Index

A

add_qidx() (in module pykt.preprocess.split_datasets) addressing() (pykt.models.skvmn.DKVMNHeadGroup static method) AKT (class in pykt.models.akt) AKTQue (class in pykt.models.akt_que) AKTQueNet (class in pykt.models.akt_que) Architecture (class in pykt.models.akt) (class in pykt.models.akt_que)

ATKT (class in pykt.models.atkt) attention() (in module pykt.models.akt) (in module pykt.models.akt_que) (pykt.models.skvmn.DKVMN method) attention_module() (pykt.models.atkt.ATKT method)

B

base_emb() (pykt.models.akt.AKT method) (pykt.models.akt_que.AKTQueNet method) (pykt.models.sakt.SAKT method) batch (pykt.models.akt.Dim attribute) (pykt.models.akt_que.Dim attribute)

batch_data_to_device() (in module pykt.models.iekt_utils) batch_norm() (pykt.models.gkt.MLP method) batch_to_device() (pykt.models.que_base_model.QueBaseModel method) Blocks (class in pykt.models.sakt) build_dense_graph() (in module pykt.models.gkt_utils) build_transition_graph() (in module pykt.models.gkt_utils)

C

cal_loss() (in module pykt.models.train_model) cal_predres() (in module pykt.models.evaluate_model) calC() (in module pykt.models.evaluate_model) (pykt.datasets.dkt_forget_dataloader.DktForgetDataset method) calStatistics() (in module pykt.preprocess.split_datasets) change2timestamp() (in module pykt.preprocess.statics2011_preprocess) (in module pykt.preprocess.utils)

check_sweep_by_pattern() (pykt.utils.wandb_utils.WandbUtils method) check_sweep_early_stop() (pykt.utils.wandb_utils.WandbUtils method) CIntegration (class in pykt.models.dkt_forget) compile() (pykt.models.que_base_model.QueBaseModel method) concept_to_question() (in module pykt.preprocess.utils) CosinePositionalEmbedding (class in pykt.models.akt) (class in pykt.models.akt_que)

D

debug_print() (in module pykt.utils.utils) Decoder_block (class in pykt.models.saint) (class in pykt.models.saint_plus_plus) Dim (class in pykt.models.akt) (class in pykt.models.akt_que) DKT (class in pykt.models.dkt) DKTForget (class in pykt.models.dkt_forget)

DktForgetDataset (class in pykt.datasets.dkt_forget_dataloader) DKTPlus (class in pykt.models.dkt_plus) DKTQue (class in pykt.models.dkt_que) DKTQueNet (class in pykt.models.dkt_que) DKVMN (class in pykt.models.dkvmn) (class in pykt.models.skvmn) DKVMNHeadGroup (class in pykt.models.skvmn)

E

early_fusion() (in module pykt.models.evaluate_model) effective_fusion() (in module pykt.models.evaluate_model) encode_knowledge() (pykt.models.kqn.KQN method) encode_skills() (pykt.models.kqn.KQN method) Encoder_block (class in pykt.models.saint) (class in pykt.models.saint_plus_plus) EraseAddGate (class in pykt.models.gkt)

evaluate() (in module pykt.models.evaluate_model) (pykt.models.que_base_model.QueBaseModel method) evaluate_multi_ahead() (pykt.models.que_base_model.QueBaseModel method) evaluate_question() (in module pykt.models.evaluate_model) evaluate_splitpred_question() (in module pykt.models.evaluate_model) expand_question() (in module pykt.preprocess.split_datasets) extend_multi_concepts() (in module pykt.preprocess.split_datasets)

F

feature (pykt.models.akt.Dim attribute) (pykt.models.akt_que.Dim attribute) format_list2str() (in module pykt.preprocess.utils) forward() (pykt.models.akt.AKT method) (pykt.models.akt.Architecture method) (pykt.models.akt.CosinePositionalEmbedding method) (pykt.models.akt.LearnablePositionalEmbedding method) (pykt.models.akt.MultiHeadAttention method) (pykt.models.akt.TransformerLayer method) (pykt.models.akt_que.AKTQueNet method) (pykt.models.akt_que.Architecture method) (pykt.models.akt_que.CosinePositionalEmbedding method) (pykt.models.akt_que.LearnablePositionalEmbedding method) (pykt.models.akt_que.MultiHeadAttention method) (pykt.models.akt_que.TransformerLayer method) (pykt.models.atkt.ATKT method) (pykt.models.dkt.DKT method) (pykt.models.dkt_forget.CIntegration method) (pykt.models.dkt_forget.DKTForget method) (pykt.models.dkt_plus.DKTPlus method) (pykt.models.dkt_que.DKTQueNet method) (pykt.models.dkvmn.DKVMN method) (pykt.models.gkt.EraseAddGate method) (pykt.models.gkt.GKT method) (pykt.models.gkt.MLP method) (pykt.models.hawkes.HawkesKT method) (pykt.models.iekt_ce.IEKTNet method) (pykt.models.iekt_utils.funcs method) (pykt.models.iekt_utils.funcsgru method) (pykt.models.iekt_utils.mygru method) (pykt.models.kqn.KQN method) (pykt.models.lpkt.LPKT method) (pykt.models.que_base_model.QueEmb method) (pykt.models.saint.Decoder_block method) (pykt.models.saint.Encoder_block method) (pykt.models.saint.SAINT method) (pykt.models.saint_plus_plus.Decoder_block method) (pykt.models.saint_plus_plus.Encoder_block method) (pykt.models.saint_plus_plus.SAINT method) (pykt.models.sakt.Blocks method) (pykt.models.sakt.SAKT method) (pykt.models.skvmn.DKVMN method) (pykt.models.skvmn.DKVMNHeadGroup method) (pykt.models.skvmn.SKVMN method) (pykt.models.utils.transformer_FFN method)

funcs (class in pykt.models.iekt_utils) funcsgru (class in pykt.models.iekt_utils)

G

generate_qmatrix() (in module pykt.models.lpkt_utils) generate_question_sequences() (in module pykt.preprocess.split_datasets) generate_sequences() (in module pykt.preprocess.split_datasets) (in module pykt.preprocess.split_datasets_que) generate_time2idx() (in module pykt.datasets.lpkt_utils) generate_window_sequences() (in module pykt.preprocess.split_datasets) (in module pykt.preprocess.split_datasets_que) get_avg_skill_emb() (pykt.models.que_base_model.QueEmb method) get_clones() (in module pykt.models.utils) get_cur_teststart() (in module pykt.models.evaluate_model) get_df() (pykt.utils.wandb_utils.WandbUtils method) get_df_from_row() (in module pykt.preprocess.utils) get_gkt_graph() (in module pykt.models.gkt_utils) get_info_dkt_forget() (in module pykt.models.evaluate_model)

get_inter_qidx() (in module pykt.preprocess.split_datasets) get_loss() (pykt.models.que_base_model.QueBaseModel method) get_max_concepts() (in module pykt.preprocess.split_datasets) get_multi_df() (pykt.utils.wandb_utils.WandbUtils method) get_now_time() (in module pykt.utils.utils) get_ques_representation() (pykt.models.iekt.IEKTNet method) (pykt.models.iekt_ce.IEKTNet method) get_runs_result() (in module pykt.utils.wandb_utils) get_skill_multi_hot() (pykt.datasets.que_data_loader.KTQueDataset method) get_sweep_dict() (pykt.utils.wandb_utils.WandbUtils method) get_sweep_run_num() (pykt.utils.wandb_utils.WandbUtils method) get_sweep_status() (pykt.utils.wandb_utils.WandbUtils method) get_user_inters() (in module pykt.preprocess.nips_task34_preprocess) GKT (class in pykt.models.gkt) group_fusion() (in module pykt.models.evaluate_model)

H

HawkesKT (class in pykt.models.hawkes)

I

id_mapping() (in module pykt.preprocess.split_datasets) id_mapping_que() (in module pykt.preprocess.split_datasets_que) IEKT (class in pykt.models.iekt) IEKTCE (class in pykt.models.iekt_ce) IEKTNet (class in pykt.models.iekt) (class in pykt.models.iekt_ce)

init_dataset4train() (in module pykt.datasets.init_dataset) init_hidden() (pykt.models.kqn.KQN method) init_model() (in module pykt.models.init_model) init_test_datasets() (in module pykt.datasets.init_dataset) init_weights() (pykt.models.gkt.MLP method) (pykt.models.hawkes.HawkesKT static method)

K

KFold_split() (in module pykt.preprocess.split_datasets) KQN (class in pykt.models.kqn)

KTDataset (class in pykt.datasets.data_loader) KTQueDataset (class in pykt.datasets.que_data_loader)

L

late_fusion() (in module pykt.models.evaluate_model) LearnablePositionalEmbedding (class in pykt.models.akt) (class in pykt.models.akt_que) load_model() (in module pykt.models.init_model) (pykt.models.que_base_model.QueBaseModel method) load_nips_data() (in module pykt.preprocess.nips_task34_preprocess)

load_q2c() (in module pykt.preprocess.junyi2015_preprocess) log2() (in module pykt.models.evaluate_model) (pykt.datasets.dkt_forget_dataloader.DktForgetDataset method) LPKT (class in pykt.models.lpkt) LPKTDataset (class in pykt.datasets.lpkt_dataloader) lt_mask() (in module pykt.models.utils)

M

main() (in module pykt.preprocess.split_datasets) (in module pykt.preprocess.split_datasets_que) MLP (class in pykt.models.gkt) model_forward() (in module pykt.models.train_model) module pykt pykt.datasets pykt.datasets.data_loader pykt.datasets.dkt_forget_dataloader pykt.datasets.init_dataset pykt.datasets.lpkt_dataloader pykt.datasets.lpkt_utils pykt.datasets.que_data_loader pykt.models pykt.models.akt pykt.models.akt_que pykt.models.atkt pykt.models.dkt pykt.models.dkt_forget pykt.models.dkt_plus pykt.models.dkt_que pykt.models.dkvmn pykt.models.evaluate_model pykt.models.gkt pykt.models.gkt_utils pykt.models.hawkes pykt.models.iekt pykt.models.iekt_ce pykt.models.iekt_utils pykt.models.init_model pykt.models.kqn pykt.models.lpkt pykt.models.lpkt_utils pykt.models.que_base_model pykt.models.saint pykt.models.saint_plus_plus pykt.models.sakt pykt.models.skvmn pykt.models.train_model pykt.models.utils pykt.preprocess pykt.preprocess.algebra2005_preprocess pykt.preprocess.assist2009_preprocess pykt.preprocess.assist2012_preprocess pykt.preprocess.assist2015_preprocess pykt.preprocess.assist2017_preprocess pykt.preprocess.bridge2algebra2006_preprocess pykt.preprocess.data_proprocess pykt.preprocess.junyi2015_preprocess pykt.preprocess.nips_task34_preprocess pykt.preprocess.poj_preprocess pykt.preprocess.slepemapy_preprocess pykt.preprocess.split_datasets pykt.preprocess.split_datasets_que pykt.preprocess.statics2011_preprocess pykt.preprocess.utils pykt.utils pykt.utils.utils pykt.utils.wandb_utils

MultiHeadAttention (class in pykt.models.akt) (class in pykt.models.akt_que) mygru (class in pykt.models.iekt_utils)

O

obtain_v() (pykt.models.iekt.IEKTNet method) (pykt.models.iekt_ce.IEKTNet method)

one_row_concept_to_question() (in module pykt.preprocess.utils)

P

pad_zero() (pykt.models.akt.MultiHeadAttention method) pi_cog_func() (pykt.models.iekt.IEKTNet method) (pykt.models.iekt_ce.IEKTNet method) pi_sens_func() (pykt.models.iekt.IEKTNet method) (pykt.models.iekt_ce.IEKTNet method) pos_encode() (in module pykt.models.utils) predict() (pykt.models.que_base_model.QueBaseModel method) predict_each_group() (in module pykt.models.evaluate_model) predict_each_group2() (in module pykt.models.evaluate_model) predict_one_step() (pykt.models.akt_que.AKTQue method) (pykt.models.dkt_que.DKTQue method) (pykt.models.iekt.IEKT method) (pykt.models.iekt_ce.IEKTCE method) (pykt.models.que_base_model.QueBaseModel method) prepare_data() (in module pykt.models.evaluate_model) printparams() (pykt.models.hawkes.HawkesKT method) process_raw_data() (in module pykt.preprocess.data_proprocess) pykt module pykt.datasets module pykt.datasets.data_loader module pykt.datasets.dkt_forget_dataloader module pykt.datasets.init_dataset module pykt.datasets.lpkt_dataloader module pykt.datasets.lpkt_utils module pykt.datasets.que_data_loader module pykt.models module pykt.models.akt module pykt.models.akt_que module pykt.models.atkt module pykt.models.dkt module pykt.models.dkt_forget module pykt.models.dkt_plus module pykt.models.dkt_que module pykt.models.dkvmn module pykt.models.evaluate_model module pykt.models.gkt module pykt.models.gkt_utils module pykt.models.hawkes module pykt.models.iekt module pykt.models.iekt_ce module

pykt.models.iekt_utils module pykt.models.init_model module pykt.models.kqn module pykt.models.lpkt module pykt.models.lpkt_utils module pykt.models.que_base_model module pykt.models.saint module pykt.models.saint_plus_plus module pykt.models.sakt module pykt.models.skvmn module pykt.models.train_model module pykt.models.utils module pykt.preprocess module pykt.preprocess.algebra2005_preprocess module pykt.preprocess.assist2009_preprocess module pykt.preprocess.assist2012_preprocess module pykt.preprocess.assist2015_preprocess module pykt.preprocess.assist2017_preprocess module pykt.preprocess.bridge2algebra2006_preprocess module pykt.preprocess.data_proprocess module pykt.preprocess.junyi2015_preprocess module pykt.preprocess.nips_task34_preprocess module pykt.preprocess.poj_preprocess module pykt.preprocess.slepemapy_preprocess module pykt.preprocess.split_datasets module pykt.preprocess.split_datasets_que module pykt.preprocess.statics2011_preprocess module pykt.preprocess.utils module pykt.utils module pykt.utils.utils module pykt.utils.wandb_utils module

Q

QueBaseModel (class in pykt.models.que_base_model)

QueEmb (class in pykt.models.que_base_model)

R

read() (pykt.models.skvmn.DKVMN method) (pykt.models.skvmn.DKVMNHeadGroup method) read_data() (in module pykt.preprocess.split_datasets) read_data_from_csv() (in module pykt.preprocess.algebra2005_preprocess) (in module pykt.preprocess.assist2009_preprocess) (in module pykt.preprocess.assist2012_preprocess) (in module pykt.preprocess.assist2015_preprocess) (in module pykt.preprocess.assist2017_preprocess) (in module pykt.preprocess.bridge2algebra2006_preprocess) (in module pykt.preprocess.junyi2015_preprocess) (in module pykt.preprocess.nips_task34_preprocess) (in module pykt.preprocess.poj_preprocess) (in module pykt.preprocess.slepemapy_preprocess) (in module pykt.preprocess.statics2011_preprocess)

replace_text() (in module pykt.preprocess.utils) reset() (pykt.models.akt.AKT method) (pykt.models.akt_que.AKTQueNet method) reset_parameters() (pykt.models.gkt.EraseAddGate method)

S

SAINT (class in pykt.models.saint) (class in pykt.models.saint_plus_plus) SAKT (class in pykt.models.sakt) save_cur_predict_result() (in module pykt.models.evaluate_model) save_currow_question_res() (in module pykt.models.evaluate_model) save_dcur() (in module pykt.preprocess.split_datasets) save_each_question_res() (in module pykt.models.evaluate_model)

save_id2idx() (in module pykt.preprocess.split_datasets) (in module pykt.preprocess.split_datasets_que) save_question_res() (in module pykt.models.evaluate_model) seq (pykt.models.akt.Dim attribute) (pykt.models.akt_que.Dim attribute) set_seed() (in module pykt.utils.utils) SKVMN (class in pykt.models.skvmn) sta_infos() (in module pykt.preprocess.utils)

T

train() (pykt.models.que_base_model.QueBaseModel method) train_model() (in module pykt.models.train_model) train_one_step() (pykt.models.akt_que.AKTQue method) (pykt.models.dkt_que.DKTQue method) (pykt.models.iekt.IEKT method) (pykt.models.iekt_ce.IEKTCE method) (pykt.models.que_base_model.QueBaseModel method) train_test_split() (in module pykt.preprocess.split_datasets) training (pykt.models.akt.AKT attribute) (pykt.models.akt.Architecture attribute) (pykt.models.akt.CosinePositionalEmbedding attribute) (pykt.models.akt.LearnablePositionalEmbedding attribute) (pykt.models.akt.MultiHeadAttention attribute) (pykt.models.akt.TransformerLayer attribute) (pykt.models.akt_que.AKTQue attribute) (pykt.models.akt_que.AKTQueNet attribute) (pykt.models.akt_que.Architecture attribute) (pykt.models.akt_que.CosinePositionalEmbedding attribute) (pykt.models.akt_que.LearnablePositionalEmbedding attribute) (pykt.models.akt_que.MultiHeadAttention attribute) (pykt.models.akt_que.TransformerLayer attribute) (pykt.models.atkt.ATKT attribute) (pykt.models.dkt.DKT attribute) (pykt.models.dkt_forget.CIntegration attribute) (pykt.models.dkt_forget.DKTForget attribute) (pykt.models.dkt_plus.DKTPlus attribute) (pykt.models.dkt_que.DKTQue attribute) (pykt.models.dkt_que.DKTQueNet attribute) (pykt.models.dkvmn.DKVMN attribute) (pykt.models.gkt.EraseAddGate attribute) (pykt.models.gkt.GKT attribute) (pykt.models.gkt.MLP attribute) (pykt.models.hawkes.HawkesKT attribute) (pykt.models.iekt.IEKT attribute) (pykt.models.iekt.IEKTNet attribute) (pykt.models.iekt_ce.IEKTCE attribute) (pykt.models.iekt_ce.IEKTNet attribute) (pykt.models.iekt_utils.funcs attribute) (pykt.models.iekt_utils.funcsgru attribute) (pykt.models.iekt_utils.mygru attribute) (pykt.models.kqn.KQN attribute) (pykt.models.lpkt.LPKT attribute) (pykt.models.que_base_model.QueBaseModel attribute) (pykt.models.que_base_model.QueEmb attribute) (pykt.models.saint.Decoder_block attribute) (pykt.models.saint.Encoder_block attribute) (pykt.models.saint.SAINT attribute) (pykt.models.saint_plus_plus.Decoder_block attribute) (pykt.models.saint_plus_plus.Encoder_block attribute) (pykt.models.saint_plus_plus.SAINT attribute) (pykt.models.sakt.Blocks attribute) (pykt.models.sakt.SAKT attribute) (pykt.models.skvmn.DKVMN attribute) (pykt.models.skvmn.DKVMNHeadGroup attribute) (pykt.models.skvmn.SKVMN attribute) (pykt.models.utils.transformer_FFN attribute)

transformer_FFN (class in pykt.models.utils) TransformerLayer (class in pykt.models.akt) (class in pykt.models.akt_que) triangular_layer() (pykt.models.skvmn.SKVMN method)

U

update_gap() (in module pykt.datasets.init_dataset) update_state() (pykt.models.iekt.IEKTNet method) (pykt.models.iekt_ce.IEKTNet method)

ut_mask() (in module pykt.models.utils) (pykt.models.skvmn.SKVMN method)

W

WandbUtils (class in pykt.utils.wandb_utils) write() (pykt.models.skvmn.DKVMN method) (pykt.models.skvmn.DKVMNHeadGroup method)

write_config() (in module pykt.preprocess.split_datasets) write_txt() (in module pykt.preprocess.utils)