Index A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | R | S | T | U | W | X A add_arguments() (mbrs.args.DataclassWrapper method) add_plugin_argumnets() (mbrs.args.ArgumentParser method) aggregate() (in module mbrs.timer) (mbrs.metrics.base.MetricAggregatableCache.Cache method) (mbrs.metrics.comet.MetricCOMET.Cache method) (mbrs.metrics.MetricAggregatableCache.Cache method) (mbrs.metrics.MetricCOMET.Cache method) (mbrs.timer.ProfileTree method) alpha (mbrs.decoders.DecoderPruningMBR.Config attribute) (mbrs.decoders.pruning_mbr.DecoderPruningMBR.Config attribute) argbest() (mbrs.decoders.base.DecoderBase method) (mbrs.decoders.DecoderBase method) (mbrs.selectors.base.Selector method) (mbrs.selectors.Selector method) ArgumentParser (class in mbrs.args) asian_support (mbrs.metrics.MetricTER.Config attribute) (mbrs.metrics.ter.MetricTER.Config attribute) assign() (mbrs.modules.Kmeans method) (mbrs.modules.kmeans.Kmeans method) B baseline_path (mbrs.metrics.bertscore.MetricBERTScore.Config attribute) (mbrs.metrics.MetricBERTScore.Config attribute) batch_size (mbrs.metrics.bertscore.MetricBERTScore.Config attribute) (mbrs.metrics.bleurt.MetricBLEURT.Config attribute) (mbrs.metrics.comet.MetricCOMET.Config attribute) (mbrs.metrics.cometkiwi.MetricCOMETkiwi.Config attribute) (mbrs.metrics.MetricBERTScore.Config attribute) (mbrs.metrics.MetricBLEURT.Config attribute) (mbrs.metrics.MetricCOMET.Config attribute) (mbrs.metrics.MetricCOMETkiwi.Config attribute) (mbrs.metrics.MetricMetricX.Config attribute) (mbrs.metrics.metricx.MetricMetricX.Config attribute) (mbrs.metrics.MetricXCOMET.Config attribute) (mbrs.metrics.xcomet.MetricXCOMET.Config attribute) BERTScoreScoreType (class in mbrs.metrics.bertscore) beta (mbrs.metrics.chrf.MetricChrF.Config attribute) (mbrs.metrics.MetricChrF.Config attribute) bf16 (mbrs.metrics.bertscore.MetricBERTScore.Config attribute) (mbrs.metrics.bleurt.MetricBLEURT.Config attribute) (mbrs.metrics.comet.MetricCOMET.Config attribute) (mbrs.metrics.cometkiwi.MetricCOMETkiwi.Config attribute) (mbrs.metrics.MetricBERTScore.Config attribute) (mbrs.metrics.MetricBLEURT.Config attribute) (mbrs.metrics.MetricCOMET.Config attribute) (mbrs.metrics.MetricCOMETkiwi.Config attribute) (mbrs.metrics.MetricMetricX.Config attribute) (mbrs.metrics.metricx.MetricMetricX.Config attribute) (mbrs.metrics.MetricXCOMET.Config attribute) (mbrs.metrics.xcomet.MetricXCOMET.Config attribute) build() (mbrs.timer.ProfileTree class method) C case_sensitive (mbrs.metrics.MetricTER.Config attribute) (mbrs.metrics.ter.MetricTER.Config attribute) cfg (mbrs.decoders.centroid_mbr.DecoderCentroidMBR attribute) (mbrs.decoders.DecoderCentroidMBR attribute) (mbrs.decoders.DecoderProbabilisticMBR attribute) (mbrs.decoders.DecoderPruningMBR attribute) (mbrs.decoders.probabilistic_mbr.DecoderProbabilisticMBR attribute) (mbrs.decoders.pruning_mbr.DecoderPruningMBR attribute) (mbrs.metrics.bertscore.MetricBERTScore attribute) (mbrs.metrics.bleu.MetricBLEU attribute) (mbrs.metrics.chrf.MetricChrF attribute) (mbrs.metrics.MetricBERTScore attribute) (mbrs.metrics.MetricBLEU attribute) (mbrs.metrics.MetricChrF attribute) (mbrs.metrics.MetricTER attribute) (mbrs.metrics.ter.MetricTER attribute) (mbrs.selectors.diverse.SelectorDiverse attribute) (mbrs.selectors.SelectorDiverse attribute) char_order (mbrs.metrics.chrf.MetricChrF.Config attribute) (mbrs.metrics.MetricChrF.Config attribute) children (mbrs.timer.ProfileTree attribute) cluster() (mbrs.metrics.base.MetricAggregatableCache.Cache method) (mbrs.metrics.comet.MetricCOMET.Cache method) (mbrs.metrics.MetricAggregatableCache.Cache method) (mbrs.metrics.MetricCOMET.Cache method) compute_loss() (mbrs.modules.als.MatrixFactorizationALS method) (mbrs.modules.MatrixFactorizationALS method) compute_objective() (mbrs.selectors.diverse.SelectorDiverse method) (mbrs.selectors.SelectorDiverse method) config_class (mbrs.metrics.metricx.MT5ForRegression attribute) corpus_score() (mbrs.metrics.base.Metric method) (mbrs.metrics.base.MetricReferenceless method) (mbrs.metrics.bertscore.MetricBERTScore method) (mbrs.metrics.bleu.MetricBLEU method) (mbrs.metrics.bleurt.MetricBLEURT method) (mbrs.metrics.chrf.MetricChrF method) (mbrs.metrics.comet.MetricCOMET method) (mbrs.metrics.cometkiwi.MetricCOMETkiwi method) (mbrs.metrics.Metric method) (mbrs.metrics.MetricBERTScore method) (mbrs.metrics.MetricBLEU method) (mbrs.metrics.MetricBLEURT method) (mbrs.metrics.MetricChrF method) (mbrs.metrics.MetricCOMET method) (mbrs.metrics.MetricCOMETkiwi method) (mbrs.metrics.MetricMetricX method) (mbrs.metrics.MetricReferenceless method) (mbrs.metrics.MetricTER method) (mbrs.metrics.metricx.MetricMetricX method) (mbrs.metrics.MetricXCOMET method) (mbrs.metrics.ter.MetricTER method) (mbrs.metrics.xcomet.MetricXCOMET method) count_weight (mbrs.decoders.centroid_mbr.DecoderCentroidMBR.Config attribute) (mbrs.decoders.DecoderCentroidMBR.Config attribute) cpu (mbrs.metrics.bertscore.MetricBERTScore.Config attribute) (mbrs.metrics.bleurt.MetricBLEURT.Config attribute) (mbrs.metrics.comet.MetricCOMET.Config attribute) (mbrs.metrics.cometkiwi.MetricCOMETkiwi.Config attribute) (mbrs.metrics.MetricBERTScore.Config attribute) (mbrs.metrics.MetricBLEURT.Config attribute) (mbrs.metrics.MetricCOMET.Config attribute) (mbrs.metrics.MetricCOMETkiwi.Config attribute) (mbrs.metrics.MetricMetricX.Config attribute) (mbrs.metrics.metricx.MetricMetricX.Config attribute) (mbrs.metrics.MetricXCOMET.Config attribute) (mbrs.metrics.xcomet.MetricXCOMET.Config attribute) D DataclassWrapper (class in mbrs.args) DeBERTaEncoder (class in mbrs.metrics.xcomet) decode() (mbrs.decoders.aggregate_mbr.DecoderAggregateMBR method) (mbrs.decoders.base.DecoderReferenceBased method) (mbrs.decoders.base.DecoderReferenceless method) (mbrs.decoders.centroid_mbr.DecoderCentroidMBR method) (mbrs.decoders.DecoderAggregateMBR method) (mbrs.decoders.DecoderCentroidMBR method) (mbrs.decoders.DecoderMBR method) (mbrs.decoders.DecoderProbabilisticMBR method) (mbrs.decoders.DecoderPruningMBR method) (mbrs.decoders.DecoderReferenceBased method) (mbrs.decoders.DecoderReferenceless method) (mbrs.decoders.DecoderRerank method) (mbrs.decoders.mbr.DecoderMBR method) (mbrs.decoders.probabilistic_mbr.DecoderProbabilisticMBR method) (mbrs.decoders.pruning_mbr.DecoderPruningMBR method) (mbrs.decoders.rerank.DecoderRerank method) decode_pruning() (mbrs.decoders.DecoderPruningMBR method) (mbrs.decoders.pruning_mbr.DecoderPruningMBR method) DecoderAggregateMBR (class in mbrs.decoders) (class in mbrs.decoders.aggregate_mbr) DecoderBase (class in mbrs.decoders) (class in mbrs.decoders.base) DecoderBase.Config (class in mbrs.decoders) (class in mbrs.decoders.base) DecoderBase.Output (class in mbrs.decoders) (class in mbrs.decoders.base) DecoderCentroidMBR (class in mbrs.decoders) (class in mbrs.decoders.centroid_mbr) DecoderCentroidMBR.Config (class in mbrs.decoders) (class in mbrs.decoders.centroid_mbr) DecoderMBR (class in mbrs.decoders) (class in mbrs.decoders.mbr) DecoderProbabilisticMBR (class in mbrs.decoders) (class in mbrs.decoders.probabilistic_mbr) DecoderProbabilisticMBR.Config (class in mbrs.decoders) (class in mbrs.decoders.probabilistic_mbr) DecoderPruningMBR (class in mbrs.decoders) (class in mbrs.decoders.pruning_mbr) DecoderPruningMBR.Config (class in mbrs.decoders) (class in mbrs.decoders.pruning_mbr) DecoderReferenceBased (class in mbrs.decoders) (class in mbrs.decoders.base) DecoderReferenceless (class in mbrs.decoders) (class in mbrs.decoders.base) DecoderRerank (class in mbrs.decoders) (class in mbrs.decoders.rerank) device (mbrs.metrics.base.MetricBase property) (mbrs.metrics.bertscore.MetricBERTScore property) (mbrs.metrics.bleurt.MetricBLEURT property) (mbrs.metrics.comet.MetricCOMET property) (mbrs.metrics.cometkiwi.MetricCOMETkiwi property) (mbrs.metrics.MetricBase property) (mbrs.metrics.MetricBERTScore property) (mbrs.metrics.MetricBLEURT property) (mbrs.metrics.MetricCOMET property) (mbrs.metrics.MetricCOMETkiwi property) (mbrs.metrics.MetricMetricX property) (mbrs.metrics.metricx.MetricMetricX property) (mbrs.metrics.MetricXCOMET property) (mbrs.metrics.xcomet.MetricXCOMET property) diversity_lambda (mbrs.selectors.diverse.SelectorDiverse.Config attribute) (mbrs.selectors.SelectorDiverse.Config attribute) diversity_metric (mbrs.selectors.diverse.SelectorDiverse attribute) (mbrs.selectors.diverse.SelectorDiverse.Config attribute) (mbrs.selectors.SelectorDiverse.Config attribute) diversity_metric_config (mbrs.selectors.diverse.SelectorDiverse.Config attribute) (mbrs.selectors.SelectorDiverse.Config attribute) diversity_score (mbrs.selectors.diverse.SelectorDiverse.Objective attribute) (mbrs.selectors.SelectorDiverse.Objective attribute) E effective_order (mbrs.metrics.bleu.MetricBLEU.Config attribute) (mbrs.metrics.MetricBLEU.Config attribute) elapsed_time (mbrs.timer.ProfileTree attribute) (mbrs.timer.StopwatchDict property) elpased_time (mbrs.timer.Stopwatch property) embed_dim (mbrs.metrics.base.MetricCacheable property) (mbrs.metrics.bertscore.MetricBERTScore property) (mbrs.metrics.comet.MetricCOMET property) (mbrs.metrics.MetricBERTScore property) (mbrs.metrics.MetricCacheable property) (mbrs.metrics.MetricCOMET property) embeddings (mbrs.metrics.bertscore.MetricBERTScore.Cache attribute) (mbrs.metrics.comet.MetricCOMET.Cache attribute) (mbrs.metrics.MetricBERTScore.Cache attribute) (mbrs.metrics.MetricCOMET.Cache attribute) encode() (mbrs.metrics.base.MetricCacheable method) (mbrs.metrics.bertscore.MetricBERTScore method) (mbrs.metrics.comet.MetricCOMET method) (mbrs.metrics.MetricBERTScore method) (mbrs.metrics.MetricCacheable method) (mbrs.metrics.MetricCOMET method) eps_smoothing (mbrs.metrics.chrf.MetricChrF.Config attribute) (mbrs.metrics.MetricChrF.Config attribute) expectation() (in module mbrs.functional) expected_score (mbrs.selectors.diverse.SelectorDiverse.Objective attribute) (mbrs.selectors.SelectorDiverse.Objective attribute) expected_scores() (mbrs.metrics.base.Metric method) (mbrs.metrics.Metric method) expected_scores_reference_aggregation() (mbrs.metrics.base.MetricAggregatable method) (mbrs.metrics.base.MetricAggregatableCache method) (mbrs.metrics.bleu.MetricBLEU method) (mbrs.metrics.chrf.MetricChrF method) (mbrs.metrics.MetricAggregatable method) (mbrs.metrics.MetricAggregatableCache method) (mbrs.metrics.MetricBLEU method) (mbrs.metrics.MetricChrF method) F f1 (mbrs.metrics.bertscore.BERTScoreScoreType attribute) factorize() (mbrs.modules.als.MatrixFactorizationALS method) (mbrs.modules.MatrixFactorizationALS method) fastchrf (mbrs.metrics.chrf.MetricChrF.Config attribute) (mbrs.metrics.MetricChrF.Config attribute) force (mbrs.metrics.bleu.MetricBLEU.Config attribute) (mbrs.metrics.MetricBLEU.Config attribute) forward() (mbrs.metrics.metricx.MT5ForRegression method) (mbrs.metrics.xcomet.DeBERTaEncoder method) fp16 (mbrs.metrics.bertscore.MetricBERTScore.Config attribute) (mbrs.metrics.bleurt.MetricBLEURT.Config attribute) (mbrs.metrics.comet.MetricCOMET.Config attribute) (mbrs.metrics.cometkiwi.MetricCOMETkiwi.Config attribute) (mbrs.metrics.MetricBERTScore.Config attribute) (mbrs.metrics.MetricBLEURT.Config attribute) (mbrs.metrics.MetricCOMET.Config attribute) (mbrs.metrics.MetricCOMETkiwi.Config attribute) (mbrs.metrics.MetricMetricX.Config attribute) (mbrs.metrics.metricx.MetricMetricX.Config attribute) (mbrs.metrics.MetricXCOMET.Config attribute) (mbrs.metrics.xcomet.MetricXCOMET.Config attribute) from_pretrained() (mbrs.metrics.xcomet.DeBERTaEncoder class method) G get_closure() (mbrs.registry.Registry method) get_cls() (mbrs.registry.Registry method) get_decoder() (in module mbrs.decoders) get_metric() (in module mbrs.metrics) get_registry() (in module mbrs.registry) get_selector() (in module mbrs.selectors) H HIGHER_IS_BETTER (mbrs.metrics.base.MetricBase attribute) (mbrs.metrics.MetricBase attribute) (mbrs.metrics.MetricMetricX attribute) (mbrs.metrics.MetricTER attribute) (mbrs.metrics.metricx.MetricMetricX attribute) (mbrs.metrics.ter.MetricTER attribute) hypothesis (mbrs.metrics.MetricMetricX.InputPrefix attribute) (mbrs.metrics.metricx.MetricMetricX.InputPrefix attribute) I idf (mbrs.metrics.bertscore.MetricBERTScore.Config attribute) (mbrs.metrics.MetricBERTScore.Config attribute) idf_dict (mbrs.metrics.bertscore.MetricBERTScore attribute) idf_sents (mbrs.metrics.bertscore.MetricBERTScore.Config attribute) (mbrs.metrics.MetricBERTScore.Config attribute) idf_weights (mbrs.metrics.bertscore.MetricBERTScore.Cache attribute) (mbrs.metrics.MetricBERTScore.Cache attribute) idx (mbrs.decoders.base.DecoderBase.Output attribute) (mbrs.decoders.DecoderBase.Output attribute) (mbrs.selectors.base.Selector.Output attribute) (mbrs.selectors.diverse.SelectorDiverse.Output attribute) (mbrs.selectors.Selector.Output attribute) import_plugin() (mbrs.args.ArgumentParser method) IMPORTED_MODULES (mbrs.args.ArgumentParser attribute) init_kmeanspp() (mbrs.modules.Kmeans method) (mbrs.modules.kmeans.Kmeans method) is_leaf (mbrs.timer.ProfileTree property) K Kmeans (class in mbrs.modules) (class in mbrs.modules.kmeans) kmeans (mbrs.decoders.centroid_mbr.DecoderCentroidMBR.Config attribute) (mbrs.decoders.DecoderCentroidMBR.Config attribute) Kmeans.Config (class in mbrs.modules) (class in mbrs.modules.kmeans) kmeanspp (mbrs.modules.Kmeans.Config attribute) (mbrs.modules.kmeans.Kmeans.Config attribute) L lang (mbrs.metrics.bertscore.MetricBERTScore.Config attribute) (mbrs.metrics.MetricBERTScore.Config attribute) length (mbrs.metrics.bleu.MetricBLEU.AggregatedReference attribute) (mbrs.metrics.MetricBLEU.AggregatedReference attribute) local_search_iterations (mbrs.selectors.diverse.SelectorDiverse.Config attribute) (mbrs.selectors.SelectorDiverse.Config attribute) local_search_neighbors (mbrs.selectors.diverse.SelectorDiverse.Config attribute) (mbrs.selectors.SelectorDiverse.Config attribute) loss (mbrs.metrics.metricx.MT5ForRegressionOutput attribute) lowercase (mbrs.metrics.bleu.MetricBLEU.Config attribute) (mbrs.metrics.chrf.MetricChrF.Config attribute) (mbrs.metrics.MetricBLEU.Config attribute) (mbrs.metrics.MetricChrF.Config attribute) M MatrixFactorizationALS (class in mbrs.modules) (class in mbrs.modules.als) max_ngram_order (mbrs.metrics.bleu.MetricBLEU.Config attribute) (mbrs.metrics.MetricBLEU.Config attribute) maximize (mbrs.decoders.base.DecoderBase property) (mbrs.decoders.DecoderBase property) mbrs module mbrs.args module mbrs.decoders module mbrs.decoders.aggregate_mbr module mbrs.decoders.base module mbrs.decoders.centroid_mbr module mbrs.decoders.mbr module mbrs.decoders.probabilistic_mbr module mbrs.decoders.pruning_mbr module mbrs.decoders.rerank module mbrs.functional module mbrs.metrics module mbrs.metrics.base module mbrs.metrics.bertscore module mbrs.metrics.bleu module mbrs.metrics.bleurt module mbrs.metrics.chrf module mbrs.metrics.comet module mbrs.metrics.cometkiwi module mbrs.metrics.metricx module mbrs.metrics.ter module mbrs.metrics.xcomet module mbrs.modules module mbrs.modules.als module mbrs.modules.kmeans module mbrs.registry module mbrs.selectors module mbrs.selectors.base module mbrs.selectors.diverse module mbrs.selectors.nbest module mbrs.timer module mbrs.utils module Metric (class in mbrs.metrics) (class in mbrs.metrics.base) metric (mbrs.decoders.base.DecoderReferenceBased attribute) (mbrs.decoders.base.DecoderReferenceless attribute) (mbrs.decoders.centroid_mbr.DecoderCentroidMBR attribute) (mbrs.decoders.DecoderReferenceBased attribute) (mbrs.decoders.DecoderReferenceless attribute) (mbrs.decoders.probabilistic_mbr.DecoderProbabilisticMBR attribute) (mbrs.decoders.pruning_mbr.DecoderPruningMBR attribute) MetricAggregatable (class in mbrs.metrics) (class in mbrs.metrics.base) MetricAggregatableCache (class in mbrs.metrics) (class in mbrs.metrics.base) MetricAggregatableCache.Cache (class in mbrs.metrics) (class in mbrs.metrics.base) MetricBase (class in mbrs.metrics) (class in mbrs.metrics.base) MetricBase.Config (class in mbrs.metrics) (class in mbrs.metrics.base) MetricBERTScore (class in mbrs.metrics) (class in mbrs.metrics.bertscore) MetricBERTScore.Cache (class in mbrs.metrics) (class in mbrs.metrics.bertscore) MetricBERTScore.Config (class in mbrs.metrics) (class in mbrs.metrics.bertscore) MetricBLEU (class in mbrs.metrics) (class in mbrs.metrics.bleu) MetricBLEU.AggregatedReference (class in mbrs.metrics) (class in mbrs.metrics.bleu) MetricBLEU.Config (class in mbrs.metrics) (class in mbrs.metrics.bleu) MetricBLEURT (class in mbrs.metrics) (class in mbrs.metrics.bleurt) MetricBLEURT.Config (class in mbrs.metrics) (class in mbrs.metrics.bleurt) MetricCacheable (class in mbrs.metrics) (class in mbrs.metrics.base) MetricCacheable.Cache (class in mbrs.metrics) (class in mbrs.metrics.base) MetricChrF (class in mbrs.metrics) (class in mbrs.metrics.chrf) MetricChrF.AggregatedReference (class in mbrs.metrics) (class in mbrs.metrics.chrf) MetricChrF.Config (class in mbrs.metrics) (class in mbrs.metrics.chrf) MetricCOMET (class in mbrs.metrics) (class in mbrs.metrics.comet) MetricCOMET.Cache (class in mbrs.metrics) (class in mbrs.metrics.comet) MetricCOMET.Config (class in mbrs.metrics) (class in mbrs.metrics.comet) MetricCOMETkiwi (class in mbrs.metrics) (class in mbrs.metrics.cometkiwi) MetricCOMETkiwi.Config (class in mbrs.metrics) (class in mbrs.metrics.cometkiwi) MetricMetricX (class in mbrs.metrics) (class in mbrs.metrics.metricx) MetricMetricX.Config (class in mbrs.metrics) (class in mbrs.metrics.metricx) MetricMetricX.InputPrefix (class in mbrs.metrics) (class in mbrs.metrics.metricx) MetricMetricX.MetricXVersion (class in mbrs.metrics) (class in mbrs.metrics.metricx) MetricReferenceless (class in mbrs.metrics) (class in mbrs.metrics.base) MetricTER (class in mbrs.metrics) (class in mbrs.metrics.ter) MetricTER.Config (class in mbrs.metrics) (class in mbrs.metrics.ter) METRICX23_QE_MODELS (mbrs.metrics.MetricMetricX attribute) (mbrs.metrics.metricx.MetricMetricX attribute) metricx_23 (mbrs.metrics.MetricMetricX.MetricXVersion attribute) (mbrs.metrics.metricx.MetricMetricX.MetricXVersion attribute) metricx_24 (mbrs.metrics.MetricMetricX.MetricXVersion attribute) (mbrs.metrics.metricx.MetricMetricX.MetricXVersion attribute) METRICX_INPUT_LENGTH_MAP (mbrs.metrics.MetricMetricX attribute) (mbrs.metrics.metricx.MetricMetricX attribute) METRICX_INPUT_PREFIX_MAP (mbrs.metrics.MetricMetricX attribute) (mbrs.metrics.metricx.MetricMetricX attribute) METRICX_VERSION_MAP (mbrs.metrics.MetricMetricX attribute) (mbrs.metrics.metricx.MetricMetricX attribute) MetricXCOMET (class in mbrs.metrics) (class in mbrs.metrics.xcomet) MetricXCOMET.Config (class in mbrs.metrics) (class in mbrs.metrics.xcomet) model (mbrs.metrics.bleurt.MetricBLEURT.Config attribute) (mbrs.metrics.comet.MetricCOMET.Config attribute) (mbrs.metrics.cometkiwi.MetricCOMETkiwi.Config attribute) (mbrs.metrics.MetricBLEURT.Config attribute) (mbrs.metrics.MetricCOMET.Config attribute) (mbrs.metrics.MetricCOMETkiwi.Config attribute) (mbrs.metrics.MetricMetricX.Config attribute) (mbrs.metrics.metricx.MetricMetricX.Config attribute) (mbrs.metrics.MetricXCOMET.Config attribute) (mbrs.metrics.xcomet.MetricXCOMET.Config attribute) model_type (mbrs.metrics.bertscore.MetricBERTScore.Config attribute) (mbrs.metrics.MetricBERTScore.Config attribute) module mbrs mbrs.args mbrs.decoders mbrs.decoders.aggregate_mbr mbrs.decoders.base mbrs.decoders.centroid_mbr mbrs.decoders.mbr mbrs.decoders.probabilistic_mbr mbrs.decoders.pruning_mbr mbrs.decoders.rerank mbrs.functional mbrs.metrics mbrs.metrics.base mbrs.metrics.bertscore mbrs.metrics.bleu mbrs.metrics.bleurt mbrs.metrics.chrf mbrs.metrics.comet mbrs.metrics.cometkiwi mbrs.metrics.metricx mbrs.metrics.ter mbrs.metrics.xcomet mbrs.modules mbrs.modules.als mbrs.modules.kmeans mbrs.registry mbrs.selectors mbrs.selectors.base mbrs.selectors.diverse mbrs.selectors.nbest mbrs.timer mbrs.utils MT5ForRegression (class in mbrs.metrics.metricx) MT5ForRegressionOutput (class in mbrs.metrics.metricx) N nbest_diversity_score (mbrs.selectors.diverse.SelectorDiverse.Output attribute) (mbrs.selectors.SelectorDiverse.Output attribute) nbest_expected_score (mbrs.selectors.diverse.SelectorDiverse.Output attribute) (mbrs.selectors.SelectorDiverse.Output attribute) nbest_objective_score (mbrs.selectors.diverse.SelectorDiverse.Output attribute) (mbrs.selectors.SelectorDiverse.Output attribute) ncalls (mbrs.timer.ProfileTree attribute) (mbrs.timer.Stopwatch property) (mbrs.timer.StopwatchDict property) ncentroids (mbrs.modules.Kmeans.Config attribute) (mbrs.modules.kmeans.Kmeans.Config attribute) ngrams (mbrs.metrics.bleu.MetricBLEU.AggregatedReference attribute) (mbrs.metrics.chrf.MetricChrF.AggregatedReference attribute) (mbrs.metrics.MetricBLEU.AggregatedReference attribute) (mbrs.metrics.MetricChrF.AggregatedReference attribute) niter (mbrs.decoders.DecoderProbabilisticMBR.Config attribute) (mbrs.decoders.probabilistic_mbr.DecoderProbabilisticMBR.Config attribute) (mbrs.modules.Kmeans.Config attribute) (mbrs.modules.kmeans.Kmeans.Config attribute) no_punct (mbrs.metrics.MetricTER.Config attribute) (mbrs.metrics.ter.MetricTER.Config attribute) normalized (mbrs.metrics.MetricTER.Config attribute) (mbrs.metrics.ter.MetricTER.Config attribute) nthreads (mbrs.metrics.bertscore.MetricBERTScore.Config attribute) (mbrs.metrics.MetricBERTScore.Config attribute) num_bootstrap_samples (mbrs.decoders.DecoderPruningMBR.Config attribute) (mbrs.decoders.pruning_mbr.DecoderPruningMBR.Config attribute) num_layers (mbrs.metrics.bertscore.MetricBERTScore.Config attribute) (mbrs.metrics.MetricBERTScore.Config attribute) num_workers (mbrs.metrics.bleu.MetricBLEU.Config attribute) (mbrs.metrics.chrf.MetricChrF.Config attribute) (mbrs.metrics.MetricBLEU.Config attribute) (mbrs.metrics.MetricChrF.Config attribute) (mbrs.metrics.MetricTER.Config attribute) (mbrs.metrics.ter.MetricTER.Config attribute) O out_proj() (mbrs.metrics.base.MetricCacheable method) (mbrs.metrics.bertscore.MetricBERTScore method) (mbrs.metrics.comet.MetricCOMET method) (mbrs.metrics.MetricBERTScore method) (mbrs.metrics.MetricCacheable method) (mbrs.metrics.MetricCOMET method) P pad_sequence() (mbrs.metrics.bertscore.MetricBERTScore method) (mbrs.metrics.MetricBERTScore method) pairwise_scores() (mbrs.metrics.base.Metric method) (mbrs.metrics.base.MetricCacheable method) (mbrs.metrics.bertscore.MetricBERTScore method) (mbrs.metrics.bleu.MetricBLEU method) (mbrs.metrics.bleurt.MetricBLEURT method) (mbrs.metrics.chrf.MetricChrF method) (mbrs.metrics.Metric method) (mbrs.metrics.MetricBERTScore method) (mbrs.metrics.MetricBLEU method) (mbrs.metrics.MetricBLEURT method) (mbrs.metrics.MetricCacheable method) (mbrs.metrics.MetricChrF method) (mbrs.metrics.MetricMetricX method) (mbrs.metrics.MetricTER method) (mbrs.metrics.metricx.MetricMetricX method) (mbrs.metrics.MetricXCOMET method) (mbrs.metrics.ter.MetricTER method) (mbrs.metrics.xcomet.MetricXCOMET method) pairwise_scores_from_ir() (mbrs.metrics.base.MetricCacheable method) (mbrs.metrics.MetricCacheable method) pairwise_scores_probabilistic() (mbrs.decoders.DecoderProbabilisticMBR method) (mbrs.decoders.probabilistic_mbr.DecoderProbabilisticMBR method) parse_known_args() (mbrs.args.ArgumentParser method) parse_known_args_preprocess() (mbrs.args.ArgumentParser method) precision (mbrs.metrics.bertscore.BERTScoreScoreType attribute) predictions (mbrs.metrics.metricx.MT5ForRegressionOutput attribute) preprocess_parser() (mbrs.args.ArgumentParser method) ProfileTree (class in mbrs.timer) R rank (mbrs.decoders.DecoderProbabilisticMBR.Config attribute) (mbrs.decoders.probabilistic_mbr.DecoderProbabilisticMBR.Config attribute) recall (mbrs.metrics.bertscore.BERTScoreScoreType attribute) reduction_factor (mbrs.decoders.DecoderProbabilisticMBR.Config attribute) (mbrs.decoders.probabilistic_mbr.DecoderProbabilisticMBR.Config attribute) reference (mbrs.metrics.MetricMetricX.InputPrefix attribute) (mbrs.metrics.metricx.MetricMetricX.InputPrefix attribute) register() (in module mbrs.decoders) (in module mbrs.metrics) (in module mbrs.selectors) (mbrs.registry.Registry method) Registry (class in mbrs.registry) regularization_weight (mbrs.decoders.DecoderProbabilisticMBR.Config attribute) (mbrs.decoders.probabilistic_mbr.DecoderProbabilisticMBR.Config attribute) repeat() (mbrs.metrics.base.MetricCacheable.Cache method) (mbrs.metrics.bertscore.MetricBERTScore.Cache method) (mbrs.metrics.comet.MetricCOMET.Cache method) (mbrs.metrics.MetricBERTScore.Cache method) (mbrs.metrics.MetricCacheable.Cache method) (mbrs.metrics.MetricCOMET.Cache method) rescale_with_baseline (mbrs.metrics.bertscore.MetricBERTScore.Config attribute) (mbrs.metrics.MetricBERTScore.Config attribute) reset() (mbrs.timer.Stopwatch method) (mbrs.timer.StopwatchDict method) result() (mbrs.timer.ProfileTree method) S sampling_scheduler (mbrs.decoders.DecoderPruningMBR.Config attribute) (mbrs.decoders.pruning_mbr.DecoderPruningMBR.Config attribute) score (mbrs.decoders.base.DecoderBase.Output attribute) (mbrs.decoders.DecoderBase.Output attribute) (mbrs.selectors.base.Selector.Output attribute) (mbrs.selectors.diverse.SelectorDiverse.Objective attribute) (mbrs.selectors.diverse.SelectorDiverse.Output attribute) (mbrs.selectors.Selector.Output attribute) (mbrs.selectors.SelectorDiverse.Objective attribute) score() (mbrs.metrics.base.Metric method) (mbrs.metrics.base.MetricCacheable method) (mbrs.metrics.base.MetricReferenceless method) (mbrs.metrics.bleu.MetricBLEU method) (mbrs.metrics.bleurt.MetricBLEURT method) (mbrs.metrics.chrf.MetricChrF method) (mbrs.metrics.cometkiwi.MetricCOMETkiwi method) (mbrs.metrics.Metric method) (mbrs.metrics.MetricBLEU method) (mbrs.metrics.MetricBLEURT method) (mbrs.metrics.MetricCacheable method) (mbrs.metrics.MetricChrF method) (mbrs.metrics.MetricCOMETkiwi method) (mbrs.metrics.MetricMetricX method) (mbrs.metrics.MetricReferenceless method) (mbrs.metrics.MetricTER method) (mbrs.metrics.metricx.MetricMetricX method) (mbrs.metrics.MetricXCOMET method) (mbrs.metrics.ter.MetricTER method) (mbrs.metrics.xcomet.MetricXCOMET method) score_type (mbrs.metrics.bertscore.MetricBERTScore.Config attribute) (mbrs.metrics.MetricBERTScore.Config attribute) scorer (mbrs.metrics.bertscore.MetricBERTScore attribute) (mbrs.metrics.bleurt.MetricBLEURT attribute) (mbrs.metrics.MetricBLEURT attribute) (mbrs.metrics.MetricMetricX attribute) (mbrs.metrics.metricx.MetricMetricX attribute) (mbrs.metrics.MetricXCOMET attribute) (mbrs.metrics.xcomet.MetricXCOMET attribute) scores() (mbrs.metrics.base.Metric method) (mbrs.metrics.base.MetricCacheable method) (mbrs.metrics.base.MetricReferenceless method) (mbrs.metrics.bertscore.MetricBERTScore method) (mbrs.metrics.bleu.MetricBLEU method) (mbrs.metrics.bleurt.MetricBLEURT method) (mbrs.metrics.chrf.MetricChrF method) (mbrs.metrics.cometkiwi.MetricCOMETkiwi method) (mbrs.metrics.Metric method) (mbrs.metrics.MetricBERTScore method) (mbrs.metrics.MetricBLEU method) (mbrs.metrics.MetricBLEURT method) (mbrs.metrics.MetricCacheable method) (mbrs.metrics.MetricChrF method) (mbrs.metrics.MetricCOMETkiwi method) (mbrs.metrics.MetricMetricX method) (mbrs.metrics.MetricReferenceless method) (mbrs.metrics.MetricTER method) (mbrs.metrics.metricx.MetricMetricX method) (mbrs.metrics.MetricXCOMET method) (mbrs.metrics.ter.MetricTER method) (mbrs.metrics.xcomet.MetricXCOMET method) scores_from_ir() (mbrs.metrics.base.MetricCacheable method) (mbrs.metrics.MetricCacheable method) search_greedy_best_first() (mbrs.selectors.diverse.SelectorDiverse method) (mbrs.selectors.SelectorDiverse method) search_local() (mbrs.selectors.diverse.SelectorDiverse method) (mbrs.selectors.SelectorDiverse method) seed (mbrs.decoders.DecoderProbabilisticMBR.Config attribute) (mbrs.decoders.DecoderPruningMBR.Config attribute) (mbrs.decoders.probabilistic_mbr.DecoderProbabilisticMBR.Config attribute) (mbrs.decoders.pruning_mbr.DecoderPruningMBR.Config attribute) (mbrs.modules.Kmeans.Config attribute) (mbrs.modules.kmeans.Kmeans.Config attribute) (mbrs.selectors.diverse.SelectorDiverse.Config attribute) (mbrs.selectors.SelectorDiverse.Config attribute) select() (mbrs.decoders.base.DecoderBase method) (mbrs.decoders.DecoderBase method) (mbrs.selectors.base.Selector method) (mbrs.selectors.diverse.SelectorDiverse method) (mbrs.selectors.nbest.SelectorNbest method) (mbrs.selectors.Selector method) (mbrs.selectors.SelectorDiverse method) (mbrs.selectors.SelectorNbest method) Selector (class in mbrs.selectors) (class in mbrs.selectors.base) Selector.Config (class in mbrs.selectors) (class in mbrs.selectors.base) Selector.Output (class in mbrs.selectors) (class in mbrs.selectors.base) SelectorDiverse (class in mbrs.selectors) (class in mbrs.selectors.diverse) SelectorDiverse.Config (class in mbrs.selectors) (class in mbrs.selectors.diverse) SelectorDiverse.Objective (class in mbrs.selectors) (class in mbrs.selectors.diverse) SelectorDiverse.Output (class in mbrs.selectors) (class in mbrs.selectors.diverse) SelectorNbest (class in mbrs.selectors) (class in mbrs.selectors.nbest) sentence (mbrs.decoders.base.DecoderBase.Output attribute) (mbrs.decoders.DecoderBase.Output attribute) (mbrs.selectors.base.Selector.Output attribute) (mbrs.selectors.diverse.SelectorDiverse.Output attribute) (mbrs.selectors.Selector.Output attribute) set_delta_ncalls() (mbrs.timer.Stopwatch method) smooth_method (mbrs.metrics.bleu.MetricBLEU.Config attribute) (mbrs.metrics.MetricBLEU.Config attribute) smooth_value (mbrs.metrics.bleu.MetricBLEU.Config attribute) (mbrs.metrics.MetricBLEU.Config attribute) source (mbrs.metrics.MetricMetricX.InputPrefix attribute) (mbrs.metrics.metricx.MetricMetricX.InputPrefix attribute) Stopwatch (class in mbrs.timer) StopwatchDict (class in mbrs.timer) superior() (mbrs.decoders.base.DecoderBase method) (mbrs.decoders.DecoderBase method) (mbrs.selectors.base.Selector method) (mbrs.selectors.Selector method) T to_device() (in module mbrs.utils) tokenize (mbrs.metrics.bleu.MetricBLEU.Config attribute) (mbrs.metrics.MetricBLEU.Config attribute) tokenizer (mbrs.metrics.bertscore.MetricBERTScore attribute) topk() (mbrs.decoders.base.DecoderBase method) (mbrs.decoders.DecoderBase method) (mbrs.selectors.base.Selector method) (mbrs.selectors.Selector method) train() (mbrs.modules.Kmeans method) (mbrs.modules.kmeans.Kmeans method) trg_lang (mbrs.metrics.bleu.MetricBLEU.Config attribute) (mbrs.metrics.MetricBLEU.Config attribute) U use_fast_tokenizer (mbrs.metrics.bertscore.MetricBERTScore.Config attribute) (mbrs.metrics.MetricBERTScore.Config attribute) W whitespace (mbrs.metrics.chrf.MetricChrF.Config attribute) (mbrs.metrics.MetricChrF.Config attribute) word_order (mbrs.metrics.chrf.MetricChrF.Config attribute) (mbrs.metrics.MetricChrF.Config attribute) X XCOMETLiteMetric (class in mbrs.metrics.xcomet)