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Mixed quant recipes (#1300)
* Mixed 3/6 and 2/6 recipes based on Alex Barron's * format / nits --------- Co-authored-by: Awni Hannun <awni.hannun@gmail.com>
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@@ -1,8 +1,27 @@
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# Copyright © 2023-2024 Apple Inc.
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import argparse
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from enum import Enum
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from .utils import convert
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from .utils import convert, mixed_2_6, mixed_3_6
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class MixedQuants(Enum):
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mixed_3_6 = "mixed_3_6"
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mixed_2_6 = "mixed_2_6"
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@classmethod
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def recipe_names(cls):
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return [member.name for member in cls]
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def quant_args(arg):
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try:
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return MixedQuants[arg].value
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except KeyError:
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raise argparse.ArgumentTypeError(
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f"Invalid q-recipe {arg!r}. Choose from: {MixedQuants.recipe_names()}"
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)
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def configure_parser() -> argparse.ArgumentParser:
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@@ -29,6 +48,12 @@ def configure_parser() -> argparse.ArgumentParser:
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parser.add_argument(
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"--q-bits", help="Bits per weight for quantization.", type=int, default=4
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)
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parser.add_argument(
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"--quant-predicate",
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help=f"Mixed-bit quantization recipe. Choices: {MixedQuants.recipe_names()}",
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type=quant_args,
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required=False,
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)
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parser.add_argument(
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"--dtype",
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help="Type to save the non-quantized parameters.",
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