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Add CategoricalMADE#1269

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jnsbck wants to merge 17 commits intosbi-dev:mainsbi-dev/sbi:mainfrom jnsbck:jnsbck-categorical_madejnsbck/sbi:jnsbck-categorical_madeCopy head branch name to clipboard

+158-104

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Commits on Jan 9, 2025

• wip: first draft on categorical made

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  71b6eac

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• wip: forward, log_prob, sample working

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• wip: CategoricalMassEstimator can be build and MixedDensityEstimator too. log_prob has shape issues tho

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• wip: sampling and log_prob works for categorical_made. working on getting mixed_density estimator log_probs and sample to work as well

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• wip: build_mnle works and trains without log_transform. Add made as arg to categorical_model

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• fix: categorical_made now trains in 1D MNLE

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• fix: change net kwarg

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• fix: verify ND training is working with CatMADE.

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• fix: fix embedding net mistake

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• fix: address comments

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• wip: save dev nb

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• wip: update toy simulator

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• wip: save wip

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• rm: rm legacy CategoricalNet

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• fix: correct i/o shapes, updated tutorial

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Commits on Feb 5, 2025

• doc: fix input arg dostrings

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Commits on Feb 6, 2025

• wip: fixes from PR implemented

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