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CHANGELOG.md

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Fed-BioMed changelog

2022-01-07 version 3.3

  • add MONAI support and example notebooks
  • add model manager to register and check authorized training models on the node based on model hash
  • refactor experiment real time monitoring capacity with Tensorboard
  • add Request.list() to list shared dataset on online nodes
  • configure_conda may take parameters to only update some environments
  • fix conda environments for mac OSX
  • add -n (dryrun) option for configure_conda, for debug/validation purpose
  • fix and refactor breakpoint feature which was not fully operational
  • change the names of breakpoint directories
  • node error reporting to researcher
  • basic error handling on researcher component
  • mutualize the Singleton metaclass
  • refactor environ as singleton class
  • fix the way the tests deal with fedbiomed.common.environ
  • refactor strategy (moved some methods in upper classes)
  • add command run_integration_test to easily run an integration test from a single .py or .ipynb
  • add an automatized method to add a dataset in nodes's db from a JSON dataset description file
  • add error numbering as an enum, impact on error messages serialization
  • more example notebooks, update existing notebooks
  • more unittests
  • normalize naming : use term 'node' not 'client'

2021-10-21 version 3.2

  • add support for scikit-learn with SGD regressor and example notebook
  • add VPN + docker environment for deploying over an untrusted network
  • add message logging capability including sending node messages to researcher
  • add loss report from node during training and view in tensorboard in researcher
  • add save/load state capability after each round during a training
  • add capability for listing datasets on each node
  • add example notebooks for Celeba and used cars dataset
  • WIP add unit tests
  • add support for multiple Experiment(), including re-executing a notebook
  • fix issue erratic failure when training with 3+ nodes
  • test and document Windows 10 installation in WSL

2021-08-13 version 3.1

  • merge 3 gitlab repos fedbiomed-{network,node,researcher} in a unique fedbiomed repo
  • add new model variational autoencoder (VAE)
  • add support for generic dataloader and handling of .csv dataset
  • measure execution time on nodes
  • WIP adding unit tests
  • misc code cleaning

2021-07-05 version 3.0

  • initial release of re-implementation based on pytorch model file transfer and MQTT messaging