Autrainer

Latest version: v0.6.0

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0.6.0

What's Changed
* Skip and Disable Training Results Tracking if Outputs are not Saved by ramppdev in https://github.com/autrainer/autrainer/pull/71
* Fix openSMILE Feature Extraction Transform Output Shape by ramppdev in https://github.com/autrainer/autrainer/pull/73
* Update dataset interface by ATriantafyllopoulos in https://github.com/autrainer/autrainer/pull/54
* Add Missing Trainer Type Annotations and Docstrings by ramppdev in https://github.com/autrainer/autrainer/pull/76
* Fix Multi-Target Regression Typo and Add Missing MTR Tests by ramppdev in https://github.com/autrainer/autrainer/pull/77
* Fix Order of Batch Size and Inference Batch Size Dataset Arguments by ramppdev in https://github.com/autrainer/autrainer/pull/78
* Fix Dataset Dataframe Inconsistencies by ramppdev in https://github.com/autrainer/autrainer/pull/80
* Remove Deprecated Get Evaluation Data Method by ramppdev in https://github.com/autrainer/autrainer/pull/83
* Fix Per-Example Loss and Refactor Outputs Tracker by ramppdev in https://github.com/autrainer/autrainer/pull/85
* Speed up Trainer Initialization by ramppdev in https://github.com/autrainer/autrainer/pull/87
* Fix Undefined Features Path in Preprocessing Script by millinma in https://github.com/autrainer/autrainer/pull/94
* Support Remote Code for Hugging Face Inference by ramppdev in https://github.com/autrainer/autrainer/pull/79
* Fix ToyDataset Initialization Order by ramppdev in https://github.com/autrainer/autrainer/pull/95
* Fix Device Fallback if not Compiled with Cuda by ramppdev in https://github.com/autrainer/autrainer/pull/96
* Fix Unescaped Tilde Character in Plotting Tutorial Docs by ramppdev in https://github.com/autrainer/autrainer/pull/99
* Remove Checkpoint Attributes from Model Config during Fetching by ramppdev in https://github.com/autrainer/autrainer/pull/97
* Fix Hydra Plugins Typo in Docs by arunkothari84 in https://github.com/autrainer/autrainer/pull/103
* Fix Preprocessing Removes Dataset Subdirectories by ramppdev in https://github.com/autrainer/autrainer/pull/105
* Add ImageToFloat Transform by ramppdev in https://github.com/autrainer/autrainer/pull/107
* Expand Quickstart Docs with List and Show Examples by ramppdev in https://github.com/autrainer/autrainer/pull/98
* Fix unsafe Matplotlib Backends if Threads are used by ramppdev in https://github.com/autrainer/autrainer/pull/108
* Add More Balanced and Weighted Criterions by ramppdev in https://github.com/autrainer/autrainer/pull/86
* Add Support for Global Transforms by ramppdev in https://github.com/autrainer/autrainer/pull/82
* Fix Callback Positioning for Loggers and Docs by ramppdev in https://github.com/autrainer/autrainer/pull/110
* Overhaul data pipeline using structs by ATriantafyllopoulos in https://github.com/autrainer/autrainer/pull/61
* Fix Redundant Disaggregated Evaluation Calculation by ramppdev in https://github.com/autrainer/autrainer/pull/114
* Add Optional DataLoader Arguments by ramppdev in https://github.com/autrainer/autrainer/pull/111
* Dynamically Resolve Global Standardizer Position by ramppdev in https://github.com/autrainer/autrainer/pull/115
* Add MSP-Podcast dataset by ATriantafyllopoulos in https://github.com/autrainer/autrainer/pull/46
* Fix too Small Dev and Test Loss Average during Tracking by ramppdev in https://github.com/autrainer/autrainer/pull/126
* Add AudioSet Dataset by ATriantafyllopoulos in https://github.com/autrainer/autrainer/pull/122
* v0.6.0 by ATriantafyllopoulos in https://github.com/autrainer/autrainer/pull/130

New Contributors
* millinma made their first contribution in https://github.com/autrainer/autrainer/pull/94
* arunkothari84 made their first contribution in https://github.com/autrainer/autrainer/pull/103

**Full Changelog**: https://github.com/autrainer/autrainer/compare/v0.5.0...v0.6.0

0.5.0

New Features
* Add Multi-Target Regression Task by ramppdev in https://github.com/autrainer/autrainer/pull/53

Refactoring
* Add Target Transform Length by ramppdev in https://github.com/autrainer/autrainer/pull/52

Fixes
* Fix: safe call to F1 MLC scores by ATriantafyllopoulos in https://github.com/autrainer/autrainer/pull/58
* Fix cnn14 state loading by ATriantafyllopoulos in https://github.com/autrainer/autrainer/pull/67
* Bump version to v0.5.0 by ATriantafyllopoulos in https://github.com/autrainer/autrainer/pull/69

**Full Changelog**: https://github.com/autrainer/autrainer/compare/v0.4.0...v0.5.0

0.4.0

New Features
* Improve Dataset Structure Explanation by ramppdev in https://github.com/autrainer/autrainer/pull/32
* Add Inference Progress Bars by ramppdev in https://github.com/autrainer/autrainer/pull/33
* Add License to Footer in Documentation by ramppdev in https://github.com/autrainer/autrainer/pull/36
* Improve Constants Configuration by ramppdev in https://github.com/autrainer/autrainer/pull/43
* Remove Optional Sigmoid and Softmax from Models by ramppdev in https://github.com/autrainer/autrainer/pull/44
* Save Class Probability Columns in Outputs Tracker and Inference Results by ramppdev in https://github.com/autrainer/autrainer/pull/47
* Bump hydra-filter-sweeper Plugin Version to v1.1.0 by ramppdev in https://github.com/autrainer/autrainer/pull/50

Fixes
* Fix Preprocessing CLI Defaults and Improve Efficiency by ramppdev in https://github.com/autrainer/autrainer/pull/31
* Fix Reproducibility Docs Code Block Indentation by ramppdev in https://github.com/autrainer/autrainer/pull/34
* Fix Hydra Overrides Encoding by ramppdev in https://github.com/autrainer/autrainer/pull/35
* Fix Empty Class Prediction for MultiLabelEncoder by ramppdev in https://github.com/autrainer/autrainer/pull/38
* Fix Dataset Target Column Type Annotations by ramppdev in https://github.com/autrainer/autrainer/pull/45

**Full Changelog**: https://github.com/autrainer/autrainer/compare/v0.3.0...v0.4.0

0.3.0

New Features
* Save Preprocessing Pipeline for Inference by ramppdev in https://github.com/autrainer/autrainer/pull/21

Fixes
* Fix Multi-Label Classification Threshold by ramppdev in https://github.com/autrainer/autrainer/pull/22
* Fix Inconsistent Scheduler Step Call Positions by ramppdev in https://github.com/autrainer/autrainer/pull/23
* Fix Hugging Face Model Local Path Directory by ramppdev in https://github.com/autrainer/autrainer/pull/25
* Fix Audio File Handler Deserialization by ramppdev in https://github.com/autrainer/autrainer/pull/26


**Full Changelog**: https://github.com/autrainer/autrainer/compare/v0.2.0...v0.3.0

0.2.0

New Features
* Run Hydra CLI Commands only in Notebook as Subprocess by ramppdev in https://github.com/autrainer/autrainer/pull/11
* Allow custom Callbacks in Main Configuration by ramppdev in https://github.com/autrainer/autrainer/pull/12
* Add Audiomentations Augmentation Wrapper by ramppdev in https://github.com/autrainer/autrainer/pull/13
* Modularize CUDA-enabled Device Selection by ramppdev in https://github.com/autrainer/autrainer/pull/14
* Load Model Checkpoints with Arbitrary Output Dimensions by ramppdev in https://github.com/autrainer/autrainer/pull/5

Fixes
* Fix README Header Image and Add Missing PyPI Links by ramppdev in https://github.com/autrainer/autrainer/pull/6
* Fix Inference with custom Classes by ramppdev in https://github.com/autrainer/autrainer/pull/7

**Full Changelog**: https://github.com/autrainer/autrainer/compare/v0.1.0...v0.2.0

0.1.0

This marks the initial release of _autrainer_, a modular and extensible deep learning toolkit for computer audition tasks.

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