diff --git a/Cargo.lock b/Cargo.lock
index 82300744e9..984e8161c4 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -93,6 +93,25 @@ dependencies = [
  "num-traits 0.2.8 (registry+https://github.com/rust-lang/crates.io-index)",
 ]
 
+[[package]]
+name = "arr_macro"
+version = "0.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+dependencies = [
+ "arr_macro_impl 0.1.2 (registry+https://github.com/rust-lang/crates.io-index)",
+ "proc-macro-hack 0.5.9 (registry+https://github.com/rust-lang/crates.io-index)",
+]
+
+[[package]]
+name = "arr_macro_impl"
+version = "0.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+dependencies = [
+ "proc-macro-hack 0.5.9 (registry+https://github.com/rust-lang/crates.io-index)",
+ "quote 0.6.13 (registry+https://github.com/rust-lang/crates.io-index)",
+ "syn 0.15.44 (registry+https://github.com/rust-lang/crates.io-index)",
+]
+
 [[package]]
 name = "arrayref"
 version = "0.3.5"
@@ -3733,6 +3752,7 @@ dependencies = [
 name = "veloren-world"
 version = "0.3.0"
 dependencies = [
+ "arr_macro 0.1.2 (registry+https://github.com/rust-lang/crates.io-index)",
  "hashbrown 0.6.0 (registry+https://github.com/rust-lang/crates.io-index)",
  "lazy_static 1.4.0 (registry+https://github.com/rust-lang/crates.io-index)",
  "minifb 0.12.0 (git+https://github.com/emoon/rust_minifb.git)",
@@ -3943,6 +3963,8 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 "checksum anymap 0.12.1 (registry+https://github.com/rust-lang/crates.io-index)" = "33954243bd79057c2de7338850b85983a44588021f8a5fee574a8888c6de4344"
 "checksum approx 0.1.1 (registry+https://github.com/rust-lang/crates.io-index)" = "08abcc3b4e9339e33a3d0a5ed15d84a687350c05689d825e0f6655eef9e76a94"
 "checksum approx 0.3.2 (registry+https://github.com/rust-lang/crates.io-index)" = "f0e60b75072ecd4168020818c0107f2857bb6c4e64252d8d3983f6263b40a5c3"
+"checksum arr_macro 0.1.2 (registry+https://github.com/rust-lang/crates.io-index)" = "d262b83f2f573121554ad6e764cd444303df85d86e5fcebc81903ddcf8dd3a97"
+"checksum arr_macro_impl 0.1.2 (registry+https://github.com/rust-lang/crates.io-index)" = "8decbe97ffec939e44228d91e5d0829ceb1616c6ed0984c09df164b1e7ebaafc"
 "checksum arrayref 0.3.5 (registry+https://github.com/rust-lang/crates.io-index)" = "0d382e583f07208808f6b1249e60848879ba3543f57c32277bf52d69c2f0f0ee"
 "checksum arrayvec 0.4.11 (registry+https://github.com/rust-lang/crates.io-index)" = "b8d73f9beda665eaa98ab9e4f7442bd4e7de6652587de55b2525e52e29c1b0ba"
 "checksum ascii 0.8.7 (registry+https://github.com/rust-lang/crates.io-index)" = "97be891acc47ca214468e09425d02cef3af2c94d0d82081cd02061f996802f14"
diff --git a/world/Cargo.toml b/world/Cargo.toml
index 6a76450eef..a558ec59c0 100644
--- a/world/Cargo.toml
+++ b/world/Cargo.toml
@@ -12,6 +12,7 @@ hashbrown = { version = "0.6.0", features = ["serde"] }
 lazy_static = "1.4.0"
 rand = "0.7.2"
 rand_chacha = "0.2.1"
+arr_macro = "0.1.2"
 
 [dev-dependencies]
 minifb = { git = "https://github.com/emoon/rust_minifb.git" }
diff --git a/world/src/block/mod.rs b/world/src/block/mod.rs
index a893e6f75b..bf2795383a 100644
--- a/world/src/block/mod.rs
+++ b/world/src/block/mod.rs
@@ -3,7 +3,7 @@ mod natural;
 use crate::{
     column::{ColumnGen, ColumnSample},
     generator::{Generator, TownGen},
-    util::{HashCache, RandomField, Sampler, SamplerMut},
+    util::{RandomField, Sampler, SamplerMut, SmallCache},
     World, CONFIG,
 };
 use common::{
@@ -16,7 +16,7 @@ use vek::*;
 
 pub struct BlockGen<'a> {
     world: &'a World,
-    column_cache: HashCache<Vec2<i32>, Option<ColumnSample<'a>>>,
+    column_cache: SmallCache<Option<ColumnSample<'a>>>,
     column_gen: ColumnGen<'a>,
 }
 
@@ -24,14 +24,14 @@ impl<'a> BlockGen<'a> {
     pub fn new(world: &'a World, column_gen: ColumnGen<'a>) -> Self {
         Self {
             world,
-            column_cache: HashCache::with_capacity(64),
+            column_cache: SmallCache::default(),
             column_gen,
         }
     }
 
     fn sample_column(
         column_gen: &ColumnGen<'a>,
-        cache: &mut HashCache<Vec2<i32>, Option<ColumnSample<'a>>>,
+        cache: &mut SmallCache<Option<ColumnSample<'a>>>,
         wpos: Vec2<i32>,
     ) -> Option<ColumnSample<'a>> {
         cache
@@ -41,7 +41,7 @@ impl<'a> BlockGen<'a> {
 
     fn get_cliff_height(
         column_gen: &ColumnGen<'a>,
-        cache: &mut HashCache<Vec2<i32>, Option<ColumnSample<'a>>>,
+        cache: &mut SmallCache<Option<ColumnSample<'a>>>,
         wpos: Vec2<f32>,
         close_cliffs: &[(Vec2<i32>, u32); 9],
         cliff_hill: f32,
diff --git a/world/src/block/natural.rs b/world/src/block/natural.rs
index 30a5a330d0..b834c36553 100644
--- a/world/src/block/natural.rs
+++ b/world/src/block/natural.rs
@@ -2,7 +2,7 @@ use super::{BlockGen, StructureInfo, StructureMeta};
 use crate::{
     all::ForestKind,
     column::{ColumnGen, ColumnSample},
-    util::{HashCache, RandomPerm, Sampler, UnitChooser},
+    util::{RandomPerm, Sampler, SmallCache, UnitChooser},
     CONFIG,
 };
 use common::{assets, terrain::Structure};
@@ -17,7 +17,7 @@ static QUIRKY_RAND: RandomPerm = RandomPerm::new(0xA634460F);
 
 pub fn structure_gen<'a>(
     column_gen: &ColumnGen<'a>,
-    column_cache: &mut HashCache<Vec2<i32>, Option<ColumnSample<'a>>>,
+    column_cache: &mut SmallCache<Option<ColumnSample<'a>>>,
     idx: usize,
     st_pos: Vec2<i32>,
     st_seed: u32,
diff --git a/world/src/util/mod.rs b/world/src/util/mod.rs
index 218901d903..489e3469b2 100644
--- a/world/src/util/mod.rs
+++ b/world/src/util/mod.rs
@@ -4,6 +4,7 @@ pub mod hash_cache;
 pub mod random;
 pub mod sampler;
 pub mod seed_expan;
+pub mod small_cache;
 pub mod structure;
 pub mod unit_chooser;
 
@@ -14,6 +15,7 @@ pub use self::{
     hash_cache::HashCache,
     random::{RandomField, RandomPerm},
     sampler::{Sampler, SamplerMut},
+    small_cache::SmallCache,
     structure::StructureGen2d,
     unit_chooser::UnitChooser,
 };
diff --git a/world/src/util/small_cache.rs b/world/src/util/small_cache.rs
new file mode 100644
index 0000000000..c2338f383c
--- /dev/null
+++ b/world/src/util/small_cache.rs
@@ -0,0 +1,159 @@
+use arr_macro::arr;
+use vek::*;
+
+fn calc_idx(v: Vec2<i32>) -> usize {
+    let mut x = v.x as u32;
+    let mut y = v.y as u32;
+    x = x.wrapping_mul(0x6eed0e9d);
+    y = y.wrapping_mul(0x2f72b421);
+    (x ^ y) as usize
+}
+
+pub struct SmallCache<V: Default> {
+    index: [Option<Vec2<i32>>; 137],
+    data: [V; 137],
+    random: u32,
+}
+impl<V: Default> Default for SmallCache<V> {
+    fn default() -> Self {
+        Self {
+            index: arr![None; 137],
+            data: arr![V::default(); 137],
+            random: 1,
+        }
+    }
+}
+impl<V: Default> SmallCache<V> {
+    pub fn get<F: FnOnce(Vec2<i32>) -> V>(&mut self, key: Vec2<i32>, f: F) -> &V {
+        let idx = calc_idx(key) % 128;
+
+        // Search
+        if self.index[idx].as_ref().map(|k| k == &key).unwrap_or(false) {
+            return &self.data[idx];
+        } else if self.index[idx + 1]
+            .as_ref()
+            .map(|k| k == &key)
+            .unwrap_or(false)
+        {
+            return &self.data[idx + 1];
+        } else if self.index[idx + 4]
+            .as_ref()
+            .map(|k| k == &key)
+            .unwrap_or(false)
+        {
+            return &self.data[idx + 4];
+        } else if self.index[idx + 9]
+            .as_ref()
+            .map(|k| k == &key)
+            .unwrap_or(false)
+        {
+            return &self.data[idx + 9];
+        }
+        // Not present so insert
+        for i in 0..4 {
+            let idx = idx + i * i;
+            if self.index[idx].is_none() {
+                self.index[idx] = Some(key.clone());
+                self.data[idx] = f(key);
+                return &self.data[idx];
+            }
+        }
+        // No space randomly remove someone
+        let step = super::seed_expan::diffuse(self.random) as usize % 4;
+        let idx = step * step + idx;
+        self.random = self.random.wrapping_add(1);
+        self.index[idx] = Some(key.clone());
+        self.data[idx] = f(key);
+        &self.data[idx]
+    }
+}
+
+/*pub struct SmallCache<V: Default> {
+    index: [Option<Vec2<i32>>; 128],
+    data: [V; 128],
+    random: u32,
+}
+impl<V: Default> Default for SmallCache<V> {
+    fn default() -> Self {
+        Self {
+            index: arr![None; 128],
+            data: arr![V::default(); 128],
+            random: 1,
+        }
+    }
+}
+impl<V: Default> SmallCache<V> {
+    pub fn get<F: FnOnce(Vec2<i32>) -> V>(&mut self, key: Vec2<i32>, f: F) -> &V {
+        let idx = calc_idx(key) % 32 * 4;
+
+        // Search
+        if self.index[idx].as_ref().map(|k| k == &key).unwrap_or(false) {
+            return &self.data[idx];
+        } else if self.index[idx + 1]
+            .as_ref()
+            .map(|k| k == &key)
+            .unwrap_or(false)
+        {
+            return &self.data[idx + 1];
+        } else if self.index[idx + 2]
+            .as_ref()
+            .map(|k| k == &key)
+            .unwrap_or(false)
+        {
+            return &self.data[idx + 2];
+        } else if self.index[idx + 3]
+            .as_ref()
+            .map(|k| k == &key)
+            .unwrap_or(false)
+        {
+            return &self.data[idx + 3];
+        }
+        // Not present so insert
+        for i in 0..4 {
+            let idx = idx + i;
+            if self.index[idx].is_none() {
+                self.index[idx] = Some(key.clone());
+                self.data[idx] = f(key);
+                return &self.data[idx];
+            }
+        }
+        let idx = idx + super::seed_expan::diffuse(self.random) as usize % 4;
+        self.random = self.random.wrapping_add(1);
+        self.index[idx] = Some(key.clone());
+        self.data[idx] = f(key);
+        &self.data[idx]
+    }
+}*/
+
+/*const ZCACHE_SIZE: usize = 32;
+
+#[derive(Default)]
+pub struct ZestSmallCache<K: Eq + Clone, V: Default> {
+    index: [Option<K>; ZCACHE_SIZE],
+    cache: [V; ZCACHE_SIZE],
+    not_cached: V,
+}
+
+impl<K: Eq + Clone, V: Default> ZestSmallCache<K, V> {
+    pub fn get<F: FnOnce(K) -> V>(&mut self, key: K, cache: bool, f: F) -> &V {
+        for i in 0..ZCACHE_SIZE {
+            if self.index[i].as_ref().map(|k| k == &key).unwrap_or(false) {
+                return &self.cache[i];
+            }
+        }
+        if !cache {
+            self.not_cached = f(key);
+            return &self.not_cached;
+        }
+        for i in 0..ZCACHE_SIZE {
+            if self.index[i].is_none() {
+                self.index[i] = Some(key.clone());
+                self.cache[i] = f(key.clone());
+                return &self.cache[i];
+            }
+        }
+        self.index[0] = Some(key.clone());
+        self.cache[0] = f(key);
+        &self.cache[0]
+    }
+}*/