Mixed input inducing point allocators#792
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Summary: Add mixed input inducing point allocators. Create two variations to support mixed input variational models. Each allocator combines another alloctor to handle the continuous inducing points. The SubsetDiscreteAllocator focuses primarily on the continuous allocator. First allowing the continuous alloctor to generate points then randomly selects a discrete points to pair with each continuous point. The AllDiscreteAllocator focuses on the discrete parameters, creating a continuous inducing point for each possible discrete point given the search space. Currently no tests validating that these allocators work when using config, will come alongside mixed input models. Differential Revision: D73936883
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Summary: Add mixed input inducing point allocators. Create two variations to support mixed input variational models. Each allocator combines another alloctor to handle the continuous inducing points. The SubsetDiscreteAllocator focuses primarily on the continuous allocator. First allowing the continuous alloctor to generate points then randomly selects a discrete points to pair with each continuous point. The AllDiscreteAllocator focuses on the discrete parameters, creating a continuous inducing point for each possible discrete point given the search space. Currently no tests validating that these allocators work when using config, will come alongside mixed input models. Differential Revision: D73936883
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Summary: Add mixed input inducing point allocators. Create two variations to support mixed input variational models. Each allocator combines another alloctor to handle the continuous inducing points. The SubsetDiscreteAllocator focuses primarily on the continuous allocator. First allowing the continuous alloctor to generate points then randomly selects a discrete points to pair with each continuous point. The AllDiscreteAllocator focuses on the discrete parameters, creating a continuous inducing point for each possible discrete point given the search space. Currently no tests validating that these allocators work when using config, will come alongside mixed input models. Differential Revision: D73936883
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Summary:
Add mixed input inducing point allocators. Create two variations to support mixed input variational models. Each allocator combines another alloctor to handle the continuous inducing points.
The SubsetDiscreteAllocator focuses primarily on the continuous allocator. First allowing the continuous alloctor to generate points then randomly selects a discrete points to pair with each continuous point.
The AllDiscreteAllocator focuses on the discrete parameters, creating a continuous inducing point for each possible discrete point given the search space.
Currently no tests validating that these allocators work when using config, will come alongside mixed input models.
Differential Revision: D73936883