tortoise-tts/tortoise/utils/torch_intermediary.py

63 lines
1.9 KiB
Python
Raw Normal View History

"""
from bitsandbytes.nn import Linear8bitLt as Linear
from bitsandbytes.nn import StableEmbedding as Embedding
from bitsandbytes.optim.adam import Adam8bit as Adam
from bitsandbytes.optim.adamw import AdamW8bit as AdamW
"""
"""
from torch.nn import Linear
from torch.nn import Embedding
from torch.optim.adam import Adam
from torch.optim.adamw import AdamW
"""
"""
OVERRIDE_LINEAR = False
OVERRIDE_EMBEDDING = False
OVERRIDE_ADAM = False # True
OVERRIDE_ADAMW = False # True
"""
import os
USE_STABLE_EMBEDDING = False
try:
import bitsandbytes as bnb
OVERRIDE_LINEAR = False
OVERRIDE_EMBEDDING = True
OVERRIDE_ADAM = True
OVERRIDE_ADAMW = True
USE_STABLE_EMBEDDING = os.environ.get('BITSANDBYTES_USE_STABLE_EMBEDDING', '1' if USE_STABLE_EMBEDDING else '0') == '1'
OVERRIDE_LINEAR = os.environ.get('BITSANDBYTES_OVERRIDE_LINEAR', '1' if OVERRIDE_LINEAR else '0') == '1'
OVERRIDE_EMBEDDING = os.environ.get('BITSANDBYTES_OVERRIDE_EMBEDDING', '1' if OVERRIDE_EMBEDDING else '0') == '1'
OVERRIDE_ADAM = os.environ.get('BITSANDBYTES_OVERRIDE_ADAM', '1' if OVERRIDE_ADAM else '0') == '1'
OVERRIDE_ADAMW = os.environ.get('BITSANDBYTES_OVERRIDE_ADAMW', '1' if OVERRIDE_ADAMW else '0') == '1'
except Exception as e:
OVERRIDE_LINEAR = False
OVERRIDE_EMBEDDING = False
OVERRIDE_ADAM = False
OVERRIDE_ADAMW = False
if OVERRIDE_LINEAR:
from bitsandbytes.nn import Linear8bitLt as Linear
else:
from torch.nn import Linear
if OVERRIDE_EMBEDDING:
if USE_STABLE_EMBEDDING:
from bitsandbytes.nn import StableEmbedding as Embedding
else:
from bitsandbytes.nn.modules import Embedding as Embedding
else:
from torch.nn import Embedding
if OVERRIDE_ADAM:
from bitsandbytes.optim.adam import Adam8bit as Adam
else:
from torch.optim.adam import Adam
if OVERRIDE_ADAMW:
from bitsandbytes.optim.adamw import AdamW8bit as AdamW
else:
from torch.optim.adamw import AdamW