From: 윤현식/On-Device Lab(SR)/Principal Engineer/삼성전자 <hyunsik.yoon@samsung.com>
Date: Thu, 19 Sep 2019 06:06:17 +0000 (+0900)
Subject: [exo-tflite] adding converter for loco::ConstGen (#7632)
X-Git-Tag: submit/tizen/20191205.083104~1151
X-Git-Url: http://review.tizen.org/git/?a=commitdiff_plain;h=5964314e7308e66e3fa777730f33f68baea1a03a;p=platform%2Fcore%2Fml%2Fnnfw.git

[exo-tflite] adding converter for loco::ConstGen (#7632)

converter and its test for loco::ConstGen (to locoex::TFLConst) was added.

Signed-off-by: Hyun Sik Yoon <hyunsik.yoon@samsung.com>
---

diff --git a/compiler/exo-tflite/src/Conversion/CanonicalNodeConverter.cpp b/compiler/exo-tflite/src/Conversion/CanonicalNodeConverter.cpp
index 25dc080..e4396c2 100644
--- a/compiler/exo-tflite/src/Conversion/CanonicalNodeConverter.cpp
+++ b/compiler/exo-tflite/src/Conversion/CanonicalNodeConverter.cpp
@@ -46,7 +46,7 @@ bool CanonicalNodeConverter<CanonicalType>::run(loco::Graph *graph)
 
 // template instantiation
 template bool CanonicalNodeConverter<loco::AvgPool2D>::run(loco::Graph *graph);
-// TODO loco::ConstGen
+template bool CanonicalNodeConverter<loco::ConstGen>::run(loco::Graph *graph);
 // TODO loco::Conv2D
 // TODO loco::DepthwiseConv2D
 // TODO loco::DepthwiseFilterEncode
diff --git a/compiler/exo-tflite/src/Conversion/ConstGenConverter.cpp b/compiler/exo-tflite/src/Conversion/ConstGenConverter.cpp
new file mode 100644
index 0000000..e576d17
--- /dev/null
+++ b/compiler/exo-tflite/src/Conversion/ConstGenConverter.cpp
@@ -0,0 +1,58 @@
+/*
+ * 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 "ConstGenConverter.h"
+
+#include "Dialect/IR/TFLNodes.h"
+#include "Check.h"
+
+#include <loco.h>
+
+namespace exo
+{
+
+bool ConstGenConverter::convert(loco::ConstGen *constgen)
+{
+  auto *graph = constgen->graph();
+
+  auto tfl_const = graph->nodes()->create<locoex::TFLConst>();
+  {
+    if (constgen->dtype() == loco::DataType::FLOAT32)
+    {
+      tfl_const->dtype(loco::DataType::FLOAT32);
+
+      tfl_const->rank(constgen->rank());
+      for (uint32_t axis = 0; axis < constgen->rank(); axis++)
+        tfl_const->dim(axis) = constgen->dim(axis);
+
+      auto size = constgen->size<loco::DataType::FLOAT32>();
+      tfl_const->size<loco::DataType::FLOAT32>(size);
+
+      for (uint32_t i = 0; i < size; ++i)
+      {
+        tfl_const->at<loco::DataType::FLOAT32>(i) = constgen->at<loco::DataType::FLOAT32>(i);
+      }
+    }
+    else
+      EXO_THROW("Unsupported DataType");
+  }
+
+  loco::replace(constgen).with(tfl_const);
+
+  return true;
+}
+
+} // namespace exo
diff --git a/compiler/exo-tflite/src/Conversion/ConstGenConverter.h b/compiler/exo-tflite/src/Conversion/ConstGenConverter.h
new file mode 100644
index 0000000..613ccd0
--- /dev/null
+++ b/compiler/exo-tflite/src/Conversion/ConstGenConverter.h
@@ -0,0 +1,38 @@
+/*
+ * 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 __CONVERSION_CONSTGEN_CONVERTER_H__
+#define __CONVERSION_CONSTGEN_CONVERTER_H__
+
+#include "CanonicalNodeConverter.h"
+
+#include <loco.h>
+
+namespace exo
+{
+
+class ConstGenConverter : public CanonicalNodeConverter<loco::ConstGen>
+{
+public:
+  const char *name(void) const final { return "exo::ConstGenConverter"; }
+
+public:
+  bool convert(loco::ConstGen *constgen) final;
+};
+
+} // namespace exo
+
+#endif // __CONVERSION_CONSTGEN_CONVERTER_H__
diff --git a/compiler/exo-tflite/src/Conversion/ConstGenConverter.test.cpp b/compiler/exo-tflite/src/Conversion/ConstGenConverter.test.cpp
new file mode 100644
index 0000000..9d46545
--- /dev/null
+++ b/compiler/exo-tflite/src/Conversion/ConstGenConverter.test.cpp
@@ -0,0 +1,66 @@
+/*
+ * 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 "ConstGenConverter.h"
+#include "ReluConverter.h"
+
+#include "Dialect/IR/TFLNodes.h"
+#include "TestGraph.h"
+#include "TestHelper.h"
+
+#include <loco.h>
+
+#include <gtest/gtest.h>
+
+TEST(TFLConstGenConverterTest, ConstGen_Relu)
+{
+  exo::test::ExampleGraph<exo::test::ExampleGraphType::ConstGen_ReLU> g;
+  g.build();
+
+  // set constgen
+  {
+    g.constgen->dtype(loco::DataType::FLOAT32);
+    g.constgen->shape({2, 1});
+    g.constgen->size<loco::DataType::FLOAT32>(2);
+
+    g.constgen->at<loco::DataType::FLOAT32>(0) = 0.5;
+    g.constgen->at<loco::DataType::FLOAT32>(1) = -0.5;
+  }
+
+  // let's convert
+  {
+    exo::test::TypeShapeReadyPhase test_phase;
+
+    test_phase.add_pass<exo::ConstGenConverter>();
+    test_phase.add_pass<exo::ReluConverter>();
+
+    test_phase.run(g.graph());
+  }
+
+  auto tfl_const = exo::test::find_first_node_bytype<locoex::TFLConst>(g.graph());
+  auto tfl_relu = exo::test::find_first_node_bytype<locoex::TFLRelu>(g.graph());
+
+  ASSERT_TRUE(tfl_const != nullptr and tfl_relu != nullptr);
+  ASSERT_TRUE(tfl_relu->features() == tfl_const);
+
+  ASSERT_TRUE(tfl_const->rank() == g.constgen->rank());
+  ASSERT_TRUE(tfl_const->dim(0) == g.constgen->dim(0));
+  ASSERT_TRUE(tfl_const->dim(1) == g.constgen->dim(1));
+  ASSERT_TRUE(tfl_const->at<loco::DataType::FLOAT32>(0) ==
+              g.constgen->at<loco::DataType::FLOAT32>(0));
+  ASSERT_TRUE(tfl_const->at<loco::DataType::FLOAT32>(1) ==
+              g.constgen->at<loco::DataType::FLOAT32>(1));
+}
diff --git a/compiler/exo-tflite/src/TestGraph.h b/compiler/exo-tflite/src/TestGraph.h
index 0a00094..f2f6fef 100644
--- a/compiler/exo-tflite/src/TestGraph.h
+++ b/compiler/exo-tflite/src/TestGraph.h
@@ -19,6 +19,7 @@
 
 #include "Dialect/IR/TFLNodes.h"
 #include "GraphBlock.h"
+#include "TestHelper.h"
 
 #include <loco.h>
 
@@ -147,6 +148,7 @@ private:
 enum class ExampleGraphType
 {
   FeatureBiasAdd,
+  ConstGen_ReLU
 };
 
 template <ExampleGraphType T> class ExampleGraph;
@@ -183,6 +185,32 @@ public:
   }
 };
 
+/**
+ * @brief Class to creates the following:
+ *
+ *     ConstGen -- ReLU -- Push
+ */
+template <> class ExampleGraph<ExampleGraphType::ConstGen_ReLU> : public TestGraph
+{
+public:
+  loco::ConstGen *constgen = nullptr;
+  loco::ReLU *relu = nullptr;
+
+public:
+  ExampleGraph() = default;
+
+  loco::Graph *graph() { return g.get(); }
+
+  void build()
+  {
+    constgen = append<loco::ConstGen>();
+    relu = append<loco::ReLU>(constgen);
+    complete(relu);
+
+    EXO_TEST_ASSERT_NODE_COUNT({push}, 3); // sanity check
+  }
+};
+
 } // namespace test
 } // namespace exo