diff --git a/crates/bpe/README.md b/crates/bpe/README.md index 0cd4c58..a43c56c 100644 --- a/crates/bpe/README.md +++ b/crates/bpe/README.md @@ -227,6 +227,12 @@ If the requirement of correct BPE output can be relaxed, then the Greedy approac ![encoding runtime comparison](./benches/result/encoding-o200k.svg) +The graph below shows encoding results for input that is particularly challenging for tiktoken. +The input consists of random ranges taken from the continuous list of all Unicode code points excluding whitespace. +This inhibits tiktoken ability to split the input before applying BPE revealing its quadratic runtime complexity. + +![worst-case encoding runtime comparison](./benches/result/worstcase-o200k.svg) + ### Incremental encoding Incremental encoding tokenizes a text while appending bytes. diff --git a/crates/bpe/benches/performance.rs b/crates/bpe/benches/performance.rs index 4cff09c..9fe2704 100644 --- a/crates/bpe/benches/performance.rs +++ b/crates/bpe/benches/performance.rs @@ -160,6 +160,31 @@ fn appending_benchmark(c: &mut Criterion) { } } +fn worstcase_benchmark(c: &mut Criterion) { + for (name, bpe, tiktoken) in TOKENIZERS.iter() { + let text: String = ('\0'..char::MAX).filter(|c| !c.is_whitespace()).collect(); + let input = text.as_bytes(); + + let mut group = c.benchmark_group(format!("worstcase-{name}")); + for bytes in [10, 100, 1000, 5000, 10000, 25000, 50000, 75000, 100000] { + group.throughput(criterion::Throughput::Bytes(bytes as u64)); + group.bench_with_input( + BenchmarkId::new("backtracking", bytes), + &bytes, + |b, bytes| b.iter(|| bpe.encode_via_backtracking(select_test_bytes(input, *bytes))), + ); + group.bench_with_input(BenchmarkId::new("tiktoken", bytes), &bytes, |b, bytes| { + b.iter_batched( + || select_test_bytes(input, *bytes), + |input| tiktoken.encode_ordinary(std::str::from_utf8(input).unwrap()), + criterion::BatchSize::SmallInput, + ) + }); + } + group.finish(); + } +} + fn is_char_boundary(b: u8) -> bool { // Single byte encodings satisfy the bit pattern 0xxxxxxx, i.e. b < 128 // Continuation bytes satisfy the bit pattern 10xxxxxx, i.e. b < 192 @@ -188,12 +213,24 @@ fn create_test_string(bpe: &BytePairEncoding, tokens: usize) -> String { text } +fn select_test_bytes(input: &[u8], bytes: usize) -> &[u8] { + let mut start = thread_rng().gen_range(0..input.len() - bytes); + while start > 0 && !is_char_boundary(input[start]) { + start -= 1; + } + let mut end = start + bytes; + while end < input.len() && !is_char_boundary(input[end]) { + end += 1; + } + &input[start..end] +} + criterion_group!( name = benches; config = Criterion::default() .warm_up_time(Duration::from_millis(500)) - .measurement_time(Duration::from_millis(1000)) + .measurement_time(Duration::from_millis(4000)) .nresamples(1000); - targets = counting_benchmark, encoding_benchmark, appending_benchmark + targets = counting_benchmark, encoding_benchmark, appending_benchmark, worstcase_benchmark ); criterion_main!(benches); diff --git a/crates/bpe/benches/result/appending-o200k.svg b/crates/bpe/benches/result/appending-o200k.svg index f358527..5474718 100644 --- a/crates/bpe/benches/result/appending-o200k.svg +++ b/crates/bpe/benches/result/appending-o200k.svg @@ -34,17 +34,17 @@ <path fill-rule="nonzero" fill="rgb(0%, 0%, 0%)" fill-opacity="1" d="M 1079.265625 678.359375 L 1079.265625 677.550781 C 1080.027344 677.476562 1080.558594 677.351562 1080.859375 677.179688 C 1081.160156 677.003906 1081.382812 676.59375 1081.53125 675.945312 L 1082.367188 675.945312 L 1082.367188 684.300781 L 1081.242188 684.300781 L 1081.242188 678.359375 Z M 1088.039062 675.910156 C 1089.125 675.910156 1089.910156 676.355469 1090.394531 677.253906 C 1090.769531 677.945312 1090.957031 678.890625 1090.957031 680.09375 C 1090.957031 681.234375 1090.785156 682.175781 1090.449219 682.925781 C 1089.957031 683.996094 1089.152344 684.527344 1088.035156 684.527344 C 1087.027344 684.527344 1086.277344 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{counting,encoding,appending}-o200k; do +for i in {counting,encoding,appending,worstcase}-o200k; do rsvg-convert --format svg --output "$result_dir/$i.svg" --background-color white "target/criterion/reports/$i/lines.svg" done diff --git a/crates/bpe/src/byte_pair_encoding.rs b/crates/bpe/src/byte_pair_encoding.rs index 72fa946..1f278bf 100644 --- a/crates/bpe/src/byte_pair_encoding.rs +++ b/crates/bpe/src/byte_pair_encoding.rs @@ -567,12 +567,39 @@ mod tests { use std::time::Instant; use itertools::Itertools; - use tiktoken_rs::cl100k_base_singleton; + use tiktoken_rs::{cl100k_base_singleton, o200k_base_singleton}; use crate::byte_pair_encoding::{create_test_bytes, BytePairEncoding}; #[test] - fn test_correctness() { + fn test_correctness_cl100k() { + // This is quite a challenging test case... + let test_string = std::str::from_utf8(&[ + 125, 34, 10, 10, 46, 109, 107, 100, 105, 114, 115, 32, 102, 100, 115, 32, 97, 100, 105, + 112, 105, 115, 105, 99, 105, 110, 103, 105, 116, 121, 69, 110, 103, 105, 110, 101, 32, + 69, 67, 105, 114, 105, 101, 32, 111, 112, 116, 105, 109, 97, 108, 95, 68, 65, 32, 111, + 102, 102, 101, 110, 100, + ]) + .unwrap(); + let time = Instant::now(); + let bpe = BytePairEncoding::o200k(); + println!("{:?}", time.elapsed()); + let encoded1 = o200k_base_singleton() + .lock() + .encode_ordinary(test_string) + .into_iter() + .map(|t| t as u32) + .collect_vec(); + let encoded2 = bpe.encode_via_backtracking(test_string.as_bytes()); + assert_eq!(encoded1, encoded2); + let encoded3 = bpe.encode_via_table(test_string.as_bytes()); + assert_eq!(encoded1, encoded3); + let encoded4 = bpe.encode_via_bitfield(test_string.as_bytes()); + assert_eq!(encoded1, encoded4); + } + + #[test] + fn test_correctness_o200k() { // This is quite a challenging test case... let test_string = std::str::from_utf8(&[ 125, 34, 10, 10, 46, 109, 107, 100, 105, 114, 115, 32, 102, 100, 115, 32, 97, 100, 105,