trie-hard 0.2.0

Fast implementation of a trie data structure
Documentation
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// Copyright 2024 Cloudflare, Inc.
//
// 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.

#![cfg_attr(not(doctest), doc = include_str!("../README.md"))]
#![deny(
    missing_docs,
    missing_debug_implementations,
    unreachable_pub,
    rustdoc::broken_intra_doc_links,
    unsafe_code
)]
#![warn(rust_2018_idioms)]
#![no_std]

extern crate alloc;

#[cfg(test)]
extern crate std;

mod u256;

use alloc::{
    collections::{BTreeMap, BTreeSet, VecDeque},
    vec,
    vec::Vec,
};
use core::ops::RangeFrom;

use self::u256::U256;

#[derive(Debug, Clone)]
#[repr(transparent)]
struct MasksByByteSized<I>([I; 256]);

impl<I> Default for MasksByByteSized<I>
where
    I: Default + Copy,
{
    fn default() -> Self {
        Self([I::default(); 256])
    }
}

#[allow(clippy::large_enum_variant)]
enum MasksByByte {
    U8(MasksByByteSized<u8>),
    U16(MasksByByteSized<u16>),
    U32(MasksByByteSized<u32>),
    U64(MasksByByteSized<u64>),
    U128(MasksByByteSized<u128>),
    U256(MasksByByteSized<U256>),
}

impl MasksByByte {
    fn new(used_bytes: BTreeSet<u8>) -> Self {
        match used_bytes.len() {
            ..=8 => MasksByByte::U8(MasksByByteSized::<u8>::new(used_bytes)),
            9..=16 => {
                MasksByByte::U16(MasksByByteSized::<u16>::new(used_bytes))
            }
            17..=32 => {
                MasksByByte::U32(MasksByByteSized::<u32>::new(used_bytes))
            }
            33..=64 => {
                MasksByByte::U64(MasksByByteSized::<u64>::new(used_bytes))
            }
            65..=128 => {
                MasksByByte::U128(MasksByByteSized::<u128>::new(used_bytes))
            }
            129..=256 => {
                MasksByByte::U256(MasksByByteSized::<U256>::new(used_bytes))
            }
            _ => unreachable!("There are only 256 possible u8s"),
        }
    }
}

/// Inner representation of a trie-hard trie that is generic to a specific size
/// of integer.
#[derive(Debug, Clone)]
pub struct TrieHardSized<'a, T, I> {
    masks: MasksByByteSized<I>,
    nodes: Vec<TrieState<'a, T, I>>,
}

impl<'a, T, I> Default for TrieHardSized<'a, T, I>
where
    I: Default + Copy,
{
    fn default() -> Self {
        Self {
            masks: MasksByByteSized::default(),
            nodes: Default::default(),
        }
    }
}

#[derive(PartialEq, Eq, PartialOrd, Ord)]
struct StateSpec<'a> {
    prefix: &'a [u8],
    index: usize,
}

#[derive(Debug, Clone)]
struct SearchNode<I> {
    mask: I,
    edge_start: usize,
}

#[derive(Debug, Clone)]
enum TrieState<'a, T, I> {
    Leaf(&'a [u8], T),
    Search(SearchNode<I>),
    SearchOrLeaf(&'a [u8], T, SearchNode<I>),
}

/// Enumeration of all the possible sizes of trie-hard tries. An instance of
/// this enum can be created from any set of arbitrary string or byte slices.
/// The variant returned will depend on the number of distinct bytes contained
/// in the set.
///
/// ```
/// # use trie_hard::TrieHard;
/// let trie = ["and", "ant", "dad", "do", "dot"]
///     .into_iter()
///     .collect::<TrieHard<'_, _>>();
///
/// assert!(trie.get("dad").is_some());
/// assert!(trie.get("do").is_some());
/// assert!(trie.get("don't").is_none());
/// ```
///
/// _Note_: This enum has a very large variant which dominates the size for
/// the enum. That means that a small trie using `u8`s for storage will take up
/// way (32x) more storage than it needs to. If you are concerned about extra
/// space (and you know ahead of time the trie size needed), you should extract
/// the inner, `[TrieHardSized]` which will use only the size required.
#[allow(clippy::large_enum_variant)]
#[derive(Debug, Clone)]
pub enum TrieHard<'a, T> {
    /// Trie-hard using u8s for storage. For sets with 1..=8 unique bytes
    U8(TrieHardSized<'a, T, u8>),
    /// Trie-hard using u16s for storage. For sets with 9..=16 unique bytes
    U16(TrieHardSized<'a, T, u16>),
    /// Trie-hard using u32s for storage. For sets with 17..=32 unique bytes
    U32(TrieHardSized<'a, T, u32>),
    /// Trie-hard using u64s for storage. For sets with 33..=64 unique bytes
    U64(TrieHardSized<'a, T, u64>),
    /// Trie-hard using u128s for storage. For sets with 65..=126 unique bytes
    U128(TrieHardSized<'a, T, u128>),
    /// Trie-hard using U256s for storage. For sets with 129.. unique bytes
    U256(TrieHardSized<'a, T, U256>),
}

impl<'a, T> Default for TrieHard<'a, T> {
    fn default() -> Self {
        TrieHard::U8(TrieHardSized::default())
    }
}

impl<'a, T> TrieHard<'a, T>
where
    T: 'a + Copy,
{
    /// Create an instance of a trie-hard trie with the given keys and values.
    /// The variant returned will be determined based on the number of unique
    /// bytes in the keys.
    ///
    /// ```
    /// # use trie_hard::TrieHard;
    /// let trie = TrieHard::new(vec![
    ///     (b"and", 0),
    ///     (b"ant", 1),
    ///     (b"dad", 2),
    ///     (b"do", 3),
    ///     (b"dot", 4)
    /// ]);
    ///
    /// // Only 5 unique characters produces a u8 TrieHard
    /// assert!(matches!(trie, TrieHard::U8(_)));
    ///
    /// assert_eq!(trie.get("dad"), Some(2));
    /// assert_eq!(trie.get("do"), Some(3));
    /// assert!(trie.get("don't").is_none());
    /// ```
    pub fn new(values: Vec<(&'a [u8], T)>) -> Self {
        if values.is_empty() {
            return Self::default();
        }

        let used_bytes = values
            .iter()
            .flat_map(|(k, _)| k.iter())
            .cloned()
            .collect::<BTreeSet<_>>();

        let masks = MasksByByte::new(used_bytes);

        match masks {
            MasksByByte::U8(masks) => {
                TrieHard::U8(TrieHardSized::<'_, _, u8>::new(masks, values))
            }
            MasksByByte::U16(masks) => {
                TrieHard::U16(TrieHardSized::<'_, _, u16>::new(masks, values))
            }
            MasksByByte::U32(masks) => {
                TrieHard::U32(TrieHardSized::<'_, _, u32>::new(masks, values))
            }
            MasksByByte::U64(masks) => {
                TrieHard::U64(TrieHardSized::<'_, _, u64>::new(masks, values))
            }
            MasksByByte::U128(masks) => {
                TrieHard::U128(TrieHardSized::<'_, _, u128>::new(masks, values))
            }
            MasksByByte::U256(masks) => {
                TrieHard::U256(TrieHardSized::<'_, _, U256>::new(masks, values))
            }
        }
    }

    /// Get the value stored for the given key. Any key type can be used here as
    /// long as the type implements `AsRef<[u8]>`. The byte slice referenced
    /// will serve as the actual key.
    /// ```
    /// # use trie_hard::TrieHard;
    /// let trie = ["and", "ant", "dad", "do", "dot"]
    ///     .into_iter()
    ///     .collect::<TrieHard<'_, _>>();
    ///
    /// assert!(trie.get("dad".to_owned()).is_some());
    /// assert!(trie.get(b"do").is_some());
    /// assert!(trie.get(b"don't".to_vec()).is_none());
    /// ```
    pub fn get<K: AsRef<[u8]>>(&self, raw_key: K) -> Option<T> {
        match self {
            TrieHard::U8(trie) => trie.get(raw_key),
            TrieHard::U16(trie) => trie.get(raw_key),
            TrieHard::U32(trie) => trie.get(raw_key),
            TrieHard::U64(trie) => trie.get(raw_key),
            TrieHard::U128(trie) => trie.get(raw_key),
            TrieHard::U256(trie) => trie.get(raw_key),
        }
    }

    /// Get the value stored for the given byte-slice key
    /// ```
    /// # use trie_hard::TrieHard;
    /// let trie = ["and", "ant", "dad", "do", "dot"]
    ///     .into_iter()
    ///     .collect::<TrieHard<'_, _>>();
    ///
    /// assert!(trie.get_from_bytes(b"dad").is_some());
    /// assert!(trie.get_from_bytes(b"do").is_some());
    /// assert!(trie.get_from_bytes(b"don't").is_none());
    /// ```
    pub fn get_from_bytes(&self, key: &[u8]) -> Option<T> {
        match self {
            TrieHard::U8(trie) => trie.get_from_bytes(key),
            TrieHard::U16(trie) => trie.get_from_bytes(key),
            TrieHard::U32(trie) => trie.get_from_bytes(key),
            TrieHard::U64(trie) => trie.get_from_bytes(key),
            TrieHard::U128(trie) => trie.get_from_bytes(key),
            TrieHard::U256(trie) => trie.get_from_bytes(key),
        }
    }

    /// Create an iterator over the entire trie. Emitted items will be ordered
    /// by their keys
    ///
    /// ```
    /// # use trie_hard::TrieHard;
    /// let trie = ["dad", "ant", "and", "dot", "do"]
    ///     .into_iter()
    ///     .collect::<TrieHard<'_, _>>();
    ///
    /// assert_eq!(
    ///     trie.iter().map(|(_, v)| v).collect::<Vec<_>>(),
    ///     ["and", "ant", "dad", "do", "dot"]
    /// );
    /// ```
    pub fn iter(&self) -> TrieIter<'_, 'a, T> {
        match self {
            TrieHard::U8(trie) => TrieIter::U8(trie.iter()),
            TrieHard::U16(trie) => TrieIter::U16(trie.iter()),
            TrieHard::U32(trie) => TrieIter::U32(trie.iter()),
            TrieHard::U64(trie) => TrieIter::U64(trie.iter()),
            TrieHard::U128(trie) => TrieIter::U128(trie.iter()),
            TrieHard::U256(trie) => TrieIter::U256(trie.iter()),
        }
    }

    /// Create an iterator over the portion of the trie starting with the given
    /// prefix
    ///
    /// ```
    /// # use trie_hard::TrieHard;
    /// let trie = ["dad", "ant", "and", "dot", "do"]
    ///     .into_iter()
    ///     .collect::<TrieHard<'_, _>>();
    ///
    /// assert_eq!(
    ///     trie.prefix_search("d").map(|(_, v)| v).collect::<Vec<_>>(),
    ///     ["dad", "do", "dot"]
    /// );
    /// ```
    pub fn prefix_search<K: AsRef<[u8]>>(
        &self,
        prefix: K,
    ) -> TrieIter<'_, 'a, T> {
        match self {
            TrieHard::U8(trie) => TrieIter::U8(trie.prefix_search(prefix)),
            TrieHard::U16(trie) => TrieIter::U16(trie.prefix_search(prefix)),
            TrieHard::U32(trie) => TrieIter::U32(trie.prefix_search(prefix)),
            TrieHard::U64(trie) => TrieIter::U64(trie.prefix_search(prefix)),
            TrieHard::U128(trie) => TrieIter::U128(trie.prefix_search(prefix)),
            TrieHard::U256(trie) => TrieIter::U256(trie.prefix_search(prefix)),
        }
    }

    /// Find the closest ancestor to the given key, where an ancestor is defined as the longest
    /// string present in the trie that appears as a prefix of the given key.
    ///
    /// ```
    /// # use trie_hard::TrieHard;
    /// let trie = ["dad", "ant", "and", "dot", "do"]
    ///     .into_iter()
    ///     .collect::<TrieHard<'_, _>>();
    ///
    /// assert_eq!(
    ///     trie.ancestor("dada").map(|(_, v)| v),
    ///     Some("dad")
    /// );
    /// assert_eq!(
    ///     trie.ancestor("an").map(|(_, v)| v),
    ///     None
    /// );
    /// ```
    pub fn ancestor<K: AsRef<[u8]>>(&self, key: K) -> Option<(&[u8], T)> {
        match self {
            TrieHard::U8(trie) => trie.ancestor(key),
            TrieHard::U16(trie) => trie.ancestor(key),
            TrieHard::U32(trie) => trie.ancestor(key),
            TrieHard::U64(trie) => trie.ancestor(key),
            TrieHard::U128(trie) => trie.ancestor(key),
            TrieHard::U256(trie) => trie.ancestor(key),
        }
    }
}

/// Structure used for iterative over the contents of trie
#[derive(Debug)]
pub enum TrieIter<'b, 'a, T> {
    /// Variant for iterating over trie-hard tries built on u8
    U8(TrieIterSized<'b, 'a, T, u8>),
    /// Variant for iterating over trie-hard tries built on u16
    U16(TrieIterSized<'b, 'a, T, u16>),
    /// Variant for iterating over trie-hard tries built on u32
    U32(TrieIterSized<'b, 'a, T, u32>),
    /// Variant for iterating over trie-hard tries built on u64
    U64(TrieIterSized<'b, 'a, T, u64>),
    /// Variant for iterating over trie-hard tries built on u128
    U128(TrieIterSized<'b, 'a, T, u128>),
    /// Variant for iterating over trie-hard tries built on u256
    U256(TrieIterSized<'b, 'a, T, U256>),
}

#[derive(Debug, Default)]
struct TrieNodeIter {
    node_index: usize,
    stage: TrieNodeIterStage,
}

#[derive(Debug, Default)]
enum TrieNodeIterStage {
    #[default]
    Inner,
    Child(usize, usize),
}

/// Structure for iterating of a trie-hard trie built on specific a specific
/// integer size
#[derive(Debug)]
pub struct TrieIterSized<'b, 'a, T, I> {
    stack: Vec<TrieNodeIter>,
    trie: &'b TrieHardSized<'a, T, I>,
}

impl<'b, 'a, T, I> TrieIterSized<'b, 'a, T, I> {
    fn empty(trie: &'b TrieHardSized<'a, T, I>) -> Self {
        Self {
            stack: Default::default(),
            trie,
        }
    }

    fn new(trie: &'b TrieHardSized<'a, T, I>, node_index: usize) -> Self {
        Self {
            stack: vec![TrieNodeIter {
                node_index,
                stage: Default::default(),
            }],
            trie,
        }
    }
}

impl<'b, 'a, T> Iterator for TrieIter<'b, 'a, T>
where
    T: Copy,
{
    type Item = (&'a [u8], T);

    fn next(&mut self) -> Option<Self::Item> {
        match self {
            TrieIter::U8(iter) => iter.next(),
            TrieIter::U16(iter) => iter.next(),
            TrieIter::U32(iter) => iter.next(),
            TrieIter::U64(iter) => iter.next(),
            TrieIter::U128(iter) => iter.next(),
            TrieIter::U256(iter) => iter.next(),
        }
    }
}

impl<'a, T> FromIterator<&'a T> for TrieHard<'a, &'a T>
where
    T: 'a + AsRef<[u8]> + ?Sized,
{
    fn from_iter<I: IntoIterator<Item = &'a T>>(values: I) -> Self {
        let values = values
            .into_iter()
            .map(|v| (v.as_ref(), v))
            .collect::<Vec<_>>();

        Self::new(values)
    }
}

macro_rules! trie_impls {
    ($($int_type:ty),+) => {
        $(
            trie_impls!(_impl $int_type);
        )+
    };

    (_impl $int_type:ty) => {

        impl SearchNode<$int_type> {
            fn evaluate<T>(&self, c: u8, trie: &TrieHardSized<'_, T, $int_type>) -> Option<usize> {
                let c_mask = trie.masks.0[c as usize];
                let mask_res = self.mask & c_mask;
                (mask_res > 0).then(|| {
                    let smaller_bits = mask_res - 1;
                    let smaller_bits_mask = smaller_bits & self.mask;
                    let index_offset = smaller_bits_mask.count_ones() as usize;
                    self.edge_start + index_offset
                })
            }
        }

        impl<'a, T> TrieHardSized<'a, T, $int_type>
        where
            T: Copy
        {

            /// Get the value stored for the given key. Any key type can be used
            /// here as long as the type implements `AsRef<[u8]>`. The byte slice
            /// referenced will serve as the actual key.
            /// ```
            /// # use trie_hard::TrieHard;
            /// let trie = ["and", "ant", "dad", "do", "dot"]
            ///     .into_iter()
            ///     .collect::<TrieHard<'_, _>>();
            ///
            /// let TrieHard::U8(sized_trie) = trie else {
            ///     unreachable!()
            /// };
            ///
            /// assert!(sized_trie.get("dad".to_owned()).is_some());
            /// assert!(sized_trie.get(b"do").is_some());
            /// assert!(sized_trie.get(b"don't".to_vec()).is_none());
            /// ```
            pub fn get<K: AsRef<[u8]>>(&self, key: K) -> Option<T> {
                self.get_from_bytes(key.as_ref())
            }

            /// Get the value stored for the given byte-slice key.
            /// ```
            /// # use trie_hard::TrieHard;
            /// let trie = ["and", "ant", "dad", "do", "dot"]
            ///     .into_iter()
            ///     .collect::<TrieHard<'_, _>>();
            ///
            /// let TrieHard::U8(sized_trie) = trie else {
            ///     unreachable!()
            /// };
            ///
            /// assert!(sized_trie.get_from_bytes(b"dad").is_some());
            /// assert!(sized_trie.get_from_bytes(b"do").is_some());
            /// assert!(sized_trie.get_from_bytes(b"don't").is_none());
            /// ```
            pub fn get_from_bytes(&self, key: &[u8]) -> Option<T> {
                let mut state = self.nodes.get(0)?;

                for (i, c) in key.iter().enumerate() {

                    let next_state_opt = match state {
                        TrieState::Leaf(k, value) => {
                            return (
                                k.len() == key.len()
                                && k[i..] == key[i..]
                            ).then_some(*value)
                        }
                        TrieState::Search(search)
                        | TrieState::SearchOrLeaf(_, _, search) => {
                            search.evaluate(*c, self)
                        }
                    };

                    if let Some(next_state_index) = next_state_opt {
                        state = &self.nodes[next_state_index];
                    } else {
                        return None;
                    }
                }

                if let TrieState::Leaf(k, value)
                    | TrieState::SearchOrLeaf(k, value, _) = state
                {
                    (k.len() == key.len()).then_some(*value)
                } else {
                    None
                }
            }

            /// Create an iterator over the entire trie. Emitted items will be
            /// ordered by their keys
            ///
            /// ```
            /// # use trie_hard::TrieHard;
            /// let trie = ["dad", "ant", "and", "dot", "do"]
            ///     .into_iter()
            ///     .collect::<TrieHard<'_, _>>();
            ///
            /// let TrieHard::U8(sized_trie) = trie else {
            ///     unreachable!()
            /// };
            ///
            /// assert_eq!(
            ///     sized_trie.iter().map(|(_, v)| v).collect::<Vec<_>>(),
            ///     ["and", "ant", "dad", "do", "dot"]
            /// );
            /// ```
            pub fn iter(&self) -> TrieIterSized<'_, 'a, T, $int_type> {
                TrieIterSized {
                    stack: vec![TrieNodeIter::default()],
                    trie: self
                }
            }


            /// Create an iterator over the portion of the trie starting with the given
            /// prefix
            ///
            /// ```
            /// # use trie_hard::TrieHard;
            /// let trie = ["dad", "ant", "and", "dot", "do"]
            ///     .into_iter()
            ///     .collect::<TrieHard<'_, _>>();
            ///
            /// let TrieHard::U8(sized_trie) = trie else {
            ///     unreachable!()
            /// };
            ///
            /// assert_eq!(
            ///     sized_trie.prefix_search("d").map(|(_, v)| v).collect::<Vec<_>>(),
            ///     ["dad", "do", "dot"]
            /// );
            /// ```
            pub fn prefix_search<K: AsRef<[u8]>>(&self, prefix: K) -> TrieIterSized<'_, 'a, T, $int_type> {
                let key = prefix.as_ref();
                let mut node_index = 0;
                let Some(mut state) = self.nodes.get(node_index) else {
                    return TrieIterSized::empty(self);
                };

                for (i, c) in key.iter().enumerate() {
                    let next_state_opt = match state {
                        TrieState::Leaf(k, _) => {
                            if k.len() == key.len() && k[i..] == key[i..] {
                                return TrieIterSized::new(self, node_index);
                            } else {
                                return TrieIterSized::empty(self);
                            }
                        }
                        TrieState::Search(search)
                        | TrieState::SearchOrLeaf(_, _, search) => {
                            search.evaluate(*c, self)
                        }
                    };

                    if let Some(next_state_index) = next_state_opt {
                        node_index = next_state_index;
                        state = &self.nodes[next_state_index];
                    } else {
                        return TrieIterSized::empty(self);
                    }
                }

                TrieIterSized::new(self, node_index)
            }

            /// Find the closest ancestor to the given key, where an ancestor is defined as the
            /// longest string present in the trie that appears as a prefix of the given key.
            ///
            /// ```
            /// # use trie_hard::TrieHard;
            /// let trie = ["dad", "ant", "and", "dot", "do"]
            ///     .into_iter()
            ///     .collect::<TrieHard<'_, _>>();
            ///
            /// let TrieHard::U8(sized_trie) = trie else {
            ///     unreachable!()
            /// };
            ///
            /// assert_eq!(
            ///     sized_trie.ancestor("dada").map(|(_, v)| v),
            ///     Some("dad")
            /// );
            /// assert_eq!(
            ///     sized_trie.ancestor("an").map(|(_, v)| v),
            ///     None
            /// );
            /// ```
            pub fn ancestor<K: AsRef<[u8]>>(
                &self,
                key: K,
            ) -> Option<(&[u8], T)> {
                self.ancestor_recurse(0, key.as_ref(), self.nodes.get(0)?)
            }

            fn ancestor_recurse(
                &self,
                i: usize,
                key: &[u8],
                state: &TrieState<'a, T, $int_type>,
            ) -> Option<(&[u8], T)> {
                match state {
                    TrieState::Leaf(k, value) => {
                        (
                            k.len() <= key.len()
                            && k[i..] == key[i..k.len()]
                        ).then_some((k, *value))
                    }
                    TrieState::Search(search) => {
                        let c = key.get(i)?;
                        let next_state_index = search.evaluate(*c, self)?;
                        self.ancestor_recurse(i + 1, key, &self.nodes[next_state_index])
                    }
                    TrieState::SearchOrLeaf(k, value, search) => {
                        // lambda to enable using `?` operator
                        let search = || {
                            let c = key.get(i)?;
                            let next_state_index = search.evaluate(*c, self)?;
                            self.ancestor_recurse(i + 1, key, &self.nodes[next_state_index])
                        };

                        search().or_else(|| {
                            (
                                k.len() <= key.len()
                                && k[i..] == key[i..k.len()]
                            ).then_some((k, *value))
                        })
                    }
                }
            }
        }

        impl<'a, T> TrieHardSized<'a, T, $int_type> where T: 'a + Copy {
            fn new(masks: MasksByByteSized<$int_type>, values: Vec<(&'a [u8], T)>) -> Self {
                let values = values.into_iter().collect::<Vec<_>>();
                let sorted = values
                    .iter()
                    .map(|(k, v)| (*k, *v))
                    .collect::<BTreeMap<_, _>>();

                let mut nodes = Vec::new();
                let mut next_index = 1;

                let root_state_spec = StateSpec {
                    prefix: &[],
                    index: 0,
                };

                let mut spec_queue = VecDeque::new();
                spec_queue.push_back(root_state_spec);

                while let Some(spec) = spec_queue.pop_front() {
                    debug_assert_eq!(spec.index, nodes.len());
                    let (state, next_specs) = TrieState::<'_, _, $int_type>::new(
                        spec,
                        next_index,
                        &masks.0,
                        &sorted,
                    );

                    next_index += next_specs.len();
                    spec_queue.extend(next_specs);
                    nodes.push(state);
                }

                TrieHardSized {
                    nodes,
                    masks,
                }
            }
        }


        impl <'a, T> TrieState<'a, T, $int_type> where T: 'a + Copy {
            fn new(
                spec: StateSpec<'a>,
                edge_start: usize,
                byte_masks: &[$int_type; 256],
                sorted: &BTreeMap<&'a [u8], T>,
            ) -> (Self, Vec<StateSpec<'a>>) {
                let StateSpec { prefix, .. } = spec;

                let prefix_len = prefix.len();
                let next_prefix_len = prefix_len + 1;

                let mut prefix_match = None;
                let mut children_seen = 0;
                let mut last_seen = None;

                let next_states_paired = sorted
                    .range(RangeFrom { start: prefix })
                    .take_while(|(key, _)| key.starts_with(prefix))
                    .filter_map(|(key, val)| {
                        children_seen += 1;
                        last_seen = Some((key, *val));

                        if *key == prefix {
                            prefix_match = Some((key, *val));
                            None
                        } else {
                            // Safety: The byte at prefix_len must exist otherwise we
                            // would have ended up in the other branch of this statement
                            let next_c = key.get(prefix_len).unwrap();
                            let next_prefix = &key[..next_prefix_len];

                            Some((
                                *next_c,
                                StateSpec {
                                    prefix: next_prefix,
                                    index: 0,
                                },
                            ))
                        }
                    })
                    .collect::<BTreeMap<_, _>>()
                    .into_iter()
                    .collect::<Vec<_>>();

                // Safety: last_seen will be present because we saw at least one
                //         entry must be present for this function to be called
                let (last_k, last_v) = last_seen.unwrap();

                if children_seen == 1 {
                    return (TrieState::Leaf(last_k, last_v), vec![]);
                }

                // No next_states means we hit a leaf node
                if next_states_paired.is_empty() {
                    return (TrieState::Leaf(last_k, last_v), vec![], );
                }

                let mut mask = Default::default();

                // Update the index for the next state now that we have ordered by
                let next_state_specs = next_states_paired
                    .into_iter()
                    .enumerate()
                    .map(|(i, (c, mut next_state))| {
                        let next_node = edge_start + i;
                        next_state.index = next_node;
                        mask |= byte_masks[c as usize];
                        next_state
                    })
                    .collect();

                let search_node = SearchNode { mask, edge_start };
                let state = match prefix_match {
                    Some((key, value)) => {
                        TrieState::SearchOrLeaf(key, value, search_node)
                    }
                    _ => TrieState::Search(search_node),
                };

                (state, next_state_specs)
            }
        }

        impl MasksByByteSized<$int_type> {
            fn new(used_bytes: BTreeSet<u8>) -> Self {
                let mut mask = Default::default();
                mask += 1;

                let mut byte_masks = [Default::default(); 256];

                for c in used_bytes.into_iter() {
                    byte_masks[c as usize] = mask;
                    mask <<= 1;

                }

                Self(byte_masks)
            }
        }

        impl <'b, 'a, T> Iterator for TrieIterSized<'b, 'a, T, $int_type>
        where
            T: Copy
        {
            type Item = (&'a [u8], T);

            fn next(&mut self) -> Option<Self::Item> {

                use TrieState as T;
                use TrieNodeIterStage as S;

                while let Some((node, node_index, stage)) = self.stack.pop()
                    .and_then(|TrieNodeIter { node_index, stage }| {
                        self.trie.nodes.get(node_index).map(|node| (node, node_index, stage))
                    })
                {
                    match (node, stage) {
                        (T::Leaf(key, value), S::Inner) => return Some((*key, *value)),
                        (T::SearchOrLeaf(key, value, search), S::Inner) => {
                            self.stack.push(TrieNodeIter {
                                node_index,
                                stage: TrieNodeIterStage::Child(0, search.mask.count_ones() as usize)
                            });
                            self.stack.push(TrieNodeIter {
                                node_index: search.edge_start,
                                stage: Default::default()
                            });
                            return Some((*key, *value));
                        }
                        (T::Search(search), S::Inner) => {
                            self.stack.push(TrieNodeIter {
                                node_index,
                                stage: TrieNodeIterStage::Child(0, search.mask.count_ones() as usize)
                            });
                            self.stack.push(TrieNodeIter {
                                node_index: search.edge_start,
                                stage: Default::default()
                            });
                        }
                        (
                            T::SearchOrLeaf(_, _, search) | T::Search(search),
                            S::Child(mut child, child_count)
                        ) => {
                            child += 1;
                            if child < child_count {
                                self.stack.push(TrieNodeIter {
                                    node_index,
                                    stage: TrieNodeIterStage::Child(child, child_count)
                                });
                                self.stack.push(TrieNodeIter {
                                    node_index: search.edge_start + child,
                                    stage: Default::default()
                                });
                            }
                        }
                        _ => unreachable!()
                    }
                }

                None
            }
        }
    }
}

trie_impls! {u8, u16, u32, u64, u128, U256}

#[cfg(test)]
mod tests {
    use rstest::rstest;

    use super::*;

    #[test]
    fn test_trivial() {
        let empty: Vec<&str> = vec![];
        let empty_trie = empty.iter().collect::<TrieHard<'_, _>>();

        assert_eq!(None, empty_trie.get("anything"));
    }

    #[rstest]
    #[case("", Some(""))]
    #[case("a", Some("a"))]
    #[case("ab", Some("ab"))]
    #[case("abc", None)]
    #[case("aac", Some("aac"))]
    #[case("aa", None)]
    #[case("aab", None)]
    #[case("adddd", Some("adddd"))]
    fn test_small_get(#[case] key: &str, #[case] expected: Option<&str>) {
        let trie = ["", "a", "ab", "aac", "adddd", "addde"]
            .into_iter()
            .collect::<TrieHard<'_, _>>();
        assert_eq!(expected, trie.get(key));
    }

    #[test]
    fn test_skip_to_leaf() {
        let trie = ["a", "aa", "aaa"].into_iter().collect::<TrieHard<'_, _>>();

        assert_eq!(trie.get("aa"), Some("aa"))
    }

    #[rstest]
    #[case(8)]
    #[case(16)]
    #[case(32)]
    #[case(64)]
    #[case(128)]
    #[case(256)]
    fn test_sizes(#[case] bits: usize) {
        let range = 0..bits;
        let bytes = range.map(|b| [b as u8]).collect::<Vec<_>>();
        let trie = bytes.iter().collect::<TrieHard<'_, _>>();

        use TrieHard as T;

        match (bits, trie) {
            (8, T::U8(_)) => (),
            (16, T::U16(_)) => (),
            (32, T::U32(_)) => (),
            (64, T::U64(_)) => (),
            (128, T::U128(_)) => (),
            (256, T::U256(_)) => (),
            _ => panic!("Mismatched trie sizes"),
        }
    }

    #[rstest]
    #[case(include_str!("../data/1984.txt"))]
    #[case(include_str!("../data/sun-rising.txt"))]
    fn test_full_text(#[case] text: &str) {
        let words: Vec<&str> =
            text.split(|c: char| c.is_whitespace()).collect();
        let trie: TrieHard<'_, _> = words.iter().copied().collect();

        let unique_words = words
            .into_iter()
            .collect::<BTreeSet<_>>()
            .into_iter()
            .collect::<Vec<_>>();

        for word in &unique_words {
            assert!(trie.get(word).is_some())
        }

        assert_eq!(
            unique_words,
            trie.iter().map(|(_, v)| v).collect::<Vec<_>>()
        );
    }

    #[test]
    fn test_unicode() {
        let trie: TrieHard<'_, _> = ["bär", "bären"].into_iter().collect();

        assert_eq!(trie.get("bär"), Some("bär"));
        assert_eq!(trie.get("bä"), None);
        assert_eq!(trie.get("bären"), Some("bären"));
        assert_eq!(trie.get("bärën"), None);
    }

    #[rstest]
    #[case(&[], &[])]
    #[case(&[""], &[""])]
    #[case(&["aaa", "a", ""], &["", "a", "aaa"])]
    #[case(&["aaa", "a", ""], &["", "a", "aaa"])]
    #[case(&["", "a", "ab", "aac", "adddd", "addde"], &["", "a", "aac", "ab", "adddd", "addde"])]
    fn test_iter(#[case] input: &[&str], #[case] output: &[&str]) {
        let trie = input.iter().copied().collect::<TrieHard<'_, _>>();
        let emitted = trie.iter().map(|(_, v)| v).collect::<Vec<_>>();
        assert_eq!(emitted, output);
    }

    #[rstest]
    #[case(&[], "", &[])]
    #[case(&[""], "", &[""])]
    #[case(&["aaa", "a", ""], "", &["", "a", "aaa"])]
    #[case(&["aaa", "a", ""], "a", &["a", "aaa"])]
    #[case(&["aaa", "a", ""], "aa", &["aaa"])]
    #[case(&["aaa", "a", ""], "aab", &[])]
    #[case(&["aaa", "a", ""], "aaa", &["aaa"])]
    #[case(&["aaa", "a", ""], "b", &[])]
    #[case(&["dad", "ant", "and", "dot", "do"], "d", &["dad", "do", "dot"])]
    fn test_prefix_search(
        #[case] input: &[&str],
        #[case] prefix: &str,
        #[case] output: &[&str],
    ) {
        let trie = input.iter().copied().collect::<TrieHard<'_, _>>();
        let emitted = trie
            .prefix_search(prefix)
            .map(|(_, v)| v)
            .collect::<Vec<_>>();
        assert_eq!(emitted, output);
    }

    #[rstest]
    #[case(&[], "", None)]
    #[case(&[""], "", Some(""))]
    #[case(&["aaa", "a", ""], "", Some(""))]
    #[case(&["aaa", "a", ""], "a", Some("a"))]
    #[case(&["aaa", "a", ""], "aa", Some("a"))]
    #[case(&["aaa", "a", ""], "aab", Some("a"))]
    #[case(&["aaa", "a", ""], "aaa", Some("aaa"))]
    #[case(&["aaa", "a", ""], "b", Some(""))]
    #[case(&["dad", "ant", "and", "dot", "do"], "d", None)]
    #[case(&["dad", "ant", "and", "dot", "do"], "dad", Some("dad"))]
    #[case(&["dad", "ant", "and", "dot", "do"], "dada", Some("dad"))]
    #[case(&["dad", "ant", "and", "dot", "do"], "do", Some("do"))]
    #[case(&["dad", "ant", "and", "dot", "do"], "dot", Some("dot"))]
    #[case(&["dad", "ant", "and", "dot", "do"], "dob", Some("do"))]
    #[case(&["dad", "ant", "and", "dot", "do"], "doto", Some("dot"))]
    fn test_ancestor(
        #[case] input: &[&str],
        #[case] key: &str,
        #[case] output: Option<&str>,
    ) {
        let trie = input.iter().copied().collect::<TrieHard<'_, _>>();
        let emitted = trie.ancestor(key).map(|(_, v)| v);
        assert_eq!(emitted, output);
    }
}