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Use faster operations on packed-quantized, add tests #211

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Use faster operations on packed-quantized, add tests #211

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horheynm
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@horheynm horheynm commented Nov 24, 2024 •
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Offset, mask operation relied on pow which takes time compared to bitwise operations.
Also added tests for packed-quantized, and pseudocode on how it works

Before:

pow(2, num_bits) // 2
#  2.5428 s, with N = 10_000_000 iterations

After:

1 << (num_bits - 1)
#  0.5902 s, with N = 10_000_000 iterations

mgoin
mgoin previously approved these changes Nov 25, 2024
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This makes sense to me, thanks for the comments and tests

tests/test_compressors/quantized_compressors/test_pack_quant.py Outdated Show resolved Hide resolved
@horheynm @mgoin
Update tests/test_compressors/quantized_compressors/test_pack_quant.py
4665ca2 
Co-authored-by: Michael Goin <michael@neuralmagic.com>
rahul-tuli
rahul-tuli previously approved these changes Nov 25, 2024
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kylesayrs
kylesayrs previously approved these changes Nov 27, 2024
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Big yay, awesome tests

@horheynm horheynm dismissed stale reviews from kylesayrs and rahul-tuli via e5ea1c4 December 2, 2024 16:00
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@rahul-tuli rahul-tuli rahul-tuli approved these changes

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@horheynm @mgoin @kylesayrs @rahul-tuli