[Unity] Support storage reuse for dynamic shapes #16500
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MasterJH5574
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Feb 2, 2024
masahi
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Feb 20, 2024
Before this PR, dynamic shapes require upper bound of variables to be provided in order to use storage planning. We can relax this requirement, for shapes with unknown bound, we can look up other tensors with the same symbolic shapes. This can be helpful for deep learning models where the layers with the same configurations are usually repeated since there are many objects with the same shapes. This PR changed the `StorageToken` to use `PrimExpr` bytes which can be integer or symbolic. For symbolic shapes, we put the tokens into a special buckets for looking up.
elvin-n
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Mar 19, 2024
Before this PR, dynamic shapes require upper bound of variables to be provided in order to use storage planning. We can relax this requirement, for shapes with unknown bound, we can look up other tensors with the same symbolic shapes. This can be helpful for deep learning models where the layers with the same configurations are usually repeated since there are many objects with the same shapes. This PR changed the `StorageToken` to use `PrimExpr` bytes which can be integer or symbolic. For symbolic shapes, we put the tokens into a special buckets for looking up.
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Before this PR, dynamic shapes require upper bound of variables to be provided in order to use storage planning. We can relax this requirement, for shapes with unknown bound, we can look up other tensors with the same symbolic shapes. This can be helpful for deep learning models where the layers with the same configurations are usually repeated since there are many objects with the same shapes.
This PR changed the
StorageTokento usePrimExprbytes which can be integer or symbolic. For symbolic shapes, we put the tokens into a special buckets for looking up.cc @MasterJH5574 @tqchen