Change log for the codebase. Initialised from the developments following version V0.11.3
V1.0.1 - 2024-03-11
- cleaned up docstring comment
- removed copyright notices from example json and data
- Readme updated
- Removed config jsons that do not have paired data files
- copy-paste corrections
- redundant set casting
- switched
os.mkdir
foros.makedirs
V1.0.0 - 2024-01-22
- Introduction of pre-commit hooks (Ruff & Blacks)
- Linting of code
- Creation of feature selection mode for AO
- max_features kwarg added for feature selection
- moved source code into an src folder & modified dockerfile
- created utils subfolder
- created models subfolder
- added in structure.md within ./src to explain the structure format adopted
- renamed mode scripts to have a
mode_
pre-fix - added extra assertion in mode checks
- removed redundant
check_config
,check_keys
,load_params_json
,activate
- refactored
plot_graphs
to remove unnessicaryplot_dict
var - extracted load funcs from utils into own file
- extracted save funcs from utils into own file
- extracted util funcs from
mode_plotting
into respective files - extracted plotting funcs from
mode_plotting
into own files - removed exit() calls
- bugfixes
- extracted save funcs from models into utils.save
- extracted load funcs from data_processing into utils.load
- streamlined init
- removed globals() call
- extracted funcs from data_processing into appropriate locations, and file fully dispersed
- changed call of parsing FS entry to correct place
- separated problem specific plots into own files
- extracted shap and permutation importance plots into their own subfolders given their importance
- consolidate metric functions into one location
- consolidate model defs into one location
- custom model clean up
- shifted repeated save_model code from TabAuto children into TabAuto
- shifted repeated load_model code from TabAuto children into TabAuto, except for FixedKeras & AutoKeras being keras based they load in a different was so have left their re-implementation of load model
- shifted repeated fit code from TabAuto children into TabAuto
- shifted repeated init code from TabAuto children into TabAuto
- generalised repeated _define_model code and shifted from TabAuto children into TabAuto
- removed repeated set_params from TabAuto
- removed unnessicary data being passed to plot_reg, plot_clf, perm_imp and most of plot_both functions
- removed unnessicary data being passed to plots_shap functions and separated out problem specific logic into separate function.
- extract repeated getting model_path code to function
- streamlined custom model setup
- TabAuto Class merged with CustomModel Class
- Deleted autogulon src code, as was depreciated ages ago
- Custom SKLearnModel code only ever instansiated in auto mode for AutoSklearn so removed redundant code
- added test coverage config
- tests, type hinting and docstring created for:
- metrics.define_scorers
- utils.ml.class_balancing
- utils.ml.data_split.std_split & strat_split
- plotting.plot_utils
- reduce ussage of full config dict in:
- R_replacement.py
- added probabilities for predictions when doing classification problems
- code comment clean up
- multiline strings causing extra space fixed
- added pytest marks to distinguish binary classiification problems
- microbiome pre-processing bugfix
- lgbm warning re: suggest_loguniform & suggest_uniform resolved
- AutoKeras bugfix re: batch_size
- tests_mode grabbing the wrong file at times when lots present
- Arm fixes for previous security fix
- test_modes bugfix
- name change within code base & repo (from
Auto-Omics
toAutoXAI4Omics
) - provided example data & config users can run
- corrected test_model_outputs
- added skip conditions for test_omic_datasets
- bug fix of xticks for bar & box plots
- added statement about supported python version to Readme and dev manual
- License file created and headers added to files
- fixed commenting of license in requirements.txt
.pre-commit-config.yaml
cleaned- tests requiring a container marked and fixture added to build the container
CONTRIBUTING.md
added and info added toDEV_MANUAL.md
DEV_MANUAL.md
updated- Detect secrets added
- Upgraded python base image from
3.9.14
to3.9.18
for additional security fixes