Index

A

AbstractEpochSampler (class in pydrobert.torch.data) add_entry() (pydrobert.torch.training.TrainingStateController method) as_bool() (in module pydrobert.torch.argcheck) as_closed01() (in module pydrobert.torch.argcheck) as_dir() (in module pydrobert.torch.argcheck) as_file() (in module pydrobert.torch.argcheck) as_float() (in module pydrobert.torch.argcheck) as_int() (in module pydrobert.torch.argcheck) as_nat() (in module pydrobert.torch.argcheck) as_negf() (in module pydrobert.torch.argcheck) as_negi() (in module pydrobert.torch.argcheck)

as_nonnegf() (in module pydrobert.torch.argcheck) as_nonnegi() (in module pydrobert.torch.argcheck) as_nonposf() (in module pydrobert.torch.argcheck) as_nonposi() (in module pydrobert.torch.argcheck) as_open01() (in module pydrobert.torch.argcheck) as_path() (in module pydrobert.torch.argcheck) as_path_dir() (in module pydrobert.torch.argcheck) as_path_file() (in module pydrobert.torch.argcheck) as_posf() (in module pydrobert.torch.argcheck) as_posi() (in module pydrobert.torch.argcheck) as_str() (in module pydrobert.torch.argcheck) as_tensor() (in module pydrobert.torch.argcheck)

B

base_seed (pydrobert.torch.data.EpochRandomSampler attribute) batch_size (pydrobert.torch.lightning.LitSpectDataModule property) beam_search_advance() (in module pydrobert.torch.functional)

BeamSearch (class in pydrobert.torch.modules) BinaryCardinalityConstraint (class in pydrobert.torch.distributions) binomial_coefficient() (in module pydrobert.torch.functional) BucketBatchSampler (class in pydrobert.torch.data)

C

chunk_by_slices() (in module pydrobert.torch.functional) chunk_token_sequences_by_slices() (in module pydrobert.torch.functional) ChunkBySlices (class in pydrobert.torch.modules) ChunkTokenSequencesBySlices (class in pydrobert.torch.modules) clear_cache() (pydrobert.torch.distributions.SequentialLanguageModelDistribution method) clog_prob() (pydrobert.torch.distributions.ConditionalStraightThrough method) ConcatSoftAttention (class in pydrobert.torch.modules) ConditionalStraightThrough (class in pydrobert.torch.distributions) context_window_seq_to_batch() (in module pydrobert.torch.data)

ContextWindowDataLoader (class in pydrobert.torch.data) ContextWindowDataLoaderParams (class in pydrobert.torch.data) ContextWindowDataParams (class in pydrobert.torch.data) ContextWindowDataSet (class in pydrobert.torch.data) continue_training() (pydrobert.torch.training.TrainingStateController method) csample() (pydrobert.torch.distributions.ConditionalStraightThrough method) ctc_greedy_search() (in module pydrobert.torch.functional) ctc_prefix_search_advance() (in module pydrobert.torch.functional) CTCGreedySearch (class in pydrobert.torch.modules) CTCPrefixSearch (class in pydrobert.torch.modules)

D

DataLoaderParams (class in pydrobert.torch.data) DEFT_ALI_SUBDIR (in module pydrobert.torch.config) DEFT_CHUNK_SIZE (in module pydrobert.torch.config) DEFT_CTM_CHANNEL (in module pydrobert.torch.config) DEFT_DEL_COST (in module pydrobert.torch.config) DEFT_FEAT_SUBDIR (in module pydrobert.torch.config) DEFT_FILE_PREFIX (in module pydrobert.torch.config) DEFT_FILE_SUFFIX (in module pydrobert.torch.config) DEFT_FLOAT_PRINT_PRECISION (in module pydrobert.torch.config) DEFT_FRAME_SHIFT_MS (in module pydrobert.torch.config) DEFT_HYP_SUBDIR (in module pydrobert.torch.config) DEFT_INS_COST (in module pydrobert.torch.config) DEFT_NUM_WORKERS (in module pydrobert.torch.config)

DEFT_PAD_VALUE (in module pydrobert.torch.config) DEFT_PDFS_SUBDIR (in module pydrobert.torch.config) DEFT_REF_SUBDIR (in module pydrobert.torch.config) DEFT_SUB_COST (in module pydrobert.torch.config) DEFT_TEXTGRID_SUFFIX (in module pydrobert.torch.config) DEFT_TEXTGRID_TIER_ID (in module pydrobert.torch.config) DEFT_TEXTGRID_TIER_NAME (in module pydrobert.torch.config) delete_model_and_optimizer_for_epoch() (pydrobert.torch.training.TrainingStateController method) dense_image_warp() (in module pydrobert.torch.functional) DenseImageWarp (class in pydrobert.torch.modules) Density (class in pydrobert.torch.distributions) DirectEstimator (class in pydrobert.torch.estimators) DotProductSoftAttention (class in pydrobert.torch.modules) DynamicLengthDataLoaderParams (class in pydrobert.torch.data)

E

edit_distance() (in module pydrobert.torch.functional) EditDistance (class in pydrobert.torch.modules) enumerate_binary_sequences() (in module pydrobert.torch.functional) enumerate_binary_sequences_with_cardinality() (in module pydrobert.torch.functional) enumerate_vocab_sequences() (in module pydrobert.torch.functional) EnumerateEstimator (class in pydrobert.torch.estimators) epoch (pydrobert.torch.data.AbstractEpochSampler attribute) (pydrobert.torch.data.ContextWindowDataLoader property) (pydrobert.torch.data.LangDataLoader property) (pydrobert.torch.data.SpectDataLoader property)

EpochRandomSampler (class in pydrobert.torch.data) EpochSequentialSampler (class in pydrobert.torch.data) EPS_0 (in module pydrobert.torch.config) EPS_INF (in module pydrobert.torch.config) EPS_NINF (in module pydrobert.torch.config) error_rate() (in module pydrobert.torch.functional) ErrorRate (class in pydrobert.torch.modules) Estimator (class in pydrobert.torch.estimators) extract_window() (in module pydrobert.torch.data) ExtractableSequentialLanguageModel (class in pydrobert.torch.modules) ExtractableShallowFusionLanguageModel (class in pydrobert.torch.modules)

F

feat_deltas() (in module pydrobert.torch.functional) feat_size (pydrobert.torch.lightning.LitSpectDataModule property) FeatureDeltas (class in pydrobert.torch.modules)

fill_after_eos() (in module pydrobert.torch.functional) FillAfterEndOfSequence (class in pydrobert.torch.modules) find_initial_sample() (pydrobert.torch.estimators.IndependentMetropolisHastingsEstimator method) find_utt_ids() (pydrobert.torch.data.SpectDataSet method)

G

GeneralizedDotProductSoftAttention (class in pydrobert.torch.modules) get_best_epoch() (pydrobert.torch.training.TrainingStateController method) get_info() (pydrobert.torch.training.TrainingStateController method) get_info_dict_value() (pydrobert.torch.lightning.LitSpectDataModule method) get_last_epoch() (pydrobert.torch.training.TrainingStateController method) get_samples_for_epoch() (pydrobert.torch.data.AbstractEpochSampler method)

get_samples_for_epoch_ignoring_distributed() (pydrobert.torch.data.AbstractEpochSampler method) get_tunable() (pydrobert.torch.data.ContextWindowDataParams class method) (pydrobert.torch.data.DataLoaderParams class method) (pydrobert.torch.training.TrainingStateParams class method) GlobalSoftAttention (class in pydrobert.torch.modules) GumbelOneHotCategorical (class in pydrobert.torch.distributions) GumbelOneHotCategoricalRebarControlVariate (class in pydrobert.torch.modules)

H

hard_optimal_completion_distillation_loss() (in module pydrobert.torch.functional)

HardOptimalCompletionDistillationLoss (class in pydrobert.torch.modules) has_ndim() (in module pydrobert.torch.argcheck)

I

ImportanceSamplingEstimator (class in pydrobert.torch.estimators) IndependentMetropolisHastingsEstimator (class in pydrobert.torch.estimators) INDEX_PAD_VALUE (in module pydrobert.torch.config) is_a() (in module pydrobert.torch.argcheck) is_bool() (in module pydrobert.torch.argcheck) is_btw() (in module pydrobert.torch.argcheck) is_btw_closed() (in module pydrobert.torch.argcheck) is_btw_closedf() (in module pydrobert.torch.argcheck) is_btw_closedi() (in module pydrobert.torch.argcheck) is_btw_closedt() (in module pydrobert.torch.argcheck) is_btw_open() (in module pydrobert.torch.argcheck) is_btw_openf() (in module pydrobert.torch.argcheck) is_btw_openi() (in module pydrobert.torch.argcheck) is_btw_opent() (in module pydrobert.torch.argcheck) is_btwf() (in module pydrobert.torch.argcheck) is_btwi() (in module pydrobert.torch.argcheck) is_btwt() (in module pydrobert.torch.argcheck) is_closed01() (in module pydrobert.torch.argcheck) is_closed01f() (in module pydrobert.torch.argcheck) is_closed01i() (in module pydrobert.torch.argcheck) is_closed01t() (in module pydrobert.torch.argcheck) is_dir() (in module pydrobert.torch.argcheck) is_equal() (in module pydrobert.torch.argcheck) is_equalf() (in module pydrobert.torch.argcheck) is_equali() (in module pydrobert.torch.argcheck) is_equalt() (in module pydrobert.torch.argcheck) is_exactly() (in module pydrobert.torch.argcheck) is_file() (in module pydrobert.torch.argcheck) is_float() (in module pydrobert.torch.argcheck) is_gt() (in module pydrobert.torch.argcheck) is_gte() (in module pydrobert.torch.argcheck) is_gtef() (in module pydrobert.torch.argcheck) is_gtei() (in module pydrobert.torch.argcheck) is_gtet() (in module pydrobert.torch.argcheck) is_gtf() (in module pydrobert.torch.argcheck) is_gti() (in module pydrobert.torch.argcheck) is_gtt() (in module pydrobert.torch.argcheck)

is_in() (in module pydrobert.torch.argcheck) is_int() (in module pydrobert.torch.argcheck) is_lt() (in module pydrobert.torch.argcheck) is_lte() (in module pydrobert.torch.argcheck) is_ltef() (in module pydrobert.torch.argcheck) is_ltei() (in module pydrobert.torch.argcheck) is_ltet() (in module pydrobert.torch.argcheck) is_ltf() (in module pydrobert.torch.argcheck) is_lti() (in module pydrobert.torch.argcheck) is_ltt() (in module pydrobert.torch.argcheck) is_nat() (in module pydrobert.torch.argcheck) is_neg() (in module pydrobert.torch.argcheck) is_negf() (in module pydrobert.torch.argcheck) is_negi() (in module pydrobert.torch.argcheck) is_negt() (in module pydrobert.torch.argcheck) is_nonempty() (in module pydrobert.torch.argcheck) is_nonneg() (in module pydrobert.torch.argcheck) is_nonnegf() (in module pydrobert.torch.argcheck) is_nonnegi() (in module pydrobert.torch.argcheck) is_nonnegt() (in module pydrobert.torch.argcheck) is_nonpos() (in module pydrobert.torch.argcheck) is_nonposf() (in module pydrobert.torch.argcheck) is_nonposi() (in module pydrobert.torch.argcheck) is_nonpost() (in module pydrobert.torch.argcheck) is_numlike() (in module pydrobert.torch.argcheck) is_open01() (in module pydrobert.torch.argcheck) is_open01f() (in module pydrobert.torch.argcheck) is_open01i() (in module pydrobert.torch.argcheck) is_open01t() (in module pydrobert.torch.argcheck) is_path() (in module pydrobert.torch.argcheck) is_pos() (in module pydrobert.torch.argcheck) is_posf() (in module pydrobert.torch.argcheck) is_posi() (in module pydrobert.torch.argcheck) is_post() (in module pydrobert.torch.argcheck) is_str() (in module pydrobert.torch.argcheck) is_tensor() (in module pydrobert.torch.argcheck) is_token() (in module pydrobert.torch.argcheck)

L

lang_seq_to_batch() (in module pydrobert.torch.data) LangDataLoader (class in pydrobert.torch.data) LangDataLoaderParams (class in pydrobert.torch.data) LangDataParams (class in pydrobert.torch.data) LitDataModule (class in pydrobert.torch.lightning) LitDataModuleParams (class in pydrobert.torch.lightning) LitDataModuleParamsMetaclass (class in pydrobert.torch.lightning)

LitSpectDataModule (class in pydrobert.torch.lightning) LitSpectDataModuleParams (class in pydrobert.torch.lightning) load_model_and_optimizer_for_epoch() (pydrobert.torch.training.TrainingStateController method) load_model_for_epoch() (pydrobert.torch.training.TrainingStateController method) LogisticBernoulli (class in pydrobert.torch.distributions) LogisticBernoulliRebarControlVariate (class in pydrobert.torch.modules) LookupLanguageModel (class in pydrobert.torch.modules)

M

max_ali_class() (pydrobert.torch.lightning.LitSpectDataModule method) max_ref_class (pydrobert.torch.lightning.LitSpectDataModule property) mean_var_norm() (in module pydrobert.torch.functional) MeanVarianceNormalization (class in pydrobert.torch.modules) minimum_error_rate_loss() (in module pydrobert.torch.functional) MinimumErrorRateLoss (class in pydrobert.torch.modules) MixableSequentialLanguageModel (class in pydrobert.torch.modules) MixableShallowFusionLanguageModel (class in pydrobert.torch.modules) module pydrobert.torch.argcheck pydrobert.torch.config pydrobert.torch.data pydrobert.torch.distributions pydrobert.torch.estimators pydrobert.torch.functional pydrobert.torch.lightning pydrobert.torch.modules pydrobert.torch.training

MonteCarloEstimator (class in pydrobert.torch.estimators) MultiHeadedAttention (class in pydrobert.torch.modules)

N

num_filts (pydrobert.torch.lightning.LitSpectDataModule property)

num_workers (pydrobert.torch.lightning.LitDataModule property)

O

optimal_completion() (in module pydrobert.torch.functional)

OptimalCompletion (class in pydrobert.torch.modules)

P

pad_masked_sequence() (in module pydrobert.torch.functional) pad_variable() (in module pydrobert.torch.functional) PadMaskedSequence (class in pydrobert.torch.modules) PadVariable (class in pydrobert.torch.modules) parse_arpa_lm() (in module pydrobert.torch.data) pclass (pydrobert.torch.lightning.LitDataModuleParams attribute) (pydrobert.torch.lightning.LitSpectDataModule attribute) (pydrobert.torch.lightning.LitSpectDataModuleParams attribute) pin_memory (pydrobert.torch.lightning.LitDataModule property) polyharmonic_spline() (in module pydrobert.torch.functional) PolyharmonicSpline (class in pydrobert.torch.modules) prefix_edit_distances() (in module pydrobert.torch.functional) prefix_error_rates() (in module pydrobert.torch.functional) PrefixEditDistances (class in pydrobert.torch.modules) PrefixErrorRates (class in pydrobert.torch.modules) pydrobert.torch.argcheck module

pydrobert.torch.config module pydrobert.torch.data module pydrobert.torch.distributions module pydrobert.torch.estimators module pydrobert.torch.functional module pydrobert.torch.lightning module pydrobert.torch.modules module pydrobert.torch.training module

R

random_shift() (in module pydrobert.torch.functional) random_walk_advance() (in module pydrobert.torch.functional) RandomShift (class in pydrobert.torch.modules) RandomWalk (class in pydrobert.torch.modules) read_ctm() (in module pydrobert.torch.data)

read_textgrid() (in module pydrobert.torch.data) read_trn() (in module pydrobert.torch.data) read_trn_iter() (in module pydrobert.torch.data) RelaxEstimator (class in pydrobert.torch.estimators) ReparameterizationEstimator (class in pydrobert.torch.estimators)

S

save_info_to_hist() (pydrobert.torch.training.TrainingStateController method) save_model_and_optimizer_with_info() (pydrobert.torch.training.TrainingStateController method) sequence_log_probs() (in module pydrobert.torch.functional) SequenceLogProbabilities (class in pydrobert.torch.modules) SequentialLanguageModel (class in pydrobert.torch.modules) SequentialLanguageModelDistribution (class in pydrobert.torch.distributions) ShallowFusionLanguageModel (class in pydrobert.torch.modules) simple_random_sampling_without_replacement() (in module pydrobert.torch.functional) SimpleRandomSamplingWithoutReplacement (class in pydrobert.torch.distributions) slice_spect_data() (in module pydrobert.torch.functional) SliceSpectData (class in pydrobert.torch.modules) sparse_image_warp() (in module pydrobert.torch.functional) SparseImageWarp (class in pydrobert.torch.modules) spec_augment() (in module pydrobert.torch.functional)

spec_augment_apply_parameters() (in module pydrobert.torch.functional) spec_augment_draw_parameters() (in module pydrobert.torch.functional) SpecAugment (class in pydrobert.torch.modules) spect_seq_to_batch() (in module pydrobert.torch.data) SpectDataLoader (class in pydrobert.torch.data) SpectDataLoaderParams (class in pydrobert.torch.data) SpectDataParams (class in pydrobert.torch.data) SpectDataSet (class in pydrobert.torch.data) StraightThrough (class in pydrobert.torch.distributions) StraightThroughEstimator (class in pydrobert.torch.estimators) suggest_params() (pydrobert.torch.data.ContextWindowDataParams class method) (pydrobert.torch.data.DataLoaderParams class method) (pydrobert.torch.data.SpectDataParams class method) (pydrobert.torch.training.TrainingStateParams class method)

T

threshold() (pydrobert.torch.distributions.StraightThrough method) time_distributed_return() (in module pydrobert.torch.functional) TimeDistributedReturn (class in pydrobert.torch.modules) TINY (in module pydrobert.torch.config) tlog_prob() (pydrobert.torch.distributions.StraightThrough method)

token_to_transcript() (in module pydrobert.torch.data) TokenSequenceConstraint (class in pydrobert.torch.distributions) TrainingStateController (class in pydrobert.torch.training) TrainingStateParams (class in pydrobert.torch.training) transcript_to_token() (in module pydrobert.torch.data)

U

update_cache() (pydrobert.torch.training.TrainingStateController method)

update_for_epoch() (pydrobert.torch.training.TrainingStateController method) USE_JIT (in module pydrobert.torch.config)

V

validate_spect_data_set() (in module pydrobert.torch.data)

vocab_size (pydrobert.torch.lightning.LitSpectDataModule property)

W

Warp1DGrid (class in pydrobert.torch.modules) warp_1d_grid() (in module pydrobert.torch.functional)

write_textgrid() (in module pydrobert.torch.data) write_trn() (in module pydrobert.torch.data)