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Keep quantized embedding output dtype in sync with module conversions - #2137

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Afloat16 wants to merge 2 commits into
bitsandbytes-foundation:mainfrom
Afloat16:fix/quantized-embedding-output-dtype-20261112
Draft

Afloat16 wants to merge 2 commits into
bitsandbytes-foundation:mainfrom
Afloat16:fix/quantized-embedding-output-dtype-20261112

Respect existing HPU dtype support and format embedding tests

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