From: 박천교/On-Device Lab(SR)/Engineer/삼성전자 <ch.bahk@samsung.com>
Date: Tue, 6 Aug 2019 01:46:21 +0000 (+0900)
Subject: [moco-tf] Squeeze Canonicalizer (#6234)
X-Git-Tag: submit/tizen/20190809.050447~132
X-Git-Url: http://review.tizen.org/git/?a=commitdiff_plain;h=42bf04c581aacd9a6456d1cb625ea694ef808159;p=platform%2Fcore%2Fml%2Fnnfw.git

[moco-tf] Squeeze Canonicalizer (#6234)

Squeeze canonicalizer is to canonicalize TF-dialect TFSqueeze into
canonical FixedReshape.

Signed-off-by: Cheongyo Bahk <ch.bahk@samsung.com>
---

diff --git a/compiler/moco-tf/src/Canonicalization/SqueezeCanonicalizer.cpp b/compiler/moco-tf/src/Canonicalization/SqueezeCanonicalizer.cpp
new file mode 100644
index 0000000..6f4e445
--- /dev/null
+++ b/compiler/moco-tf/src/Canonicalization/SqueezeCanonicalizer.cpp
@@ -0,0 +1,108 @@
+/*
+ * 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 "SqueezeCanonicalizer.h"
+
+#include "Annotations/ShapeInferenceData.h"
+
+#include "Dialect/TFDialect.h"
+#include "Dialect/TFNodes.h"
+#include "Dialect/TFNodeVisitor.h"
+#include "Dialect/TFNodeImpl.h"
+
+#include <moco/Log.h>
+
+namespace
+{
+
+bool canonicalize_squeeze_to_reshape(loco::Graph *graph, moco::tf::TFSqueeze *node)
+{
+  LOGGER(l);
+
+  INFO(l) << "TFNodeCanonicalize TFSqueeze begin";
+
+  using FixedReshape = loco::Reshape<loco::ReshapeType::Fixed>;
+
+  /**
+   * This will replace shape inferred TFSqueeze node into canonical FixedReshape
+   *
+   * Before
+   *           In ---- TFSqueeze ---- Out(s)
+   *
+   * After
+   *             ------ TFSqueeze
+   *            /
+   *           In ---- FixedReshape ----- Out(s)
+   */
+
+  auto squeeze_shape = node->annot<moco::tf::ShapeInferenceData>();
+  // canonicalize into FixedReshape is valid when squeeze has shape info
+  // TODO Support general Squeeze case
+  assert(squeeze_shape);
+
+  auto squeeze_tensor_shape = squeeze_shape->tensor_shape();
+
+  // Create loco node to replace
+  auto reshape = graph->nodes()->create<FixedReshape>();
+
+  // Copy shape
+  reshape->rank(squeeze_tensor_shape.rank());
+  for (uint32_t axis = 0; axis < squeeze_tensor_shape.rank(); ++axis)
+  {
+    assert(squeeze_tensor_shape.dim(axis).known());
+    reshape->dim(axis) = squeeze_tensor_shape.dim(axis);
+  }
+
+  // replace
+  auto in = node->input();
+  reshape->input(in);
+  replace(node).with(reshape);
+
+  INFO(l) << "TFNodeCanonicalize TFSqueeze done";
+
+  return true;
+}
+
+} // namespace
+
+namespace moco
+{
+namespace tf
+{
+
+bool SqueezeCanonicalizer::run(loco::Graph *graph)
+{
+  auto active_nodes = loco::active_nodes(loco::output_nodes(graph));
+  bool changed = false;
+
+  for (auto node : active_nodes)
+  {
+    if (node->dialect() == TFDialect::get())
+    {
+      auto tf_squeeze = dynamic_cast<moco::tf::TFSqueeze *>(node);
+      if (tf_squeeze != nullptr)
+      {
+        if (canonicalize_squeeze_to_reshape(graph, tf_squeeze))
+          changed = true;
+      }
+    }
+  }
+
+  return changed;
+}
+
+} // namespace tf
+} // namespace moco
diff --git a/compiler/moco-tf/src/Canonicalization/SqueezeCanonicalizer.h b/compiler/moco-tf/src/Canonicalization/SqueezeCanonicalizer.h
new file mode 100644
index 0000000..dc5b2d7
--- /dev/null
+++ b/compiler/moco-tf/src/Canonicalization/SqueezeCanonicalizer.h
@@ -0,0 +1,46 @@
+/*
+ * 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_SQUEEZE_CANONICALIZER_H__
+#define __MOCO_TF_SQUEEZE_CANONICALIZER_H__
+
+#include "Transform.h"
+
+#include <loco.h>
+
+namespace moco
+{
+namespace tf
+{
+
+/**
+ * @brief  Canonicalize TF-dialect TFSqueeze into canonical FixedReshape node
+ *
+ * @note  There is no canonical Squeeze node
+ */
+class SqueezeCanonicalizer : public Transform
+{
+public:
+  const char *name(void) const final { return "SqueezeCanonicalizer"; }
+
+public:
+  bool run(loco::Graph *graph) override;
+};
+
+} // namespace tf
+} // namespace moco
+
+#endif // __MOCO_TF_SQUEEZE_CANONICALIZER_H__