[llvm] 5fda2a5 - [NFC][ADT] Add RadixTree (#164524)

via llvm-commits llvm-commits at lists.llvm.org
Fri Oct 24 17:41:54 PDT 2025


Author: Vitaly Buka
Date: 2025-10-25T00:41:50Z
New Revision: 5fda2a5d9c1a0f90da5d0afc412c9ad613702823

URL: https://github.com/llvm/llvm-project/commit/5fda2a5d9c1a0f90da5d0afc412c9ad613702823
DIFF: https://github.com/llvm/llvm-project/commit/5fda2a5d9c1a0f90da5d0afc412c9ad613702823.diff

LOG: [NFC][ADT] Add RadixTree (#164524)

This commit introduces a RadixTree implementation to LLVM.

RadixTree, as a Trie, is very efficient by searching for prefixes.

A Radix Tree is more efficient implementation of Trie.

The tree will be used to optimize Glob matching in SpecialCaseList:
* https://github.com/llvm/llvm-project/pull/164531 
* https://github.com/llvm/llvm-project/pull/164543 
* https://github.com/llvm/llvm-project/pull/164545

---------

Co-authored-by: Kazu Hirata <kazu at google.com>
Co-authored-by: Copilot <175728472+Copilot at users.noreply.github.com>

Added: 
    llvm/include/llvm/ADT/RadixTree.h
    llvm/unittests/ADT/RadixTreeTest.cpp

Modified: 
    llvm/docs/ProgrammersManual.rst
    llvm/unittests/ADT/CMakeLists.txt

Removed: 
    


################################################################################
diff  --git a/llvm/docs/ProgrammersManual.rst b/llvm/docs/ProgrammersManual.rst
index 9cdac9c59fa9b..d99b5843c2133 100644
--- a/llvm/docs/ProgrammersManual.rst
+++ b/llvm/docs/ProgrammersManual.rst
@@ -2161,6 +2161,16 @@ that are not simple pointers (use :ref:`SmallPtrSet <dss_smallptrset>` for
 pointers).  Note that ``DenseSet`` has the same requirements for the value type that
 :ref:`DenseMap <dss_densemap>` has.
 
+.. _dss_radixtree:
+
+llvm/ADT/RadixTree.h
+^^^^^^^^^^^^^^^^^^^^
+
+``RadixTree`` is a trie-based data structure that stores range-like keys and
+their associated values. It is particularly efficient for storing keys that
+share common prefixes, as it can compress these prefixes to save memory. It
+supports efficient search of matching prefixes.
+
 .. _dss_sparseset:
 
 llvm/ADT/SparseSet.h

diff  --git a/llvm/include/llvm/ADT/RadixTree.h b/llvm/include/llvm/ADT/RadixTree.h
new file mode 100644
index 0000000000000..d3c44e4e6345c
--- /dev/null
+++ b/llvm/include/llvm/ADT/RadixTree.h
@@ -0,0 +1,350 @@
+//===-- llvm/ADT/RadixTree.h - Radix Tree implementation --------*- C++ -*-===//
+//
+// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
+// See https://llvm.org/LICENSE.txt for license information.
+// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
+//===----------------------------------------------------------------------===//
+//
+// This file implements a Radix Tree.
+//
+//===----------------------------------------------------------------------===//
+
+#ifndef LLVM_ADT_RADIXTREE_H
+#define LLVM_ADT_RADIXTREE_H
+
+#include "llvm/ADT/ADL.h"
+#include "llvm/ADT/STLExtras.h"
+#include "llvm/ADT/iterator.h"
+#include "llvm/ADT/iterator_range.h"
+#include <cassert>
+#include <cstddef>
+#include <iterator>
+#include <limits>
+#include <list>
+#include <utility>
+
+namespace llvm {
+
+/// \brief A Radix Tree implementation.
+///
+/// A Radix Tree (also known as a compact prefix tree or radix trie) is a
+/// data structure that stores a dynamic set or associative array where keys
+/// are strings and values are associated with these keys. Unlike a regular
+/// trie, the edges of a radix tree can be labeled with sequences of characters
+/// as well as single characters. This makes radix trees more efficient for
+/// storing sparse data sets, where many nodes in a regular trie would have
+/// only one child.
+///
+/// This implementation supports arbitrary key types that can be iterated over
+/// (e.g., `std::string`, `std::vector<char>`, `ArrayRef<char>`). The key type
+/// must provide `begin()` and `end()` for iteration.
+///
+/// The tree stores `std::pair<const KeyType, T>` as its value type.
+///
+/// Example usage:
+/// \code
+///   llvm::RadixTree<StringRef, int> Tree;
+///   Tree.emplace("apple", 1);
+///   Tree.emplace("grapefruit", 2);
+///   Tree.emplace("grape", 3);
+///
+///   // Find prefixes
+///   for (const auto &[Key, Value] : Tree.find_prefixes("grapefruit juice")) {
+///     // pair will be {"grape", 3}
+///     // pair will be {"grapefruit", 2}
+///     llvm::outs() << Key << ": " << Value << "\n";
+///   }
+///
+///   // Iterate over all elements
+///   for (const auto &[Key, Value] : Tree)
+///     llvm::outs() << Key << ": " << Value << "\n";
+/// \endcode
+///
+/// \note
+/// The `RadixTree` takes ownership of the `KeyType` and `T` objects
+/// inserted into it. When an element is removed or the tree is destroyed,
+/// these objects will be destructed.
+/// However, if `KeyType` is a reference-like type, e.g., StringRef or range,
+/// the user must guarantee that the referenced data has a lifetime longer than
+/// the tree.
+template <typename KeyType, typename T> class RadixTree {
+public:
+  using key_type = KeyType;
+  using mapped_type = T;
+  using value_type = std::pair<const KeyType, mapped_type>;
+
+private:
+  using KeyConstIteratorType =
+      decltype(adl_begin(std::declval<const key_type &>()));
+  using KeyConstIteratorRangeType = iterator_range<KeyConstIteratorType>;
+  using KeyValueType =
+      remove_cvref_t<decltype(*adl_begin(std::declval<key_type &>()))>;
+  using ContainerType = std::list<value_type>;
+
+  /// Represents an internal node in the Radix Tree.
+  struct Node {
+    KeyConstIteratorRangeType Key{KeyConstIteratorType{},
+                                  KeyConstIteratorType{}};
+    std::vector<Node> Children;
+
+    /// An iterator to the value associated with this node.
+    ///
+    /// If this node does not have a value (i.e., it's an internal node that
+    /// only serves as a path to other values), this iterator will be equal
+    /// to default constructed `ContainerType::iterator()`.
+    typename ContainerType::iterator Value;
+
+    /// The first character of the Key. Used for fast child lookup.
+    KeyValueType KeyFront;
+
+    Node() = default;
+    Node(const KeyConstIteratorRangeType &Key)
+        : Key(Key), KeyFront(*Key.begin()) {
+      assert(!Key.empty());
+    }
+
+    Node(Node &&) = default;
+    Node &operator=(Node &&) = default;
+
+    Node(const Node &) = delete;
+    Node &operator=(const Node &) = delete;
+
+    const Node *findChild(const KeyConstIteratorRangeType &Key) const {
+      if (Key.empty())
+        return nullptr;
+      for (const Node &Child : Children) {
+        assert(!Child.Key.empty()); // Only root can be empty.
+        if (Child.KeyFront == *Key.begin())
+          return &Child;
+      }
+      return nullptr;
+    }
+
+    Node *findChild(const KeyConstIteratorRangeType &Query) {
+      const Node *This = this;
+      return const_cast<Node *>(This->findChild(Query));
+    }
+
+    size_t countNodes() const {
+      size_t R = 1;
+      for (const Node &C : Children)
+        R += C.countNodes();
+      return R;
+    }
+
+    ///
+    /// Splits the current node into two.
+    ///
+    /// This function is used when a new key needs to be inserted that shares
+    /// a common prefix with the current node's key, but then diverges.
+    /// The current `Key` is truncated to the common prefix, and a new child
+    /// node is created for the remainder of the original node's `Key`.
+    ///
+    /// \param SplitPoint An iterator pointing to the character in the current
+    ///                   `Key` where the split should occur.
+    void split(KeyConstIteratorType SplitPoint) {
+      Node Child(make_range(SplitPoint, Key.end()));
+      Key = make_range(Key.begin(), SplitPoint);
+
+      Children.swap(Child.Children);
+      std::swap(Value, Child.Value);
+
+      Children.emplace_back(std::move(Child));
+    }
+  };
+
+  /// Root always corresponds to the empty key, which is the shortest possible
+  /// prefix for everything.
+  Node Root;
+  ContainerType KeyValuePairs;
+
+  /// Finds or creates a new tail or leaf node corresponding to the `Key`.
+  Node &findOrCreate(KeyConstIteratorRangeType Key) {
+    Node *Curr = &Root;
+    if (Key.empty())
+      return *Curr;
+
+    for (;;) {
+      auto [I1, I2] = llvm::mismatch(Key, Curr->Key);
+      Key = make_range(I1, Key.end());
+
+      if (I2 != Curr->Key.end()) {
+        // Match is partial. Either query is too short, or there is mismatching
+        // character. Split either way, and put new node in between of the
+        // current and its children.
+        Curr->split(I2);
+
+        // Split was caused by mismatch, so `findChild` would fail.
+        break;
+      }
+
+      Node *Child = Curr->findChild(Key);
+      if (!Child)
+        break;
+
+      // Move to child with the same first character.
+      Curr = Child;
+    }
+
+    if (Key.empty()) {
+      // The current node completely matches the key, return it.
+      return *Curr;
+    }
+
+    // `Key` is a suffix of original `Key` unmatched by path from the `Root` to
+    // the `Curr`, and we have no candidate in the children to match more.
+    // Create a new one.
+    return Curr->Children.emplace_back(Key);
+  }
+
+  ///
+  /// An iterator for traversing prefixes search results.
+  ///
+  /// This iterator is used by `find_prefixes` to traverse the tree and find
+  /// elements that are prefixes to the given key. It's a forward iterator.
+  ///
+  /// \tparam MappedType The type of the value pointed to by the iterator.
+  ///                    This will be `value_type` for non-const iterators
+  ///                    and `const value_type` for const iterators.
+  template <typename MappedType>
+  class IteratorImpl
+      : public iterator_facade_base<IteratorImpl<MappedType>,
+                                    std::forward_iterator_tag, MappedType> {
+    const Node *Curr = nullptr;
+    KeyConstIteratorRangeType Query{KeyConstIteratorType{},
+                                    KeyConstIteratorType{}};
+
+    void findNextValid() {
+      while (Curr && Curr->Value == typename ContainerType::iterator())
+        advance();
+    }
+
+    void advance() {
+      assert(Curr);
+      if (Query.empty()) {
+        Curr = nullptr;
+        return;
+      }
+
+      Curr = Curr->findChild(Query);
+      if (!Curr) {
+        Curr = nullptr;
+        return;
+      }
+
+      auto [I1, I2] = llvm::mismatch(Query, Curr->Key);
+      if (I2 != Curr->Key.end()) {
+        Curr = nullptr;
+        return;
+      }
+      Query = make_range(I1, Query.end());
+    }
+
+    friend class RadixTree;
+    IteratorImpl(const Node *C, const KeyConstIteratorRangeType &Q)
+        : Curr(C), Query(Q) {
+      findNextValid();
+    }
+
+  public:
+    IteratorImpl() = default;
+
+    MappedType &operator*() const { return *Curr->Value; }
+
+    IteratorImpl &operator++() {
+      advance();
+      findNextValid();
+      return *this;
+    }
+
+    bool operator==(const IteratorImpl &Other) const {
+      return Curr == Other.Curr;
+    }
+  };
+
+public:
+  RadixTree() = default;
+  RadixTree(RadixTree &&) = default;
+  RadixTree &operator=(RadixTree &&) = default;
+
+  using prefix_iterator = IteratorImpl<value_type>;
+  using const_prefix_iterator = IteratorImpl<const value_type>;
+
+  using iterator = typename ContainerType::iterator;
+  using const_iterator = typename ContainerType::const_iterator;
+
+  /// Returns true if the tree is empty.
+  bool empty() const { return KeyValuePairs.empty(); }
+
+  /// Returns the number of elements in the tree.
+  size_t size() const { return KeyValuePairs.size(); }
+
+  /// Returns the number of nodes in the tree.
+  ///
+  /// This function counts all internal nodes in the tree. It can be useful for
+  /// understanding the memory footprint or complexity of the tree structure.
+  size_t countNodes() const { return Root.countNodes(); }
+
+  /// Returns an iterator to the first element.
+  iterator begin() { return KeyValuePairs.begin(); }
+  const_iterator begin() const { return KeyValuePairs.begin(); }
+
+  /// Returns an iterator to the end of the tree.
+  iterator end() { return KeyValuePairs.end(); }
+  const_iterator end() const { return KeyValuePairs.end(); }
+
+  /// Constructs and inserts a new element into the tree.
+  ///
+  /// This function constructs an element in place within the tree. If an
+  /// element with the same key already exists, the insertion fails and the
+  /// function returns an iterator to the existing element along with `false`.
+  /// Otherwise, the new element is inserted and the function returns an
+  /// iterator to the new element along with `true`.
+  ///
+  /// \param Key The key of the element to construct.
+  /// \param Args Arguments to forward to the constructor of the mapped_type.
+  /// \return A pair consisting of an iterator to the inserted element (or to
+  ///         the element that prevented insertion) and a boolean value
+  ///         indicating whether the insertion took place.
+  template <typename... Ts>
+  std::pair<iterator, bool> emplace(key_type &&Key, Ts &&...Args) {
+    // We want to make new `Node` to refer key in the container, not the one
+    // from the argument.
+    // FIXME: Determine that we need a new node, before expanding
+    // `KeyValuePairs`.
+    const value_type &NewValue = KeyValuePairs.emplace_front(
+        std::move(Key), T(std::forward<Ts>(Args)...));
+    Node &Node = findOrCreate(NewValue.first);
+    bool HasValue = Node.Value != typename ContainerType::iterator();
+    if (!HasValue)
+      Node.Value = KeyValuePairs.begin();
+    else
+      KeyValuePairs.pop_front();
+    return {Node.Value, !HasValue};
+  }
+
+  ///
+  /// Finds all elements whose keys are prefixes of the given `Key`.
+  ///
+  /// This function returns an iterator range over all elements in the tree
+  /// whose keys are prefixes of the provided `Key`. For example, if the tree
+  /// contains "abcde", "abc", "abcdefgh", and `Key` is "abcde", this function
+  /// would return iterators to "abcde" and "abc".
+  ///
+  /// \param Key The key to search for prefixes of.
+  /// \return An `iterator_range` of `const_prefix_iterator`s, allowing
+  ///         iteration over the found prefix elements.
+  /// \note The returned iterators reference the `Key` provided by the caller.
+  ///       The caller must ensure that `Key` remains valid for the lifetime
+  ///       of the iterators.
+  iterator_range<const_prefix_iterator>
+  find_prefixes(const key_type &Key) const {
+    return iterator_range<const_prefix_iterator>{
+        const_prefix_iterator(&Root, KeyConstIteratorRangeType(Key)),
+        const_prefix_iterator{}};
+  }
+};
+
+} // namespace llvm
+
+#endif // LLVM_ADT_RADIXTREE_H

diff  --git a/llvm/unittests/ADT/CMakeLists.txt b/llvm/unittests/ADT/CMakeLists.txt
index 848ccba696e76..af503d9b82843 100644
--- a/llvm/unittests/ADT/CMakeLists.txt
+++ b/llvm/unittests/ADT/CMakeLists.txt
@@ -63,6 +63,7 @@ add_llvm_unittest(ADTTests
   PointerUnionTest.cpp
   PostOrderIteratorTest.cpp
   PriorityWorklistTest.cpp
+  RadixTreeTest.cpp
   RangeAdapterTest.cpp
   RewriteBufferTest.cpp
   SCCIteratorTest.cpp

diff  --git a/llvm/unittests/ADT/RadixTreeTest.cpp b/llvm/unittests/ADT/RadixTreeTest.cpp
new file mode 100644
index 0000000000000..b2dd67c13a713
--- /dev/null
+++ b/llvm/unittests/ADT/RadixTreeTest.cpp
@@ -0,0 +1,379 @@
+//===- llvm/unittest/ADT/RadixTreeTest.cpp --------------------------------===//
+//
+// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
+// See https://llvm.org/LICENSE.txt for license information.
+// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
+//
+//===----------------------------------------------------------------------===//
+
+#include "llvm/ADT/RadixTree.h"
+#include "llvm/ADT/ArrayRef.h"
+#include "llvm/ADT/STLExtras.h"
+#include "llvm/ADT/StringRef.h"
+#include "gmock/gmock.h"
+#include "gtest/gtest.h"
+#include <iterator>
+#include <list>
+#include <vector>
+
+using namespace llvm;
+namespace {
+
+using ::testing::ElementsAre;
+using ::testing::ElementsAreArray;
+using ::testing::Pair;
+using ::testing::UnorderedElementsAre;
+
+// Test with StringRef.
+
+TEST(RadixTreeTest, Empty) {
+  RadixTree<StringRef, int> T;
+  EXPECT_TRUE(T.empty());
+  EXPECT_EQ(T.size(), 0u);
+
+  EXPECT_TRUE(T.find_prefixes("").empty());
+  EXPECT_TRUE(T.find_prefixes("A").empty());
+
+  EXPECT_EQ(T.countNodes(), 1u);
+}
+
+TEST(RadixTreeTest, InsertEmpty) {
+  RadixTree<StringRef, int> T;
+  auto [It, IsNew] = T.emplace("", 4);
+  EXPECT_TRUE(!T.empty());
+  EXPECT_EQ(T.size(), 1u);
+  EXPECT_TRUE(IsNew);
+  const auto &[K, V] = *It;
+  EXPECT_TRUE(K.empty());
+  EXPECT_EQ(4, V);
+
+  EXPECT_THAT(T, ElementsAre(Pair("", 4)));
+
+  EXPECT_THAT(T.find_prefixes(""), ElementsAre(Pair("", 4)));
+
+  EXPECT_THAT(T.find_prefixes("a"), ElementsAre(Pair("", 4)));
+
+  EXPECT_EQ(T.countNodes(), 1u);
+}
+
+TEST(RadixTreeTest, Complex) {
+  RadixTree<StringRef, int> T;
+  T.emplace("abcd", 1);
+  EXPECT_EQ(T.countNodes(), 2u);
+  T.emplace("abklm", 2);
+  EXPECT_EQ(T.countNodes(), 4u);
+  T.emplace("123abklm", 3);
+  EXPECT_EQ(T.countNodes(), 5u);
+  T.emplace("123abklm", 4);
+  EXPECT_EQ(T.countNodes(), 5u);
+  T.emplace("ab", 5);
+  EXPECT_EQ(T.countNodes(), 5u);
+  T.emplace("1234567", 6);
+  EXPECT_EQ(T.countNodes(), 7u);
+  T.emplace("123456", 7);
+  EXPECT_EQ(T.countNodes(), 8u);
+  T.emplace("123456789", 8);
+  EXPECT_EQ(T.countNodes(), 9u);
+
+  EXPECT_THAT(T, UnorderedElementsAre(Pair("abcd", 1), Pair("abklm", 2),
+                                      Pair("123abklm", 3), Pair("ab", 5),
+                                      Pair("1234567", 6), Pair("123456", 7),
+                                      Pair("123456789", 8)));
+
+  EXPECT_THAT(T.find_prefixes("1234567890"),
+              UnorderedElementsAre(Pair("1234567", 6), Pair("123456", 7),
+                                   Pair("123456789", 8)));
+
+  EXPECT_THAT(T.find_prefixes("123abklm"),
+              UnorderedElementsAre(Pair("123abklm", 3)));
+
+  EXPECT_THAT(T.find_prefixes("abcdefg"),
+              UnorderedElementsAre(Pair("abcd", 1), Pair("ab", 5)));
+
+  EXPECT_EQ(T.countNodes(), 9u);
+}
+
+TEST(RadixTreeTest, ValueWith2Parameters) {
+  RadixTree<StringRef, std::pair<std::string, int>> T;
+  T.emplace("abcd", "a", 3);
+
+  EXPECT_THAT(T, UnorderedElementsAre(Pair("abcd", Pair("a", 3))));
+}
+
+// Test 
diff erent types, less readable.
+
+template <typename T> struct TestData {
+  static const T Data1[];
+  static const T Data2[];
+};
+
+template <> const char TestData<char>::Data1[] = "abcdedcba";
+template <> const char TestData<char>::Data2[] = "abCDEDCba";
+
+template <> const int TestData<int>::Data1[] = {1, 2, 3, 4, 5, 4, 3, 2, 1};
+template <> const int TestData<int>::Data2[] = {1, 2, 4, 8, 16, 8, 4, 2, 1};
+
+template <typename T> class RadixTreeTypeTest : public ::testing::Test {
+public:
+  using IteratorType = decltype(adl_begin(std::declval<const T &>()));
+  using CharType = remove_cvref_t<decltype(*adl_begin(std::declval<T &>()))>;
+
+  T make(const CharType *Data, size_t N) { return T(StringRef(Data, N)); }
+
+  T make1(size_t N) { return make(TestData<CharType>::Data1, N); }
+  T make2(size_t N) { return make(TestData<CharType>::Data2, N); }
+};
+
+template <>
+iterator_range<StringRef::const_iterator>
+RadixTreeTypeTest<iterator_range<StringRef::const_iterator>>::make(
+    const char *Data, size_t N) {
+  return StringRef(Data).take_front(N);
+}
+
+template <>
+iterator_range<StringRef::const_reverse_iterator>
+RadixTreeTypeTest<iterator_range<StringRef::const_reverse_iterator>>::make(
+    const char *Data, size_t N) {
+  return reverse(StringRef(Data).take_back(N));
+}
+
+template <>
+ArrayRef<int> RadixTreeTypeTest<ArrayRef<int>>::make(const int *Data,
+                                                     size_t N) {
+  return ArrayRef<int>(Data, Data + N);
+}
+
+template <>
+std::vector<int> RadixTreeTypeTest<std::vector<int>>::make(const int *Data,
+                                                           size_t N) {
+  return std::vector<int>(Data, Data + N);
+}
+
+template <>
+std::list<int> RadixTreeTypeTest<std::list<int>>::make(const int *Data,
+                                                       size_t N) {
+  return std::list<int>(Data, Data + N);
+}
+
+class TypeNameGenerator {
+public:
+  template <typename T> static std::string GetName(int) {
+    if (std::is_same_v<T, StringRef>)
+      return "StringRef";
+    if (std::is_same_v<T, std::string>)
+      return "string";
+    if (std::is_same_v<T, iterator_range<StringRef::const_iterator>>)
+      return "iterator_range";
+    if (std::is_same_v<T, iterator_range<StringRef::const_reverse_iterator>>)
+      return "reverse_iterator_range";
+    if (std::is_same_v<T, ArrayRef<int>>)
+      return "ArrayRef";
+    if (std::is_same_v<T, std::vector<int>>)
+      return "vector";
+    if (std::is_same_v<T, std::list<int>>)
+      return "list";
+    return "Unknown";
+  }
+};
+
+using TestTypes =
+    ::testing::Types<StringRef, std::string,
+                     iterator_range<StringRef::const_iterator>,
+                     iterator_range<StringRef::const_reverse_iterator>,
+                     ArrayRef<int>, std::vector<int>, std::list<int>>;
+
+TYPED_TEST_SUITE(RadixTreeTypeTest, TestTypes, TypeNameGenerator);
+
+TYPED_TEST(RadixTreeTypeTest, Helpers) {
+  for (size_t i = 0; i < 9; ++i) {
+    auto R1 = this->make1(i);
+    auto R2 = this->make2(i);
+    EXPECT_EQ(llvm::range_size(R1), i);
+    EXPECT_EQ(llvm::range_size(R2), i);
+    auto [I1, I2] = llvm::mismatch(R1, R2);
+    // Exactly 2 first elements of Data1 and Data2 must match.
+    EXPECT_EQ(std::distance(R1.begin(), I1), std::min<int>(2, i));
+  }
+}
+
+TYPED_TEST(RadixTreeTypeTest, Empty) {
+  RadixTree<TypeParam, int> T;
+  EXPECT_TRUE(T.empty());
+  EXPECT_EQ(T.size(), 0u);
+
+  EXPECT_TRUE(T.find_prefixes(this->make1(0)).empty());
+  EXPECT_TRUE(T.find_prefixes(this->make2(1)).empty());
+
+  EXPECT_EQ(T.countNodes(), 1u);
+}
+
+TYPED_TEST(RadixTreeTypeTest, InsertEmpty) {
+  using TreeType = RadixTree<TypeParam, int>;
+  TreeType T;
+  auto [It, IsNew] = T.emplace(this->make1(0), 5);
+  EXPECT_TRUE(!T.empty());
+  EXPECT_EQ(T.size(), 1u);
+  EXPECT_TRUE(IsNew);
+  const auto &[K, V] = *It;
+  EXPECT_TRUE(K.empty());
+  EXPECT_EQ(5, V);
+
+  EXPECT_THAT(T.find_prefixes(this->make1(0)),
+              ElementsAre(Pair(ElementsAre(), 5)));
+
+  EXPECT_THAT(T.find_prefixes(this->make2(1)),
+              ElementsAre(Pair(ElementsAre(), 5)));
+
+  EXPECT_THAT(T, ElementsAre(Pair(ElementsAre(), 5)));
+
+  EXPECT_EQ(T.countNodes(), 1u);
+}
+
+TYPED_TEST(RadixTreeTypeTest, InsertEmptyTwice) {
+  using TreeType = RadixTree<TypeParam, int>;
+  TreeType T;
+  T.emplace(this->make1(0), 5);
+  auto [It, IsNew] = T.emplace(this->make1(0), 6);
+  EXPECT_TRUE(!T.empty());
+  EXPECT_EQ(T.size(), 1u);
+  EXPECT_TRUE(!IsNew);
+  const auto &[K, V] = *It;
+  EXPECT_TRUE(K.empty());
+  EXPECT_EQ(5, V);
+
+  EXPECT_THAT(T.find_prefixes(this->make1(0)),
+              ElementsAre(Pair(ElementsAre(), 5)));
+
+  EXPECT_THAT(T.find_prefixes(this->make2(1)),
+              ElementsAre(Pair(ElementsAre(), 5)));
+
+  EXPECT_THAT(T, ElementsAre(Pair(ElementsAre(), 5)));
+
+  EXPECT_EQ(T.countNodes(), 1u);
+}
+
+TYPED_TEST(RadixTreeTypeTest, InsertOne) {
+  using TreeType = RadixTree<TypeParam, int>;
+  TreeType T;
+  auto [It, IsNew] = T.emplace(this->make1(1), 4);
+  EXPECT_TRUE(!T.empty());
+  EXPECT_EQ(T.size(), 1u);
+  EXPECT_TRUE(IsNew);
+  const auto &[K, V] = *It;
+  EXPECT_THAT(K, ElementsAreArray(this->make1(1)));
+  EXPECT_EQ(4, V);
+
+  EXPECT_THAT(T, ElementsAre(Pair(ElementsAreArray(this->make1(1)), 4)));
+
+  EXPECT_THAT(T.find_prefixes(this->make1(1)),
+              ElementsAre(Pair(ElementsAreArray(this->make1(1)), 4)));
+
+  EXPECT_THAT(T.find_prefixes(this->make1(2)),
+              ElementsAre(Pair(ElementsAreArray(this->make1(1)), 4)));
+
+  EXPECT_EQ(T.countNodes(), 2u);
+}
+
+TYPED_TEST(RadixTreeTypeTest, InsertOneTwice) {
+  using TreeType = RadixTree<TypeParam, int>;
+  TreeType T;
+  T.emplace(this->make1(1), 4);
+  auto [It, IsNew] = T.emplace(this->make1(1), 4);
+  EXPECT_TRUE(!T.empty());
+  EXPECT_EQ(T.size(), 1u);
+  EXPECT_TRUE(!IsNew);
+
+  EXPECT_THAT(T, ElementsAre(Pair(ElementsAreArray(this->make1(1)), 4)));
+  EXPECT_EQ(T.countNodes(), 2u);
+}
+
+TYPED_TEST(RadixTreeTypeTest, InsertSuperStrings) {
+  using TreeType = RadixTree<TypeParam, int>;
+  TreeType T;
+
+  for (size_t Len = 0; Len < 7; Len += 2) {
+    auto [It, IsNew] = T.emplace(this->make1(Len), Len);
+    EXPECT_TRUE(IsNew);
+  }
+
+  EXPECT_THAT(T,
+              UnorderedElementsAre(Pair(ElementsAreArray(this->make1(0)), 0),
+                                   Pair(ElementsAreArray(this->make1(2)), 2),
+                                   Pair(ElementsAreArray(this->make1(4)), 4),
+                                   Pair(ElementsAreArray(this->make1(6)), 6)));
+
+  EXPECT_THAT(T.find_prefixes(this->make1(0)),
+              UnorderedElementsAre(Pair(ElementsAreArray(this->make1(0)), 0)));
+
+  EXPECT_THAT(T.find_prefixes(this->make1(3)),
+              UnorderedElementsAre(Pair(ElementsAreArray(this->make1(0)), 0),
+                                   Pair(ElementsAreArray(this->make1(2)), 2)));
+
+  EXPECT_THAT(T.find_prefixes(this->make1(7)),
+              UnorderedElementsAre(Pair(ElementsAreArray(this->make1(0)), 0),
+                                   Pair(ElementsAreArray(this->make1(2)), 2),
+                                   Pair(ElementsAreArray(this->make1(4)), 4),
+                                   Pair(ElementsAreArray(this->make1(6)), 6)));
+
+  EXPECT_EQ(T.countNodes(), 4u);
+}
+
+TYPED_TEST(RadixTreeTypeTest, InsertSubStrings) {
+  using TreeType = RadixTree<TypeParam, int>;
+  TreeType T;
+
+  for (size_t Len = 0; Len < 7; Len += 2) {
+    auto [It, IsNew] = T.emplace(this->make1(7 - Len), 7 - Len);
+    EXPECT_TRUE(IsNew);
+  }
+
+  EXPECT_THAT(T,
+              UnorderedElementsAre(Pair(ElementsAreArray(this->make1(1)), 1),
+                                   Pair(ElementsAreArray(this->make1(3)), 3),
+                                   Pair(ElementsAreArray(this->make1(5)), 5),
+                                   Pair(ElementsAreArray(this->make1(7)), 7)));
+
+  EXPECT_THAT(T.find_prefixes(this->make1(0)), UnorderedElementsAre());
+
+  EXPECT_THAT(T.find_prefixes(this->make1(3)),
+              UnorderedElementsAre(Pair(ElementsAreArray(this->make1(1)), 1),
+                                   Pair(ElementsAreArray(this->make1(3)), 3)));
+
+  EXPECT_THAT(T.find_prefixes(this->make1(6)),
+              UnorderedElementsAre(Pair(ElementsAreArray(this->make1(1)), 1),
+                                   Pair(ElementsAreArray(this->make1(3)), 3),
+                                   Pair(ElementsAreArray(this->make1(5)), 5)));
+
+  EXPECT_EQ(T.countNodes(), 5u);
+}
+
+TYPED_TEST(RadixTreeTypeTest, InsertVShape) {
+  using TreeType = RadixTree<TypeParam, int>;
+  TreeType T;
+
+  EXPECT_EQ(T.countNodes(), 1u);
+  T.emplace(this->make1(5), 15);
+  EXPECT_EQ(T.countNodes(), 2u);
+  T.emplace(this->make2(6), 26);
+  EXPECT_EQ(T.countNodes(), 4u);
+  T.emplace(this->make2(1), 21);
+  EXPECT_EQ(T.countNodes(), 5u);
+
+  EXPECT_THAT(T,
+              UnorderedElementsAre(Pair(ElementsAreArray(this->make1(5)), 15),
+                                   Pair(ElementsAreArray(this->make2(6)), 26),
+                                   Pair(ElementsAreArray(this->make2(1)), 21)));
+
+  EXPECT_THAT(T.find_prefixes(this->make1(7)),
+              UnorderedElementsAre(Pair(ElementsAreArray(this->make2(1)), 21),
+                                   Pair(ElementsAreArray(this->make1(5)), 15)));
+
+  EXPECT_THAT(T.find_prefixes(this->make2(7)),
+              UnorderedElementsAre(Pair(ElementsAreArray(this->make2(1)), 21),
+                                   Pair(ElementsAreArray(this->make2(6)), 26)));
+
+  EXPECT_EQ(T.countNodes(), 5u);
+}
+
+} // namespace


        


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