diff --git a/CoreMLBert.xcodeproj/project.pbxproj b/CoreMLBert.xcodeproj/project.pbxproj
index a9c8b35..f331df4 100644
--- a/CoreMLBert.xcodeproj/project.pbxproj
+++ b/CoreMLBert.xcodeproj/project.pbxproj
@@ -68,6 +68,8 @@
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+		DA3628A82989BB04007A3BE6 /* CLIPTokenizer.swift in Sources */ = {isa = PBXBuildFile; fileRef = DA3628A72989BB04007A3BE6 /* CLIPTokenizer.swift */; };
+		DA3628A92989BB04007A3BE6 /* CLIPTokenizer.swift in Sources */ = {isa = PBXBuildFile; fileRef = DA3628A72989BB04007A3BE6 /* CLIPTokenizer.swift */; };
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@@ -136,6 +138,7 @@
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 		79F2CCA122C6717D009F8551 /* LoaderView.swift */ = {isa = PBXFileReference; fileEncoding = 4; lastKnownFileType = sourcecode.swift; path = LoaderView.swift; sourceTree = "<group>"; };
+		DA3628A72989BB04007A3BE6 /* CLIPTokenizer.swift */ = {isa = PBXFileReference; lastKnownFileType = sourcecode.swift; path = CLIPTokenizer.swift; sourceTree = "<group>"; };
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@@ -273,6 +276,7 @@
 				79F2CC8A22C549C1009F8551 /* Utils.swift */,
 				79F2CC9622C56890009F8551 /* Math.swift */,
 				79F2CC9922C57132009F8551 /* MLMultiArray+Utils.swift */,
+				DA3628A72989BB04007A3BE6 /* CLIPTokenizer.swift */,
 				796DF50F22E0EB1D00140C02 /* GPT2Tokenizer.swift */,
 				796DF51922E0FF7A00140C02 /* GPT2ByteEncoder.swift */,
 				796DF58622E2727000140C02 /* GPT2.swift */,
@@ -457,6 +461,7 @@
 			buildActionMask = 2147483647;
 			files = (
 				796DF55422E1026700140C02 /* ViewController.swift in Sources */,
+				DA3628A92989BB04007A3BE6 /* CLIPTokenizer.swift in Sources */,
 				796DF58722E2727000140C02 /* GPT2.swift in Sources */,
 				796DF56F22E1039C00140C02 /* SquadDataset.swift in Sources */,
 				796DF55022E1026700140C02 /* AppDelegate.swift in Sources */,
@@ -486,6 +491,7 @@
 			buildActionMask = 2147483647;
 			files = (
 				79F2CC9A22C57132009F8551 /* MLMultiArray+Utils.swift in Sources */,
+				DA3628A82989BB04007A3BE6 /* CLIPTokenizer.swift in Sources */,
 				79F2CCA222C6717E009F8551 /* LoaderView.swift in Sources */,
 				79F2CC6022C50078009F8551 /* ViewController.swift in Sources */,
 				79F2CC8122C5041C009F8551 /* SquadDataset.swift in Sources */,
diff --git a/Sources/CLIPTokenizer.swift b/Sources/CLIPTokenizer.swift
new file mode 100644
index 0000000..30122c1
--- /dev/null
+++ b/Sources/CLIPTokenizer.swift
@@ -0,0 +1,132 @@
+//
+//  CLIPTokenizer.swift
+//  CoreMLBert
+//
+//  Created by Matthew Waller on 1/31/23.
+//  Copyright © 2023 Hugging Face. All rights reserved.
+//
+
+import Foundation
+
+class CLIPTokenizer {
+    let bpeRanks: Dictionary<BytePair, Int>
+    private let encoder: [String: Int]
+    private let decoder: [Int: String]
+    
+    init() {
+        let url = Bundle.main.url(forResource: "merges", withExtension: "txt")!
+        let bpeMergesTxt = try! String(contentsOf: url)
+        let arr = bpeMergesTxt.split(separator: "\n").map { String($0) }
+        var bpeRanks: Dictionary<BytePair, Int> = [:]
+        for i in 1..<arr.count {
+            let tuple = arr[i].split(separator: " ").map { String($0) }
+            let bp = BytePair(tuple: tuple)
+            bpeRanks[bp] = i - 1
+        }
+        self.bpeRanks = bpeRanks
+        
+        self.encoder = {
+            let url = Bundle.main.url(forResource: "vocab", withExtension: "json")!
+            let json = try! Data(contentsOf: url)
+            let decoder = JSONDecoder()
+            let vocab = try! decoder.decode([String: Int].self, from: json)
+            return vocab
+        }()
+        self.decoder = Utils.invert(self.encoder)
+    }
+    
+    func byteEncode(text: String) -> [String] {
+        let RE = "<\\|startoftext\\|>|<\\|endoftext\\|>|'s|'t|'re|'ve|'m|'ll|'d|[\\p{L}]+|[\\p{N}]|[^\\s\\p{L}\\p{N}]+"
+        let tokens = text.ranges(of: RE).map { String(text[$0]) }
+        return tokens.map { (token) -> String in
+            return Array(token.utf8).map { byteEncoder[$0]! }.joined()
+        }
+    }
+    
+    private func getPairs(word: [String]) -> Set<BytePair> {
+        var s = Set<BytePair>()
+        for i in 0..<word.count-1 {
+            let bp = BytePair(
+                word[i],
+                word[i+1]
+            )
+            s.insert(bp)
+        }
+        return s
+    }
+    
+    func bpe(token: String) -> String {
+        if token.count <= 1 {
+            return token + "</w>"
+        }
+        
+        var word = Array(token).map { String($0)}
+        let last = (word.last ?? "") + "</w>"
+        word.removeLast()
+        word.append(last)
+        var pairs = Array(getPairs(word: word))
+        if pairs.isEmpty {
+            return token + "</w>"
+        }
+        
+        while true {
+            let bigrams = pairs.filter { (bp) -> Bool in bpeRanks[bp] != nil }
+            if bigrams.count == 0 {
+                break
+            }
+            let bigram = bigrams.min { (bp1, bp2) -> Bool in
+                return bpeRanks[bp1]! < bpeRanks[bp2]!
+            }!
+            let first = bigram.a
+            let second = bigram.b
+            var newWord: [String] = []
+            var i = 0
+            while i < word.count {
+                if let j = word[i..<word.count].firstIndex(of: first) {
+                    newWord.append(contentsOf: word[i..<j])
+                    i = j
+                } else {
+                    newWord.append(contentsOf: word[i..<word.count])
+                    break
+                }
+                
+                if word[i] == first && i < word.count - 1 && word[i+1] == second {
+                    newWord.append(first+second)
+                    i += 2
+                } else {
+                    newWord.append(word[i])
+                    i += 1
+                }
+            }
+            word = newWord
+            if word.count == 1 {
+                break
+            } else {
+                pairs = Array(getPairs(word: word))
+            }
+        }
+        return word.joined(separator: " ")
+    }
+    
+    func tokenize(text: String) -> [String] {
+        var tokens: [String] = []
+        let lowercased = text.lowercased()
+        for token in self.byteEncode(text: lowercased) {
+            let xx = self.bpe(token: token).split(separator: " ").map { String($0) }
+            tokens.append(contentsOf: xx)
+        }
+        return tokens
+    }
+    
+    /// Main entry point
+    func encode(text: String) -> [Int] {
+        return tokenize(text: text).map { encoder[$0]! }
+    }
+    
+    /// Decode
+    func decode(tokens: [Int]) -> String {
+        let text = tokens.map { decoder[$0]! }.joined(separator: "")
+        let utfCodepoints = text.map { byteDecoder[String($0)]! }
+        return String(decoding: utfCodepoints, as: UTF8.self)
+    }
+}