automl/Auto-PyTorch

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Automatic architecture search and hyperparameter optimization for PyTorch

Stars: 2.5k
Forks: 300
Open beginner issues: 0
Indexed issues: 53

Dominant language: Python
License: Apache-2.0
Last GitHub push: Aug 23, 2022
Latest indexed: Sep 14, 2026
Contributing guide: No contributing guide
Code of conduct: No code of conduct
Beginner labels: No beginner labels indexed
PR merge metrics: No merged PRs in 30d

Open All

53 open issues indexed

Move to using fit_parameters instead of fit_dictionary Open

enhancement

automl/Auto-PyTorch#99 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Support for Imbalanced classes Open

enhancement

automl/Auto-PyTorch#100 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
[refactor] `_search` function in autoPytorch/api/base_task.py Open

enhancement not urgent refactoring

automl/Auto-PyTorch#148 · 2 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
[refactor] Introduce more general and strict formatter Open

automl/Auto-PyTorch#168 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
[Code Cleanup] [Low priority] Unnecessary Check Open

refactoring

automl/Auto-PyTorch#176 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
[Addition] [Low Priority] Add more unit tests for the fixed search space implementation Open

enhancement

automl/Auto-PyTorch#179 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
[memo] High memory consumption and the places of doubts Open

automl/Auto-PyTorch#180 · 5 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
Dropout application Open

automl/Auto-PyTorch#188 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Imbalanced dataset problems Open

bug

automl/Auto-PyTorch#195 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Extra Dense Layer in the end of the network architecture Open

enhancement

automl/Auto-PyTorch#219 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Docker image Open

enhancement

automl/Auto-PyTorch#231 · 0 comments · 1 reaction · 1 assignee · Indexed Sep 14, 2026
Greedy Portfolio on version 0.1.0 Open

enhancement not urgent

automl/Auto-PyTorch#232 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Add more examples via notebooks (colab is a good idea) Open

enhancement

automl/Auto-PyTorch#236 · 0 comments · 1 reaction · 0 assignees · Indexed Sep 14, 2026
[feat] Add new add-ons from the user side Open

Documentation

automl/Auto-PyTorch#270 · 1 comment · 0 reactions · 1 assignee · Indexed Sep 14, 2026
Warning and error message assume the user always wants an ensemble Open

refactoring

automl/Auto-PyTorch#299 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
torch.Tensor or np.ndarray? Open

refactoring

automl/Auto-PyTorch#309 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
relation in max_neurons and max_dropout Open

refactoring

automl/Auto-PyTorch#312 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Metric names in additional info are confusing Open

not urgent refactoring

automl/Auto-PyTorch#343 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
[Bug] Cross validation yields unexpected additional info Open

bug

automl/Auto-PyTorch#349 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
[REFACTOR] Reduce walltime of examples Open

not urgent

automl/Auto-PyTorch#360 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Refactor autoPyTorch/pipeline/components/preprocessing/tabular_preprocessing/XXX/__init__.py Open

refactoring

automl/Auto-PyTorch#377 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
[bug] There might be some memory leak Open

bug

automl/Auto-PyTorch#379 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
[enhance] Replace column selectors with sklearn funcs Open

enhancement not urgent

automl/Auto-PyTorch#393 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Subsampling vs feature selection? Open

automl/Auto-PyTorch#414 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Make use of data more by devising subsampling Open

automl/Auto-PyTorch#426 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Replace `Embedding` to use `nn.Embedding` from pytorch Open

enhancement

automl/Auto-PyTorch#428 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
Pynisher `1.0.0` will have backwards breaking changes Open

automl/Auto-PyTorch#433 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Upgrade Scikit-learn to 1.1+ Open

not urgent

automl/Auto-PyTorch#436 · 4 comments · 2 reactions · 0 assignees · Indexed Sep 14, 2026
[feat] Dataset compression for time series forecasting tasks Open

enhancement

automl/Auto-PyTorch#440 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Initial feature encoder 'OneHotEncoder' is not allowed to use in time-series forecasting task Open

bug not urgent

automl/Auto-PyTorch#457 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Feature Request: Custom optimize_metric Open

enhancement

automl/Auto-PyTorch#477 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 14, 2026
[Time series Forecasting] Continuous Ranked Probablity Score (CRPS) loss for probablity network ouput type Open

enhancement

automl/Auto-PyTorch#479 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Improve `include_components` documentation Open

Documentation enhancement

automl/Auto-PyTorch#480 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Cannot run time-series example on GPU Open

automl/Auto-PyTorch#483 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Score function error on example code Open

automl/Auto-PyTorch#484 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Prediction on one sample produces error Open

automl/Auto-PyTorch#487 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
The predict method of the base task expects to build a logger from a temporary folder Open

automl/Auto-PyTorch#488 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
[Feature request] time series classification Open

enhancement

automl/Auto-PyTorch#491 · 2 comments · 1 reaction · 0 assignees · Indexed Sep 14, 2026
Question about how to maximize the search space Open

automl/Auto-PyTorch#492 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
AutoPytorch selects only Dummy model. Open

automl/Auto-PyTorch#494 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Generate a leaderboard for each model? Open

automl/Auto-PyTorch#495 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
ImportError: cannot import name 'AutoNetClassification' from 'autoPyTorch' Open

automl/Auto-PyTorch#497 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
I ran autopytrch 0.2 on multiple datasets every time it picks the Dummy model Open

automl/Auto-PyTorch#498 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Error in using command "from autoPyTorch.api.time_series_forecasting import TimeSeriesForecastingTask" Open

automl/Auto-PyTorch#499 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
TypeError occurs when import TabularRegressionTask Open

automl/Auto-PyTorch#500 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Image Classification: API not finished Open

automl/Auto-PyTorch#501 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Can't install on Google Colab Open

automl/Auto-PyTorch#502 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Errors on running example_tabular_classification.py Open

automl/Auto-PyTorch#503 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 14, 2026
[ERROR] [Client-AutoPyTorch:RefitLogger:1] Prediction for lgb failed with run state StatusType.TIMEOUT. Open

automl/Auto-PyTorch#505 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026
Multi-GPU support Open

automl/Auto-PyTorch#507 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 14, 2026

automl/Auto-PyTorch

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