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import unittest
import pytest
from axolotl.utils.validation import validate_config
from axolotl.utils.dict import DictDefault
class ValidationTest(unittest.TestCase):
def test_load_4bit_deprecate(self):
cfg = DictDefault(
{
"load_4bit": True,
}
)
with pytest.raises(ValueError):
validate_config(cfg)
def test_qlora(self):
base_cfg = DictDefault(
{
"adapter": "qlora",
}
)
cfg = base_cfg | DictDefault(
{
"load_in_8bit": True,
}
)
with pytest.raises(ValueError, match=r".*8bit.*"):
validate_config(cfg)
cfg = base_cfg | DictDefault(
{
"gptq": True,
}
)
with pytest.raises(ValueError, match=r".*gptq.*"):
validate_config(cfg)
cfg = base_cfg | DictDefault(
{
"load_in_4bit": False,
}
)
with pytest.raises(ValueError, match=r".*4bit.*"):
validate_config(cfg)
cfg = base_cfg | DictDefault(
{
"load_in_4bit": True,
}
)
validate_config(cfg)
def test_qlora_merge(self):
base_cfg = DictDefault(
{
"adapter": "qlora",
"merge_lora": True,
}
)
cfg = base_cfg | DictDefault(
{
"load_in_8bit": True,
}
)
with pytest.raises(ValueError, match=r".*8bit.*"):
validate_config(cfg)
cfg = base_cfg | DictDefault(
{
"gptq": True,
}
)
with pytest.raises(ValueError, match=r".*gptq.*"):
validate_config(cfg)
cfg = base_cfg | DictDefault(
{
"load_in_4bit": True,
}
)
with pytest.raises(ValueError, match=r".*4bit.*"):
validate_config(cfg)
def test_hf_use_auth_token(self):
base_cfg = DictDefault(
{
"push_dataset_to_hub": None,
"hf_use_auth_token": None,
}
)
cfg = base_cfg | DictDefault(
{
"push_dataset_to_hub": "namespace/repo",
}
)
with pytest.raises(ValueError, match=r".*hf_use_auth_token.*"):
validate_config(cfg)
cfg = base_cfg | DictDefault(
{
"push_dataset_to_hub": "namespace/repo",
"hf_use_auth_token": True,
}
)
validate_config(cfg)
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