Index

A

ABDUCTION_RULES_DATASET (in module logitorch.datasets.qa.abduction_rules_dataset) ABDUCTION_RULES_DATASET_FOLDER (in module logitorch.datasets.qa.abduction_rules_dataset) ABDUCTION_RULES_DATASET_ZIP_URL (in module logitorch.datasets.qa.abduction_rules_dataset) AbductionClosedWorldAssumptionError AbductionRulesDataset (class in logitorch.datasets.qa.abduction_rules_dataset) AbstractMCQADataset (class in logitorch.datasets.base) AbstractProofQADataset (class in logitorch.datasets.base)

AbstractQADataset (class in logitorch.datasets.base) AbstractTEDataset (class in logitorch.datasets.base) ARLSAT_DATASET (in module logitorch.datasets.mcqa.arlsat_dataset) ARLSAT_DATASET_FOLDER (in module logitorch.datasets.mcqa.arlsat_dataset) ARLSAT_DATASET_ZIP_URL (in module logitorch.datasets.mcqa.arlsat_dataset) ARLSAT_ID_TO_LABEL (in module logitorch.datasets.mcqa.arlsat_dataset) ARLSAT_LABEL_TO_ID (in module logitorch.datasets.mcqa.arlsat_dataset) ARLSATDataset (class in logitorch.datasets.mcqa.arlsat_dataset)

B

BaseLogicDataset (class in logitorch.datasets.base) batch_size (logitorch.pl_models.bertnot.PLBERTNOT attribute)

BERTNOT (class in logitorch.models.bertnot) BERTNOTTextualEntailmentCollator (class in logitorch.data_collators.bertnot_collator) BERTNOTWiki20KCollator (class in logitorch.data_collators.bertnot_collator)

C

classifier (logitorch.models.fairr.FactSelector attribute) (logitorch.models.fairr.RuleSelector attribute) (logitorch.models.prover.PRover attribute) (logitorch.models.ruletaker.RuleTaker attribute) classifier_edge (logitorch.models.prover.PRover attribute) classifier_node (logitorch.models.prover.PRover attribute) config (logitorch.models.prover.PRover attribute) (logitorch.models.ruletaker.RuleTaker attribute) configure_optimizers() (logitorch.pl_models.bertnot.PLBERTNOT method) (logitorch.pl_models.fld.PLFLDAllAtOnceProver method) (logitorch.pl_models.proofwriter.PLProofWriter method) (logitorch.pl_models.prover.PLPRover method) (logitorch.pl_models.ruletaker.PLRuleTaker method)

CONTROL_DATASET (in module logitorch.datasets.te.control_dataset) CONTROL_DATASET_FOLDER (in module logitorch.datasets.te.control_dataset) CONTROL_DATASET_ZIP_URL (in module logitorch.datasets.te.control_dataset) CONTROL_ID_TO_LABEL (in module logitorch.datasets.te.control_dataset) CONTROL_LABEL_TO_ID (in module logitorch.datasets.te.control_dataset) ControlDataset (class in logitorch.datasets.te.control_dataset) cross_entopy_loss (logitorch.models.bertnot.BERTNOT attribute) CrossEntropyAndUnlikelihoodLoss (class in logitorch.losses.unlikelihood_loss) CURRENT_PATH (in module logitorch.datasets.utils)

D

d (in module logitorch.utilities.discourse_delimiter) DAGN (class in logitorch.models.dagn) DAGNCollator (class in logitorch.data_collators.dagn_collator) dataset_path (logitorch.datasets.te.negated_mnli_dataset.NegatedMNLIDataset attribute) (logitorch.datasets.te.negated_rte_dataset.NegatedRTEDataset attribute) (logitorch.datasets.te.negated_snli_dataset.NegatedSNLIDataset attribute) DatasetNameError

DATASETS_FOLDER (in module logitorch.datasets.utils) DATASETS_ZIP_FOLDER (in module logitorch.datasets.utils) DiscourseDelimiter (class in logitorch.utilities.discourse_delimiter) download_dataset() (in module logitorch.datasets.utils) dropout (logitorch.models.bertnot.BERTNOT attribute) (logitorch.models.fairr.FactSelector attribute) (logitorch.models.fairr.RuleSelector attribute)

E

encoder (logitorch.models.prover.PRover attribute) (logitorch.models.ruletaker.RuleTaker attribute)

epsilon (logitorch.losses.unlikelihood_loss.CrossEntropyAndUnlikelihoodLoss attribute) (logitorch.losses.unlikelihood_loss.UnlikelihoodLoss attribute) EXCPLICIT_CONNECTIVES (in module logitorch.utilities.discourse_delimiter)

F

FactSelector (class in logitorch.models.fairr) FaiRR (class in logitorch.models.fairr) FaiRRProofWriterDataset (class in logitorch.datasets.proof_qa.proofwriter_dataset) FileSizeError find_explicit_connectives() (in module logitorch.data_collators.dagn_collator) FLD_COMPATIBLE_MODELS (in module logitorch.pipelines.proof_qa_pipelines) fld_pipeline() (in module logitorch.pipelines.proof_qa_pipelines) FLD_SUB_DATASETS (in module logitorch.datasets.proof_qa.fld_dataset) FLD_TASKS (in module logitorch.datasets.proof_qa.fld_dataset) FLDAllAtOnceProver (class in logitorch.models.fld) FLDDataset (class in logitorch.datasets.proof_qa.fld_dataset) FLDProofGenerationAllCollator (class in logitorch.data_collators.fld_collator) FOLIO_DATASET (in module logitorch.datasets.qa.folio_dataset) FOLIO_DATASET_FOLDER (in module logitorch.datasets.qa.folio_dataset) FOLIO_DATASET_ZIP_URL (in module logitorch.datasets.qa.folio_dataset) FOLIO_ID_TO_LABEL (in module logitorch.datasets.qa.folio_dataset)

FOLIO_LABEL_TO_ID (in module logitorch.datasets.qa.folio_dataset) FOLIODataset (class in logitorch.datasets.qa.folio_dataset) forward() (logitorch.losses.unlikelihood_loss.CrossEntropyAndUnlikelihoodLoss method) (logitorch.losses.unlikelihood_loss.UnlikelihoodLoss method) (logitorch.models.bertnot.BERTNOT method) (logitorch.models.fairr.FactSelector method) (logitorch.models.fairr.RuleSelector method) (logitorch.models.fld.FLDAllAtOnceProver method) (logitorch.models.lreasoner.LReasoner method) (logitorch.models.proofwriter.ProofWriter method) (logitorch.models.prover.PRover method) (logitorch.models.ruletaker.RuleTaker method) (logitorch.pl_models.bertnot.PLBERTNOT method) (logitorch.pl_models.fld.PLFLDAllAtOnceProver method) (logitorch.pl_models.proofwriter.PLProofWriter method) (logitorch.pl_models.prover.PLPRover method) (logitorch.pl_models.ruletaker.PLRuleTaker method)

G

gamma (logitorch.pl_models.bertnot.PLBERTNOT attribute) get_node_edge_label_constrained() (logitorch.data_collators.prover_collator.PRoverProofWriterCollator method)

get_proof_graph() (logitorch.data_collators.prover_collator.PRoverProofWriterCollator method) get_proof_graph_with_fail() (logitorch.data_collators.prover_collator.PRoverProofWriterCollator method)

H

head (logitorch.data_collators.prover_collator.Node attribute)

I

ignore_index (logitorch.losses.unlikelihood_loss.CrossEntropyAndUnlikelihoodLoss attribute) (logitorch.losses.unlikelihood_loss.UnlikelihoodLoss attribute)

K

kl_loss (logitorch.models.bertnot.BERTNOT attribute)

KnowledgeComposer (class in logitorch.models.fairr)

L

learning_rate (logitorch.pl_models.bertnot.PLBERTNOT attribute) (logitorch.pl_models.fld.PLFLDAllAtOnceProver attribute) (logitorch.pl_models.proofwriter.PLProofWriter attribute) (logitorch.pl_models.prover.PLPRover attribute) (logitorch.pl_models.ruletaker.PLRuleTaker attribute) log_examples (logitorch.data_collators.fld_collator.FLDProofGenerationAllCollator attribute) log_softmax (logitorch.models.bertnot.BERTNOT attribute) logger (in module logitorch.data_collators.fld_collator) LOGIQA2_DATASET (in module logitorch.datasets.mcqa.logiqa2_dataset) LogiQA2Dataset (class in logitorch.datasets.mcqa.logiqa2_dataset) LogiQA2NLI (class in logitorch.datasets.te.logiqa2nli_dataset) LOGIQA_DATASET (in module logitorch.datasets.mcqa.logiqa_dataset) LOGIQA_DATASET_FOLDER (in module logitorch.datasets.mcqa.logiqa_dataset) LOGIQA_DATASET_ZIP_URL (in module logitorch.datasets.mcqa.logiqa_dataset) LOGIQA_ID_TO_LABEL (in module logitorch.datasets.mcqa.logiqa_dataset) LOGIQA_LABEL_TO_ID (in module logitorch.datasets.mcqa.logiqa_dataset) LogiQADataset (class in logitorch.datasets.mcqa.logiqa_dataset) logitorch module logitorch.data_collators module logitorch.data_collators.bertnot_collator module logitorch.data_collators.dagn_collator module logitorch.data_collators.fairr_collator module logitorch.data_collators.fld_collator module logitorch.data_collators.proofwriter_collator module logitorch.data_collators.prover_collator module logitorch.data_collators.ruletaker_collator module logitorch.datasets module logitorch.datasets.base module logitorch.datasets.exceptions module logitorch.datasets.mcqa module logitorch.datasets.mcqa.arlsat_dataset module logitorch.datasets.mcqa.logiqa2_dataset module logitorch.datasets.mcqa.logiqa_dataset module logitorch.datasets.mcqa.reclor_dataset module logitorch.datasets.mlm module logitorch.datasets.mlm.wiki20k_dataset module logitorch.datasets.proof_qa module logitorch.datasets.proof_qa.fld_dataset module logitorch.datasets.proof_qa.proofwriter_dataset module logitorch.datasets.qa module logitorch.datasets.qa.abduction_rules_dataset module logitorch.datasets.qa.folio_dataset module logitorch.datasets.qa.pararules_plus_dataset module logitorch.datasets.qa.ruletaker_dataset module logitorch.datasets.te module logitorch.datasets.te.control_dataset module logitorch.datasets.te.logiqa2nli_dataset module

logitorch.datasets.te.mnli_dataset module logitorch.datasets.te.negated_mnli_dataset module logitorch.datasets.te.negated_rte_dataset module logitorch.datasets.te.negated_snli_dataset module logitorch.datasets.te.rte_dataset module logitorch.datasets.te.snli_dataset module logitorch.datasets.utils module logitorch.losses module logitorch.losses.unlikelihood_loss module logitorch.models module logitorch.models.adalogn module logitorch.models.bertnot module logitorch.models.dagn module logitorch.models.exceptions module logitorch.models.fairr module logitorch.models.fld module logitorch.models.focal_reasoner module logitorch.models.lreasoner module logitorch.models.proofwriter module logitorch.models.prover module logitorch.models.ruletaker module logitorch.pipelines module logitorch.pipelines.exceptions module logitorch.pipelines.proof_qa_pipelines module logitorch.pipelines.qa_pipelines module logitorch.pl_models module logitorch.pl_models.bertnot module logitorch.pl_models.fld module logitorch.pl_models.proofwriter module logitorch.pl_models.prover module logitorch.pl_models.ruletaker module logitorch.utilities module logitorch.utilities.coreference_resolution module logitorch.utilities.discourse_delimiter module logitorch.utilities.exceptions module logitorch.utilities.sentiment_analysis module logitorch.utilities.triplets_extraction module LossError losses (logitorch.models.bertnot.BERTNOT attribute) LReasoner (class in logitorch.models.lreasoner)

M

max_src_length (logitorch.data_collators.fld_collator.FLDProofGenerationAllCollator attribute) max_tgt_length (logitorch.data_collators.fld_collator.FLDProofGenerationAllCollator attribute) message (logitorch.datasets.exceptions.AbductionClosedWorldAssumptionError attribute) (logitorch.datasets.exceptions.DatasetNameError attribute) (logitorch.datasets.exceptions.FileSizeError attribute) (logitorch.datasets.exceptions.SplitSetError attribute) (logitorch.datasets.exceptions.TaskError attribute) (logitorch.models.exceptions.LossError attribute) (logitorch.models.exceptions.TaskError attribute) (logitorch.pipelines.exceptions.ModelNotCompatibleError attribute) (logitorch.utilities.exceptions.OutOfRangeError attribute) MNLI_DATASET (in module logitorch.datasets.te.mnli_dataset) MNLI_DATASET_FOLDER (in module logitorch.datasets.te.mnli_dataset) MNLI_DATASET_ZIP_URL (in module logitorch.datasets.te.mnli_dataset) MNLI_ID_TO_LABEL (in module logitorch.datasets.te.mnli_dataset) MNLI_LABEL_TO_ID (in module logitorch.datasets.te.mnli_dataset) MNLIDataset (class in logitorch.datasets.te.mnli_dataset) model (logitorch.models.bertnot.BERTNOT attribute) (logitorch.models.fairr.FactSelector attribute) (logitorch.models.fairr.KnowledgeComposer attribute) (logitorch.models.fairr.RuleSelector attribute) (logitorch.models.fld.FLDAllAtOnceProver attribute) (logitorch.models.lreasoner.LReasoner attribute) (logitorch.models.proofwriter.ProofWriter attribute) (logitorch.pl_models.bertnot.PLBERTNOT attribute) (logitorch.pl_models.fld.PLFLDAllAtOnceProver attribute) (logitorch.pl_models.proofwriter.PLProofWriter attribute) (logitorch.pl_models.prover.PLPRover attribute) (logitorch.pl_models.ruletaker.PLRuleTaker attribute) ModelNotCompatibleError module logitorch logitorch.data_collators logitorch.data_collators.bertnot_collator logitorch.data_collators.dagn_collator logitorch.data_collators.fairr_collator logitorch.data_collators.fld_collator logitorch.data_collators.proofwriter_collator logitorch.data_collators.prover_collator logitorch.data_collators.ruletaker_collator logitorch.datasets logitorch.datasets.base logitorch.datasets.exceptions logitorch.datasets.mcqa logitorch.datasets.mcqa.arlsat_dataset logitorch.datasets.mcqa.logiqa2_dataset logitorch.datasets.mcqa.logiqa_dataset logitorch.datasets.mcqa.reclor_dataset logitorch.datasets.mlm logitorch.datasets.mlm.wiki20k_dataset logitorch.datasets.proof_qa logitorch.datasets.proof_qa.fld_dataset logitorch.datasets.proof_qa.proofwriter_dataset logitorch.datasets.qa logitorch.datasets.qa.abduction_rules_dataset logitorch.datasets.qa.folio_dataset logitorch.datasets.qa.pararules_plus_dataset logitorch.datasets.qa.ruletaker_dataset logitorch.datasets.te logitorch.datasets.te.control_dataset logitorch.datasets.te.logiqa2nli_dataset logitorch.datasets.te.mnli_dataset logitorch.datasets.te.negated_mnli_dataset logitorch.datasets.te.negated_rte_dataset logitorch.datasets.te.negated_snli_dataset logitorch.datasets.te.rte_dataset logitorch.datasets.te.snli_dataset logitorch.datasets.utils logitorch.losses logitorch.losses.unlikelihood_loss logitorch.models logitorch.models.adalogn logitorch.models.bertnot logitorch.models.dagn logitorch.models.exceptions logitorch.models.fairr logitorch.models.fld logitorch.models.focal_reasoner logitorch.models.lreasoner logitorch.models.proofwriter logitorch.models.prover logitorch.models.ruletaker logitorch.pipelines logitorch.pipelines.exceptions logitorch.pipelines.proof_qa_pipelines logitorch.pipelines.qa_pipelines logitorch.pl_models logitorch.pl_models.bertnot logitorch.pl_models.fld logitorch.pl_models.proofwriter logitorch.pl_models.prover logitorch.pl_models.ruletaker logitorch.utilities logitorch.utilities.coreference_resolution logitorch.utilities.discourse_delimiter logitorch.utilities.exceptions logitorch.utilities.sentiment_analysis logitorch.utilities.triplets_extraction

N

naf_layer (logitorch.models.prover.PRover attribute) NEGATED_MNLI_DATASET (in module logitorch.datasets.te.negated_mnli_dataset) NEGATED_MNLI_DATASET_FOLDER (in module logitorch.datasets.te.negated_mnli_dataset) NEGATED_MNLI_DATASET_ZIP_URL (in module logitorch.datasets.te.negated_mnli_dataset) NEGATED_MNLI_ID_TO_LABEL (in module logitorch.datasets.te.negated_mnli_dataset) NEGATED_MNLI_LABEL_TO_ID (in module logitorch.datasets.te.negated_mnli_dataset) NEGATED_RTE_DATASET (in module logitorch.datasets.te.negated_rte_dataset) NEGATED_RTE_DATASET_FOLDER (in module logitorch.datasets.te.negated_rte_dataset) NEGATED_RTE_DATASET_ZIP_URL (in module logitorch.datasets.te.negated_rte_dataset) NEGATED_RTE_ID_TO_LABEL (in module logitorch.datasets.te.negated_rte_dataset) NEGATED_RTE_LABEL_TO_ID (in module logitorch.datasets.te.negated_rte_dataset) NEGATED_SNLI_DATASET (in module logitorch.datasets.te.negated_snli_dataset)

NEGATED_SNLI_DATASET_FOLDER (in module logitorch.datasets.te.negated_snli_dataset) NEGATED_SNLI_DATASET_ZIP_URL (in module logitorch.datasets.te.negated_snli_dataset) NEGATED_SNLI_ID_TO_LABEL (in module logitorch.datasets.te.negated_snli_dataset) NEGATED_SNLI_LABEL_TO_ID (in module logitorch.datasets.te.negated_snli_dataset) NegatedMNLIDataset (class in logitorch.datasets.te.negated_mnli_dataset) NegatedRTEDataset (class in logitorch.datasets.te.negated_rte_dataset) NegatedSNLIDataset (class in logitorch.datasets.te.negated_snli_dataset) Node (class in logitorch.data_collators.prover_collator) num_labels (logitorch.models.bertnot.BERTNOT attribute) (logitorch.models.prover.PRover attribute) (logitorch.models.ruletaker.RuleTaker attribute) num_labels_edge (logitorch.models.prover.PRover attribute)

O

optimizer (logitorch.pl_models.fld.PLFLDAllAtOnceProver attribute) original_bert (logitorch.models.bertnot.BERTNOT attribute) original_bert_softmax (logitorch.models.bertnot.BERTNOT attribute)

out_dim (logitorch.models.fairr.FactSelector attribute) (logitorch.models.fairr.RuleSelector attribute) OutOfRangeError

P

PARARULE_PLUS_SUB_DATASETS (in module logitorch.datasets.qa.abduction_rules_dataset) PARARULES_PLUS_DATASET (in module logitorch.datasets.qa.pararules_plus_dataset) PARARULES_PLUS_DATASET_FOLDER (in module logitorch.datasets.qa.pararules_plus_dataset) PARARULES_PLUS_DATASET_ZIP_URL (in module logitorch.datasets.qa.pararules_plus_dataset) PARARULES_PLUS_ID_TO_LABEL (in module logitorch.datasets.qa.pararules_plus_dataset) PARARULES_PLUS_LABEL_TO_ID (in module logitorch.datasets.qa.pararules_plus_dataset) PARARULES_PLUS_SUB_DATASETS (in module logitorch.datasets.qa.pararules_plus_dataset) ParaRulesPlusDataset (class in logitorch.datasets.qa.pararules_plus_dataset) PLBERTNOT (class in logitorch.pl_models.bertnot) PLFLDAllAtOnceProver (class in logitorch.pl_models.fld) PLProofWriter (class in logitorch.pl_models.proofwriter) PLPRover (class in logitorch.pl_models.prover) PLRuleTaker (class in logitorch.pl_models.ruletaker) predict() (logitorch.models.bertnot.BERTNOT method) (logitorch.models.fld.FLDAllAtOnceProver method) (logitorch.models.lreasoner.LReasoner method) (logitorch.models.proofwriter.ProofWriter method) (logitorch.models.prover.PRover method) (logitorch.models.ruletaker.RuleTaker method) (logitorch.pl_models.bertnot.PLBERTNOT method) (logitorch.pl_models.fld.PLFLDAllAtOnceProver method) (logitorch.pl_models.proofwriter.PLProofWriter method) (logitorch.pl_models.prover.PLPRover method) (logitorch.pl_models.ruletaker.PLRuleTaker method)

pretrained_model (logitorch.pl_models.bertnot.PLBERTNOT attribute) (logitorch.pl_models.fld.PLFLDAllAtOnceProver attribute) (logitorch.pl_models.proofwriter.PLProofWriter attribute) (logitorch.pl_models.prover.PLPRover attribute) ProofWriter (class in logitorch.models.proofwriter) proofwriter_collator (logitorch.models.prover.PRover attribute) PROOFWRITER_COMPATIBLE_MODELS (in module logitorch.pipelines.proof_qa_pipelines) PROOFWRITER_DATASET (in module logitorch.datasets.proof_qa.proofwriter_dataset) PROOFWRITER_DATASET_FOLDER (in module logitorch.datasets.proof_qa.proofwriter_dataset) PROOFWRITER_DATASET_ZIP_URL (in module logitorch.datasets.proof_qa.proofwriter_dataset) PROOFWRITER_ID_TO_LABEL (in module logitorch.datasets.proof_qa.proofwriter_dataset) PROOFWRITER_LABEL_TO_ID (in module logitorch.datasets.proof_qa.proofwriter_dataset) proofwriter_pipeline() (in module logitorch.pipelines.proof_qa_pipelines) PROOFWRITER_SUB_DATASETS (in module logitorch.datasets.proof_qa.proofwriter_dataset) PROOFWRITER_TASKS (in module logitorch.datasets.proof_qa.proofwriter_dataset) ProofWriterDataset (class in logitorch.datasets.proof_qa.proofwriter_dataset) ProofWriterProofGenerationAllCollator (class in logitorch.data_collators.proofwriter_collator) ProofWriterQACollator (class in logitorch.data_collators.proofwriter_collator) PRover (class in logitorch.models.prover) PRoverProofWriterCollator (class in logitorch.data_collators.prover_collator) PUNCTUATION_DELIMETERS (in module logitorch.utilities.discourse_delimiter)

R

read_json() (in module logitorch.datasets.utils) read_jsonl() (in module logitorch.datasets.utils) RECLOR_DATASET (in module logitorch.datasets.mcqa.reclor_dataset) RECLOR_DATASET_FOLDER (in module logitorch.datasets.mcqa.reclor_dataset) RECLOR_DATASET_ZIP_URL (in module logitorch.datasets.mcqa.reclor_dataset) ReClorDataset (class in logitorch.datasets.mcqa.reclor_dataset) regex_explicit_connectives (logitorch.utilities.discourse_delimiter.DiscourseDelimiter attribute) regex_punctuation_delimiters (logitorch.utilities.discourse_delimiter.DiscourseDelimiter attribute) roberta_model (logitorch.models.dagn.DAGN attribute) RTE_DATASET (in module logitorch.datasets.te.rte_dataset) RTE_DATASET_FOLDER (in module logitorch.datasets.te.rte_dataset) RTE_DATASET_ZIP_URL (in module logitorch.datasets.te.rte_dataset) RTE_ID_TO_LABEL (in module logitorch.datasets.te.rte_dataset) RTE_LABEL_TO_ID (in module logitorch.datasets.te.rte_dataset)

RTEDataset (class in logitorch.datasets.te.rte_dataset) RuleSelectionProofWriterIterCollator (class in logitorch.data_collators.fairr_collator) RuleSelector (class in logitorch.models.fairr) RuleTaker (class in logitorch.models.ruletaker) RULETAKER_COMPATIBLE_MODELS (in module logitorch.pipelines.qa_pipelines) RULETAKER_DATASET (in module logitorch.datasets.qa.ruletaker_dataset) RULETAKER_DATASET_FOLDER (in module logitorch.datasets.qa.ruletaker_dataset) RULETAKER_DATASET_ZIP_URL (in module logitorch.datasets.qa.ruletaker_dataset) RULETAKER_ID_TO_LABEL (in module logitorch.datasets.qa.ruletaker_dataset) RULETAKER_LABEL_TO_ID (in module logitorch.datasets.qa.ruletaker_dataset) ruletaker_pipeline() (in module logitorch.pipelines.qa_pipelines) RULETAKER_SUB_DATASETS (in module logitorch.datasets.qa.ruletaker_dataset) RuleTakerCollator (class in logitorch.data_collators.ruletaker_collator) RuleTakerDataset (class in logitorch.datasets.qa.ruletaker_dataset) RuleTakerProofWriterCollator (class in logitorch.data_collators.ruletaker_collator)

S

sentiment() (logitorch.utilities.sentiment_analysis.SentimentAnalysisTextBlob method) SentimentAnalysisTextBlob (class in logitorch.utilities.sentiment_analysis) sequence_classifier (logitorch.models.bertnot.BERTNOT attribute) SimpleTripletsExtraction (class in logitorch.utilities.triplets_extraction) SNLI_DATASET (in module logitorch.datasets.te.snli_dataset) SNLI_DATASET_FOLDER (in module logitorch.datasets.te.snli_dataset) SNLI_DATASET_ZIP_URL (in module logitorch.datasets.te.snli_dataset) SNLI_ID_TO_LABEL (in module logitorch.datasets.te.snli_dataset)

SNLI_LABEL_TO_ID (in module logitorch.datasets.te.snli_dataset) SNLIDataset (class in logitorch.datasets.te.snli_dataset) split_edu() (logitorch.utilities.discourse_delimiter.DiscourseDelimiter method) split_explicit_connectives() (logitorch.utilities.discourse_delimiter.DiscourseDelimiter method) split_punctuation_delimiters() (logitorch.utilities.discourse_delimiter.DiscourseDelimiter method) SPLIT_SETS (in module logitorch.datasets.utils) SPLIT_SETS_TRAIN_VAL (in module logitorch.datasets.utils) SplitSetError

T

task (logitorch.pl_models.bertnot.PLBERTNOT attribute) TaskError, [1] tasks (logitorch.models.bertnot.BERTNOT attribute) textblob_analyzer (logitorch.utilities.sentiment_analysis.SentimentAnalysisTextBlob attribute) tokenizer (logitorch.data_collators.bertnot_collator.BERTNOTTextualEntailmentCollator attribute) (logitorch.data_collators.bertnot_collator.BERTNOTWiki20KCollator attribute) (logitorch.data_collators.dagn_collator.DAGNCollator attribute) (logitorch.data_collators.fairr_collator.RuleSelectionProofWriterIterCollator attribute) (logitorch.data_collators.fld_collator.FLDProofGenerationAllCollator attribute) (logitorch.data_collators.proofwriter_collator.ProofWriterProofGenerationAllCollator attribute) (logitorch.data_collators.proofwriter_collator.ProofWriterQACollator attribute) (logitorch.data_collators.prover_collator.PRoverProofWriterCollator attribute) (logitorch.data_collators.ruletaker_collator.RuleTakerCollator attribute) (logitorch.data_collators.ruletaker_collator.RuleTakerProofWriterCollator attribute) (logitorch.models.bertnot.BERTNOT attribute) (logitorch.models.fairr.FactSelector attribute) (logitorch.models.fairr.KnowledgeComposer attribute) (logitorch.models.fairr.RuleSelector attribute) (logitorch.models.fld.FLDAllAtOnceProver attribute) (logitorch.models.proofwriter.ProofWriter attribute) (logitorch.models.ruletaker.RuleTaker attribute)

train_dataloader() (logitorch.pl_models.bertnot.PLBERTNOT method) training_step() (logitorch.pl_models.bertnot.PLBERTNOT method) (logitorch.pl_models.fld.PLFLDAllAtOnceProver method) (logitorch.pl_models.proofwriter.PLProofWriter method) (logitorch.pl_models.prover.PLPRover method) (logitorch.pl_models.ruletaker.PLRuleTaker method)

U

unlikelihood_loss (logitorch.models.bertnot.BERTNOT attribute)

UnlikelihoodLoss (class in logitorch.losses.unlikelihood_loss)

V

validation_step() (logitorch.pl_models.bertnot.PLBERTNOT method) (logitorch.pl_models.fld.PLFLDAllAtOnceProver method) (logitorch.pl_models.proofwriter.PLProofWriter method) (logitorch.pl_models.prover.PLPRover method) (logitorch.pl_models.ruletaker.PLRuleTaker method)

W

warmup_steps (logitorch.pl_models.fld.PLFLDAllAtOnceProver attribute) weight_decay (logitorch.pl_models.bertnot.PLBERTNOT attribute) (logitorch.pl_models.fld.PLFLDAllAtOnceProver attribute) (logitorch.pl_models.proofwriter.PLProofWriter attribute) (logitorch.pl_models.prover.PLPRover attribute) (logitorch.pl_models.ruletaker.PLRuleTaker attribute)

WIKI20K_DATASET (in module logitorch.datasets.mlm.wiki20k_dataset) WIKI20K_DATASET_FOLDER (in module logitorch.datasets.mlm.wiki20k_dataset) WIKI20K_DATASET_ZIP_URL (in module logitorch.datasets.mlm.wiki20k_dataset) WIKI20K_SUB_DATASETS (in module logitorch.datasets.mlm.wiki20k_dataset) Wiki20KDataset (class in logitorch.datasets.mlm.wiki20k_dataset)