Pipeline reference

Generated from the pipelines’ own RunConfig dataclasses, so the option list cannot drift from what the code accepts.

Every pipeline has the same shape: a typed config and a run(args) -> int. The CLI builds the config from the options below; from Python you construct it directly:

from inmotion.pipelines.exotic import RunConfig, run

run(RunConfig(model='ts_jepa', seed=42, pretrain_epochs=500))

Return value is the exit code, so a caller can check it.

command	pipeline module	options
inmotion train dl	inmotion.pipelines.dl	16
inmotion train exotic	inmotion.pipelines.exotic	56
inmotion train classification	inmotion.pipelines.classification	13
inmotion train hpo-paper	inmotion.pipelines.hpo_paper	7
inmotion evaluate ensemble	inmotion.pipelines.ensemble	3
inmotion evaluate mega-ensemble	inmotion.pipelines.mega_ensemble	8
inmotion evaluate checkpoints	inmotion.evaluation.checkpoints	8
inmotion evaluate shap	inmotion.evaluation.shap	7
inmotion evaluate feature-importance	inmotion.evaluation.feature_importance	7
inmotion analyze seeds	inmotion.analysis.seeds	2
inmotion analyze interference	inmotion.analysis.interference	2
inmotion plots classical	inmotion.viz.regenerate	10
inmotion plots dl	inmotion.viz.regenerate_dl	6
inmotion data clean	inmotion.data.clean	8

inmotion train dl

Module: inmotion.pipelines.dl

Typed options for the DL pipeline.

option	type	default
--seed	int	42
--epochs	int	150
--trials	int	50
--batch-size	int	64
--num-gpus	int	0
--no-wandb	bool	False
--no-optuna	bool	False
--no-moe	bool	False
--no-deepstack	bool	False
--no-meta	bool	False
--no-resume	bool	False
--wandb-project	`str	None`
--data	Path	PosixPath('/home/andre/Desktop/UA/IT/inMotion/inMotion/data/processed/dataset.csv')
--models-dir	`Path	None`
--results-dir	`Path	None`
--plots-dir	`Path	None`

inmotion train exotic

Module: inmotion.pipelines.exotic

Typed options for the exotic pipeline.

option	type	default
--model	str	't_jepa'
--data	Path	PosixPath('/home/andre/Desktop/UA/IT/inMotion/inMotion/data/processed/dataset.csv')
--rich-features	bool	False
--seed	int	42
--batch-size	int	128
--gpu	int	0
--pretrain-epochs	int	300
--pretrain-lr	float	0.0003
--pretrain-wd	float	0.0001
--probe-cadence	int	10
--probe-patience	int	15
--finetune-epochs	int	50
--epochs	int	150
--patience	int	25
--finetune-lr	float	0.001
--mixup-alpha	float	0.4
--label-smoothing	float	0.1
--lr	float	0.001
--finetune-only	bool	False
--checkpoint	Path	None
--unfreeze-encoder	bool	False
--d-model	int	256
--d-state	int	16
--dropout	float	0.2
--mimo-rank	int	4
--nhead	int	8
--num-layers	int	4
--dim-ff	int	512
--n-reg-tokens	int	2
--pred-dim	int	128
--pred-layers	int	2
--ema-start	float	0.99
--ema-end	float	0.996
--n-preds	int	1
--jepa-sigreg	float	0.05
--sigreg-mode	str	'sigreg'
--rdm-p	float	1.5
--pooling	str	'mean'
--cf-horizon-start	int	1
--cf-horizon-end	int	3
--cf-ctx-min	int	1
--cf-ctx-max	int	3
--num-filters	int	192
--num-blocks	int	3
--latent-dim	int	128
--sigreg-lambda	float	0.01
--hpo	bool	False
--hpo-trials	int	30
--hpo-objective	str	'mcc'
--hpo-pareto-train	int	0
--hpo-pareto-select	str	'spread'
--models-dir	Path	PosixPath('/home/andre/Desktop/UA/IT/inMotion/inMotion/data/processed/models/exotic')
--results-dir	Path	PosixPath('/home/andre/Desktop/UA/IT/inMotion/inMotion/data/processed/results/exotic')
--viz-dir	Path	PosixPath('/home/andre/Desktop/UA/IT/inMotion/inMotion/data/processed/models/exotic/viz')
--no-wandb	bool	False
--wandb-project	str	'inMotion-exotic-hpo'

inmotion train classification

Module: inmotion.pipelines.classification

Command-line options for this pipeline.

option	type	default
--data	str	'data/processed/dataset.csv'
--quick	bool	False
--no-ensembles	bool	False
--optimize	bool	False
--n-trials	int	100
--cv-folds	int	5
--seed	int	42
--n-jobs	int	-1
--skip-eda	bool	False
--storage	str	'sqlite:///optuna_studies.db'
--dashboard	bool	False
--no-seed-suffix	bool	False
--suffix-after-seed	str	''

inmotion train hpo-paper

Module: inmotion.pipelines.hpo_paper

Command-line options for this pipeline.

option	type	default
--data	Path	PosixPath('/home/andre/Desktop/UA/IT/inMotion/inMotion/data/processed/dataset.csv')
--seed	int	42
--epochs	int	150
--patience	int	20
--models	`list[str]	None`
--models-dir	Path	PosixPath('models/dl')
--results-dir	Path	PosixPath('results/dl')

inmotion evaluate ensemble

Module: inmotion.pipelines.ensemble

Command-line options for this pipeline.

option	type	default
--data	Path	PosixPath('/home/andre/Desktop/UA/IT/inMotion/inMotion/data/processed/dataset_augmented3.csv')
--seed	int	42
--steps	int	50

inmotion evaluate mega-ensemble

Module: inmotion.pipelines.mega_ensemble

Command-line options for this pipeline.

option	type	default
--data	Path	PosixPath('/home/andre/Desktop/UA/IT/inMotion/inMotion/data/processed/dataset.csv')
--seed	int	42
--steps	int	100
--no-tabpfn	bool	False
--no-classical	bool	False
--members	str	'all'
--select	bool	False
--size-frontier	bool	False

inmotion evaluate checkpoints

Module: inmotion.evaluation.checkpoints

Command-line options for this pipeline.

option	type	default
--seed	int	42
--data	Path	PosixPath('/home/andre/Desktop/UA/IT/inMotion/inMotion/data/processed/dataset.csv')
--checkpoints-dir	Path	PosixPath('models/dl')
--output	Path	None
--batch-size	int	64
--no-wandb	bool	False
--models-dir	Path	None
--optuna-db	str	'sqlite:///optuna_dl.db'

inmotion evaluate shap

Module: inmotion.evaluation.shap

Command-line options for this pipeline.

option	type	default
--data	Path	PosixPath('/home/andre/Desktop/UA/IT/inMotion/inMotion/data/processed/dataset.csv')
--model	str	'ts_jepa'
--checkpoint	Path	PosixPath('backup/ts_jepa_ft_seed42.pt')
--seed	int	42
--samples	int	50
--nsamples	int	150
--output-dir	Path	PosixPath('results')

inmotion evaluate feature-importance

Module: inmotion.evaluation.feature_importance

Command-line options for the feature-importance pipeline.

option	type	default
--data	`Path	None`
--seed	int	42
--epochs	int	100
--patience	int	20
--output-dir	Path	PosixPath('/home/andre/Desktop/UA/IT/inMotion/inMotion/docs/icaisf/paper/images')
--checkpoints-dir	Path	PosixPath('/home/andre/Desktop/UA/IT/inMotion/inMotion/models/dl')
--n-repeats	`int	None`

inmotion analyze seeds

Module: inmotion.analysis.seeds

Command-line options for this pipeline.

option	type	default
--seeds	str	'3,5,42'
--output-dir	str	'seeds_results_combined'

inmotion analyze interference

Module: inmotion.analysis.interference

Command-line options for this pipeline.

option	type	default
--data	Path	PosixPath('/home/andre/Desktop/UA/IT/inMotion/inMotion/data/processed/dataset.csv')
--output-dir	Path	PosixPath('plots/interference')

inmotion plots classical

Module: inmotion.viz.regenerate

Command-line options for this pipeline.

option	type	default
--results-dir	str	None
--csv	str	None
--detailed-csv	str	None
--plots-dir	str	None
--top-n	int	15
--format	str	'pdf'
--eda	bool	False
--data	str	'data/processed/dataset.csv'
--seed	int	42
--skip-classification-plots	bool	False

inmotion plots dl

Module: inmotion.viz.regenerate_dl

Command-line options for this pipeline.

option	type	default
--results-csv	Path	None
--output-dir	Path	None
--top-n	int	15
--eda	bool	False
--data	Path	PosixPath('/home/andre/Desktop/UA/IT/inMotion/inMotion/data/processed/dataset.csv')
--seed	int	42

inmotion data clean

Module: inmotion.data.clean

Command-line options for this pipeline.

option	type	default
--data	Path	PosixPath('/home/andre/Desktop/UA/IT/inMotion/inMotion/data/processed/dataset.csv')
--out	Path	None
--report-dir	Path	PosixPath('results')
--within-floor	float	0.15
--lodo-floor	float	0.05
--keep-shifted	bool	False
--drop-ambiguous	bool	False
--ambiguity-thresh	float	0.85