RemoveForwardNode>())
+ {
+ phase.emplace_back(stdex::make_unique<RemoveForwardNodeTransform>());
+ }
/* TRANSFORM DECLARATION END */
moco::tf::PhaseRunner<moco::tf::PhaseStrategy::Saturate> phase_runner{g};
SUCCEED();
}
+
+TEST(Optimizer, simple_forward_graph)
+{
+ moco::tf::Optimizer o;
+
+ /**
+ * Create a simple graph that forwards a constant as output
+ */
+ loco::Graph g;
+ {
+ auto constgen = g.nodes()->create<loco::ConstGen>();
+ constgen->shape({2, 3});
+
+ auto forward = g.nodes()->create<loco::Forward>();
+ forward->input(constgen);
+
+ auto pull = g.nodes()->create<loco::Push>();
+ pull->from(forward);
+ }
+
+ o.optimize(&g);
+
+ SUCCEED();
+}
#include "Transforms/ClearAnnotTransform.h"
#include "Transforms/FixPaddingTransform.h"
#include "Transforms/FixShapeTransform.h"
+#include "Transforms/RemoveForwardNodeTransform.h"
#endif // __MOCO_TF_TRANSFORMS_H__
--- /dev/null
+/*
+ * Copyright (c) 2019 Samsung Electronics Co., Ltd. All Rights Reserved
+ *
+ * Licensed 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.
+ */
+
+#include "RemoveForwardNodeTransform.h"
+
+#include <loco/IR/CanonicalDialect.h>
+#include <loco/IR/CanonicalNode.h>
+
+#include <set>
+
+namespace moco
+{
+namespace tf
+{
+
+bool RemoveForwardNodeTransform::run(loco::Graph *g)
+{
+ struct Collector final : public loco::CanonicalNodeMutableVisitor<void>
+ {
+ void visit(loco::Forward *node) final
+ {
+ if (node->input() != nullptr)
+ {
+ candidates.insert(node);
+ }
+ }
+
+ void visit(loco::Node *) final { return; }
+
+ std::set<loco::Forward *> candidates;
+ };
+
+ Collector collector;
+
+ for (auto node : loco::all_nodes(g))
+ {
+ if (node->dialect() == loco::CanonicalDialect::get())
+ {
+ auto canonical_node = dynamic_cast<loco::CanonicalNode *>(node);
+ canonical_node->accept(&collector);
+ }
+ }
+
+ for (auto node : collector.candidates)
+ {
+ replace(node).with(node->input());
+ node->input(nullptr);
+ }
+
+ return collector.candidates.size() > 0;
+}
+
+} // namespace tf
+} // namespace moco
--- /dev/null
+/*
+ * Copyright (c) 2019 Samsung Electronics Co., Ltd. All Rights Reserved
+ *
+ * Licensed 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.
+ */
+
+#ifndef __MOCO_TF_REMOVE_FORWARD_NODE_TRANSFORM_H__
+#define __MOCO_TF_REMOVE_FORWARD_NODE_TRANSFORM_H__
+
+#include "Transform.h"
+
+namespace moco
+{
+namespace tf
+{
+
+/**
+ * @brief Use the input of "Forward" node instead
+ *
+ * BEFORE:
+ * [X] -> [Forward] -> [Y]
+ *
+ * AFTER:
+ * [X] -> [Y]
+ * [Forward]
+ *
+ * NOTE This transform does not remove "Forward" node
+ */
+struct RemoveForwardNodeTransform final : public Transform
+{
+ const char *name(void) const final { return "RemoveForwardNodeTransform"; }
+
+ bool run(loco::Graph *g) final;
+};
+
+} // namespace tf
+} // namespace moco
+
+#endif // __MOCO_TF_REMOVE_FORWARD_NODE_TRANSFORM_H__