diff --git a/.gitignore b/.gitignore
index ecb95b05..1be244ee 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,10 @@
+# Don't include build output
 /target
-**/*.rs.bk
+# We're a library--don't include our lockfile
 Cargo.lock
+# Don't include rustfmt backup files
+**/*.rs.bk
+
+# Don't include IDE configuration files
+.idea
 **/.vscode/*
diff --git a/Cargo.toml b/Cargo.toml
index 77336482..f0c83922 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -26,6 +26,7 @@ sanitize = ['crossbeam-epoch/sanitize']
 crossbeam-epoch = "0.8.2"
 parking_lot = "0.10"
 num_cpus = "1.12.0"
+rayon = {version = "1.3", optional = true}
 serde = {version = "1.0.105", optional = true}
 
 [dependencies.ahash]
diff --git a/azure-pipelines.yml b/azure-pipelines.yml
index 792290f9..47d51fc3 100644
--- a/azure-pipelines.yml
+++ b/azure-pipelines.yml
@@ -73,7 +73,7 @@ jobs:
        displayName: Enable debug symbols
      # only --lib --tests b/c of https://github.com/rust-lang/rust/issues/53945
      - script: |
-           env ASAN_OPTIONS="detect_odr_violation=0" RUSTFLAGS="-Z sanitizer=address" cargo test --lib --tests --features sanitize --target x86_64-unknown-linux-gnu
+           env ASAN_OPTIONS="detect_odr_violation=0" RUSTFLAGS="-Z sanitizer=address" cargo test --lib --tests --all-features --target x86_64-unknown-linux-gnu
        displayName: cargo -Z sanitizer=address test
  - job: lsan
    dependsOn: deny
@@ -91,7 +91,7 @@ jobs:
            cat Cargo.toml
        displayName: Enable debug symbols
      - script: |
-           env RUSTFLAGS="-Z sanitizer=leak" cargo test --features sanitize --target x86_64-unknown-linux-gnu
+           env RUSTFLAGS="-Z sanitizer=leak" cargo test --all-features --target x86_64-unknown-linux-gnu
        displayName: cargo -Z sanitizer=leak test
  - template: coverage.yml@templates
    parameters:
diff --git a/src/lib.rs b/src/lib.rs
index 528e2806..4d673e98 100644
--- a/src/lib.rs
+++ b/src/lib.rs
@@ -252,6 +252,9 @@ mod raw;
 mod set;
 mod set_ref;
 
+#[cfg(feature = "rayon")]
+mod rayon_impls;
+
 #[cfg(feature = "serde")]
 mod serde_impls;
 
diff --git a/src/map_ref.rs b/src/map_ref.rs
index 673f35a6..ef9b429f 100644
--- a/src/map_ref.rs
+++ b/src/map_ref.rs
@@ -11,7 +11,7 @@ use std::ops::Index;
 /// The current thread will be pinned for the duration of this reference.
 /// Keep in mind that this prevents the collection of garbage generated by the map.
 pub struct HashMapRef<'map, K, V, S = crate::DefaultHashBuilder> {
-    map: &'map HashMap<K, V, S>,
+    pub(crate) map: &'map HashMap<K, V, S>,
     guard: GuardRef<'map>,
 }
 
diff --git a/src/rayon_impls.rs b/src/rayon_impls.rs
new file mode 100644
index 00000000..609cfb48
--- /dev/null
+++ b/src/rayon_impls.rs
@@ -0,0 +1,320 @@
+use crate::{HashMap, HashMapRef, HashSet, HashSetRef};
+use rayon::iter::{FromParallelIterator, IntoParallelIterator, ParallelExtend, ParallelIterator};
+use std::hash::{BuildHasher, Hash};
+
+impl<K, V, S> FromParallelIterator<(K, V)> for HashMap<K, V, S>
+where
+    K: Clone + Hash + Ord + Send + Sync + 'static,
+    V: Send + Sync + 'static,
+    S: BuildHasher + Default + Sync,
+{
+    fn from_par_iter<I>(par_iter: I) -> Self
+    where
+        I: IntoParallelIterator<Item = (K, V)>,
+    {
+        let mut created_map = HashMap::with_hasher(S::default());
+        created_map.par_extend(par_iter);
+        created_map
+    }
+}
+
+impl<K, V, S> ParallelExtend<(K, V)> for HashMap<K, V, S>
+where
+    K: Clone + Hash + Ord + Send + Sync + 'static,
+    V: Send + Sync + 'static,
+    S: BuildHasher + Sync,
+{
+    fn par_extend<I>(&mut self, par_iter: I)
+    where
+        I: IntoParallelIterator<Item = (K, V)>,
+    {
+        (&*self).par_extend(par_iter);
+    }
+}
+
+impl<K, V, S> ParallelExtend<(K, V)> for &HashMap<K, V, S>
+where
+    K: Clone + Hash + Ord + Send + Sync + 'static,
+    V: Send + Sync + 'static,
+    S: BuildHasher + Sync,
+{
+    fn par_extend<I>(&mut self, par_iter: I)
+    where
+        I: IntoParallelIterator<Item = (K, V)>,
+    {
+        par_iter.into_par_iter().for_each_init(
+            || self.guard(),
+            |guard, (k, v)| {
+                self.insert(k, v, &guard);
+            },
+        );
+    }
+}
+
+impl<'map, K, V, S> ParallelExtend<(K, V)> for HashMapRef<'map, K, V, S>
+where
+    K: Clone + Hash + Ord + Send + Sync + 'static,
+    V: Send + Sync + 'static,
+    S: BuildHasher + Sync,
+{
+    fn par_extend<I>(&mut self, par_iter: I)
+    where
+        I: IntoParallelIterator<Item = (K, V)>,
+    {
+        self.map.par_extend(par_iter);
+    }
+}
+
+impl<K, S> FromParallelIterator<K> for HashSet<K, S>
+where
+    K: Clone + Hash + Ord + Send + Sync + 'static,
+    S: BuildHasher + Default + Sync,
+{
+    fn from_par_iter<I>(par_iter: I) -> Self
+    where
+        I: IntoParallelIterator<Item = K>,
+    {
+        let mut created_set = HashSet::with_hasher(S::default());
+        created_set.par_extend(par_iter);
+        created_set
+    }
+}
+
+impl<K, S> ParallelExtend<K> for HashSet<K, S>
+where
+    K: Clone + Hash + Ord + Send + Sync + 'static,
+    S: BuildHasher + Sync,
+{
+    fn par_extend<I>(&mut self, par_iter: I)
+    where
+        I: IntoParallelIterator<Item = K>,
+    {
+        (&*self).par_extend(par_iter);
+    }
+}
+
+impl<K, S> ParallelExtend<K> for &HashSet<K, S>
+where
+    K: Clone + Hash + Ord + Send + Sync + 'static,
+    S: BuildHasher + Sync,
+{
+    fn par_extend<I>(&mut self, par_iter: I)
+    where
+        I: IntoParallelIterator<Item = K>,
+    {
+        let tuple_iter = par_iter.into_par_iter().map(|k| (k, ()));
+        (&self.map).par_extend(tuple_iter);
+    }
+}
+
+impl<'set, K, S> ParallelExtend<K> for HashSetRef<'set, K, S>
+where
+    K: Clone + Hash + Ord + Send + Sync + 'static,
+    S: BuildHasher + Sync,
+{
+    fn par_extend<I>(&mut self, par_iter: I)
+    where
+        I: IntoParallelIterator<Item = K>,
+    {
+        self.set.par_extend(par_iter);
+    }
+}
+
+#[cfg(test)]
+mod test {
+    use crate::{HashMap, HashSet};
+    use rayon::iter::{FromParallelIterator, IntoParallelIterator, ParallelExtend};
+
+    #[test]
+    fn hm_from_empty_parallel_iter() {
+        let to_create_from: Vec<(i32, i32)> = Vec::new();
+        let created_map: HashMap<i32, i32> = HashMap::from_par_iter(to_create_from.into_par_iter());
+        assert_eq!(created_map.len(), 0);
+    }
+
+    #[test]
+    fn hm_from_large_parallel_iter() {
+        let mut to_create_from: Vec<(i32, i32)> = Vec::new();
+        for i in 0..100 {
+            to_create_from.push((i + 100, i * 10));
+        }
+        let created_map: HashMap<i32, i32> = HashMap::from_par_iter(to_create_from.into_par_iter());
+        assert_eq!(created_map.len(), 100);
+
+        let guard = created_map.guard();
+        assert_eq!(created_map.get(&100, &guard), Some(&0));
+        assert_eq!(created_map.get(&199, &guard), Some(&990));
+    }
+
+    #[test]
+    fn hs_from_empty_parallel_iter() {
+        let to_create_from: Vec<i32> = Vec::new();
+        let created_set: HashSet<i32> = HashSet::from_par_iter(to_create_from.into_par_iter());
+        assert_eq!(created_set.len(), 0);
+    }
+
+    #[test]
+    fn hs_from_large_parallel_iter() {
+        let mut to_create_from: Vec<(i32, i32)> = Vec::new();
+        for i in 0..100 {
+            to_create_from.push((i + 100, i * 10));
+        }
+        let created_map: HashSet<(i32, i32)> =
+            HashSet::from_par_iter(to_create_from.into_par_iter());
+        assert_eq!(created_map.len(), 100);
+
+        let guard = created_map.guard();
+        assert!(created_map.contains(&(100, 0), &guard));
+        assert!(!created_map.contains(&(100, 10000), &guard));
+    }
+
+    #[test]
+    fn hm_parallel_extend_by_nothing() {
+        let to_extend_with = Vec::new();
+
+        let mut map = HashMap::new();
+        let guard = map.guard();
+        map.insert(1, 2, &guard);
+        map.insert(3, 4, &guard);
+
+        map.par_extend(to_extend_with.into_par_iter());
+
+        assert_eq!(map.len(), 2);
+
+        assert_eq!(map.get(&1, &guard), Some(&2));
+        assert_eq!(map.get(&3, &guard), Some(&4));
+    }
+
+    #[test]
+    fn hm_parallel_extend_by_a_bunch() {
+        let mut to_extend_with = Vec::new();
+        for i in 0..100 {
+            to_extend_with.push((i + 100, i * 10));
+        }
+
+        let mut map = HashMap::new();
+        let guard = map.guard();
+        map.insert(1, 2, &guard);
+        map.insert(3, 4, &guard);
+
+        map.par_extend(to_extend_with.into_par_iter());
+        assert_eq!(map.len(), 102);
+
+        assert_eq!(map.get(&1, &guard), Some(&2));
+        assert_eq!(map.get(&3, &guard), Some(&4));
+        assert_eq!(map.get(&100, &guard), Some(&0));
+        assert_eq!(map.get(&199, &guard), Some(&990));
+    }
+
+    #[test]
+    fn hm_ref_parallel_extend_by_nothing() {
+        let to_extend_with = Vec::new();
+
+        let map = HashMap::new();
+        let guard = map.guard();
+        map.insert(1, 2, &guard);
+        map.insert(3, 4, &guard);
+
+        map.pin().par_extend(to_extend_with.into_par_iter());
+
+        assert_eq!(map.len(), 2);
+
+        assert_eq!(map.get(&1, &guard), Some(&2));
+        assert_eq!(map.get(&3, &guard), Some(&4));
+    }
+
+    #[test]
+    fn hm_ref_parallel_extend_by_a_bunch() {
+        let mut to_extend_with = Vec::new();
+        for i in 0..100 {
+            to_extend_with.push((i + 100, i * 10));
+        }
+
+        let map = HashMap::new();
+        let guard = map.guard();
+        map.insert(1, 2, &guard);
+        map.insert(3, 4, &guard);
+
+        map.pin().par_extend(to_extend_with.into_par_iter());
+        assert_eq!(map.len(), 102);
+
+        assert_eq!(map.get(&1, &guard), Some(&2));
+        assert_eq!(map.get(&3, &guard), Some(&4));
+        assert_eq!(map.get(&100, &guard), Some(&0));
+        assert_eq!(map.get(&199, &guard), Some(&990));
+    }
+
+    #[test]
+    fn hs_parallel_extend_by_nothing() {
+        let to_extend_with = Vec::new();
+
+        let mut set = HashSet::new();
+        let guard = set.guard();
+        set.insert(1, &guard);
+        set.insert(3, &guard);
+
+        set.par_extend(to_extend_with.into_par_iter());
+
+        assert_eq!(set.len(), 2);
+
+        assert!(set.contains(&1, &guard));
+        assert!(!set.contains(&17, &guard));
+    }
+
+    #[test]
+    fn hs_parallel_extend_by_a_bunch() {
+        let mut to_extend_with = Vec::new();
+        for i in 0..100 {
+            to_extend_with.push((i + 100, i * 10));
+        }
+
+        let mut set = HashSet::new();
+        let guard = set.guard();
+        set.insert((1, 2), &guard);
+        set.insert((3, 4), &guard);
+
+        set.par_extend(to_extend_with.into_par_iter());
+        assert_eq!(set.len(), 102);
+
+        assert!(set.contains(&(1, 2), &guard));
+        assert!(set.contains(&(199, 990), &guard));
+        assert!(!set.contains(&(199, 167), &guard));
+    }
+
+    #[test]
+    fn hs_ref_parallel_extend_by_nothing() {
+        let to_extend_with = Vec::new();
+
+        let mut set = HashSet::new();
+        let guard = set.guard();
+        set.insert((1, 2), &guard);
+        set.insert((3, 4), &guard);
+
+        set.par_extend(to_extend_with.into_par_iter());
+        assert_eq!(set.len(), 2);
+
+        assert!(set.contains(&(1, 2), &guard));
+        assert!(!set.contains(&(199, 990), &guard));
+        assert!(!set.contains(&(199, 167), &guard));
+    }
+
+    #[test]
+    fn hs_ref_parallel_extend_by_a_bunch() {
+        let mut to_extend_with = Vec::new();
+        for i in 0..100 {
+            to_extend_with.push((i + 100, i * 10));
+        }
+
+        let set = HashSet::new();
+        let mut set_ref = set.pin();
+        set_ref.insert((1, 2));
+        set_ref.insert((3, 4));
+
+        set_ref.par_extend(to_extend_with.into_par_iter());
+        assert_eq!(set.len(), 102);
+
+        assert!(set_ref.contains(&(1, 2)));
+        assert!(set_ref.contains(&(199, 990)));
+        assert!(!set_ref.contains(&(199, 167)));
+    }
+}
diff --git a/src/set.rs b/src/set.rs
index 8468b584..c1c5906e 100644
--- a/src/set.rs
+++ b/src/set.rs
@@ -41,7 +41,7 @@ use std::iter::FromIterator;
 /// }
 /// ```
 pub struct HashSet<T, S = crate::DefaultHashBuilder> {
-    map: HashMap<T, (), S>,
+    pub(crate) map: HashMap<T, (), S>,
 }
 
 impl<T> HashSet<T, crate::DefaultHashBuilder> {
diff --git a/src/set_ref.rs b/src/set_ref.rs
index 985a9f49..f0aa872d 100644
--- a/src/set_ref.rs
+++ b/src/set_ref.rs
@@ -10,7 +10,7 @@ use std::hash::{BuildHasher, Hash};
 /// The current thread will be pinned for the duration of this reference.
 /// Keep in mind that this prevents the collection of garbage generated by the set.
 pub struct HashSetRef<'set, T, S = crate::DefaultHashBuilder> {
-    set: &'set HashSet<T, S>,
+    pub(crate) set: &'set HashSet<T, S>,
     guard: GuardRef<'set>,
 }