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Contents
export const SPLITTER_OPTIONS = [
{
value: 'date',
label: 'Date Split',
description: 'Split data based on a date/time column'
},
{
value: 'random',
label: 'Random Split',
description: 'Randomly split data into train/test/validation sets (70/20/10)'
},
{
value: 'predefined',
label: 'Predefined Splits',
description: 'Use separate files for train/test/validation sets'
},
// {
// value: 'stratified',
// label: 'Stratified Shuffle Split',
// description: 'Maintain the percentage of samples for each class'
// },
// {
// value: 'stratified_kfold',
// label: 'Stratified K-Fold',
// description: 'K-fold with preserved class distribution'
// },
// {
// value: 'group_kfold',
// label: 'Group K-Fold',
// description: 'K-fold ensuring group integrity'
// },
// {
// value: 'group_shuffle',
// label: 'Group Shuffle Split',
// description: 'Random split respecting group boundaries'
// },
// {
// value: 'leave_p_out',
// label: 'Leave P Out',
// description: 'Use P samples for testing in each fold'
// }
] as const;
export const DEFAULT_CONFIGS = {
date: {
date_column: '',
months_test: 2,
months_valid: 1
},
random: {},
predefined: {
train_files: [],
test_files: [],
valid_files: []
},
stratified: {
targetColumn: '',
testSize: 20,
validSize: 10
},
stratified_kfold: {
targetColumn: '',
nSplits: 5
},
group_kfold: {
groupColumn: '',
nSplits: 5
},
group_shuffle: {
groupColumn: '',
testSize: 20,
validSize: 10
},
leave_p_out: {
p: 1
}
} as const;
Version data entries
27 entries across 27 versions & 1 rubygems