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-rw-r--r--compiler/luci/pass/src/RemoveUnnecessaryReshapeNetPass.cpp172
1 files changed, 172 insertions, 0 deletions
diff --git a/compiler/luci/pass/src/RemoveUnnecessaryReshapeNetPass.cpp b/compiler/luci/pass/src/RemoveUnnecessaryReshapeNetPass.cpp
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+/*
+ * Copyright (c) 2022 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 "luci/Pass/RemoveUnnecessaryReshapeNetPass.h"
+
+#include <luci/IR/CircleNodes.h>
+
+namespace
+{
+
+bool acceptable_intermediate_op(const loco::Node *node)
+{
+ if (not node)
+ return false;
+
+ const auto opcode = loco::must_cast<const luci::CircleNode *>(node)->opcode();
+
+ switch (opcode)
+ {
+ case luci::CircleOpcode::ADD:
+ case luci::CircleOpcode::MUL:
+ case luci::CircleOpcode::TANH:
+ case luci::CircleOpcode::LOGISTIC:
+ break;
+
+ default:
+ return false;
+ }
+
+ return true;
+}
+
+bool same_shape(const loco::Node *a, const loco::Node *b)
+{
+ auto a_cnode = loco::must_cast<const luci::CircleNode *>(a);
+ auto b_cnode = loco::must_cast<const luci::CircleNode *>(b);
+
+ if (a_cnode->rank() != b_cnode->rank())
+ return false;
+
+ for (uint32_t i = 0; i < a_cnode->rank(); i++)
+ {
+ if (not(a_cnode->dim(i) == b_cnode->dim(i)))
+ return false;
+ }
+ return true;
+}
+
+class PreReshapeFinder
+{
+public:
+ PreReshapeFinder(const luci::CircleReshape *post_reshape) : _post_reshape(post_reshape)
+ {
+ assert(post_reshape != nullptr); // FIX_CALLER_UNLESS
+ }
+
+public:
+ // Return true if pre_reshapes are found
+ bool collect_pre_reshapes(loco::Node *node)
+ {
+ // TODO Support diamond case
+ if (loco::succs(node).size() != 1)
+ return false;
+
+ if (auto pre_reshape = dynamic_cast<luci::CircleReshape *>(node))
+ {
+ // Check ifm of pre-reshape and ofm of post_reshape
+ if (not same_shape(pre_reshape->tensor(), _post_reshape))
+ return false;
+
+ // Check ofm of pre-reshape and ifm of post_reshape
+ if (not same_shape(pre_reshape, _post_reshape->tensor()))
+ return false;
+
+ _pre_reshapes.emplace_back(pre_reshape);
+ return true;
+ }
+
+ if (not acceptable_intermediate_op(node))
+ return false;
+
+ for (uint32_t i = 0; i < node->arity(); i++)
+ {
+ if (not collect_pre_reshapes(node->arg(i)))
+ return false;
+ }
+
+ return true;
+ }
+
+public:
+ std::vector<luci::CircleReshape *> pre_reshapes(void) const { return _pre_reshapes; }
+
+private:
+ const luci::CircleReshape *_post_reshape = nullptr;
+ std::vector<luci::CircleReshape *> _pre_reshapes;
+};
+
+bool remove_unnecessary_reshape_net(luci::CircleReshape *reshape)
+{
+ PreReshapeFinder finder(reshape);
+ if (not finder.collect_pre_reshapes(reshape->tensor()))
+ return false;
+
+ // Remove pre_reshapes
+ for (auto pre_reshape : finder.pre_reshapes())
+ {
+ loco::replace(pre_reshape).with(pre_reshape->tensor());
+ }
+
+ // Remove post_reshape
+ loco::replace(reshape).with(reshape->tensor());
+
+ return true;
+}
+
+} // namespace
+
+namespace luci
+{
+
+/**
+ * BEFORE
+ *
+ * [CircleNode]
+ * |
+ * [CircleReshape_1] (shape: A -> B)
+ * |
+ * [CircleNode] (ex: Add/Mul/Tanh/Logistic ..)
+ * |
+ * [CircleReshape_2] (shape: B -> A)
+ * |
+ * [CircleNode]
+ *
+ * AFTER
+ *
+ * [CircleNode]
+ * | \
+ * | [CircleReshape_1]
+ * [CircleNode]
+ * | \
+ * | [CircleReshape_2]
+ * [CircleNode]
+ **/
+bool RemoveUnnecessaryReshapeNetPass::run(loco::Graph *g)
+{
+ bool changed = false;
+ for (auto node : loco::active_nodes(loco::output_nodes(g)))
+ {
+ if (auto reshape_node = dynamic_cast<luci::CircleReshape *>(node))
+ {
+ if (remove_unnecessary_reshape_net(reshape_node))
+ changed = true;
+ }
+ }
+ return changed;
+}
+
+} // namespace luci