workaround for md5 variations (#533)

* workaround for md5 variations

* refactor the prepared hash too
This commit is contained in:
Wing Lian
2023-09-08 16:01:05 -04:00
committed by GitHub
parent 78ee2cdab2
commit 0b4cf5bc8c
2 changed files with 79 additions and 13 deletions

View File

@@ -2,7 +2,6 @@
import functools
import hashlib
import logging
from hashlib import md5
from pathlib import Path
from typing import Tuple, Union
@@ -52,6 +51,13 @@ LOG = logging.getLogger("axolotl")
DEFAULT_DATASET_PREPARED_PATH = "last_run_prepared"
def md5(to_hash: str, encoding: str = "utf-8") -> str:
try:
return hashlib.md5(to_hash.encode(encoding), usedforsecurity=False).hexdigest()
except TypeError:
return hashlib.md5(to_hash.encode(encoding)).hexdigest() # nosec
def prepare_dataset(cfg, tokenizer):
if not cfg.pretraining_dataset:
with zero_first(is_main_process()):
@@ -88,7 +94,7 @@ def load_tokenized_prepared_datasets(
) -> DatasetDict:
tokenizer_name = tokenizer.__class__.__name__
ds_hash = str(
md5( # nosec
md5(
(
str(cfg.sequence_len)
+ "@"
@@ -97,8 +103,8 @@ def load_tokenized_prepared_datasets(
)
+ "|"
+ tokenizer_name
).encode("utf-8")
).hexdigest()
)
)
)
prepared_ds_path = (
Path(cfg.dataset_prepared_path) / ds_hash
@@ -374,7 +380,7 @@ def load_prepare_datasets(
# see if we can go ahead and load the stacked dataset
seed = f"@{str(cfg.seed)}" if cfg.seed else ""
ds_hash = str(
md5( # nosec
md5(
(
str(cfg.sequence_len)
+ "@"
@@ -385,8 +391,8 @@ def load_prepare_datasets(
)
+ "|"
+ tokenizer_name
).encode("utf-8")
).hexdigest()
)
)
)
prepared_ds_path = (
Path(cfg.dataset_prepared_path) / ds_hash
@@ -500,12 +506,8 @@ def load_prepare_datasets(
+ "|"
+ str(cfg.seed or 42)
)
train_fingerprint = hashlib.md5(
to_hash_train.encode(), usedforsecurity=False
).hexdigest()
test_fingerprint = hashlib.md5(
to_hash_test.encode(), usedforsecurity=False
).hexdigest()
train_fingerprint = md5(to_hash_train)
test_fingerprint = md5(to_hash_test)
with zero_first(is_main_process()):
dataset = dataset.train_test_split(