CHANGELOG.md

Changelog

All notable changes to this project will be documented in this file.

v0.11.0 - 2020-08-24 - Advanced Data Handling for MLAir

general

• Introduce advanced data handling with much more flexibility (independent of TOAR DB, custom data handling is pluggable), #144 (closed)
• default data handler is still using TOAR DB

new features

• default data handler using TOAR DB refactored according to advanced data handling, #140 (closed), #141 (closed), #152 (closed)
• data sets are handled as collections, #142 (closed), and are itable in a standard way (StandardIterator) and optimised for keras (KerasIterator), #143 (closed)
• automatically moving station map plot, #136 (closed)

technical

• model modules available from package, #139 (closed)
• renaming of parameter time dimension, #151 (closed)
• refactoring of README.md, #138 (closed)

v0.10.0 - 2020-07-15 - MLAir is official name, Workflows, easy Model plug-in

general

• Official project name is released: MLAir (Machine Learning on Air data)
• a model class can now easily be plugged in into MLAir. #121 (closed)
• introduced new concept of workflows, #134 (closed)

new features

• workflows are used to execute a sequence of run modules, #134 (closed)
• default workflows for standard and the Juelich HPC systems are available, custom workflows can be defined, #134 (closed)
• seasonal decomposition is available for conditional quantile plot, #112 (closed)
• map plot is created with coordinates, #108 (closed)
• flatten_tails are now more general and easier to customise, #114 (closed)
• model classes have custom compile options (replaces set_loss), #110 (closed)
• model can be set in ExperimentSetup from outside, #121 (closed)
• default experiment settings can be queried using get_defaults(), #123 (closed)
• training and model settings are reported as MarkDown and Tex tables, #145 (closed)

technical

• Juelich HPC systems are supported and installation scripts are available, #106 (closed)
• data store is tracked, I/O is saved and illustrated in a plot, #116 (closed)
• batch size, epoch parameter have to be defined in ExperimentSetup, #127 (closed), #122 (closed)
• automatic documentation with sphinx, #109 (closed)
• default experiment settings are updated, #123 (closed)
• refactoring of experiment path and its default naming, #124 (closed)
• refactoring of some parameter names, #146 (closed)
• preparation for package distribution with pip, #119 (closed)
• all run scripts are updated to run with workflows, #134 (closed)
• the experiment folder is restructured, #130 (closed)

v0.9.0 - 2020-04-15 - faster bootstraps, extreme value upsamling

general

• improved and faster bootstrap workflow
• new plot PlotAvailability
• extreme values upsampling
• improved runtime environment

new features