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

Beginner friendly Everything

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53 open issues indexed

The official example file can not run. Got None which is not in ('flat_encoder', 'seq_encoder'). Open

Difficulty 3/5 1-2 days Newbie friendliness 55/100

automl/Auto-PyTorch#511 · Opened Mar 11, 2025
Is this repo dead? Open

Difficulty 5/5 Over a week Newbie friendliness 10/100

automl/Auto-PyTorch#510 · 6 comments · Opened Nov 8, 2024
[ERROR] ActiveHyperparameterNotSetError Open

Difficulty 4/5 3-5 days Newbie friendliness 30/100

automl/Auto-PyTorch#509 · 2 comments · Opened Sep 5, 2024
Multi-GPU support Open

Difficulty 2/5 1-3 hours Newbie friendliness 35/100

automl/Auto-PyTorch#507 · Opened Mar 12, 2024
[ERROR] [Client-AutoPyTorch:RefitLogger:1] Prediction for lgb failed with run state StatusType.TIMEOUT. Open

Difficulty 4/5 3-5 days Newbie friendliness 20/100

automl/Auto-PyTorch#505 · Opened Sep 18, 2023
Errors on running example_tabular_classification.py Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

automl/Auto-PyTorch#503 · 1 comment · Opened Aug 29, 2023
Can't install on Google Colab Open

Difficulty 3/5 1-2 days Newbie friendliness 25/100

automl/Auto-PyTorch#502 · 4 comments · Opened Aug 3, 2023
Image Classification: API not finished Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

automl/Auto-PyTorch#501 · Opened Jul 13, 2023
TypeError occurs when import TabularRegressionTask Open

Difficulty 3/5 1-2 days Newbie friendliness 30/100

automl/Auto-PyTorch#500 · Opened Jul 11, 2023
Error in using command "from autoPyTorch.api.time_series_forecasting import TimeSeriesForecastingTask" Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

automl/Auto-PyTorch#499 · 2 comments · Opened Jul 8, 2023
I ran autopytrch 0.2 on multiple datasets every time it picks the Dummy model Open

Difficulty 4/5 3-5 days Newbie friendliness 20/100

automl/Auto-PyTorch#498 · 1 comment · Opened Jun 27, 2023
ImportError: cannot import name 'AutoNetClassification' from 'autoPyTorch' Open

Difficulty 3/5 1-2 days Newbie friendliness 30/100

automl/Auto-PyTorch#497 · 1 comment · Opened May 15, 2023
Generate a leaderboard for each model? Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

automl/Auto-PyTorch#495 · Opened Mar 24, 2023
AutoPytorch selects only Dummy model. Open

Difficulty 4/5 3-5 days Newbie friendliness 30/100

automl/Auto-PyTorch#494 · 4 comments · Opened Mar 8, 2023
Question about how to maximize the search space Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

automl/Auto-PyTorch#492 · 1 comment · Opened Feb 26, 2023
[Feature request] time series classification Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 20/100

automl/Auto-PyTorch#491 · 2 comments · 1 reaction · Opened Feb 24, 2023
The predict method of the base task expects to build a logger from a temporary folder Open

Difficulty 2/5 1-3 hours Newbie friendliness 45/100

automl/Auto-PyTorch#488 · Opened Feb 17, 2023
Prediction on one sample produces error Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

automl/Auto-PyTorch#487 · 1 comment · Opened Jan 14, 2023
Score function error on example code Open

Difficulty 3/5 1-2 days Newbie friendliness 38/100

automl/Auto-PyTorch#484 · 2 comments · Opened Dec 4, 2022
Cannot run time-series example on GPU Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

automl/Auto-PyTorch#483 · 1 comment · Opened Nov 13, 2022
Improve `include_components` documentation Open

Documentation enhancement

Difficulty 2/5 1-3 hours Newbie friendliness 35/100

automl/Auto-PyTorch#480 · 1 comment · Opened Sep 21, 2022
[Time series Forecasting] Continuous Ranked Probablity Score (CRPS) loss for probablity network ouput type Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

automl/Auto-PyTorch#479 · 2 comments · Opened Sep 20, 2022
Feature Request: Custom optimize_metric Open

enhancement

automl/Auto-PyTorch#477 · 1 assignee · Opened Aug 30, 2022
Initial feature encoder 'OneHotEncoder' is not allowed to use in time-series forecasting task Open

bug not urgent

Difficulty 3/5 1-2 days Newbie friendliness 45/100

automl/Auto-PyTorch#457 · 4 comments · Opened Aug 4, 2022
[feat] Dataset compression for time series forecasting tasks Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

automl/Auto-PyTorch#440 · Opened Jun 20, 2022
Upgrade Scikit-learn to 1.1+ Open

not urgent

Difficulty 3/5 1-2 days Newbie friendliness 25/100

automl/Auto-PyTorch#436 · 4 comments · 2 reactions · Opened Jun 7, 2022
Pynisher `1.0.0` will have backwards breaking changes Open

Difficulty 2/5 1-3 hours Newbie friendliness 30/100

automl/Auto-PyTorch#433 · Opened May 5, 2022
Replace `Embedding` to use `nn.Embedding` from pytorch Open

enhancement

automl/Auto-PyTorch#428 · 1 assignee · Opened Apr 5, 2022
Make use of data more by devising subsampling Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

automl/Auto-PyTorch#426 · 2 comments · Opened Apr 1, 2022
Subsampling vs feature selection? Open

Difficulty 5/5 Over a week Newbie friendliness 15/100

automl/Auto-PyTorch#414 · 1 comment · Opened Mar 10, 2022
[enhance] Replace column selectors with sklearn funcs Open

enhancement not urgent

Difficulty 3/5 1-2 days Newbie friendliness 35/100

automl/Auto-PyTorch#393 · Opened Feb 28, 2022
[bug] There might be some memory leak Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 20/100

automl/Auto-PyTorch#379 · 2 comments · Opened Feb 9, 2022
Refactor autoPyTorch/pipeline/components/preprocessing/tabular_preprocessing/XXX/__init__.py Open

refactoring

Difficulty 4/5 3-5 days Newbie friendliness 25/100

automl/Auto-PyTorch#377 · 1 comment · Opened Feb 9, 2022
[REFACTOR] Reduce walltime of examples Open

not urgent

Difficulty 2/5 1-3 hours Newbie friendliness 35/100

automl/Auto-PyTorch#360 · 1 comment · Opened Dec 10, 2021
[Bug] Cross validation yields unexpected additional info Open

bug

automl/Auto-PyTorch#349 · 1 assignee · Opened Nov 30, 2021
Metric names in additional info are confusing Open

not urgent refactoring

Difficulty 5/5 Over a week Newbie friendliness 25/100

automl/Auto-PyTorch#343 · 3 comments · Opened Nov 25, 2021
relation in max_neurons and max_dropout Open

refactoring

Difficulty 5/5 Over a week Newbie friendliness 20/100

automl/Auto-PyTorch#312 · Opened Nov 8, 2021
torch.Tensor or np.ndarray? Open

refactoring

Difficulty 3/5 1-2 days Newbie friendliness 30/100

automl/Auto-PyTorch#309 · 3 comments · Opened Oct 29, 2021
Warning and error message assume the user always wants an ensemble Open

refactoring

Difficulty 3/5 1-2 days Newbie friendliness 35/100

automl/Auto-PyTorch#299 · Opened Oct 23, 2021
[feat] Add new add-ons from the user side Open

Documentation

automl/Auto-PyTorch#270 · 1 comment · 1 assignee · Opened Jun 23, 2021
Add more examples via notebooks (colab is a good idea) Open

enhancement

Difficulty 4/5 3-5 days Newbie friendliness 35/100

automl/Auto-PyTorch#236 · 1 reaction · Opened May 24, 2021
Greedy Portfolio on version 0.1.0 Open

enhancement not urgent

Difficulty 5/5 Over a week Newbie friendliness 25/100

automl/Auto-PyTorch#232 · 1 comment · Opened May 21, 2021
Docker image Open

enhancement

automl/Auto-PyTorch#231 · 1 reaction · 1 assignee · Opened May 21, 2021
Extra Dense Layer in the end of the network architecture Open

enhancement

Difficulty 2/5 1-3 hours Newbie friendliness 35/100

automl/Auto-PyTorch#219 · 1 comment · Opened May 17, 2021
Imbalanced dataset problems Open

bug

Difficulty 4/5 3-5 days Newbie friendliness 42/100

automl/Auto-PyTorch#195 · 2 comments · Opened May 3, 2021
Dropout application Open

Difficulty 4/5 3-5 days Newbie friendliness 20/100

automl/Auto-PyTorch#188 · 2 comments · Opened Apr 27, 2021
[memo] High memory consumption and the places of doubts Open

automl/Auto-PyTorch#180 · 5 comments · 1 assignee · Opened Apr 20, 2021
[Addition] [Low Priority] Add more unit tests for the fixed search space implementation Open

enhancement

Difficulty 3/5 1-2 days Newbie friendliness 35/100

automl/Auto-PyTorch#179 · 1 comment · Opened Apr 20, 2021
[Code Cleanup] [Low priority] Unnecessary Check Open

refactoring

Difficulty 1/5 Under an hour Newbie friendliness 45/100

automl/Auto-PyTorch#176 · Opened Apr 20, 2021
[refactor] Introduce more general and strict formatter Open

automl/Auto-PyTorch#168 · 1 assignee · Opened Apr 13, 2021

automl/Auto-PyTorch

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