# How to upload a quantized model?

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**Category:** Models\
**Created:** [June 10, 2021, 2:15am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fhow-to-upload-a-quantized-model%2F6683 "2021-06-10T02:15:07Z")\
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**Author:** ![lewtun](https://sea2.discourse-cdn.com/hellohellohello/user_avatar/discuss.huggingface.co/lewtun/32/30995_2.png) [@lewtun](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Fu%2Flewtun)%5C
**Post date:** [June 11, 2021, 8:54am UTC](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fhow-to-upload-a-quantized-model%2F6683%2F3 "2021-06-11T08:54:42Z")

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in case it’s useful, i’ve also answered in another thread some of the main steps you need to re-load the quantized weights using pytorch’s `state_dict`: [Pegasus Model Weights Compression/Pruning - #9 by lewtun](/static-proxy?url=https%3A%2F%2Fdiscuss.huggingface.co%2Ft%2Fpegasus-model-weights-compression-pruning%2F6381%2F9)

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