# Note that there are more actual tests, they're just not currently public :-) from typing import Callable import hypothesis import hypothesis.strategies as st import pytest import tiktoken from .test_helpers import ENCODING_FACTORIES, MAX_EXAMPLES def test_simple(): enc = tiktoken.get_encoding("gpt2") assert enc.encode("hello world") == [31373, 995] assert enc.decode([31373, 995]) == "hello world" assert enc.encode("hello <|endoftext|>", allowed_special="all") == [31373, 220, 50256] enc = tiktoken.get_encoding("cl100k_base") assert enc.encode("hello world") == [15339, 1917] assert enc.decode([15339, 1917]) == "hello world" assert enc.encode("hello <|endoftext|>", allowed_special="all") == [15339, 220, 100257] for enc_name in tiktoken.list_encoding_names(): enc = tiktoken.get_encoding(enc_name) for token in range(10_000): assert enc.encode_single_token(enc.decode_single_token_bytes(token)) == token def test_simple_repeated(): enc = tiktoken.get_encoding("gpt2") assert enc.encode("0") == [15] assert enc.encode("00") == [405] assert enc.encode("000") == [830] assert enc.encode("0000") == [2388] assert enc.encode("00000") == [20483] assert enc.encode("000000") == [10535] assert enc.encode("0000000") == [24598] assert enc.encode("00000000") == [8269] assert enc.encode("000000000") == [10535, 830] assert enc.encode("0000000000") == [8269, 405] assert enc.encode("00000000000") == [8269, 830] assert enc.encode("000000000000") == [8269, 2388] assert enc.encode("0000000000000") == [8269, 20483] assert enc.encode("00000000000000") == [8269, 10535] assert enc.encode("000000000000000") == [8269, 24598] assert enc.encode("0000000000000000") == [25645] assert enc.encode("00000000000000000") == [8269, 10535, 830] def test_simple_regex(): enc = tiktoken.get_encoding("cl100k_base") assert enc.encode("rer") == [38149] assert enc.encode("'rer") == [2351, 81] assert enc.encode("today\n ") == [31213, 198, 220] assert enc.encode("today\n \n") == [31213, 27907] assert enc.encode("today\n \n") == [31213, 14211] def test_basic_encode(): enc = tiktoken.get_encoding("r50k_base") assert enc.encode("hello world") == [31373, 995] enc = tiktoken.get_encoding("p50k_base") assert enc.encode("hello world") == [31373, 995] enc = tiktoken.get_encoding("cl100k_base") assert enc.encode("hello world") == [15339, 1917] assert enc.encode(" \x850") == [220, 126, 227, 15] def test_encode_empty(): enc = tiktoken.get_encoding("r50k_base") assert enc.encode("") == [] def test_encode_bytes(): enc = tiktoken.get_encoding("cl100k_base") assert enc._encode_bytes(b" \xec\x8b\xa4\xed") == [62085] def test_encode_surrogate_pairs(): enc = tiktoken.get_encoding("cl100k_base") assert enc.encode("👍") == [9468, 239, 235] # surrogate pair gets converted to codepoint assert enc.encode("\ud83d\udc4d") == [9468, 239, 235] # lone surrogate just gets replaced assert enc.encode("\ud83d") == enc.encode("�") # ==================== # Roundtrip # ==================== @pytest.mark.parametrize("make_enc", ENCODING_FACTORIES) def test_basic_roundtrip(make_enc): enc = make_enc() for value in ( "hello", "hello ", "hello ", " hello", " hello ", " hello ", "hello world", "请考试我的软件!12345", ): assert value == enc.decode(enc.encode(value)) assert value == enc.decode(enc.encode_ordinary(value)) @pytest.mark.parametrize("make_enc", ENCODING_FACTORIES) @hypothesis.given(text=st.text()) @hypothesis.settings(deadline=None) def test_hyp_roundtrip(make_enc: Callable[[], tiktoken.Encoding], text): enc = make_enc() assert text == enc.decode(enc.encode(text)) @pytest.mark.parametrize("make_enc", ENCODING_FACTORIES) def test_single_token_roundtrip(make_enc: Callable[[], tiktoken.Encoding]): enc = make_enc() for token in range(enc.n_vocab): try: token_bytes = enc.decode_single_token_bytes(token) except KeyError: continue assert enc.encode_single_token(token_bytes) == token # ==================== # Special tokens # ==================== def test_special_token(): enc = tiktoken.get_encoding("cl100k_base") eot = enc.encode_single_token("<|endoftext|>") assert eot == enc.eot_token fip = enc.encode_single_token("<|fim_prefix|>") fim = enc.encode_single_token("<|fim_middle|>") text = "<|endoftext|> hello <|fim_prefix|>" assert eot not in enc.encode(text, disallowed_special=()) with pytest.raises(ValueError): enc.encode(text) with pytest.raises(ValueError): enc.encode(text, disallowed_special="all") with pytest.raises(ValueError): enc.encode(text, disallowed_special={"<|endoftext|>"}) with pytest.raises(ValueError): enc.encode(text, disallowed_special={"<|fim_prefix|>"}) text = "<|endoftext|> hello <|fim_prefix|> there <|fim_middle|>" tokens = enc.encode(text, disallowed_special=()) assert eot not in tokens assert fip not in tokens assert fim not in tokens tokens = enc.encode(text, allowed_special="all", disallowed_special=()) assert eot in tokens assert fip in tokens assert fim in tokens tokens = enc.encode(text, allowed_special="all", disallowed_special="all") assert eot in tokens assert fip in tokens assert fim in tokens tokens = enc.encode(text, allowed_special={"<|fim_prefix|>"}, disallowed_special=()) assert eot not in tokens assert fip in tokens assert fim not in tokens tokens = enc.encode(text, allowed_special={"<|endoftext|>"}, disallowed_special=()) assert eot in tokens assert fip not in tokens assert fim not in tokens tokens = enc.encode(text, allowed_special={"<|fim_middle|>"}, disallowed_special=()) assert eot not in tokens assert fip not in tokens assert fim in tokens @pytest.mark.parametrize("make_enc", ENCODING_FACTORIES) @hypothesis.given(text=st.text()) @hypothesis.settings(deadline=None, max_examples=MAX_EXAMPLES) def test_hyp_special_ordinary(make_enc, text: str): enc = make_enc() assert enc.encode_ordinary(text) == enc.encode(text, disallowed_special=()) # ==================== # Batch encoding # ==================== @pytest.mark.parametrize("make_enc", ENCODING_FACTORIES) def test_batch_encode(make_enc: Callable[[], tiktoken.Encoding]): enc = make_enc() text1 = "hello world" text2 = "goodbye world" assert enc.encode_batch([text1]) == [enc.encode(text1)] assert enc.encode_batch([text1, text2]) == [enc.encode(text1), enc.encode(text2)] assert enc.encode_ordinary_batch([text1]) == [enc.encode_ordinary(text1)] assert enc.encode_ordinary_batch([text1, text2]) == [ enc.encode_ordinary(text1), enc.encode_ordinary(text2), ] @pytest.mark.parametrize("make_enc", ENCODING_FACTORIES) @hypothesis.given(batch=st.lists(st.text())) @hypothesis.settings(deadline=None) def test_hyp_batch_roundtrip(make_enc: Callable[[], tiktoken.Encoding], batch): enc = make_enc() encoded = enc.encode_batch(batch) assert encoded == [enc.encode(t) for t in batch] decoded = enc.decode_batch(encoded) assert decoded == batch