diff --git a/tokenizers/src/models/bpe/mod.rs b/tokenizers/src/models/bpe/mod.rs
new file mode 100644
index 00000000..54e0e644
--- /dev/null
+++ b/tokenizers/src/models/bpe/mod.rs
@@ -0,0 +1,8 @@
+mod model;
+mod word;
+
+pub type Pair = (u32, u32);
+
+// Re-export
+pub use model::*;
+pub use word::*;
diff --git a/tokenizers/src/models/bpe/model.rs b/tokenizers/src/models/bpe/model.rs
new file mode 100644
index 00000000..009349e0
--- /dev/null
+++ b/tokenizers/src/models/bpe/model.rs
@@ -0,0 +1,91 @@
+use super::{Pair, Word};
+use crate::tokenizer::{Model, Token};
+use std::collections::HashMap;
+
+pub struct BPE {
+    /// The vocabulary assigns a number to each token
+    vocab: HashMap<String, u32>,
+    /// Reversed vocabulary, to rebuild sentences
+    vocab_r: HashMap<u32, String>,
+    /// Contains the mapping between Pairs and their (rank, new_id)
+    merges: HashMap<Pair, (u32, u32)>,
+}
+
+impl BPE {
+    pub fn new(
+        vocab: HashMap<String, u32>,
+        vocab_r: HashMap<u32, String>,
+        merges: HashMap<Pair, (u32, u32)>,
+    ) -> Self {
+        BPE {
+            vocab,
+            vocab_r,
+            merges,
+        }
+    }
+}
+
+impl Model for BPE {
+    fn tokenize(&self, sentence: Vec<String>) -> Vec<Token> {
+        let mut encoded: Vec<Token> = Vec::with_capacity(sentence.len());
+
+        for w in sentence {
+            let mut word = Word::new();
+            for c in w.chars() {
+                match self.vocab.get(&c.to_string()) {
+                    // TODO: Handle UNK
+                    None => println!("{} is an unknown character. Skip it.", c.escape_unicode()),
+                    Some(id) => word.add(*id),
+                }
+            }
+
+            loop {
+                if word.get_chars().len() < 2 {
+                    break;
+                }
+
+                let ((rank, new_id), pair) = word
+                    .get_chars()
+                    .windows(2)
+                    .map(|window| {
+                        let pair = (window[0], window[1]);
+                        let rank = self
+                            .merges
+                            .get(&pair)
+                            .unwrap_or(&(std::u32::MAX, std::u32::MAX));
+                        (rank, pair)
+                    })
+                    .min()
+                    .unwrap();
+
+                if *rank == std::u32::MAX {
+                    // We are done merging this word
+                    break;
+                }
+
+                // Let's merge
+                word.merge(pair.0, pair.1, *new_id);
+            }
+
+            // Offsets are word-based, we need to translate them to be sentence-based
+            let last_offset = encoded.last().map(|token| token.offsets.1).unwrap_or(0);
+
+            let tokens = word
+                .get_chars()
+                .iter()
+                .zip(word.get_offsets())
+                .map(|(id, offsets)| {
+                    Token::new(
+                        *id,
+                        self.vocab_r[id].clone(),
+                        (last_offset + offsets.0, last_offset + offsets.1),
+                    )
+                })
+                .collect::<Vec<_>>();
+
+            encoded.extend(tokens);
+        }
+
+        encoded
+    }
+}
diff --git a/tokenizers/src/models/bpe/word.rs b/tokenizers/src/models/bpe/word.rs
new file mode 100644
index 00000000..9a5c0f23
--- /dev/null
+++ b/tokenizers/src/models/bpe/word.rs
@@ -0,0 +1,76 @@
+use super::Pair;
+
+// TODO: Add tests
+pub struct Word {
+    chars: Vec<u32>,
+    sizes: Vec<usize>,
+}
+impl Word {
+    pub fn new() -> Self {
+        Word {
+            chars: vec![],
+            sizes: vec![],
+        }
+    }
+
+    pub fn add(&mut self, c: u32) {
+        self.chars.push(c);
+        self.sizes.push(1);
+    }
+
+    pub fn merge(&mut self, c1: u32, c2: u32, replacement: u32) -> Vec<(Pair, i32)> {
+        let mut changes: Vec<(Pair, i32)> = vec![];
+        let mut i = 0;
+        loop {
+            if i >= self.chars.len() {
+                break;
+            }
+
+            // Found a pair
+            if self.chars[i] == c1 && i + 1 < self.chars.len() && self.chars[i + 1] == c2 {
+                let first = self.chars[i];
+                let second = self.chars[i + 1];
+
+                // If there are other characters before the pair
+                if i > 0 {
+                    changes.push(((self.chars[i - 1], first), -1));
+                    changes.push(((self.chars[i - 1], replacement), 1));
+                }
+
+                // Remove in place
+                self.chars.insert(i, replacement); // Insert replacement before first char of pair
+                self.chars.remove(i + 1); // Remove first char of pair
+                self.chars.remove(i + 1); // And then the second
+
+                // Update sizes
+                let new_size = self.sizes[i] + self.sizes[i + 1];
+                self.sizes[i] = new_size;
+                self.sizes.remove(i + 1);
+
+                // If there are other characters after the pair
+                if i < self.chars.len() - 1 {
+                    changes.push(((second, self.chars[i + 1]), -1));
+                    changes.push(((replacement, self.chars[i + 1]), 1));
+                }
+            }
+
+            i += 1;
+        }
+
+        changes
+    }
+
+    pub fn get_chars(&self) -> &Vec<u32> {
+        &self.chars
+    }
+
+    pub fn get_offsets(&self) -> Vec<(usize, usize)> {
+        let mut offsets = vec![];
+        let mut pos = 0;
+        for size in &self.sizes {
+            offsets.push((pos, pos + size));
+            pos += size;
+        }
+        offsets
+    }
+}
diff --git a/tokenizers/src/models/mod.rs b/tokenizers/src/models/mod.rs
index e69de29b..de7237b0 100644
--- a/tokenizers/src/models/mod.rs
+++ b/tokenizers/src/models/mod.rs
@@ -0,0 +1 @@
+pub mod bpe;