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README.md
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# Input files for generating the Importance Matrix
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## How to quantize with an imatrix in llama.cpp
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1. Get one of the input files collected here, or eleswhere.
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# Input files for generating the Importance Matrix
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## Which file to use for generating the importance matrix
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Not all importance matrices are equal. The best results are obtained when using a source file similar to the
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training data. Size also matters: the bigger the model, the bigger the source file needs to be to make an impact.
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Multiple input files can be combined if needed, for example with the cat command:
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```
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cat technical.txt multilingual.txt wiki.txt >custom.txt
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```
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You will find below descriptions for the various input files provided, to help you choose the correct one.
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## Community provided files
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### 8k_random_data
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### 20k_random_data
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### groups_merged
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### group_10_merged
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### ptb.train
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## exllamav2 calibration data
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https://github.com/turboderp/exllamav2/tree/master/conversion/standard_cal_data
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### c4
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### code
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Programming
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### multilingual
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English, Arabic, Chinese, French, German, Japanese, Polish, Russian, Spanish, Swedish, Turkish, Hebrew,
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Macedonian, Norwegian, Lithuanian, Greek, Italian, Afrikaans, Dutch, Danish.
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### technical
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Technical writing.
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### tiny
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Very short stories.
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### wiki
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Wikipedia dump.
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## How to quantize with an imatrix in llama.cpp
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1. Get one of the input files collected here, or eleswhere.
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