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Removed redundant matmuls + added docs

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Introduces QuantizationConfig for fine-grained quantization control #21896

Removed redundant matmuls + added docs
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The following contributors were found for this pull request:

16e54ba Author: @JyotinderSingh <33001894+JyotinderSingh​@users.noreply.github.com>

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