thelper 0.2.5

Training framework & tools for PyTorch-based machine learning projects.

This package provides a training framework and CLI for PyTorch-based machine learning projects. This is free software distributed under the Apache Software License version 2.0 built by researchers and developers from the Centre de Recherche Informatique de Montréal / Computer Research Institute of Montreal (CRIM).

For installation instructions, refer to the installation guide. For usage instructions, refer to the user guide. Information about the auto-generated documentation is available here.

Notes

Development is still on-going — expect the API and the internal classes to change rapidly.

The project’s structure was originally generated by cookiecutter via ionelmc’s template.

Changelog

0.2.2 - 0.2.5 (2019/01/29)

• Fixed travis-ci matrix configuration

• Added travis-ci deployment step for pypi

• Fixed readthedocs documentation building

• Updated readme shields & front page look

• Cleaned up cli module entrypoint

• Fixed openssl dependency issues for travis tox check jobs

• Updated travis post-deploy to try to fix conda packaging (wip)

0.2.1 (2019/01/24)

• Added typedef module & cleaned up parameter inspections

• Cleaned up all drawing utils & added callback support to trainers

• Added support for albumentation pipelines via wrapper

• Updated all trainers/schedulers to rely on 0-based indexing

• Updated travis/rtd configs for auto-deploy & 3.6 support

0.2.0 (2019/01/15)

• Added regression/segmentation tasks and trainers

• Added interface for pascalvoc dataset

• Refactored data loaders/parsers and cleaned up data package

• Added lots of new utilities in base trainer implementation

• Added new unit tests for transformations

• Refactored transformations to use wrappers for augments/lists

• Added new samplers with dataset scaling support

• Added baseline implementation for FCN32s

• Added mae/mse metrics implementations

• Added trainer support for loss computation via external members

• Added utils to download/verify/extract files

0.1.1 (2019/01/14)

• Minor fixups and updates for CCFB02 compatibility

• Added RawPredictions metric to fetch data from trainers

0.1.0 (2018/11/28)

• Fixed readthedocs sphinx auto-build w/ mocking.

• Refactored package structure to avoid env issues.

• Rewrote seeding to allow 100% reproducible sessions.

• Cleaned up config file parameter lists.

• Cleaned up session output vars/logs/images.

• Add support for eval-time augmentation.

• Update transform wrappers for multi-channels & lists.

• Add gui module w/ basic segmentation annotation tool.

• Refactored task interfaces to allow merging.

• Simplified model fine-tuning via checkpoints.

0.0.2 (2018/10/18)

• Completed first documentation pass.

• Fixed travis/rtfd builds.

• Fixed device mapping/loading issues.

0.0.1 (2018/10/03)

• Initial release (work in progress).