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Add --pin-weight parameter for FlexGen

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oobabooga 2023-03-04 01:04:02 -03:00
parent 05e703b4a4
commit ed8b35efd2
2 changed files with 12 additions and 1 deletions
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2
modules/models.py
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@ -58,7 +58,7 @@ def load_model(model_name):
shared.args.percent[0], shared.args.percent[1], shared.args.percent[0], shared.args.percent[1],
shared.args.percent[2], shared.args.percent[3], shared.args.percent[2], shared.args.percent[3],
shared.args.percent[4], shared.args.percent[5], shared.args.percent[4], shared.args.percent[5],
overlap=True, sep_layer=True, pin_weight=True, overlap=True, sep_layer=True, pin_weight=shared.args.pin_weight,
cpu_cache_compute=False, attn_sparsity=1.0, cpu_cache_compute=False, attn_sparsity=1.0,
compress_weight=shared.args.compress_weight, compress_weight=shared.args.compress_weight,
comp_weight_config=CompressionConfig( comp_weight_config=CompressionConfig(

11
modules/shared.py
View File

@ -53,6 +53,16 @@ settings = {
} }
} }
def str2bool(v):
if isinstance(v, bool):
return v
if v.lower() in ('yes', 'true', 't', 'y', '1'):
return True
elif v.lower() in ('no', 'false', 'f', 'n', '0'):
return False
else:
raise argparse.ArgumentTypeError('Boolean value expected.')
parser = argparse.ArgumentParser(formatter_class=lambda prog: argparse.HelpFormatter(prog,max_help_position=54)) parser = argparse.ArgumentParser(formatter_class=lambda prog: argparse.HelpFormatter(prog,max_help_position=54))
parser.add_argument('--model', type=str, help='Name of the model to load by default.') parser.add_argument('--model', type=str, help='Name of the model to load by default.')
parser.add_argument('--notebook', action='store_true', help='Launch the web UI in notebook mode, where the output is written to the same text box as the input.') parser.add_argument('--notebook', action='store_true', help='Launch the web UI in notebook mode, where the output is written to the same text box as the input.')
@ -69,6 +79,7 @@ parser.add_argument('--cpu-memory', type=int, help='Maximum CPU memory in GiB to
parser.add_argument('--flexgen', action='store_true', help='Enable the use of FlexGen offloading.') parser.add_argument('--flexgen', action='store_true', help='Enable the use of FlexGen offloading.')
parser.add_argument('--percent', type=int, nargs="+", default=[0, 100, 100, 0, 100, 0], help='FlexGen: allocation percentages. Must be 6 numbers separated by spaces (default: 0, 100, 100, 0, 100, 0).') parser.add_argument('--percent', type=int, nargs="+", default=[0, 100, 100, 0, 100, 0], help='FlexGen: allocation percentages. Must be 6 numbers separated by spaces (default: 0, 100, 100, 0, 100, 0).')
parser.add_argument("--compress-weight", action="store_true", help="FlexGen: activate weight compression.") parser.add_argument("--compress-weight", action="store_true", help="FlexGen: activate weight compression.")
parser.add_argument("--pin-weight", type=str2bool, nargs="?", const=True, default=True, help="FlexGen: whether to pin weights (setting this to False reduces CPU memory by 20%%).")
parser.add_argument('--deepspeed', action='store_true', help='Enable the use of DeepSpeed ZeRO-3 for inference via the Transformers integration.') parser.add_argument('--deepspeed', action='store_true', help='Enable the use of DeepSpeed ZeRO-3 for inference via the Transformers integration.')
parser.add_argument('--nvme-offload-dir', type=str, help='DeepSpeed: Directory to use for ZeRO-3 NVME offloading.') parser.add_argument('--nvme-offload-dir', type=str, help='DeepSpeed: Directory to use for ZeRO-3 NVME offloading.')
parser.add_argument('--local_rank', type=int, default=0, help='DeepSpeed: Optional argument for distributed setups.') parser.add_argument('--local_rank', type=int, default=0, help='DeepSpeed: Optional argument for distributed setups.')