dc/model/language_model/llama/test_tokenizer.py

# Copyright (c) Meta Platforms, Inc. and affiliates.
# This software may be used and distributed in accordance with the terms of the Llama 3 Community License Agreement.

import os
from unittest import TestCase
from llama.tokenizer import ChatFormat, Tokenizer

# TOKENIZER_PATH=<path> python -m unittest llama/test_tokenizer.py

class TokenizerTests(TestCase):
    def setUp(self):
        self.tokenizer = Tokenizer(os.environ["TOKENIZER_PATH"])
        self.format = ChatFormat(self.tokenizer)

    def test_special_tokens(self):
        self.assertEqual(
            self.tokenizer.special_tokens["<|begin_of_text|>"],
            128000,
        )

    def test_encode(self):
        self.assertEqual(
            self.tokenizer.encode(
                "This is a test sentence.",
                bos=True,
                eos=True
            ),
            [128000, 2028, 374, 264, 1296, 11914, 13, 128001],
        )

    def test_decode(self):
        self.assertEqual(
            self.tokenizer.decode(
                [128000, 2028, 374, 264, 1296, 11914, 13, 128001],
            ),
            "<|begin_of_text|>This is a test sentence.<|end_of_text|>",
        )

    def test_encode_message(self):
        message = {
            "role": "user",
            "content": "This is a test sentence.",
        }
        self.assertEqual(
            self.format.encode_message(message),
            [
                128006,  # <|start_header_id|>
                882,  # "user"
                128007,  # <|end_of_header|>
                271,  # "\n\n"
                2028, 374, 264, 1296, 11914, 13,  # This is a test sentence.
                128009,  # <|eot_id|>
            ]
        )

    def test_encode_dialog(self):
        dialog = [
            {
                "role": "system",
                "content": "This is a test sentence.",
            },
            {
                "role": "user",
                "content": "This is a response.",
            }
        ]
        self.assertEqual(
            self.format.encode_dialog_prompt(dialog),
            [
                128000,  # <|begin_of_text|>
                128006,  # <|start_header_id|>
                9125,     # "system"
                128007,  # <|end_of_header|>
                271,     # "\n\n"
                2028, 374, 264, 1296, 11914, 13,  # "This is a test sentence."
                128009,  # <|eot_id|>
                128006,  # <|start_header_id|>
                882,     # "user"
                128007,  # <|end_of_header|>
                271,     # "\n\n"
                2028, 374, 264, 2077, 13,  # "This is a response.",
                128009,  # <|eot_id|>
                128006,  # <|start_header_id|>
                78191,   # "assistant"
                128007,  # <|end_of_header|>
                271,     # "\n\n"
            ]
        )