Add tests for BPE

InfiniTensor · Aug 9, 2024 · 5322c28 · 5322c28
1 parent 751f2f8
commit 5322c28
Showing 1 changed file with 108 additions and 10 deletions.
diff --git a/src/bpe/mod.rs b/src/bpe/mod.rs
@@ -247,16 +247,114 @@ fn rank(scores: &[f32]) -> impl IntoIterator<Item = u32> + '_ {
     scores.iter().map(move |&f| map[&FloatOrd(f)])
 }
 
-#[test]
-fn test() {
-    if let Ok(buf) = std::fs::read("tokenizer.model") {
-        let bpe = Bpe::from_tokenizer_model(&buf);
+#[cfg(test)]
+mod bpe_tests {
+    use super::*;
+
+    #[test]
+    fn test() {
+        if let Ok(buf) = std::fs::read("tokenizer.model") {
+            let bpe = Bpe::from_tokenizer_model(&buf);
+            let inaccessible = bpe.inaccessible();
+            println!(
+                "bpe: detected {} tokens, compressed to {} bytes",
+                bpe.vocab_size(),
+                bpe._vocabs.len(),
+            );
+            println!("inaccessible: {inaccessible:#?}");
+        }
+    }
+
+    #[test]
+    fn test_bpe_new() {
+        let vocabs = vec!["a", "b", "c", "ab", "bc"];
+        let scores = vec![1.0, 1.0, 1.0, 2.0, 2.0];
+        let is_byte = vec![false, false, false, false, false];
+        let bpe = Bpe::new(vocabs, scores, is_byte, 0);
+        assert_eq!(bpe.vocab_size(), 5);
+    }
+
+    #[test]
+    fn test_bpe_encode() {
+        let vocabs = vec!["a", "b", "c", "ab", "bc"];
+        let scores = vec![1.0, 1.0, 1.0, 2.0, 2.0];
+        let is_byte = vec![false, false, false, false, false];
+        let bpe = Bpe::new(vocabs, scores, is_byte, 0);
+
+        let encoded: Vec<_> = bpe.encode("abc").into_iter().collect();
+        assert_eq!(encoded.len(), 2); // Should merge "ab" and leave "c"
+        assert_eq!(encoded[0], 3);    // Assuming "ab" is assigned token ID 3
+        assert_eq!(encoded[1], 2);    // Assuming "c" is assigned token ID 2
+    }
+
+    #[test]
+    fn test_bpe_decode() {
+        let vocabs = vec!["a", "b", "c", "ab", "bc"];
+        let scores = vec![1.0, 1.0, 1.0, 2.0, 2.0];
+        let is_byte = vec![false, false, false, false, false];
+        let bpe = Bpe::new(vocabs, scores, is_byte, 0);
+
+        assert_eq!(bpe.decode(3), b"ab");
+        assert_eq!(bpe.decode(2), b"c");
+    }
+
+    #[test]
+    fn test_bpe_encode_decode() {
+        let vocabs = vec!["a", "b", "c", "ab", "bc"];
+        let scores = vec![1.0, 1.0, 1.0, 2.0, 2.0];
+        let is_byte = vec![false, false, false, false, false];
+        let bpe = Bpe::new(vocabs, scores, is_byte, 0);
+
+        let text = "abcbc";
+        let encoded: Vec<_> = bpe.encode(text).into_iter().collect();
+        let decoded: Vec<u8> = encoded.iter().flat_map(|&t| bpe.decode(t).iter().copied()).collect();
+        assert_eq!(String::from_utf8(decoded).unwrap(), text);
+    }
+
+    #[test]
+    fn test_bpe_unk_token() {
+        let vocabs = vec!["a", "b", "c"];
+        let scores = vec![1.0, 1.0, 1.0];
+        let is_byte = vec![false, false, false];
+        let unk_token = 100;
+        let bpe = Bpe::new(vocabs, scores, is_byte, unk_token);
+
+        assert_eq!(bpe.unk_token(), unk_token);
+    }
+
+    #[test]
+    fn test_bpe_inaccessible() {
+        let vocabs = vec!["a", "b", "c", "ab", "bcd", "d"];
+        let scores = vec![1.0, 1.0, 1.0, 2.0, 1.5, 1.0];
+        let is_byte = vec![false, false, false, false, false, false];
+        let bpe = Bpe::new(vocabs, scores, is_byte, 0);
+
         let inaccessible = bpe.inaccessible();
-        println!(
-            "bpe: detected {} tokens, compressed to {} bytes",
-            bpe.vocab_size(),
-            bpe._vocabs.len(),
-        );
-        println!("inaccessible: {inaccessible:#?}");
+        println!("Inaccessible tokens: {:?}", inaccessible);
+
+        // 'd' is a single character, so it should be accessible
+        assert!(!inaccessible.contains_key("d"), "Token 'd' should be accessible");
+
+        // 'bcd' cannot be formed by merging other tokens, so it should be inaccessible
+        assert!(inaccessible.contains_key("bcd"), "Token 'bcd' should be inaccessible");
+
+        // 'ab' can be formed by merging 'a' and 'b', so it should be accessible
+        assert!(!inaccessible.contains_key("ab"), "Token 'ab' should be accessible");
+    }
+
+    #[test]
+    fn test_bpe_with_byte_tokens() {
+        let vocabs = vec!["a", "b", "<0x41>", "<0x42>"];
+        let scores = vec![1.0, 1.0, 1.0, 1.0];
+        let is_byte = vec![false, false, true, true];
+        let bpe = Bpe::new(vocabs, scores, is_byte, 0);
+
+        let input = "aAB";
+        let encoded: Vec<_> = bpe.encode(input).into_iter().collect();
+        println!("Input: {:?}", input);
+        println!("Encoded tokens: {:?}", encoded);
+        println!("Vocabulary size: {}", bpe.vocab_size());
+
+        assert_eq!(encoded.len(), 3, "Expected 3 tokens for input 'aAB'");
     }
 }