simplify `load_tokenizer`
Browse files- scripts/finetune.py +2 -3
- src/axolotl/utils/models.py +14 -19
- tests/test_tokenizers.py +8 -3
scripts/finetune.py
CHANGED
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@@ -177,9 +177,8 @@ def train(
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setup_wandb_env_vars(cfg)
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# load the tokenizer first
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-
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-
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-
tokenizer = load_tokenizer(tokenizer_config, cfg.tokenizer_type, cfg)
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if (
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check_not_in(["shard", "merge_lora"], kwargs) and not cfg.inference
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setup_wandb_env_vars(cfg)
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# load the tokenizer first
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+
LOG.info(f"loading tokenizer... {cfg.tokenizer_config or cfg.base_model_config}")
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+
tokenizer = load_tokenizer(cfg)
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if (
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check_not_in(["shard", "merge_lora"], kwargs) and not cfg.inference
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src/axolotl/utils/models.py
CHANGED
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@@ -32,32 +32,27 @@ if TYPE_CHECKING:
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from axolotl.utils.dict import DictDefault # noqa: F401
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-
def load_tokenizer(
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tokenizer_config,
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tokenizer_type,
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cfg,
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):
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tokenizer_kwargs = {}
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use_fast = True # this is the default
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if cfg.tokenizer_use_fast is not None:
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use_fast = cfg.tokenizer_use_fast
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if cfg.tokenizer_legacy is not None:
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# True is the default w/ https://github.com/huggingface/transformers/pull/25224
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tokenizer_kwargs["legacy"] = cfg.tokenizer_legacy
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-
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-
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-
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-
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-
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-
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-
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-
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-
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-
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-
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-
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**tokenizer_kwargs,
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)
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if tokenizer.__class__.__name__ in [
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"LlamaTokenizer",
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from axolotl.utils.dict import DictDefault # noqa: F401
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+
def load_tokenizer(cfg):
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tokenizer_kwargs = {}
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use_fast = True # this is the default
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+
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if cfg.tokenizer_use_fast is not None:
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use_fast = cfg.tokenizer_use_fast
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if cfg.tokenizer_legacy is not None:
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# True is the default w/ https://github.com/huggingface/transformers/pull/25224
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tokenizer_kwargs["legacy"] = cfg.tokenizer_legacy
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+
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+
tokenizer_cls = AutoTokenizer
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if cfg.tokenizer_type:
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tokenizer_cls = getattr(transformers, cfg.tokenizer_type)
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+
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tokenizer_config = cfg.tokenizer_config or cfg.base_model_config
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tokenizer = tokenizer_cls.from_pretrained(
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tokenizer_config,
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trust_remote_code=cfg.trust_remote_code or False,
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use_fast=use_fast,
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**tokenizer_kwargs,
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)
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if tokenizer.__class__.__name__ in [
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"LlamaTokenizer",
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tests/test_tokenizers.py
CHANGED
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@@ -13,17 +13,22 @@ class TestTokenizers(unittest.TestCase):
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"""
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def test_default_use_fast(self):
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cfg = DictDefault(
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assert "Fast" in tokenizer.__class__.__name__
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def test_dont_use_fast(self):
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cfg = DictDefault(
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{
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"tokenizer_use_fast": False,
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}
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)
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tokenizer = load_tokenizer(
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assert "Fast" not in tokenizer.__class__.__name__
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"""
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def test_default_use_fast(self):
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cfg = DictDefault(
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{
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"tokenizer_config": "huggyllama/llama-7b",
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}
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)
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tokenizer = load_tokenizer(cfg)
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assert "Fast" in tokenizer.__class__.__name__
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def test_dont_use_fast(self):
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cfg = DictDefault(
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{
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"tokenizer_config": "huggyllama/llama-7b",
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"tokenizer_use_fast": False,
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}
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)
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tokenizer = load_tokenizer(cfg)
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assert "Fast" not in tokenizer.__class__.__name__
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