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diff --git a/compiler/moco-tf/src/Canonicalization/SoftmaxCanonicalizer.cpp b/compiler/moco-tf/src/Canonicalization/SoftmaxCanonicalizer.cpp
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+/*
+ * 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 "SoftmaxCanonicalizer.h"
+
+#include <moco/IR/TFDialect.h>
+#include <moco/Support/TFShapeInferenceHelper.h>
+
+#include <moco/Log.h>
+
+namespace
+{
+
+bool canonicalize_softmax(loco::Graph *graph, moco::TFSoftmax *node)
+{
+ LOGGER(l);
+
+ INFO(l) << "TFNodeCanonicalize TFSoftmax begin";
+
+ /**
+ * This will replace shape inferred TFSoftmax node into canonical TensorSoftmax
+ *
+ * Before
+ * In ---- TFSoftmax ---- Out(s)
+ *
+ * After
+ * ------ TFSoftmax
+ * /
+ * In ---- TensorSoftmax ----- Out(s)
+ */
+
+ auto nodeshape = moco::node_shape(node);
+ // Canonicalization into TensorSoftmax is valid when softmax has shape info
+ assert(nodeshape.domain() != loco::Domain::Unknown);
+
+ auto softmax_tensor_shape = nodeshape.as<loco::TensorShape>();
+
+ // Create loco node to replace
+ auto softmax = graph->nodes()->create<loco::TensorSoftmax>();
+
+ // replace
+ auto in = node->logits();
+ softmax->input(in);
+ softmax->axis(softmax_tensor_shape.rank() - 1);
+ replace(node).with(softmax);
+
+ INFO(l) << "TFNodeCanonicalize TFSoftmax done";
+
+ return true;
+}
+
+} // namespace
+
+namespace moco
+{
+namespace tf
+{
+
+bool SoftmaxCanonicalizer::transform(TFSoftmax *node) const
+{
+ return canonicalize_softmax(node->graph(), node);
+}
+
+} // namespace tf
+} // namespace moco