Index

A

accuracy() (in module stanbkt.utils), [1] adapt_delta (stanbkt.fits.MCMCFitOptions attribute), [1], [2] add_fit() (stanbkt.fits.FitBase method), [1], [2] (stanbkt.fits.MCMCFit method), [1], [2] (stanbkt.fits.MLEFit method), [1], [2] (stanbkt.fits.PathfinderFit method), [1], [2] (stanbkt.fits.VBFit method), [1], [2]

add_note() (stanbkt.models.FitMethodMismatchError method) algorithm (stanbkt.fits.MLEFitOptions attribute), [1], [2] (stanbkt.fits.VBFitOptions attribute), [1], [2] apply_default_mapping() (stanbkt.utils.ColumnNames static method), [1], [2] args (stanbkt.models.FitMethodMismatchError attribute) auc() (in module stanbkt.utils), [1]

B

BaseFitOptions (class in stanbkt.fits), [1], [2]

BKTModelBase (class in stanbkt.models), [1], [2]

C

calculate_lp (stanbkt.fits.PFFitOptions attribute), [1], [2] chains (stanbkt.fits.MCMCFitOptions attribute), [1], [2] check_data_contains_fitted_kcs() (stanbkt.models.BKTModelBase method), [1], [2] (stanbkt.models.MultiBKT method), [1], [2] (stanbkt.models.StandardBKT method), [1], [2] clear_stan_cache() (in module stanbkt.utils), [1], [2]

ColumnNames (class in stanbkt.utils), [1], [2] compile_stan_model() (in module stanbkt.utils), [1] CORRECTNESS (stanbkt.utils.ColumnNames attribute), [1], [2] correctness (stanbkt.utils.KCData attribute), [1] CORRECTNESS_ONLY (stanbkt.models.InitKnowledgeStrategy attribute), [1], [2] create_default_fit_options() (stanbkt.fits.FitFactory static method), [1] create_fit_options_from_dict() (stanbkt.fits.FitFactory static method), [1]

D

DEBUG (stanbkt.utils.VerbosityLevel attribute), [1], [2] diagnose() (stanbkt.fits.MCMCFit method), [1], [2]

draws (stanbkt.fits.PFFitOptions attribute), [1], [2] (stanbkt.fits.VBFitOptions attribute), [1], [2]

E

elbo_samples (stanbkt.fits.VBFitOptions attribute), [1], [2] eta (stanbkt.fits.VBFitOptions attribute), [1], [2] evaluate() (stanbkt.models.MultiBKT method), [1], [2] (stanbkt.models.StandardBKT method), [1], [2] expected_class() (stanbkt.models.MultiPriors method), [1] (stanbkt.models.StandardPriors static method), [1], [2]

extra_kwargs (stanbkt.fits.BaseFitOptions attribute), [1], [2] (stanbkt.fits.MCMCFitOptions attribute), [1], [2] (stanbkt.fits.MLEFitOptions attribute), [1], [2] (stanbkt.fits.PFFitOptions attribute), [1], [2] (stanbkt.fits.VBFitOptions attribute), [1], [2]

F

fit() (stanbkt.models.BKTModelBase method), [1], [2] (stanbkt.models.MultiBKT method), [1], [2] (stanbkt.models.StandardBKT method), [1], [2] fit_method (stanbkt.fits.FitMetadata attribute), [1] FIT_METHOD_TO_OPTION_MAPPING (stanbkt.fits.FitFactory attribute), [1] fit_saves (stanbkt.fits.FitMetadata attribute), [1] FitBase (class in stanbkt.fits), [1], [2] FitFactory (class in stanbkt.fits), [1] FitMetadata (class in stanbkt.fits), [1] FitMethod (class in stanbkt.fits), [1], [2]

FitMethodMismatchError, [1] forget_mu (stanbkt.models.MultiPriors attribute), [1] (stanbkt.models.StandardPriors attribute), [1], [2] forget_std (stanbkt.models.MultiPriors attribute), [1] (stanbkt.models.StandardPriors attribute), [1], [2] format_kc_data() (in module stanbkt.utils) from_dict() (stanbkt.fits.BaseFitOptions class method), [1], [2] (stanbkt.fits.MCMCFitOptions class method), [1], [2] (stanbkt.fits.MLEFitOptions class method), [1], [2] (stanbkt.fits.PFFitOptions class method), [1], [2] (stanbkt.fits.VBFitOptions class method), [1], [2]

G

get_cache_root() (in module stanbkt.utils), [1], [2] get_default_mapping() (stanbkt.utils.ColumnNames static method), [1], [2] get_default_priors() (stanbkt.models.MultiPriors static method), [1] (stanbkt.models.StandardPriors static method), [1], [2] get_fit() (stanbkt.fits.FitBase method), [1], [2] (stanbkt.fits.MCMCFit method), [1], [2] (stanbkt.fits.MLEFit method), [1], [2] (stanbkt.fits.PathfinderFit method), [1], [2] (stanbkt.fits.VBFit method), [1], [2] get_fit_class_from_method() (stanbkt.fits.FitFactory static method), [1] get_fit_save_entry() (stanbkt.fits.FitBase method), [1], [2] (stanbkt.fits.MCMCFit method), [1], [2] (stanbkt.fits.MLEFit method), [1], [2] (stanbkt.fits.PathfinderFit method), [1], [2] (stanbkt.fits.VBFit method), [1], [2] get_fitted_kcs() (stanbkt.fits.FitBase method), [1], [2] (stanbkt.fits.MCMCFit method), [1], [2] (stanbkt.fits.MLEFit method), [1], [2] (stanbkt.fits.PathfinderFit method), [1], [2] (stanbkt.fits.VBFit method), [1], [2]

get_kcs_in_fitted_kcs() (stanbkt.models.BKTModelBase method), [1], [2] (stanbkt.models.MultiBKT method), [1], [2] (stanbkt.models.StandardBKT method), [1], [2] get_stan_model_cache_dir() (in module stanbkt.utils), [1], [2] gq_to_draws() (in module stanbkt.utils), [1] grad_samples (stanbkt.fits.VBFitOptions attribute), [1], [2] GROUP (stanbkt.utils.ColumnNames attribute), [1], [2] group_2_index (stanbkt.utils.KCData attribute), [1] GROUPED (stanbkt.models.ModelType attribute), [1] groups (stanbkt.utils.KCData attribute), [1] guess_mu (stanbkt.models.MultiPriors attribute), [1] (stanbkt.models.StandardPriors attribute), [1], [2] guess_std (stanbkt.models.MultiPriors attribute), [1] (stanbkt.models.StandardPriors attribute), [1], [2]

H

has_kc() (stanbkt.fits.FitBase method), [1], [2] (stanbkt.fits.MCMCFit method), [1], [2] (stanbkt.fits.MLEFit method), [1], [2] (stanbkt.fits.PathfinderFit method), [1], [2] (stanbkt.fits.VBFit method), [1], [2]

history_size (stanbkt.fits.MLEFitOptions attribute), [1], [2] (stanbkt.fits.PFFitOptions attribute), [1], [2]

I

infer_fit_method_from_stan_fit() (stanbkt.fits.FitMethod static method), [1], [2] INFO (stanbkt.utils.VerbosityLevel attribute), [1], [2] init_alpha (stanbkt.fits.PFFitOptions attribute), [1], [2] InitKnowledgeStrategy (class in stanbkt.models), [1], [2] inits (stanbkt.fits.PFFitOptions attribute), [1], [2]

is_sys_windows() (in module stanbkt.utils) iter (stanbkt.fits.MLEFitOptions attribute), [1], [2] (stanbkt.fits.VBFitOptions attribute), [1], [2] iter_sampling (stanbkt.fits.MCMCFitOptions attribute), [1], [2] iter_warmup (stanbkt.fits.MCMCFitOptions attribute), [1], [2]

J

jacobian (stanbkt.fits.MLEFitOptions attribute), [1], [2]

JOINT (stanbkt.models.InitKnowledgeStrategy attribute), [1], [2]

K

KC_ID (stanbkt.utils.ColumnNames attribute), [1], [2] KCData (class in stanbkt.utils), [1]

key_names() (stanbkt.models.MultiPriors class method), [1] (stanbkt.models.StandardPriors class method), [1], [2]

L

learn_mu (stanbkt.models.MultiPriors attribute), [1] (stanbkt.models.StandardPriors attribute), [1], [2] learn_std (stanbkt.models.MultiPriors attribute), [1] (stanbkt.models.StandardPriors attribute), [1], [2] lengths (stanbkt.utils.KCData attribute), [1] list_cached_models() (in module stanbkt.utils), [1], [2] log() (stanbkt.fits.FitBase method), [1], [2] (stanbkt.fits.MCMCFit method), [1], [2] (stanbkt.fits.MLEFit method), [1], [2] (stanbkt.fits.PathfinderFit method), [1], [2] (stanbkt.fits.VBFit method), [1], [2] (stanbkt.models.BKTModelBase method), [1], [2] (stanbkt.models.MultiBKT method), [1], [2] (stanbkt.models.StandardBKT method), [1], [2]

M

max_lbfgs_iters (stanbkt.fits.PFFitOptions attribute), [1], [2] max_treedepth (stanbkt.fits.MCMCFitOptions attribute), [1], [2] MCMC (stanbkt.fits.FitMethod attribute), [1], [2] MCMCFit (class in stanbkt.fits), [1], [2] MCMCFitOptions (class in stanbkt.fits), [1], [2] MLE (stanbkt.fits.FitMethod attribute), [1], [2] MLEFit (class in stanbkt.fits), [1], [2] MLEFitOptions (class in stanbkt.fits), [1], [2]

ModelType (class in stanbkt.models), [1] module stanbkt.fits stanbkt.models stanbkt.plot stanbkt.utils MultiBKT (class in stanbkt.models), [1], [2] MultiPriors (class in stanbkt.models), [1]

N

NESTED (stanbkt.models.ModelType attribute), [1] num_elbo_draws (stanbkt.fits.PFFitOptions attribute), [1], [2]

num_paths (stanbkt.fits.PFFitOptions attribute), [1], [2] num_threads (stanbkt.fits.PFFitOptions attribute), [1], [2]

O

ORDER (stanbkt.utils.ColumnNames attribute), [1], [2]

P

pack_model_directory() (in module stanbkt.utils) parallel_chains (stanbkt.fits.MCMCFitOptions attribute), [1], [2] PATHFINDER (stanbkt.fits.FitMethod attribute), [1], [2] PathfinderFit (class in stanbkt.fits), [1], [2] PFFitOptions (class in stanbkt.fits), [1], [2] pi_b0_know_mu (stanbkt.models.MultiPriors attribute), [1] (stanbkt.models.StandardPriors attribute), [1], [2] pi_b0_know_std (stanbkt.models.MultiPriors attribute), [1] (stanbkt.models.StandardPriors attribute), [1], [2] pi_b1_know_mu (stanbkt.models.MultiPriors attribute), [1] (stanbkt.models.StandardPriors attribute), [1], [2] pi_b1_know_std (stanbkt.models.MultiPriors attribute), [1] (stanbkt.models.StandardPriors attribute), [1], [2] pi_know_mu (stanbkt.models.MultiPriors attribute), [1] (stanbkt.models.StandardPriors attribute), [1], [2] pi_know_std (stanbkt.models.MultiPriors attribute), [1] (stanbkt.models.StandardPriors attribute), [1], [2] pi_sigma_lambda (stanbkt.models.MultiPriors attribute), [1] (stanbkt.models.StandardPriors attribute), [1], [2] plot_dist() (in module stanbkt.plot), [1] plot_posterior_correctness() (in module stanbkt.plot), [1], [2] plot_trace() (in module stanbkt.plot), [1] posterior_summary() (in module stanbkt.utils), [1] predict() (stanbkt.models.BKTModelBase method), [1], [2] (stanbkt.models.MultiBKT method), [1], [2] (stanbkt.models.StandardBKT method), [1], [2]

predict_posterior() (in module stanbkt.models), [1] predict_posterior_draws() (stanbkt.models.BKTModelBase method), [1], [2] (stanbkt.models.MultiBKT method), [1], [2] (stanbkt.models.StandardBKT method), [1], [2] predict_posterior_stan() (stanbkt.models.BKTModelBase method), [1], [2] (stanbkt.models.MultiBKT method), [1], [2] (stanbkt.models.StandardBKT method), [1], [2] predict_posterior_summary() (stanbkt.models.BKTModelBase method), [1], [2] (stanbkt.models.MultiBKT method), [1], [2] (stanbkt.models.StandardBKT method), [1], [2] predict_smoothed() (stanbkt.models.BKTModelBase method), [1], [2] (stanbkt.models.MultiBKT method), [1], [2] (stanbkt.models.StandardBKT method), [1], [2] predict_smoothed_posterior_draws() (stanbkt.models.BKTModelBase method), [1], [2] (stanbkt.models.MultiBKT method), [1], [2] (stanbkt.models.StandardBKT method), [1], [2] predict_smoothed_posterior_stan() (stanbkt.models.BKTModelBase method), [1], [2] (stanbkt.models.MultiBKT method), [1], [2] (stanbkt.models.StandardBKT method), [1], [2] predict_smoothed_posterior_summary() (stanbkt.models.BKTModelBase method), [1], [2] (stanbkt.models.MultiBKT method), [1], [2] (stanbkt.models.StandardBKT method), [1], [2] PROBLEM_ID (stanbkt.utils.ColumnNames attribute), [1], [2] problem_ids (stanbkt.utils.KCData attribute), [1] psis_resample (stanbkt.fits.PFFitOptions attribute), [1], [2]

R

refresh (stanbkt.fits.PFFitOptions attribute), [1], [2]

require_converged (stanbkt.fits.VBFitOptions attribute), [1], [2] rmse() (in module stanbkt.utils), [1]

S

save() (stanbkt.models.BKTModelBase method), [1], [2] (stanbkt.models.MultiBKT method), [1], [2] (stanbkt.models.StandardBKT method), [1], [2] save_warmup (stanbkt.fits.MCMCFitOptions attribute), [1], [2] seed (stanbkt.fits.BaseFitOptions attribute), [1], [2] (stanbkt.fits.MCMCFitOptions attribute), [1], [2] (stanbkt.fits.MLEFitOptions attribute), [1], [2] (stanbkt.fits.PFFitOptions attribute), [1], [2] (stanbkt.fits.VBFitOptions attribute), [1], [2] set_verbosity() (stanbkt.fits.FitBase method), [1], [2] (stanbkt.fits.MCMCFit method), [1], [2] (stanbkt.fits.MLEFit method), [1], [2] (stanbkt.fits.PathfinderFit method), [1], [2] (stanbkt.fits.VBFit method), [1], [2] (stanbkt.models.BKTModelBase method), [1], [2] (stanbkt.models.MultiBKT method), [1], [2] (stanbkt.models.StandardBKT method), [1], [2] setup_cmdstanpy() (in module stanbkt.utils), [1], [2] show_console (stanbkt.fits.MCMCFitOptions attribute), [1], [2] (stanbkt.fits.PFFitOptions attribute), [1], [2] show_progress (stanbkt.fits.MCMCFitOptions attribute), [1], [2] sim_grouped_BKT() (in module stanbkt.utils), [1] sim_simple_BKT() (in module stanbkt.utils), [1] slip_mu (stanbkt.models.MultiPriors attribute), [1] (stanbkt.models.StandardPriors attribute), [1], [2] slip_std (stanbkt.models.MultiPriors attribute), [1] (stanbkt.models.StandardPriors attribute), [1], [2]

stanbkt.fits module stanbkt.models module stanbkt.plot module stanbkt.utils module STANDARD (stanbkt.models.ModelType attribute), [1] StandardBKT (class in stanbkt.models), [1], [2] StandardPriors (class in stanbkt.models), [1], [2] STUDENT_ID (stanbkt.utils.ColumnNames attribute), [1], [2] student_ids (stanbkt.utils.KCData attribute), [1] student_inter_dict (stanbkt.utils.KCData attribute), [1] summarize_draws() (in module stanbkt.utils), [1] summary() (stanbkt.fits.FitBase method), [1], [2] (stanbkt.fits.MCMCFit method), [1], [2] (stanbkt.fits.MLEFit method), [1], [2] (stanbkt.fits.PathfinderFit method), [1], [2] (stanbkt.fits.VBFit method), [1], [2] (stanbkt.models.BKTModelBase method), [1], [2] (stanbkt.models.MultiBKT method), [1], [2] (stanbkt.models.StandardBKT method), [1], [2] summary_parameter_names() (in module stanbkt.utils), [1] summary_percentiles (stanbkt.fits.FitMetadata attribute), [1]

T

thin (stanbkt.fits.MCMCFitOptions attribute), [1], [2] threads_per_chain (stanbkt.fits.MCMCFitOptions attribute), [1], [2] to_dict() (stanbkt.fits.BaseFitOptions method), [1], [2] (stanbkt.fits.MCMCFitOptions method), [1], [2] (stanbkt.fits.MLEFitOptions method), [1], [2] (stanbkt.fits.PFFitOptions method), [1], [2] (stanbkt.fits.VBFitOptions method), [1], [2] (stanbkt.models.MultiPriors method), [1] (stanbkt.models.StandardPriors method), [1], [2]

tol_grad (stanbkt.fits.MLEFitOptions attribute), [1], [2] (stanbkt.fits.PFFitOptions attribute), [1], [2] tol_obj (stanbkt.fits.MLEFitOptions attribute), [1], [2] (stanbkt.fits.PFFitOptions attribute), [1], [2] tol_param (stanbkt.fits.MLEFitOptions attribute), [1], [2] (stanbkt.fits.PFFitOptions attribute), [1], [2] tol_rel_grad (stanbkt.fits.MLEFitOptions attribute), [1], [2] (stanbkt.fits.PFFitOptions attribute), [1], [2] tol_rel_obj (stanbkt.fits.MLEFitOptions attribute), [1], [2] (stanbkt.fits.PFFitOptions attribute), [1], [2]

U

unpack_model_archive() (in module stanbkt.utils)

use_defaults (stanbkt.models.MultiPriors attribute), [1] (stanbkt.models.StandardPriors attribute), [1], [2]

V

validate_data() (in module stanbkt.utils), [1] VB (stanbkt.fits.FitMethod attribute), [1], [2] VBFit (class in stanbkt.fits), [1], [2]

VBFitOptions (class in stanbkt.fits), [1], [2] VerbosityLevel (class in stanbkt.utils), [1], [2] verify_fit_options_compatibility() (stanbkt.fits.FitFactory static method), [1]

W

WARN (stanbkt.utils.VerbosityLevel attribute), [1], [2]

with_traceback() (stanbkt.models.FitMethodMismatchError method)