Batched inference CEBRA & padding at the `Solver` level#168

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CeliaBenquet wants to merge 58 commits intoAdaptiveMotorControlLab:mainfrom CeliaBenquet:batched-inference-and-padding

+1,442-158

Commits on Aug 23, 2024

first proposal for batching in tranform method

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first running version of padding with batched inference

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start tests

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add pad_before_transform to fit function and add support for convolutional models in _transform

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remove print statements

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first passing test

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add support for hybrid models

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rewrite transform in sklearn API

gonlairo
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baseline version of a torch.Datset

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move batching logic outside solver

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move functionality to base file in solver and separate in functions

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add test_select_model for single session

gonlairo
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add checks and test for _process_batch

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add test_select_model for multisession

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make self.num_sessions compatible with single session training

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improve test_batched_transform_singlesession

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make it work with small batches

gonlairo
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make test with multisession work

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change to torch padding

gonlairo
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add argument to sklearn api

gonlairo
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add torch padding to _transform

gonlairo
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convert to torch if numpy array as inputs

gonlairo
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add distinction between pad with data and pad with zeros and modify test accordingly

gonlairo
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differentiate between data padding and zero padding

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remove float16

gonlairo
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change argument position

gonlairo
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clean test

gonlairo
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clean test

gonlairo
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Fix warning

CeliaBenquet
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Improve modularity remove duplicate code and todos

CeliaBenquet
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Add tests to solver

CeliaBenquet
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Remove unused import in solver/utils

CeliaBenquet
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Fix test plot

CeliaBenquet
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Add some coverage

CeliaBenquet
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Fix save/load

CeliaBenquet
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Remove duplicate configure_for in multi dataset

CeliaBenquet
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Make save/load cleaner

CeliaBenquet
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Commits on Sep 19, 2024

Add review updates
CeliaBenquet
committed

Commits on Oct 20, 2024

Commits on Oct 27, 2024

Commits on Feb 2, 2025