Support IQ2_XXS GGML dequantization#32348
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| # Constants for ggml imatrix dequantization | ||
| # migrate from https://github.com/ggerganov/ggml/blob/3f5a4bbe59285c0f679b376f6259187d5514ff9c/src/ggml-common.h#L437 | ||
| import numpy as np | ||
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| IQ2XXS_GRID = np.array([ | ||
| 0x0808080808080808, 0x080808080808082b, 0x0808080808081919, 0x0808080808082b08, |
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How can we bypass make style for this file? This is copied and translated from source code of llama.cpp. I would like to keep the style align with source code.
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Make sense ! WDYT @ArthurZucker ? Is this something we want ? I also see that there is a exclude_folders var in the makefile
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we usually use # fmt: skip
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@SunMarc Could you please take a look at this? Thanks very much! |
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| # Constants for ggml imatrix dequantization | ||
| # migrate from https://github.com/ggerganov/ggml/blob/3f5a4bbe59285c0f679b376f6259187d5514ff9c/src/ggml-common.h#L437 | ||
| import numpy as np | ||
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| IQ2XXS_GRID = np.array([ | ||
| 0x0808080808080808, 0x080808080808082b, 0x0808080808081919, 0x0808080808082b08, |
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Make sense ! WDYT @ArthurZucker ? Is this something we want ? I also see that there is a exclude_folders var in the makefile
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SOrry for the late review!
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| # Constants for ggml imatrix dequantization | ||
| # migrate from https://github.com/ggerganov/ggml/blob/3f5a4bbe59285c0f679b376f6259187d5514ff9c/src/ggml-common.h#L437 | ||
| import numpy as np | ||
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| IQ2XXS_GRID = np.array([ | ||
| 0x0808080808080808, 0x080808080808082b, 0x0808080808081919, 0x0808080808082b08, |
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| IQ2XXS_GRID = np.array([ | ||
| 0x0808080808080808, 0x080808080808082b, 0x0808080808081919, 0x0808080808082b08, | ||
| 0x0808080808082b2b, 0x0808080808190819, 0x0808080808191908, 0x08080808082b0808, | ||
| 0x08080808082b082b, 0x08080808082b2b08, 0x08080808082b2b2b, 0x0808080819080819, | ||
| 0x0808080819081908, 0x0808080819190808, 0x0808080819192b08, 0x08080808192b0819, | ||
| 0x08080808192b1908, 0x080808082b080808, 0x080808082b08082b, 0x080808082b082b2b, | ||
| 0x080808082b2b082b, 0x0808081908080819, 0x0808081908081908, 0x0808081908190808, | ||
| 0x0808081908191919, 0x0808081919080808, 0x080808192b081908, 0x080808192b192b08, | ||
| 0x0808082b08080808, 0x0808082b0808082b, 0x0808082b082b082b, 0x0808082b2b08082b, | ||
| 0x0808190808080819, 0x0808190808081908, 0x0808190808190808, 0x08081908082b0819, | ||
| 0x08081908082b1908, 0x0808190819080808, 0x080819081908082b, 0x0808190819082b08, | ||
| 0x08081908192b0808, 0x080819082b080819, 0x080819082b081908, 0x080819082b190808, | ||
| 0x080819082b2b1908, 0x0808191908080808, 0x080819190808082b, 0x0808191908082b08, | ||
| 0x08081919082b0808, 0x080819191908192b, 0x08081919192b2b19, 0x080819192b080808, | ||
| 0x080819192b190819, 0x0808192b08082b19, 0x0808192b08190808, 0x0808192b19080808, | ||
| 0x0808192b2b081908, 0x0808192b2b2b1908, 0x08082b0808080808, 0x08082b0808081919, | ||
| 0x08082b0808082b08, 0x08082b0808191908, 0x08082b08082b2b08, 0x08082b0819080819, | ||
| 0x08082b0819081908, 0x08082b0819190808, 0x08082b081919082b, 0x08082b082b082b08, | ||
| 0x08082b1908081908, 0x08082b1919080808, 0x08082b2b0808082b, 0x08082b2b08191908, | ||
| 0x0819080808080819, 0x0819080808081908, 0x0819080808190808, 0x08190808082b0819, | ||
| 0x0819080819080808, 0x08190808192b0808, 0x081908082b081908, 0x081908082b190808, | ||
| 0x081908082b191919, 0x0819081908080808, 0x0819081908082b08, 0x08190819082b0808, | ||
| 0x0819081919190808, 0x0819081919192b2b, 0x081908192b080808, 0x0819082b082b1908, | ||
| 0x0819082b19081919, 0x0819190808080808, 0x0819190808082b08, 0x08191908082b0808, | ||
| 0x08191908082b1919, 0x0819190819082b19, 0x081919082b080808, 0x0819191908192b08, | ||
| 0x08191919192b082b, 0x0819192b08080808, 0x0819192b0819192b, 0x08192b0808080819, | ||
| 0x08192b0808081908, 0x08192b0808190808, 0x08192b0819080808, 0x08192b082b080819, | ||
| 0x08192b1908080808, 0x08192b1908081919, 0x08192b192b2b0808, 0x08192b2b19190819, | ||
| 0x082b080808080808, 0x082b08080808082b, 0x082b080808082b2b, 0x082b080819081908, | ||
| 0x082b0808192b0819, 0x082b08082b080808, 0x082b08082b08082b, 0x082b0819082b2b19, | ||
| 0x082b081919082b08, 0x082b082b08080808, 0x082b082b0808082b, 0x082b190808080819, | ||
| 0x082b190808081908, 0x082b190808190808, 0x082b190819080808, 0x082b19081919192b, | ||
| 0x082b191908080808, 0x082b191919080819, 0x082b1919192b1908, 0x082b192b2b190808, | ||
| 0x082b2b0808082b08, 0x082b2b08082b0808, 0x082b2b082b191908, 0x082b2b2b19081908, | ||
| 0x1908080808080819, 0x1908080808081908, 0x1908080808190808, 0x1908080808192b08, | ||
| 0x19080808082b0819, 0x19080808082b1908, 0x1908080819080808, 0x1908080819082b08, | ||
| 0x190808081919192b, 0x19080808192b0808, 0x190808082b080819, 0x190808082b081908, | ||
| 0x190808082b190808, 0x1908081908080808, 0x19080819082b0808, 0x19080819192b0819, | ||
| 0x190808192b080808, 0x190808192b081919, 0x1908082b08080819, 0x1908082b08190808, | ||
| 0x1908082b19082b08, 0x1908082b1919192b, 0x1908082b192b2b08, 0x1908190808080808, | ||
| 0x1908190808082b08, 0x19081908082b0808, 0x190819082b080808, 0x190819082b192b19, | ||
| 0x190819190819082b, 0x19081919082b1908, 0x1908192b08080808, 0x19082b0808080819, | ||
| 0x19082b0808081908, 0x19082b0808190808, 0x19082b0819080808, 0x19082b0819081919, | ||
| 0x19082b1908080808, 0x19082b1919192b08, 0x19082b19192b0819, 0x19082b192b08082b, | ||
| 0x19082b2b19081919, 0x19082b2b2b190808, 0x1919080808080808, 0x1919080808082b08, | ||
| 0x1919080808190819, 0x1919080808192b19, 0x19190808082b0808, 0x191908082b080808, | ||
| 0x191908082b082b08, 0x1919081908081908, 0x191908191908082b, 0x191908192b2b1908, | ||
| 0x1919082b2b190819, 0x191919082b190808, 0x191919082b19082b, 0x1919191908082b2b, | ||
| 0x1919192b08080819, 0x1919192b19191908, 0x19192b0808080808, 0x19192b0808190819, | ||
| 0x19192b0808192b19, 0x19192b08192b1908, 0x19192b1919080808, 0x19192b2b08082b08, | ||
| 0x192b080808081908, 0x192b080808190808, 0x192b080819080808, 0x192b0808192b2b08, | ||
| 0x192b081908080808, 0x192b081919191919, 0x192b082b08192b08, 0x192b082b192b0808, | ||
| 0x192b190808080808, 0x192b190808081919, 0x192b191908190808, 0x192b19190819082b, | ||
| 0x192b19192b081908, 0x192b2b081908082b, 0x2b08080808080808, 0x2b0808080808082b, | ||
| 0x2b08080808082b2b, 0x2b08080819080819, 0x2b0808082b08082b, 0x2b08081908081908, | ||
| 0x2b08081908192b08, 0x2b08081919080808, 0x2b08082b08190819, 0x2b08190808080819, | ||
| 0x2b08190808081908, 0x2b08190808190808, 0x2b08190808191919, 0x2b08190819080808, | ||
| 0x2b081908192b0808, 0x2b08191908080808, 0x2b0819191908192b, 0x2b0819192b191908, | ||
| 0x2b08192b08082b19, 0x2b08192b19080808, 0x2b08192b192b0808, 0x2b082b080808082b, | ||
| 0x2b082b1908081908, 0x2b082b2b08190819, 0x2b19080808081908, 0x2b19080808190808, | ||
| 0x2b190808082b1908, 0x2b19080819080808, 0x2b1908082b2b0819, 0x2b1908190819192b, | ||
| 0x2b1908192b080808, 0x2b19082b19081919, 0x2b19190808080808, 0x2b191908082b082b, | ||
| 0x2b19190819081908, 0x2b19191919190819, 0x2b192b082b080819, 0x2b192b19082b0808, | ||
| 0x2b2b08080808082b, 0x2b2b080819190808, 0x2b2b08082b081919, 0x2b2b081908082b19, | ||
| 0x2b2b082b08080808, 0x2b2b190808192b08, 0x2b2b2b0819190808, 0x2b2b2b1908081908, | ||
| ]) |
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| IQ2XXS_GRID = np.array([ | |
| 0x0808080808080808, 0x080808080808082b, 0x0808080808081919, 0x0808080808082b08, | |
| 0x0808080808082b2b, 0x0808080808190819, 0x0808080808191908, 0x08080808082b0808, | |
| 0x08080808082b082b, 0x08080808082b2b08, 0x08080808082b2b2b, 0x0808080819080819, | |
| 0x0808080819081908, 0x0808080819190808, 0x0808080819192b08, 0x08080808192b0819, | |
| 0x08080808192b1908, 0x080808082b080808, 0x080808082b08082b, 0x080808082b082b2b, | |
| 0x080808082b2b082b, 0x0808081908080819, 0x0808081908081908, 0x0808081908190808, | |
| 0x0808081908191919, 0x0808081919080808, 0x080808192b081908, 0x080808192b192b08, | |
| 0x0808082b08080808, 0x0808082b0808082b, 0x0808082b082b082b, 0x0808082b2b08082b, | |
| 0x0808190808080819, 0x0808190808081908, 0x0808190808190808, 0x08081908082b0819, | |
| 0x08081908082b1908, 0x0808190819080808, 0x080819081908082b, 0x0808190819082b08, | |
| 0x08081908192b0808, 0x080819082b080819, 0x080819082b081908, 0x080819082b190808, | |
| 0x080819082b2b1908, 0x0808191908080808, 0x080819190808082b, 0x0808191908082b08, | |
| 0x08081919082b0808, 0x080819191908192b, 0x08081919192b2b19, 0x080819192b080808, | |
| 0x080819192b190819, 0x0808192b08082b19, 0x0808192b08190808, 0x0808192b19080808, | |
| 0x0808192b2b081908, 0x0808192b2b2b1908, 0x08082b0808080808, 0x08082b0808081919, | |
| 0x08082b0808082b08, 0x08082b0808191908, 0x08082b08082b2b08, 0x08082b0819080819, | |
| 0x08082b0819081908, 0x08082b0819190808, 0x08082b081919082b, 0x08082b082b082b08, | |
| 0x08082b1908081908, 0x08082b1919080808, 0x08082b2b0808082b, 0x08082b2b08191908, | |
| 0x0819080808080819, 0x0819080808081908, 0x0819080808190808, 0x08190808082b0819, | |
| 0x0819080819080808, 0x08190808192b0808, 0x081908082b081908, 0x081908082b190808, | |
| 0x081908082b191919, 0x0819081908080808, 0x0819081908082b08, 0x08190819082b0808, | |
| 0x0819081919190808, 0x0819081919192b2b, 0x081908192b080808, 0x0819082b082b1908, | |
| 0x0819082b19081919, 0x0819190808080808, 0x0819190808082b08, 0x08191908082b0808, | |
| 0x08191908082b1919, 0x0819190819082b19, 0x081919082b080808, 0x0819191908192b08, | |
| 0x08191919192b082b, 0x0819192b08080808, 0x0819192b0819192b, 0x08192b0808080819, | |
| 0x08192b0808081908, 0x08192b0808190808, 0x08192b0819080808, 0x08192b082b080819, | |
| 0x08192b1908080808, 0x08192b1908081919, 0x08192b192b2b0808, 0x08192b2b19190819, | |
| 0x082b080808080808, 0x082b08080808082b, 0x082b080808082b2b, 0x082b080819081908, | |
| 0x082b0808192b0819, 0x082b08082b080808, 0x082b08082b08082b, 0x082b0819082b2b19, | |
| 0x082b081919082b08, 0x082b082b08080808, 0x082b082b0808082b, 0x082b190808080819, | |
| 0x082b190808081908, 0x082b190808190808, 0x082b190819080808, 0x082b19081919192b, | |
| 0x082b191908080808, 0x082b191919080819, 0x082b1919192b1908, 0x082b192b2b190808, | |
| 0x082b2b0808082b08, 0x082b2b08082b0808, 0x082b2b082b191908, 0x082b2b2b19081908, | |
| 0x1908080808080819, 0x1908080808081908, 0x1908080808190808, 0x1908080808192b08, | |
| 0x19080808082b0819, 0x19080808082b1908, 0x1908080819080808, 0x1908080819082b08, | |
| 0x190808081919192b, 0x19080808192b0808, 0x190808082b080819, 0x190808082b081908, | |
| 0x190808082b190808, 0x1908081908080808, 0x19080819082b0808, 0x19080819192b0819, | |
| 0x190808192b080808, 0x190808192b081919, 0x1908082b08080819, 0x1908082b08190808, | |
| 0x1908082b19082b08, 0x1908082b1919192b, 0x1908082b192b2b08, 0x1908190808080808, | |
| 0x1908190808082b08, 0x19081908082b0808, 0x190819082b080808, 0x190819082b192b19, | |
| 0x190819190819082b, 0x19081919082b1908, 0x1908192b08080808, 0x19082b0808080819, | |
| 0x19082b0808081908, 0x19082b0808190808, 0x19082b0819080808, 0x19082b0819081919, | |
| 0x19082b1908080808, 0x19082b1919192b08, 0x19082b19192b0819, 0x19082b192b08082b, | |
| 0x19082b2b19081919, 0x19082b2b2b190808, 0x1919080808080808, 0x1919080808082b08, | |
| 0x1919080808190819, 0x1919080808192b19, 0x19190808082b0808, 0x191908082b080808, | |
| 0x191908082b082b08, 0x1919081908081908, 0x191908191908082b, 0x191908192b2b1908, | |
| 0x1919082b2b190819, 0x191919082b190808, 0x191919082b19082b, 0x1919191908082b2b, | |
| 0x1919192b08080819, 0x1919192b19191908, 0x19192b0808080808, 0x19192b0808190819, | |
| 0x19192b0808192b19, 0x19192b08192b1908, 0x19192b1919080808, 0x19192b2b08082b08, | |
| 0x192b080808081908, 0x192b080808190808, 0x192b080819080808, 0x192b0808192b2b08, | |
| 0x192b081908080808, 0x192b081919191919, 0x192b082b08192b08, 0x192b082b192b0808, | |
| 0x192b190808080808, 0x192b190808081919, 0x192b191908190808, 0x192b19190819082b, | |
| 0x192b19192b081908, 0x192b2b081908082b, 0x2b08080808080808, 0x2b0808080808082b, | |
| 0x2b08080808082b2b, 0x2b08080819080819, 0x2b0808082b08082b, 0x2b08081908081908, | |
| 0x2b08081908192b08, 0x2b08081919080808, 0x2b08082b08190819, 0x2b08190808080819, | |
| 0x2b08190808081908, 0x2b08190808190808, 0x2b08190808191919, 0x2b08190819080808, | |
| 0x2b081908192b0808, 0x2b08191908080808, 0x2b0819191908192b, 0x2b0819192b191908, | |
| 0x2b08192b08082b19, 0x2b08192b19080808, 0x2b08192b192b0808, 0x2b082b080808082b, | |
| 0x2b082b1908081908, 0x2b082b2b08190819, 0x2b19080808081908, 0x2b19080808190808, | |
| 0x2b190808082b1908, 0x2b19080819080808, 0x2b1908082b2b0819, 0x2b1908190819192b, | |
| 0x2b1908192b080808, 0x2b19082b19081919, 0x2b19190808080808, 0x2b191908082b082b, | |
| 0x2b19190819081908, 0x2b19191919190819, 0x2b192b082b080819, 0x2b192b19082b0808, | |
| 0x2b2b08080808082b, 0x2b2b080819190808, 0x2b2b08082b081919, 0x2b2b081908082b19, | |
| 0x2b2b082b08080808, 0x2b2b190808192b08, 0x2b2b2b0819190808, 0x2b2b2b1908081908, | |
| ]) | |
| IQ2XXS_GRID = np.array([0x0808080808080808, 0x080808080808082b, 0x0808080808081919, 0x0808080808082b08, 0x0808080808082b2b, 0x0808080808190819, 0x0808080808191908, 0x08080808082b0808, 0x08080808082b082b, 0x08080808082b2b08, 0x08080808082b2b2b, 0x0808080819080819, 0x0808080819081908, 0x0808080819190808, 0x0808080819192b08, 0x08080808192b0819, 0x08080808192b1908, 0x080808082b080808, 0x080808082b08082b, 0x080808082b082b2b, 0x080808082b2b082b, 0x0808081908080819, 0x0808081908081908, 0x0808081908190808, 0x0808081908191919, 0x0808081919080808, 0x080808192b081908, 0x080808192b192b08, 0x0808082b08080808, 0x0808082b0808082b, 0x0808082b082b082b, 0x0808082b2b08082b, 0x0808190808080819, 0x0808190808081908, 0x0808190808190808, 0x08081908082b0819, 0x08081908082b1908, 0x0808190819080808, 0x080819081908082b, 0x0808190819082b08, 0x08081908192b0808, 0x080819082b080819, 0x080819082b081908, 0x080819082b190808, 0x080819082b2b1908, 0x0808191908080808, 0x080819190808082b, 0x0808191908082b08, 0x08081919082b0808, 0x080819191908192b, 0x08081919192b2b19, 0x080819192b080808, 0x080819192b190819, 0x0808192b08082b19, 0x0808192b08190808, 0x0808192b19080808, 0x0808192b2b081908, 0x0808192b2b2b1908, 0x08082b0808080808, 0x08082b0808081919, 0x08082b0808082b08, 0x08082b0808191908, 0x08082b08082b2b08, 0x08082b0819080819, 0x08082b0819081908, 0x08082b0819190808, 0x08082b081919082b, 0x08082b082b082b08, 0x08082b1908081908, 0x08082b1919080808, 0x08082b2b0808082b, 0x08082b2b08191908, 0x0819080808080819, 0x0819080808081908, 0x0819080808190808, 0x08190808082b0819, 0x0819080819080808, 0x08190808192b0808, 0x081908082b081908, 0x081908082b190808, 0x081908082b191919, 0x0819081908080808, 0x0819081908082b08, 0x08190819082b0808, 0x0819081919190808, 0x0819081919192b2b, 0x081908192b080808, 0x0819082b082b1908, 0x0819082b19081919, 0x0819190808080808, 0x0819190808082b08, 0x08191908082b0808, 0x08191908082b1919, 0x0819190819082b19, 0x081919082b080808, 0x0819191908192b08, 0x08191919192b082b, 0x0819192b08080808, 0x0819192b0819192b, 0x08192b0808080819, 0x08192b0808081908, 0x08192b0808190808, 0x08192b0819080808, 0x08192b082b080819, 0x08192b1908080808, 0x08192b1908081919, 0x08192b192b2b0808, 0x08192b2b19190819, 0x082b080808080808, 0x082b08080808082b, 0x082b080808082b2b, 0x082b080819081908, 0x082b0808192b0819, 0x082b08082b080808, 0x082b08082b08082b, 0x082b0819082b2b19, 0x082b081919082b08, 0x082b082b08080808, 0x082b082b0808082b, 0x082b190808080819, 0x082b190808081908, 0x082b190808190808, 0x082b190819080808, 0x082b19081919192b, 0x082b191908080808, 0x082b191919080819, 0x082b1919192b1908, 0x082b192b2b190808, 0x082b2b0808082b08, 0x082b2b08082b0808, 0x082b2b082b191908, 0x082b2b2b19081908, 0x1908080808080819, 0x1908080808081908, 0x1908080808190808, 0x1908080808192b08, 0x19080808082b0819, 0x19080808082b1908, 0x1908080819080808, 0x1908080819082b08, 0x190808081919192b, 0x19080808192b0808, 0x190808082b080819, 0x190808082b081908, 0x190808082b190808, 0x1908081908080808, 0x19080819082b0808, 0x19080819192b0819, 0x190808192b080808, 0x190808192b081919, 0x1908082b08080819, 0x1908082b08190808, 0x1908082b19082b08, 0x1908082b1919192b, 0x1908082b192b2b08, 0x1908190808080808, 0x1908190808082b08, 0x19081908082b0808, 0x190819082b080808, 0x190819082b192b19, 0x190819190819082b, 0x19081919082b1908, 0x1908192b08080808, 0x19082b0808080819, 0x19082b0808081908, 0x19082b0808190808, 0x19082b0819080808, 0x19082b0819081919, 0x19082b1908080808, 0x19082b1919192b08, 0x19082b19192b0819, 0x19082b192b08082b, 0x19082b2b19081919, 0x19082b2b2b190808, 0x1919080808080808, 0x1919080808082b08, 0x1919080808190819, 0x1919080808192b19, 0x19190808082b0808, 0x191908082b080808, 0x191908082b082b08, 0x1919081908081908, 0x191908191908082b, 0x191908192b2b1908, 0x1919082b2b190819, 0x191919082b190808, 0x191919082b19082b, 0x1919191908082b2b, 0x1919192b08080819, 0x1919192b19191908, 0x19192b0808080808, 0x19192b0808190819, 0x19192b0808192b19, 0x19192b08192b1908, 0x19192b1919080808, 0x19192b2b08082b08, 0x192b080808081908, 0x192b080808190808, 0x192b080819080808, 0x192b0808192b2b08, 0x192b081908080808, 0x192b081919191919, 0x192b082b08192b08, 0x192b082b192b0808, 0x192b190808080808, 0x192b190808081919, 0x192b191908190808, 0x192b19190819082b, 0x192b19192b081908, 0x192b2b081908082b, 0x2b08080808080808, 0x2b0808080808082b, 0x2b08080808082b2b, 0x2b08080819080819, 0x2b0808082b08082b, 0x2b08081908081908, 0x2b08081908192b08, 0x2b08081919080808, 0x2b08082b08190819, 0x2b08190808080819, 0x2b08190808081908, 0x2b08190808190808, 0x2b08190808191919, 0x2b08190819080808, 0x2b081908192b0808, 0x2b08191908080808, 0x2b0819191908192b, 0x2b0819192b191908, 0x2b08192b08082b19, 0x2b08192b19080808, 0x2b08192b192b0808, 0x2b082b080808082b, 0x2b082b1908081908, 0x2b082b2b08190819, 0x2b19080808081908, 0x2b19080808190808, 0x2b190808082b1908, 0x2b19080819080808, 0x2b1908082b2b0819, 0x2b1908190819192b, 0x2b1908192b080808, 0x2b19082b19081919, 0x2b19190808080808, 0x2b191908082b082b, 0x2b19190819081908, 0x2b19191919190819, 0x2b192b082b080819, 0x2b192b19082b0808, 0x2b2b08080808082b, 0x2b2b080819190808, 0x2b2b08082b081919, 0x2b2b081908082b19, 0x2b2b082b08080808, 0x2b2b190808192b08, 0x2b2b2b0819190808, 0x2b2b2b1908081908,]) # fmt: skip |
Contributor
Author
|
#32625 would be a better solution which used the dequantization function introduced in latest v0.10.0 So I think this PR is no needed anymore :) |
Collaborator
|
Sure! 🤗 |
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What does this PR do?
IQ2_XXSggml type dequantizationBefore submitting
Pull Request section?
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Anyone in the community is free to review the PR once the tests have passed. Feel free to tag
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cc @SunMarc @LysandreJik