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Naive NF4 dequantize op for CPU #1602

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Naive NF4 dequantize op for CPU #1602

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matthewdouglas
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Introduces a naive PyTorch-native implementation of dequantize_4bit for CPU. Currently has limitations on shape and does not support the FP4 type.

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The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

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