Alexander Shirkov issues

Results 11 issues of


                                            Alexander Shirkov

Separate schedulers and searchers as a two separate inputs in ImageClassification task

AutoGluon separated scheduler and searcher as two different inputs into HPO. However, in the code [1] only search_strategy is available. Currently we have to do this workaround: [2][3]. [1] https://github.com/dmlc/gluon-cv/blob/master/gluoncv/auto/tasks/image_classification.py#L234-L259...

enhancement

pytorch-widedeep module

*Description of changes:* Support for [`pytorch-widedeep`](https://github.com/jrzaurin/pytorch-widedeep) models - requires this bugfix: https://github.com/jrzaurin/pytorch-widedeep/pull/87 or will fail on some datasets GPU is recommended for all transformers, but especially for SAINT and Perciever....

[Enhancement] Automatically remove models not feasible to train when high-cardinality classification problem is presented

As a user, I would like AutoGluon to automatically remove models, which are not likely to be trained when high-cardinality classification is presented (i.e. 1M rows, 500 classes are likely...

Integrate regression tests as a part of regular CI build

Integrate regression test as a part of regular CI build - see contribution #1555

priority: 2

Enable GPU controls for inference

As a customer using GPU for inference, I want to control if model can use GPU. If a model trained with GPU, but no GPU is available at the inference...

enhancement

urgent

resource: GPU