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Commits on Mar 13, 2025

• Update README and CONTRIBUTORS

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Commits on Jan 28, 2025

• Add MPLCONFIGDIR var in training script

  eldoo

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• Update itwinai logger to use lightning extension

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Commits on Jan 24, 2025

• Drop fabric trainer functions in phase training script

  eldoo

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Commits on Jan 22, 2025

• - ED: Documentation

  Shtazzo

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• - ED: Removed Discord configuration TOML file, benchmark and logger classes, and renamed file to utils_model.py

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• - ED: Minor changes on experiments.py

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Commits on Jan 20, 2025

• Fix openmp warning when using torchrun

  eldoo

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• Delete main copy.py

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• Fix previous commit

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• Set mlflow run name from itwinai

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Commits on Jan 18, 2025

• Update and rename launch100 script

  eldoo

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• Drop experiments folder

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• Minor changes to phase_training.py

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Commits on Nov 13, 2024

• - ED: phase_training_100.py deleted commented code

  Shtazzo

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• - ED: base.py modified functions and deleted commented code

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• - ED: phase_training() modified imports, added accuracy metrics, changed all_metrics flag to True, set mlflow run tag name, deleted comment on mlflow autolog

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• - ED: base.py added training and validation metrics logging + modified configure_optimizers() function to return a list of optimizers and a list of schedulers (before the scheduler wasn't passed to…

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Commits on Nov 11, 2024

• Minor changes to read args from torch config file

  eldoo

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• Add patience to early stopping and lr decay

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Commits on Nov 8, 2024

• Minor changes in distribution strategy configuration

  eldoo

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• Improve tracking of training and validation metrics

  eldoo

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• Update demo inference notebook and code to better handle interactions with artifacts from MLFlow

  eldoo

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Commits on Nov 6, 2024

• Add support for prov doc upload and visualization

  eldoo

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• - ED: Added itwinai and provenance log directories

  Shtazzo

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• - ED: Changes in phase_training_100.py, configuration.toml, utils.py, utils_inference.py, utils_mlflow.py

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• Add notebook and functions for demo

  eldoo

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• Add support for scaler logging and download of artifacts

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Commits on Nov 5, 2024

• Add config vars for mlflow

  eldoo

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• - ED: modified configuration.toml file

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• - ED: modified phase_training_100.py with new functionalities and code refinements

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• - ED: added ItwinaiMLFlowLogger class, added functions to utils_trainer.py, updated utils.py, updated BaseLightningModule with itwinai_logger in base.py

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• - ED: .gitignore update, moved mlflow_inference.ipynb and plot_trainings.ipynb to digital_twin_notebooks folder, launch100.sh update

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Commits on Oct 31, 2024

• - ED: Major changes, Modified Phase Training file

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• - ED: Added Provenance Logger and Itwinai log in Base Lightning Model

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