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31 changes: 25 additions & 6 deletions scripts/convert_olmo_to_hf_new.py
Original file line number Diff line number Diff line change
Expand Up @@ -57,7 +57,14 @@ def write_json(text, path):
json.dump(text, f)


def write_model(model_path, input_base_path, tokenizer_path=None, safe_serialization=True, fix_eos_token_id=True):
def write_model(
model_path,
input_base_path,
include_tokenizer=True,
tokenizer_path=None,
safe_serialization=True,
fix_eos_token_id=True,
):
os.makedirs(model_path, exist_ok=True)
tmp_model_path = os.path.join(model_path, "tmp")
os.makedirs(tmp_model_path, exist_ok=True)
Expand Down Expand Up @@ -173,8 +180,8 @@ def write_model(model_path, input_base_path, tokenizer_path=None, safe_serializa
del loaded
gc.collect()

if tokenizer_path is not None:
_write_tokenizer(model_path, config, tokenizer_path)
if include_tokenizer:
_write_tokenizer(model_path, config, input_base_path, tokenizer_path)

print("Loading the checkpoint in a OLMo model.")
model = OlmoForCausalLM.from_pretrained(tmp_model_path, torch_dtype=torch.float32, low_cpu_mem_usage=True)
Expand All @@ -188,11 +195,15 @@ def write_model(model_path, input_base_path, tokenizer_path=None, safe_serializa
def _write_tokenizer(
output_path: Path,
config: OlmoConfig,
input_tokenizer_path: Path,
checkpoint_dir: str,
input_tokenizer_path: Path | None,
) -> None:
print(f"Saving a {GPTNeoXTokenizerFast.__name__} to {output_path}.")

base_tokenizer = Tokenizer.from_file(str(input_tokenizer_path))
if input_tokenizer_path is not None:
base_tokenizer = Tokenizer.from_file(str(input_tokenizer_path))
else:
base_tokenizer = Tokenizer.from_pretrained(checkpoint_dir)

eos_token_id = config.eos_token_id if config.eos_token_id is not None else base_tokenizer.get_vocab_size() - 1
pad_token_id = config.pad_token_id if config.pad_token_id is not None else eos_token_id
Expand All @@ -215,10 +226,17 @@ def main():
required=True,
help="Location of OLMo weights, which contains config.yaml and model.pt.",
)
parser.add_argument(
"--no_tokenizer",
action="store_false",
dest="include_tokenizer",
help="If set, do not convert OLMo tokenizer to HF tokenizer.",
)
parser.add_argument(
"--tokenizer_json_path",
type=Path,
default=None,
help="Location of OLMo tokenizer json file.",
help="Location of OLMo tokenizer json file. Defaults to what is set in the config file.",
)
parser.add_argument(
"--output_dir",
Expand All @@ -238,6 +256,7 @@ def main():
model_path=args.output_dir,
input_base_path=args.input_dir,
safe_serialization=args.safe_serialization,
include_tokenizer=args.include_tokenizer,
tokenizer_path=args.tokenizer_json_path,
fix_eos_token_id=args.fix_eos_token_id,
)
Expand Down