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Generative AI
Explore discussions on generative artificial intelligence techniques and applications within the Databricks Community. Share ideas, challenges, and breakthroughs in this cutting-edge field.
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Forum Posts

dk_g
by New Contributor
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How to utilize clustered gpu for large hf models

Hi,I am using clustered GPU(driver -1GPU and Worker-3GPU), and caching model data into unity catalog but while loading model checkpoint shards its always use driver memory and failed due insufficient memory.How to use complete cluster GPU while loadi...

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Latest Reply
lin-yuan
Databricks Employee
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1. Are you using any of the model parallel library, such as FSDP or DeepSpeed? Otherwise, every GPU will load the entire model weights.  2. If yes in 1, Unity Catalog Volumes are exposed on every node at /Volumes/<catalog>/<schema>/<volume>/..., so w...

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