Recent Releases of itwinai
itwinai - v0.1.0-beta
What's Changed
- Fix micromamba by @matbun in https://github.com/interTwin-eu/T6.5-AI-and-ML/pull/46
- remove obsolete and add startscript by @r-sarma in https://github.com/interTwin-eu/T6.5-AI-and-ML/pull/47
- Update README.md by @matbun in https://github.com/interTwin-eu/T6.5-AI-and-ML/pull/48
- Mlflow server by @matbun in https://github.com/interTwin-eu/T6.5-AI-and-ML/pull/49
- CWL update by @MrGweep in https://github.com/interTwin-eu/T6.5-AI-and-ML/pull/51
- Bump actions/upload-pages-artifact from 1 to 2 by @dependabot in https://github.com/interTwin-eu/T6.5-AI-and-ML/pull/56
- Fix pytorch env path by @matbun in https://github.com/interTwin-eu/T6.5-AI-and-ML/pull/55
New Contributors
- @r-sarma made their first contribution in https://github.com/interTwin-eu/T6.5-AI-and-ML/pull/47
Full Changelog: https://github.com/interTwin-eu/T6.5-AI-and-ML/compare/v0.1.0-alpha...v0.1.0-beta
- Python
Published by matbun over 2 years ago
itwinai - itwinai v0.1.0-alpha
Minimal working baseline
- Decompose DT workflow into its fundamental steps: pre-processing and AI blocks
- New features for AI module:
itwinai v0.0 - New features for AI module:
itwinai v0.1 - Support YAML configuration files
- MNIST use case: image classification
- PyTorch Lightning support
AI module versions
itwinai v0.0 - Minimal working baseline (MWB)
- Input dataset path
- Pytorch Lightning (PL) Model name: already available inside
itwinaimodule. Just need to be imported - Simple numeric hyperparams: learning rate, batch size
- MNIST use case
- No logs are saved
itwinai v0.1 - Consolidated AI training
- Output logs path/URI
- Mlflow: logs saved to local filesystem
- Log metrics (metrics logger)
- Save model parameters
- Hyperparams:
- Optimizer name (standard only, to be imported form torch)
- Scheduler name (standard only, to be imported form torch)
- PL callbacks
- Python
Published by matbun almost 3 years ago