Index

_

__getitem() (flatiron.core.dataset.Dataset method) __init__() (flatiron.core.dataset.Dataset method) (flatiron.core.logging.SlackLogger method) (flatiron.core.multidataset.MultiDataset method) (flatiron.core.pipeline.PipelineBase method) (flatiron.torch.tools.ModelCheckpoint method) _abc_impl (flatiron.core.config.BaseConfig attribute) (flatiron.core.config.CallbacksConfig attribute) (flatiron.core.config.DatasetConfig attribute) (flatiron.core.config.FrameworkConfig attribute) (flatiron.core.config.LoggerConfig attribute) (flatiron.core.config.LossConfig attribute) (flatiron.core.config.OptimizerConfig attribute) (flatiron.core.config.PipelineConfig attribute) (flatiron.core.config.TrainConfig attribute) (flatiron.core.pipeline.PipelineBase attribute) (flatiron.tf.config.TFAxis attribute) (flatiron.tf.config.TFBaseConfig attribute) (flatiron.tf.config.TFBeta attribute) (flatiron.tf.config.TFClsId attribute) (flatiron.tf.config.TFEpsilon attribute) (flatiron.tf.config.TFFramework attribute) (flatiron.tf.config.TFIgnoreClass attribute) (flatiron.tf.config.TFLogits attribute) (flatiron.tf.config.TFLossBaseConfig attribute) (flatiron.tf.config.TFLossBinaryCrossentropy attribute) (flatiron.tf.config.TFLossBinaryFocalCrossentropy attribute) (flatiron.tf.config.TFLossCategoricalCrossentropy attribute) (flatiron.tf.config.TFLossCategoricalFocalCrossentropy attribute) (flatiron.tf.config.TFLossCircle attribute) (flatiron.tf.config.TFLossCosineSimilarity attribute) (flatiron.tf.config.TFLossDice attribute) (flatiron.tf.config.TFLossHuber attribute) (flatiron.tf.config.TFLossSparseCategoricalCrossentropy attribute) (flatiron.tf.config.TFLossTversky attribute) (flatiron.tf.config.TFMetricAccuracy attribute) (flatiron.tf.config.TFMetricAUC attribute) (flatiron.tf.config.TFMetricBaseConfig attribute) (flatiron.tf.config.TFMetricBinaryAccuracy attribute) (flatiron.tf.config.TFMetricBinaryCrossentropy attribute) (flatiron.tf.config.TFMetricBinaryIoU attribute) (flatiron.tf.config.TFMetricCategoricalAccuracy attribute) (flatiron.tf.config.TFMetricCategoricalCrossentropy attribute) (flatiron.tf.config.TFMetricCategoricalHinge attribute) (flatiron.tf.config.TFMetricConcordanceCorrelation attribute) (flatiron.tf.config.TFMetricCosineSimilarity attribute) (flatiron.tf.config.TFMetricF1Score attribute) (flatiron.tf.config.TFMetricFalseNegatives attribute) (flatiron.tf.config.TFMetricFalsePositives attribute) (flatiron.tf.config.TFMetricFBetaScore attribute) (flatiron.tf.config.TFMetricHinge attribute) (flatiron.tf.config.TFMetricIoU attribute) (flatiron.tf.config.TFMetricKLDivergence attribute) (flatiron.tf.config.TFMetricLogCoshError attribute) (flatiron.tf.config.TFMetricMean attribute) (flatiron.tf.config.TFMetricMeanAbsoluteError attribute) (flatiron.tf.config.TFMetricMeanAbsolutePercentageError attribute) (flatiron.tf.config.TFMetricMeanIoU attribute) (flatiron.tf.config.TFMetricMeanSquaredError attribute) (flatiron.tf.config.TFMetricMeanSquaredLogarithmicError attribute) (flatiron.tf.config.TFMetricMetric attribute) (flatiron.tf.config.TFMetricOneHotIoU attribute) (flatiron.tf.config.TFMetricOneHotMeanIoU attribute) (flatiron.tf.config.TFMetricPearsonCorrelation attribute) (flatiron.tf.config.TFMetricPoisson attribute) (flatiron.tf.config.TFMetricPrecision attribute) (flatiron.tf.config.TFMetricPrecisionAtRecall attribute) (flatiron.tf.config.TFMetricR2Score attribute) (flatiron.tf.config.TFMetricRecall attribute) (flatiron.tf.config.TFMetricRecallAtPrecision attribute) (flatiron.tf.config.TFMetricRootMeanSquaredError attribute) (flatiron.tf.config.TFMetricSensitivityAtSpecificity attribute) (flatiron.tf.config.TFMetricSparseCategoricalAccuracy attribute) (flatiron.tf.config.TFMetricSparseCategoricalCrossentropy attribute) (flatiron.tf.config.TFMetricSparseTopKCategoricalAccuracy attribute) (flatiron.tf.config.TFMetricSpecificityAtSensitivity attribute) (flatiron.tf.config.TFMetricSquaredHinge attribute) (flatiron.tf.config.TFMetricSum attribute) (flatiron.tf.config.TFMetricTopKCategoricalAccuracy attribute) (flatiron.tf.config.TFMetricTrueNegatives attribute) (flatiron.tf.config.TFMetricTruePositives attribute) (flatiron.tf.config.TFNumClasses attribute) (flatiron.tf.config.TFNumThresh attribute) (flatiron.tf.config.TFOptAdadelta attribute) (flatiron.tf.config.TFOptAdafactor attribute) (flatiron.tf.config.TFOptAdagrad attribute) (flatiron.tf.config.TFOptAdam attribute) (flatiron.tf.config.TFOptAdamax attribute) (flatiron.tf.config.TFOptAdamW attribute) (flatiron.tf.config.TFOptBaseConfig attribute) (flatiron.tf.config.TFOptFtrl attribute) (flatiron.tf.config.TFOptLamb attribute) (flatiron.tf.config.TFOptLion attribute) (flatiron.tf.config.TFOptNadam attribute) (flatiron.tf.config.TFOptRMSprop attribute) (flatiron.tf.config.TFOptSGD attribute) (flatiron.tf.config.TFThresh attribute) (flatiron.tf.models.dummy.DummyConfig attribute) (flatiron.tf.models.dummy.DummyPipeline attribute) (flatiron.tf.models.unet.UNetConfig attribute) (flatiron.tf.models.unet.UNetPipeline attribute) (flatiron.torch.config.TAct attribute) (flatiron.torch.config.TBeta attribute) (flatiron.torch.config.TCap attribute) (flatiron.torch.config.TCls attribute) (flatiron.torch.config.TDate attribute) (flatiron.torch.config.TDecay attribute) (flatiron.torch.config.TDiff attribute) (flatiron.torch.config.TEps attribute) (flatiron.torch.config.TFor attribute) (flatiron.torch.config.TGroup1 attribute) (flatiron.torch.config.TGroup2 attribute) (flatiron.torch.config.TGroup3 attribute) (flatiron.torch.config.TInd attribute) (flatiron.torch.config.TMarg attribute) (flatiron.torch.config.TMax attribute) (flatiron.torch.config.TMReduct attribute) (flatiron.torch.config.TNan attribute) (flatiron.torch.config.TNanStrategy attribute) (flatiron.torch.config.TorchBaseConfig attribute) (flatiron.torch.config.TorchFramework attribute) (flatiron.torch.config.TorchLossBCELoss attribute) (flatiron.torch.config.TorchLossBCEWithLogitsLoss attribute) (flatiron.torch.config.TorchLossCosineEmbeddingLoss attribute) (flatiron.torch.config.TorchLossCrossEntropyLoss attribute) (flatiron.torch.config.TorchLossCTCLoss attribute) (flatiron.torch.config.TorchLossGaussianNLLLoss attribute) (flatiron.torch.config.TorchLossHingeEmbeddingLoss attribute) (flatiron.torch.config.TorchLossHuberLoss attribute) (flatiron.torch.config.TorchLossKLDivLoss attribute) (flatiron.torch.config.TorchLossL1Loss attribute) (flatiron.torch.config.TorchLossMarginRankingLoss attribute) (flatiron.torch.config.TorchLossMSELoss attribute) (flatiron.torch.config.TorchLossMultiLabelMarginLoss attribute) (flatiron.torch.config.TorchLossMultiLabelSoftMarginLoss attribute) (flatiron.torch.config.TorchLossMultiMarginLoss attribute) (flatiron.torch.config.TorchLossNLLLoss attribute) (flatiron.torch.config.TorchLossPairwiseDistance attribute) (flatiron.torch.config.TorchLossPoissonNLLLoss attribute) (flatiron.torch.config.TorchLossSmoothL1Loss attribute) (flatiron.torch.config.TorchLossSoftMarginLoss attribute) (flatiron.torch.config.TorchLossTripletMarginLoss attribute) (flatiron.torch.config.TorchLossTripletMarginWithDistanceLoss attribute) (flatiron.torch.config.TorchMetricBLEUScore attribute) (flatiron.torch.config.TorchMetricCatMetric attribute) (flatiron.torch.config.TorchMetricCHRFScore attribute) (flatiron.torch.config.TorchMetricConcordanceCorrCoef attribute) (flatiron.torch.config.TorchMetricCosineSimilarity attribute) (flatiron.torch.config.TorchMetricCramersV attribute) (flatiron.torch.config.TorchMetricCriticalSuccessIndex attribute) (flatiron.torch.config.TorchMetricDice attribute) (flatiron.torch.config.TorchMetricErrorRelativeGlobalDimensionlessSynthesis attribute) (flatiron.torch.config.TorchMetricExplainedVariance attribute) (flatiron.torch.config.TorchMetricExtendedEditDistance attribute) (flatiron.torch.config.TorchMetricFleissKappa attribute) (flatiron.torch.config.TorchMetricKendallRankCorrCoef attribute) (flatiron.torch.config.TorchMetricKLDivergence attribute) (flatiron.torch.config.TorchMetricLogCoshError attribute) (flatiron.torch.config.TorchMetricMaxMetric attribute) (flatiron.torch.config.TorchMetricMeanAbsoluteError attribute) (flatiron.torch.config.TorchMetricMeanMetric attribute) (flatiron.torch.config.TorchMetricMeanSquaredError attribute) (flatiron.torch.config.TorchMetricMinkowskiDistance attribute) (flatiron.torch.config.TorchMetricMinMetric attribute) (flatiron.torch.config.TorchMetricModifiedPanopticQuality attribute) (flatiron.torch.config.TorchMetricMultiScaleStructuralSimilarityIndexMeasure attribute) (flatiron.torch.config.TorchMetricNormalizedRootMeanSquaredError attribute) (flatiron.torch.config.TorchMetricPanopticQuality attribute) (flatiron.torch.config.TorchMetricPeakSignalNoiseRatio attribute) (flatiron.torch.config.TorchMetricPearsonCorrCoef attribute) (flatiron.torch.config.TorchMetricPearsonsContingencyCoefficient attribute) (flatiron.torch.config.TorchMetricPermutationInvariantTraining attribute) (flatiron.torch.config.TorchMetricPerplexity attribute) (flatiron.torch.config.TorchMetricR2Score attribute) (flatiron.torch.config.TorchMetricRelativeAverageSpectralError attribute) (flatiron.torch.config.TorchMetricRelativeSquaredError attribute) (flatiron.torch.config.TorchMetricRetrievalFallOut attribute) (flatiron.torch.config.TorchMetricRetrievalHitRate attribute) (flatiron.torch.config.TorchMetricRetrievalMAP attribute) (flatiron.torch.config.TorchMetricRetrievalMRR attribute) (flatiron.torch.config.TorchMetricRetrievalNormalizedDCG attribute) (flatiron.torch.config.TorchMetricRetrievalPrecision attribute) (flatiron.torch.config.TorchMetricRetrievalPrecisionRecallCurve attribute) (flatiron.torch.config.TorchMetricRetrievalRecall attribute) (flatiron.torch.config.TorchMetricRetrievalRecallAtFixedPrecision attribute) (flatiron.torch.config.TorchMetricRetrievalRPrecision attribute) (flatiron.torch.config.TorchMetricRootMeanSquaredErrorUsingSlidingWindow attribute) (flatiron.torch.config.TorchMetricRunningMean attribute) (flatiron.torch.config.TorchMetricRunningSum attribute) (flatiron.torch.config.TorchMetricSacreBLEUScore attribute) (flatiron.torch.config.TorchMetricScaleInvariantSignalDistortionRatio attribute) (flatiron.torch.config.TorchMetricSignalDistortionRatio attribute) (flatiron.torch.config.TorchMetricSignalNoiseRatio attribute) (flatiron.torch.config.TorchMetricSpearmanCorrCoef attribute) (flatiron.torch.config.TorchMetricSpectralAngleMapper attribute) (flatiron.torch.config.TorchMetricSpectralDistortionIndex attribute) (flatiron.torch.config.TorchMetricStructuralSimilarityIndexMeasure attribute) (flatiron.torch.config.TorchMetricSumMetric attribute) (flatiron.torch.config.TorchMetricTheilsU attribute) (flatiron.torch.config.TorchMetricTotalVariation attribute) (flatiron.torch.config.TorchMetricTranslationEditRate attribute) (flatiron.torch.config.TorchMetricTschuprowsT attribute) (flatiron.torch.config.TorchMetricTweedieDevianceScore attribute) (flatiron.torch.config.TorchMetricUniversalImageQualityIndex attribute) (flatiron.torch.config.TorchOptAdadelta attribute) (flatiron.torch.config.TorchOptAdafactor attribute) (flatiron.torch.config.TorchOptAdagrad attribute) (flatiron.torch.config.TorchOptAdam attribute) (flatiron.torch.config.TorchOptAdamax attribute) (flatiron.torch.config.TorchOptAdamW attribute) (flatiron.torch.config.TorchOptASGD attribute) (flatiron.torch.config.TorchOptBaseConfig attribute) (flatiron.torch.config.TorchOptLBFGS attribute) (flatiron.torch.config.TorchOptNAdam attribute) (flatiron.torch.config.TorchOptRAdam attribute) (flatiron.torch.config.TorchOptRMSprop attribute) (flatiron.torch.config.TorchOptRprop attribute) (flatiron.torch.config.TorchOptSGD attribute) (flatiron.torch.config.TorchOptSparseAdam attribute) (flatiron.torch.config.TOut attribute) (flatiron.torch.config.TRed attribute) (flatiron.torch.config.TReduct attribute) (flatiron.torch.config.TSize attribute) (flatiron.torch.config.TTopK attribute) (flatiron.torch.models.dummy.DummyConfig attribute) (flatiron.torch.models.dummy.DummyPipeline attribute) (flatiron.torch.models.unet.UNetConfig attribute) (flatiron.torch.models.unet.UNetPipeline attribute)

_engine (flatiron.core.pipeline.PipelineBase property) _execute_epoch() (in module flatiron.torch.tools) _generate_config() (in module flatiron.core.resolve) _get_stats() (flatiron.core.dataset.Dataset static method) _logger() (flatiron.core.pipeline.PipelineBase method) _read_file() (flatiron.core.dataset.Dataset method) _read_file_as_array() (flatiron.core.dataset.Dataset method) _resolve_field() (in module flatiron.core.resolve) _resolve_limit() (flatiron.core.dataset.Dataset static method) _resolve_model() (in module flatiron.core.resolve) _resolve_pipeline() (in module flatiron.core.resolve) _resolve_subconfig() (in module flatiron.core.resolve) _validate_metrics() (flatiron.core.config.PipelineConfig class method) _validate_slack_methods() (flatiron.core.config.LoggerConfig class method)

A

activation (flatiron.tf.models.dummy.DummyConfig attribute) (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.unet.UNetConfig attribute), [1] adaptive_k (flatiron.torch.config.TorchMetricRetrievalPrecision attribute) (flatiron.torch.config.TorchMetricRetrievalPrecisionRecallCurve attribute) (flatiron.torch.config.TorchMetricRetrievalRecallAtFixedPrecision attribute) adjusted (flatiron.torch.config.TorchMetricR2Score attribute) allow_unknown_preds_category (flatiron.torch.config.TorchMetricModifiedPanopticQuality attribute) (flatiron.torch.config.TorchMetricPanopticQuality attribute) alpha (flatiron.tf.config.TFLossBinaryFocalCrossentropy attribute) (flatiron.tf.config.TFLossCategoricalFocalCrossentropy attribute) (flatiron.tf.config.TFLossTversky attribute) (flatiron.torch.config.TorchMetricExtendedEditDistance attribute) (flatiron.torch.config.TorchOptASGD attribute) (flatiron.torch.config.TorchOptRMSprop attribute) alternative (flatiron.torch.config.TorchMetricKendallRankCorrCoef attribute) amsgrad (flatiron.tf.config.TFOptAdam attribute) (flatiron.tf.config.TFOptAdamW attribute) (flatiron.torch.config.TorchOptAdam attribute) (flatiron.torch.config.TorchOptAdamW attribute) apply_class_balancing (flatiron.tf.config.TFLossBinaryFocalCrossentropy attribute) asian_support (flatiron.torch.config.TorchMetricTranslationEditRate attribute)

asset_name (flatiron.core.dataset.Dataset property) asset_path (flatiron.core.dataset.Dataset property) attention_activation_1 (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.unet.UNetConfig attribute), [1] attention_activation_2 (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.unet.UNetConfig attribute), [1] attention_gate_2d() (in module flatiron.tf.models.unet) attention_gates (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.unet.UNetConfig attribute), [1] attention_kernel_initializer (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.unet.UNetConfig attribute), [1] attention_kernel_size (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.unet.UNetConfig attribute), [1] attention_padding (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.unet.UNetConfig attribute), [1] attention_strides (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.unet.UNetConfig attribute), [1] AtttentionGate2DBlock (class in flatiron.torch.models.unet) auto_scale_loss (flatiron.tf.config.TFFramework attribute), [1] average (flatiron.tf.config.TFMetricF1Score attribute) (flatiron.tf.config.TFMetricFBetaScore attribute) (flatiron.torch.config.TorchMetricDice attribute) axis (flatiron.tf.config.TFAxis attribute)

B

base (flatiron.torch.config.TorchMetricPeakSignalNoiseRatio attribute) BaseConfig (class in flatiron.core.config) batch_norm (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.unet.UNetConfig attribute), [1] batch_size (flatiron.core.config.TrainConfig attribute), [1] beta (flatiron.tf.config.TFLossTversky attribute) (flatiron.tf.config.TFMetricFBetaScore attribute) (flatiron.tf.config.TFOptFtrl attribute) (flatiron.torch.config.TorchLossSmoothL1Loss attribute) (flatiron.torch.config.TorchMetricCHRFScore attribute) beta2_decay (flatiron.torch.config.TorchOptAdafactor attribute)

beta_1 (flatiron.tf.config.TFBeta attribute) (flatiron.torch.config.TBeta attribute) beta_2 (flatiron.tf.config.TFBeta attribute) (flatiron.torch.config.TBeta attribute) beta_2_decay (flatiron.tf.config.TFOptAdafactor attribute) betas (flatiron.torch.config.TorchMetricMultiScaleStructuralSimilarityIndexMeasure attribute) bias_correction (flatiron.torch.config.TorchMetricCramersV attribute) (flatiron.torch.config.TorchMetricTschuprowsT attribute) blank (flatiron.torch.config.TorchLossCTCLoss attribute) build() (flatiron.core.pipeline.PipelineBase method) build_dev_command() (in module cli) build_prod_command() (in module cli)

C

callbacks (flatiron.core.config.PipelineConfig attribute), [1] CallbacksConfig (class in flatiron.core.config) capturable (flatiron.torch.config.TCap attribute) centered (flatiron.tf.config.TFOptRMSprop attribute) (flatiron.torch.config.TorchOptRMSprop attribute) class_aggregation (flatiron.tf.config.TFMetricR2Score attribute) class_id (flatiron.tf.config.TFClsId attribute) classes (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.unet.UNetConfig attribute), [1] cli module

clip_threshold (flatiron.tf.config.TFOptAdafactor attribute) clipnorm (flatiron.tf.config.TFOptBaseConfig attribute) clipping_threshold (flatiron.torch.config.TorchOptAdafactor attribute) clipvalue (flatiron.tf.config.TFOptBaseConfig attribute) compile (flatiron.core.config.PipelineConfig attribute) compile() (flatiron.core.pipeline.PipelineBase method) (in module flatiron.tf.tools) (in module flatiron.torch.tools) container_id_command() (in module cli) Conv2DBlock (class in flatiron.torch.models.unet) conv_2d_block() (in module flatiron.tf.models.unet) curve (flatiron.tf.config.TFMetricAUC attribute)

D

dampening (flatiron.torch.config.TorchOptSGD attribute) data_format (flatiron.tf.models.unet.UNetConfig attribute) (flatiron.torch.models.unet.UNetConfig attribute) data_range (flatiron.torch.config.TDate attribute) (flatiron.torch.config.TorchMetricStructuralSimilarityIndexMeasure attribute) Dataset (class in flatiron.core.dataset) dataset (flatiron.core.config.PipelineConfig attribute), [1] DatasetConfig (class in flatiron.core.config) deletion (flatiron.torch.config.TorchMetricExtendedEditDistance attribute) delta (flatiron.tf.config.TFLossHuber attribute) (flatiron.torch.config.TorchLossHuberLoss attribute) destroy_dev_command() (in module cli) destroy_prod_command() (in module cli) device (flatiron.core.config.FrameworkConfig attribute) (flatiron.tf.config.TFFramework attribute), [1] (flatiron.torch.config.TorchFramework attribute), [1]

dice() (in module flatiron.tf.metric) dice_loss() (in module flatiron.tf.loss) differentiable (flatiron.torch.config.TDiff attribute) dim (flatiron.torch.config.TorchMetricPeakSignalNoiseRatio attribute) docker_exec() (in module cli) dtype (flatiron.tf.config.TFLossBaseConfig attribute) (flatiron.tf.config.TFMetricBaseConfig attribute) (flatiron.tf.models.unet.UNetConfig attribute) (flatiron.torch.models.unet.UNetConfig attribute) DummyConfig (class in flatiron.tf.models.dummy) (class in flatiron.torch.models.dummy) DummyModel (class in flatiron.torch.models.dummy) DummyPipeline (class in flatiron.tf.models.dummy) (class in flatiron.torch.models.dummy)

E

ema_momentum (flatiron.tf.config.TFOptBaseConfig attribute) ema_overwrite_frequency (flatiron.tf.config.TFOptBaseConfig attribute) empty_target_action (flatiron.torch.config.TAct attribute) (flatiron.torch.config.TorchMetricRetrievalFallOut attribute) enforce_callbacks() (in module flatiron.core.tools) enforce_getter() (in module flatiron.core.tools) enter_repo() (in module cli) epochs (flatiron.core.config.TrainConfig attribute), [1]

epsilon (flatiron.tf.config.TFEpsilon attribute) (flatiron.torch.config.TEps attribute) epsilon_1 (flatiron.tf.config.TFOptAdafactor attribute) epsilon_2 (flatiron.tf.config.TFOptAdafactor attribute) etas (flatiron.torch.config.TorchOptRprop attribute) eval_func (flatiron.torch.config.TorchMetricPermutationInvariantTraining attribute) exit_repo() (in module cli) exponent (flatiron.torch.config.TorchLossMultiMarginLoss attribute) ext_regex (flatiron.core.config.DatasetConfig attribute), [1]

F

filepaths (flatiron.core.dataset.Dataset property) filter_length (flatiron.torch.config.TorchMetricSignalDistortionRatio attribute) filters (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.unet.UNetConfig attribute), [1] flatiron.core.config module flatiron.core.dataset module flatiron.core.logging module flatiron.core.multidataset module flatiron.core.pipeline module flatiron.core.resolve module flatiron.core.tools module flatiron.core.validators module flatiron.tf.config module flatiron.tf.loss module flatiron.tf.metric module flatiron.tf.models.dummy module flatiron.tf.models.unet module flatiron.tf.optimizer module

flatiron.tf.tools module flatiron.torch.config module flatiron.torch.loss module flatiron.torch.metric module flatiron.torch.models.dummy module flatiron.torch.models.unet module flatiron.torch.optimizer module flatiron.torch.tools module foreach (flatiron.torch.config.TFor attribute) forward() (flatiron.torch.models.dummy.DummyModel method) (flatiron.torch.models.unet.AtttentionGate2DBlock method) (flatiron.torch.models.unet.Conv2DBlock method) (flatiron.torch.models.unet.UNet method) framework (flatiron.core.config.PipelineConfig attribute), [1] FrameworkConfig (class in flatiron.core.config) from_logits (flatiron.tf.config.TFLogits attribute) from_sorted_ids (flatiron.tf.config.TFMetricSparseTopKCategoricalAccuracy attribute) from_string() (flatiron.core.pipeline.PipelineBase class method) full (flatiron.torch.config.TorchLossGaussianNLLLoss attribute) (flatiron.torch.config.TorchLossPoissonNLLLoss attribute) fused (flatiron.torch.config.TorchOptAdagrad attribute) (flatiron.torch.config.TorchOptAdam attribute) (flatiron.torch.config.TorchOptAdamW attribute) (flatiron.torch.config.TorchOptSGD attribute)

G

gamma (flatiron.tf.config.TFLossBinaryFocalCrossentropy attribute) (flatiron.tf.config.TFLossCategoricalFocalCrossentropy attribute) (flatiron.tf.config.TFLossCircle attribute) gaussian_kernel (flatiron.torch.config.TorchMetricMultiScaleStructuralSimilarityIndexMeasure attribute) (flatiron.torch.config.TorchMetricStructuralSimilarityIndexMeasure attribute) generate_config() (flatiron.core.pipeline.PipelineBase class method) get() (in module flatiron.tf.loss) (in module flatiron.tf.metric) (in module flatiron.tf.optimizer) (in module flatiron.tf.tools) (in module flatiron.torch.loss) (in module flatiron.torch.metric) (in module flatiron.torch.optimizer) (in module flatiron.torch.tools) get_arrays() (flatiron.core.dataset.Dataset method) (flatiron.core.multidataset.MultiDataset method)

get_callbacks() (in module flatiron.tf.tools) (in module flatiron.torch.tools) get_dummy_model() (in module flatiron.tf.models.dummy) (in module flatiron.torch.models.dummy) get_filepath() (flatiron.core.dataset.Dataset method) get_filepaths() (flatiron.core.multidataset.MultiDataset method) get_illegal_mode_command() (in module cli) get_info() (in module cli) get_module() (in module flatiron.core.tools) get_module_class() (in module flatiron.core.tools) get_module_function() (in module flatiron.core.tools) get_tensorboard_project() (in module flatiron.core.tools) get_unet_model() (in module flatiron.tf.models.unet) (in module flatiron.torch.models.unet) global_clipnorm (flatiron.tf.config.TFOptBaseConfig attribute) gradient_accumulation_steps (flatiron.tf.config.TFOptBaseConfig attribute)

H

history_size (flatiron.torch.config.TorchOptLBFGS attribute)

I

ignore_class (flatiron.tf.config.TFIgnoreClass attribute) ignore_index (flatiron.torch.config.TInd attribute) (flatiron.torch.config.TorchLossCrossEntropyLoss attribute) (flatiron.torch.config.TorchLossNLLLoss attribute) image_id_command() (in module cli) info (flatiron.core.dataset.Dataset property) (flatiron.core.multidataset.MultiDataset property) initial_accumulator_value (flatiron.tf.config.TFOptAdagrad attribute) (flatiron.tf.config.TFOptFtrl attribute) (flatiron.torch.config.TorchOptAdagrad attribute) initial_epoch (flatiron.core.config.TrainConfig attribute), [1] initial_value_threshold (flatiron.core.config.CallbacksConfig attribute), [1] input_channels (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.dummy.DummyConfig attribute) (flatiron.torch.models.unet.UNetConfig attribute), [1]

input_height (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.unet.UNetConfig attribute), [1] input_width (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.unet.UNetConfig attribute), [1] insertion (flatiron.torch.config.TorchMetricExtendedEditDistance attribute) intersection_over_union() (in module flatiron.tf.metric) is_base_two() (in module flatiron.core.validators) is_callback_mode() (in module flatiron.core.validators) is_custom_definition() (in module flatiron.core.tools) is_engine() (in module flatiron.core.validators) is_even() (in module flatiron.core.validators) is_odd() (in module flatiron.core.validators) is_padding() (in module flatiron.core.validators) is_pipeline_method() (in module flatiron.core.validators)

J

jaccard() (in module flatiron.tf.metric)

jaccard_loss() (in module flatiron.tf.loss) jit_compile (flatiron.tf.config.TFFramework attribute), [1]

K

k (flatiron.tf.config.TFMetricSparseTopKCategoricalAccuracy attribute) (flatiron.tf.config.TFMetricTopKCategoricalAccuracy attribute) k1 (flatiron.torch.config.TorchMetricMultiScaleStructuralSimilarityIndexMeasure attribute) (flatiron.torch.config.TorchMetricStructuralSimilarityIndexMeasure attribute) k2 (flatiron.torch.config.TorchMetricMultiScaleStructuralSimilarityIndexMeasure attribute) (flatiron.torch.config.TorchMetricStructuralSimilarityIndexMeasure attribute)

keep_sequence_dim (flatiron.torch.config.TorchMetricCriticalSuccessIndex attribute) keepdim (flatiron.torch.config.TorchLossPairwiseDistance attribute) kernel_initializer (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.unet.UNetConfig attribute), [1] kernel_size (flatiron.torch.config.TorchMetricMultiScaleStructuralSimilarityIndexMeasure attribute) (flatiron.torch.config.TorchMetricStructuralSimilarityIndexMeasure attribute) (flatiron.torch.config.TorchMetricUniversalImageQualityIndex attribute)

L

l1_regularization_strength (flatiron.tf.config.TFOptFtrl attribute) l2_regularization_strength (flatiron.tf.config.TFOptFtrl attribute) l2_shrinkage_regularization_strength (flatiron.tf.config.TFOptFtrl attribute) label_axis (flatiron.core.config.DatasetConfig attribute), [1] label_smoothing (flatiron.tf.config.TFLossBinaryCrossentropy attribute) (flatiron.tf.config.TFLossBinaryFocalCrossentropy attribute) (flatiron.tf.config.TFLossCategoricalCrossentropy attribute) (flatiron.tf.config.TFLossCategoricalFocalCrossentropy attribute) (flatiron.tf.config.TFMetricBinaryCrossentropy attribute) (flatiron.tf.config.TFMetricCategoricalCrossentropy attribute) (flatiron.torch.config.TorchLossCrossEntropyLoss attribute) label_weights (flatiron.tf.config.TFMetricAUC attribute) labels (flatiron.core.config.DatasetConfig attribute), [1] lambd (flatiron.torch.config.TorchOptASGD attribute) language (flatiron.torch.config.TorchMetricExtendedEditDistance attribute) layers (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.unet.UNetConfig attribute), [1] learning_rate (flatiron.tf.config.TFOptBaseConfig attribute) (flatiron.torch.config.TorchOptBaseConfig attribute) learning_rate_power (flatiron.tf.config.TFOptFtrl attribute)

level (flatiron.core.config.LoggerConfig attribute), [1] limit (flatiron.core.config.DatasetConfig attribute), [1] line() (in module cli) line_search_fn (flatiron.torch.config.TorchOptLBFGS attribute) load() (flatiron.core.dataset.Dataset method) (flatiron.core.multidataset.MultiDataset method) (flatiron.core.pipeline.PipelineBase method) load_diag (flatiron.torch.config.TorchMetricSignalDistortionRatio attribute) log_input (flatiron.torch.config.TorchLossPoissonNLLLoss attribute) log_prob (flatiron.torch.config.TorchMetricKLDivergence attribute) log_target (flatiron.torch.config.TorchLossKLDivLoss attribute) logger (flatiron.core.config.PipelineConfig attribute), [1] LoggerConfig (class in flatiron.core.config) loss (flatiron.core.config.PipelineConfig attribute), [1] loss_scale_factor (flatiron.tf.config.TFOptBaseConfig attribute) loss_weights (flatiron.tf.config.TFFramework attribute), [1] LossConfig (class in flatiron.core.config) lowercase (flatiron.torch.config.TorchMetricCHRFScore attribute) (flatiron.torch.config.TorchMetricSacreBLEUScore attribute) (flatiron.torch.config.TorchMetricTranslationEditRate attribute) lr_decay (flatiron.torch.config.TorchOptAdagrad attribute)

M

main() (in module cli) margin (flatiron.tf.config.TFLossCircle attribute) (flatiron.torch.config.TMarg attribute) max_eval (flatiron.torch.config.TorchOptLBFGS attribute) max_iter (flatiron.torch.config.TorchOptLBFGS attribute) max_k (flatiron.torch.config.TorchMetricRetrievalPrecisionRecallCurve attribute) (flatiron.torch.config.TorchMetricRetrievalRecallAtFixedPrecision attribute) maximize (flatiron.torch.config.TMax attribute) mdmc_average (flatiron.torch.config.TorchMetricDice attribute) metrics (flatiron.core.config.PipelineConfig attribute), [1] min_precision (flatiron.torch.config.TorchMetricRetrievalRecallAtFixedPrecision attribute) mode (flatiron.core.config.CallbacksConfig attribute), [1] (flatiron.torch.config.TorchMetricFleissKappa attribute) (flatiron.torch.config.TorchMetricPermutationInvariantTraining attribute) model_config (flatiron.core.config.BaseConfig attribute) (flatiron.core.config.CallbacksConfig attribute) (flatiron.core.config.DatasetConfig attribute) (flatiron.core.config.FrameworkConfig attribute) (flatiron.core.config.LoggerConfig attribute) (flatiron.core.config.LossConfig attribute) (flatiron.core.config.OptimizerConfig attribute) (flatiron.core.config.PipelineConfig attribute) (flatiron.core.config.TrainConfig attribute) (flatiron.tf.config.TFAxis attribute) (flatiron.tf.config.TFBaseConfig attribute) (flatiron.tf.config.TFBeta attribute) (flatiron.tf.config.TFClsId attribute) (flatiron.tf.config.TFEpsilon attribute) (flatiron.tf.config.TFFramework attribute) (flatiron.tf.config.TFIgnoreClass attribute) (flatiron.tf.config.TFLogits attribute) (flatiron.tf.config.TFLossBaseConfig attribute) (flatiron.tf.config.TFLossBinaryCrossentropy attribute) (flatiron.tf.config.TFLossBinaryFocalCrossentropy attribute) (flatiron.tf.config.TFLossCategoricalCrossentropy attribute) (flatiron.tf.config.TFLossCategoricalFocalCrossentropy attribute) (flatiron.tf.config.TFLossCircle attribute) (flatiron.tf.config.TFLossCosineSimilarity attribute) (flatiron.tf.config.TFLossDice attribute) (flatiron.tf.config.TFLossHuber attribute) (flatiron.tf.config.TFLossSparseCategoricalCrossentropy attribute) (flatiron.tf.config.TFLossTversky attribute) (flatiron.tf.config.TFMetricAccuracy attribute) (flatiron.tf.config.TFMetricAUC attribute) (flatiron.tf.config.TFMetricBaseConfig attribute) (flatiron.tf.config.TFMetricBinaryAccuracy attribute) (flatiron.tf.config.TFMetricBinaryCrossentropy attribute) (flatiron.tf.config.TFMetricBinaryIoU attribute) (flatiron.tf.config.TFMetricCategoricalAccuracy attribute) (flatiron.tf.config.TFMetricCategoricalCrossentropy attribute) (flatiron.tf.config.TFMetricCategoricalHinge attribute) (flatiron.tf.config.TFMetricConcordanceCorrelation attribute) (flatiron.tf.config.TFMetricCosineSimilarity attribute) (flatiron.tf.config.TFMetricF1Score attribute) (flatiron.tf.config.TFMetricFalseNegatives attribute) (flatiron.tf.config.TFMetricFalsePositives attribute) (flatiron.tf.config.TFMetricFBetaScore attribute) (flatiron.tf.config.TFMetricHinge attribute) (flatiron.tf.config.TFMetricIoU attribute) (flatiron.tf.config.TFMetricKLDivergence attribute) (flatiron.tf.config.TFMetricLogCoshError attribute) (flatiron.tf.config.TFMetricMean attribute) (flatiron.tf.config.TFMetricMeanAbsoluteError attribute) (flatiron.tf.config.TFMetricMeanAbsolutePercentageError attribute) (flatiron.tf.config.TFMetricMeanIoU attribute) (flatiron.tf.config.TFMetricMeanSquaredError attribute) (flatiron.tf.config.TFMetricMeanSquaredLogarithmicError attribute) (flatiron.tf.config.TFMetricMetric attribute) (flatiron.tf.config.TFMetricOneHotIoU attribute) (flatiron.tf.config.TFMetricOneHotMeanIoU attribute) (flatiron.tf.config.TFMetricPearsonCorrelation attribute) (flatiron.tf.config.TFMetricPoisson attribute) (flatiron.tf.config.TFMetricPrecision attribute) (flatiron.tf.config.TFMetricPrecisionAtRecall attribute) (flatiron.tf.config.TFMetricR2Score attribute) (flatiron.tf.config.TFMetricRecall attribute) (flatiron.tf.config.TFMetricRecallAtPrecision attribute) (flatiron.tf.config.TFMetricRootMeanSquaredError attribute) (flatiron.tf.config.TFMetricSensitivityAtSpecificity attribute) (flatiron.tf.config.TFMetricSparseCategoricalAccuracy attribute) (flatiron.tf.config.TFMetricSparseCategoricalCrossentropy attribute) (flatiron.tf.config.TFMetricSparseTopKCategoricalAccuracy attribute) (flatiron.tf.config.TFMetricSpecificityAtSensitivity attribute) (flatiron.tf.config.TFMetricSquaredHinge attribute) (flatiron.tf.config.TFMetricSum attribute) (flatiron.tf.config.TFMetricTopKCategoricalAccuracy attribute) (flatiron.tf.config.TFMetricTrueNegatives attribute) (flatiron.tf.config.TFMetricTruePositives attribute) (flatiron.tf.config.TFNumClasses attribute) (flatiron.tf.config.TFNumThresh attribute) (flatiron.tf.config.TFOptAdadelta attribute) (flatiron.tf.config.TFOptAdafactor attribute) (flatiron.tf.config.TFOptAdagrad attribute) (flatiron.tf.config.TFOptAdam attribute) (flatiron.tf.config.TFOptAdamax attribute) (flatiron.tf.config.TFOptAdamW attribute) (flatiron.tf.config.TFOptBaseConfig attribute) (flatiron.tf.config.TFOptFtrl attribute) (flatiron.tf.config.TFOptLamb attribute) (flatiron.tf.config.TFOptLion attribute) (flatiron.tf.config.TFOptNadam attribute) (flatiron.tf.config.TFOptRMSprop attribute) (flatiron.tf.config.TFOptSGD attribute) (flatiron.tf.config.TFThresh attribute) (flatiron.tf.models.dummy.DummyConfig attribute) (flatiron.tf.models.unet.UNetConfig attribute) (flatiron.torch.config.TAct attribute) (flatiron.torch.config.TBeta attribute) (flatiron.torch.config.TCap attribute) (flatiron.torch.config.TCls attribute) (flatiron.torch.config.TDate attribute) (flatiron.torch.config.TDecay attribute) (flatiron.torch.config.TDiff attribute) (flatiron.torch.config.TEps attribute) (flatiron.torch.config.TFor attribute) (flatiron.torch.config.TGroup1 attribute) (flatiron.torch.config.TGroup2 attribute) (flatiron.torch.config.TGroup3 attribute) (flatiron.torch.config.TInd attribute) (flatiron.torch.config.TMarg attribute) (flatiron.torch.config.TMax attribute) (flatiron.torch.config.TMReduct attribute) (flatiron.torch.config.TNan attribute) (flatiron.torch.config.TNanStrategy attribute) (flatiron.torch.config.TorchBaseConfig attribute) (flatiron.torch.config.TorchFramework attribute) (flatiron.torch.config.TorchLossBCELoss attribute) (flatiron.torch.config.TorchLossBCEWithLogitsLoss attribute) (flatiron.torch.config.TorchLossCosineEmbeddingLoss attribute) (flatiron.torch.config.TorchLossCrossEntropyLoss attribute) (flatiron.torch.config.TorchLossCTCLoss attribute) (flatiron.torch.config.TorchLossGaussianNLLLoss attribute) (flatiron.torch.config.TorchLossHingeEmbeddingLoss attribute) (flatiron.torch.config.TorchLossHuberLoss attribute) (flatiron.torch.config.TorchLossKLDivLoss attribute) (flatiron.torch.config.TorchLossL1Loss attribute) (flatiron.torch.config.TorchLossMarginRankingLoss attribute) (flatiron.torch.config.TorchLossMSELoss attribute) (flatiron.torch.config.TorchLossMultiLabelMarginLoss attribute) (flatiron.torch.config.TorchLossMultiLabelSoftMarginLoss attribute) (flatiron.torch.config.TorchLossMultiMarginLoss attribute) (flatiron.torch.config.TorchLossNLLLoss attribute) (flatiron.torch.config.TorchLossPairwiseDistance attribute) (flatiron.torch.config.TorchLossPoissonNLLLoss attribute) (flatiron.torch.config.TorchLossSmoothL1Loss attribute) (flatiron.torch.config.TorchLossSoftMarginLoss attribute) (flatiron.torch.config.TorchLossTripletMarginLoss attribute) (flatiron.torch.config.TorchLossTripletMarginWithDistanceLoss attribute) (flatiron.torch.config.TorchMetricBLEUScore attribute) (flatiron.torch.config.TorchMetricCatMetric attribute) (flatiron.torch.config.TorchMetricCHRFScore attribute) (flatiron.torch.config.TorchMetricConcordanceCorrCoef attribute) (flatiron.torch.config.TorchMetricCosineSimilarity attribute) (flatiron.torch.config.TorchMetricCramersV attribute) (flatiron.torch.config.TorchMetricCriticalSuccessIndex attribute) (flatiron.torch.config.TorchMetricDice attribute) (flatiron.torch.config.TorchMetricErrorRelativeGlobalDimensionlessSynthesis attribute) (flatiron.torch.config.TorchMetricExplainedVariance attribute) (flatiron.torch.config.TorchMetricExtendedEditDistance attribute) (flatiron.torch.config.TorchMetricFleissKappa attribute) (flatiron.torch.config.TorchMetricKendallRankCorrCoef attribute) (flatiron.torch.config.TorchMetricKLDivergence attribute) (flatiron.torch.config.TorchMetricLogCoshError attribute) (flatiron.torch.config.TorchMetricMaxMetric attribute) (flatiron.torch.config.TorchMetricMeanAbsoluteError attribute) (flatiron.torch.config.TorchMetricMeanMetric attribute) (flatiron.torch.config.TorchMetricMeanSquaredError attribute) (flatiron.torch.config.TorchMetricMinkowskiDistance attribute) (flatiron.torch.config.TorchMetricMinMetric attribute) (flatiron.torch.config.TorchMetricModifiedPanopticQuality attribute) (flatiron.torch.config.TorchMetricMultiScaleStructuralSimilarityIndexMeasure attribute) (flatiron.torch.config.TorchMetricNormalizedRootMeanSquaredError attribute) (flatiron.torch.config.TorchMetricPanopticQuality attribute) (flatiron.torch.config.TorchMetricPeakSignalNoiseRatio attribute) (flatiron.torch.config.TorchMetricPearsonCorrCoef attribute) (flatiron.torch.config.TorchMetricPearsonsContingencyCoefficient attribute) (flatiron.torch.config.TorchMetricPermutationInvariantTraining attribute) (flatiron.torch.config.TorchMetricPerplexity attribute) (flatiron.torch.config.TorchMetricR2Score attribute) (flatiron.torch.config.TorchMetricRelativeAverageSpectralError attribute) (flatiron.torch.config.TorchMetricRelativeSquaredError attribute) (flatiron.torch.config.TorchMetricRetrievalFallOut attribute) (flatiron.torch.config.TorchMetricRetrievalHitRate attribute) (flatiron.torch.config.TorchMetricRetrievalMAP attribute) (flatiron.torch.config.TorchMetricRetrievalMRR attribute) (flatiron.torch.config.TorchMetricRetrievalNormalizedDCG attribute) (flatiron.torch.config.TorchMetricRetrievalPrecision attribute) (flatiron.torch.config.TorchMetricRetrievalPrecisionRecallCurve attribute) (flatiron.torch.config.TorchMetricRetrievalRecall attribute) (flatiron.torch.config.TorchMetricRetrievalRecallAtFixedPrecision attribute) (flatiron.torch.config.TorchMetricRetrievalRPrecision attribute) (flatiron.torch.config.TorchMetricRootMeanSquaredErrorUsingSlidingWindow attribute) (flatiron.torch.config.TorchMetricRunningMean attribute) (flatiron.torch.config.TorchMetricRunningSum attribute) (flatiron.torch.config.TorchMetricSacreBLEUScore attribute) (flatiron.torch.config.TorchMetricScaleInvariantSignalDistortionRatio attribute) (flatiron.torch.config.TorchMetricSignalDistortionRatio attribute) (flatiron.torch.config.TorchMetricSignalNoiseRatio attribute) (flatiron.torch.config.TorchMetricSpearmanCorrCoef attribute) (flatiron.torch.config.TorchMetricSpectralAngleMapper attribute) (flatiron.torch.config.TorchMetricSpectralDistortionIndex attribute) (flatiron.torch.config.TorchMetricStructuralSimilarityIndexMeasure attribute) (flatiron.torch.config.TorchMetricSumMetric attribute) (flatiron.torch.config.TorchMetricTheilsU attribute) (flatiron.torch.config.TorchMetricTotalVariation attribute) (flatiron.torch.config.TorchMetricTranslationEditRate attribute) (flatiron.torch.config.TorchMetricTschuprowsT attribute) (flatiron.torch.config.TorchMetricTweedieDevianceScore attribute) (flatiron.torch.config.TorchMetricUniversalImageQualityIndex attribute) (flatiron.torch.config.TorchOptAdadelta attribute) (flatiron.torch.config.TorchOptAdafactor attribute) (flatiron.torch.config.TorchOptAdagrad attribute) (flatiron.torch.config.TorchOptAdam attribute) (flatiron.torch.config.TorchOptAdamax attribute) (flatiron.torch.config.TorchOptAdamW attribute) (flatiron.torch.config.TorchOptASGD attribute) (flatiron.torch.config.TorchOptBaseConfig attribute) (flatiron.torch.config.TorchOptLBFGS attribute) (flatiron.torch.config.TorchOptNAdam attribute) (flatiron.torch.config.TorchOptRAdam attribute) (flatiron.torch.config.TorchOptRMSprop attribute) (flatiron.torch.config.TorchOptRprop attribute) (flatiron.torch.config.TorchOptSGD attribute) (flatiron.torch.config.TorchOptSparseAdam attribute) (flatiron.torch.config.TOut attribute) (flatiron.torch.config.TRed attribute) (flatiron.torch.config.TReduct attribute) (flatiron.torch.config.TSize attribute) (flatiron.torch.config.TTopK attribute) (flatiron.torch.models.dummy.DummyConfig attribute) (flatiron.torch.models.unet.UNetConfig attribute)

model_config() (flatiron.core.pipeline.PipelineBase method) (flatiron.tf.models.dummy.DummyPipeline method) (flatiron.tf.models.unet.UNetPipeline method) (flatiron.torch.models.dummy.DummyPipeline method) (flatiron.torch.models.unet.UNetPipeline method) model_func() (flatiron.core.pipeline.PipelineBase method) (flatiron.tf.models.dummy.DummyPipeline method) (flatiron.tf.models.unet.UNetPipeline method) (flatiron.torch.models.dummy.DummyPipeline method) (flatiron.torch.models.unet.UNetPipeline method) ModelCheckpoint (class in flatiron.torch.tools) module cli flatiron.core.config flatiron.core.dataset flatiron.core.logging flatiron.core.multidataset flatiron.core.pipeline flatiron.core.resolve flatiron.core.tools flatiron.core.validators flatiron.tf.config flatiron.tf.loss flatiron.tf.metric flatiron.tf.models.dummy flatiron.tf.models.unet flatiron.tf.optimizer flatiron.tf.tools flatiron.torch.config flatiron.torch.loss flatiron.torch.metric flatiron.torch.models.dummy flatiron.torch.models.unet flatiron.torch.optimizer flatiron.torch.tools momentum (flatiron.tf.config.TFOptRMSprop attribute) (flatiron.tf.config.TFOptSGD attribute) (flatiron.torch.config.TorchOptRMSprop attribute) (flatiron.torch.config.TorchOptSGD attribute) momentum_decay (flatiron.torch.config.TorchOptNAdam attribute) monitor (flatiron.core.config.CallbacksConfig attribute), [1] monkey_patch() (flatiron.torch.tools.TorchDataset static method) multi_label (flatiron.tf.config.TFMetricAUC attribute) multiclass (flatiron.torch.config.TorchMetricDice attribute) MultiDataset (class in flatiron.core.multidataset) multioutput (flatiron.torch.config.TorchMetricExplainedVariance attribute) (flatiron.torch.config.TorchMetricR2Score attribute)

N

n_char_order (flatiron.torch.config.TorchMetricCHRFScore attribute) n_gram (flatiron.torch.config.TorchMetricBLEUScore attribute) (flatiron.torch.config.TorchMetricSacreBLEUScore attribute) n_word_order (flatiron.torch.config.TorchMetricCHRFScore attribute) name (flatiron.core.config.FrameworkConfig attribute) (flatiron.core.config.LossConfig attribute), [1] (flatiron.core.config.OptimizerConfig attribute), [1] (flatiron.tf.config.TFBaseConfig attribute) (flatiron.tf.config.TFFramework attribute), [1] (flatiron.torch.config.TorchBaseConfig attribute) (flatiron.torch.config.TorchFramework attribute), [1] nan_replace_value (flatiron.torch.config.TorchMetricCramersV attribute) (flatiron.torch.config.TorchMetricPearsonsContingencyCoefficient attribute) (flatiron.torch.config.TorchMetricTheilsU attribute) (flatiron.torch.config.TorchMetricTschuprowsT attribute) nan_strategy (flatiron.torch.config.TNan attribute) (flatiron.torch.config.TNanStrategy attribute)

nesterov (flatiron.tf.config.TFOptSGD attribute) (flatiron.torch.config.TorchOptSGD attribute) no_punctuation (flatiron.torch.config.TorchMetricTranslationEditRate attribute) norm_degree (flatiron.torch.config.TorchLossPairwiseDistance attribute) (flatiron.torch.config.TorchLossTripletMarginLoss attribute) normalization (flatiron.torch.config.TorchMetricNormalizedRootMeanSquaredError attribute) normalize (flatiron.torch.config.TorchMetricMultiScaleStructuralSimilarityIndexMeasure attribute) (flatiron.torch.config.TorchMetricTranslationEditRate attribute) num_classes (flatiron.tf.config.TFNumClasses attribute) (flatiron.torch.config.TCls attribute) (flatiron.torch.config.TorchMetricPearsonsContingencyCoefficient attribute) (flatiron.torch.config.TorchMetricTheilsU attribute) (flatiron.torch.config.TorchMetricTschuprowsT attribute) num_labels (flatiron.tf.config.TFMetricAUC attribute) num_outputs (flatiron.torch.config.TOut attribute) num_regressors (flatiron.tf.config.TFMetricR2Score attribute) num_thresholds (flatiron.tf.config.TFNumThresh attribute)

O

optimizer (flatiron.core.config.PipelineConfig attribute), [1] OptimizerConfig (class in flatiron.core.config)

output_activation (flatiron.tf.models.unet.UNetConfig attribute), [1] (flatiron.torch.models.unet.UNetConfig attribute), [1] output_channels (flatiron.torch.models.dummy.DummyConfig attribute)

P

p (flatiron.torch.config.TorchMetricMinkowskiDistance attribute) (flatiron.torch.config.TorchMetricSpectralDistortionIndex attribute) pad_layer_name() (in module flatiron.core.tools) PipelineBase (class in flatiron.core.pipeline) PipelineConfig (class in flatiron.core.config) PORT (in module cli) power (flatiron.torch.config.TorchMetricTweedieDevianceScore attribute)

pre_build() (in module flatiron.tf.tools) (in module flatiron.torch.tools) precision (flatiron.tf.config.TFMetricRecallAtPrecision attribute) prod_command() (in module cli) project (flatiron.core.config.CallbacksConfig attribute), [1] pull_command() (in module cli) push_command() (in module cli)

Q

quickstart_command() (in module cli)

R

ratio (flatiron.torch.config.TorchMetricErrorRelativeGlobalDimensionlessSynthesis attribute) read_csv() (flatiron.core.dataset.Dataset class method) read_directory() (flatiron.core.dataset.Dataset class method) read_yaml() (flatiron.core.pipeline.PipelineBase class method) recall (flatiron.tf.config.TFMetricPrecisionAtRecall attribute) reduce (flatiron.torch.config.TRed attribute) reduction (flatiron.tf.config.TFLossBaseConfig attribute) (flatiron.torch.config.TMReduct attribute) (flatiron.torch.config.TorchMetricCosineSimilarity attribute) (flatiron.torch.config.TorchMetricKLDivergence attribute) (flatiron.torch.config.TorchMetricTotalVariation attribute) (flatiron.torch.config.TReduct attribute) relative_step (flatiron.tf.config.TFOptAdafactor attribute) remove_command() (in module cli) remove_container() (in module cli) remove_diagonal (flatiron.tf.config.TFLossCircle attribute) reshape (flatiron.core.config.DatasetConfig attribute), [1]

resolve() (in module cli) resolve_config() (in module flatiron.core.resolve) (in module flatiron.torch.tools) resolve_kwargs() (in module flatiron.core.tools) resolve_module_config() (in module flatiron.core.tools) restart_command() (in module cli) return_contrast_sensitivity (flatiron.torch.config.TorchMetricStructuralSimilarityIndexMeasure attribute) return_full_image (flatiron.torch.config.TorchMetricStructuralSimilarityIndexMeasure attribute) return_sentence_level_score (flatiron.torch.config.TorchMetricCHRFScore attribute) (flatiron.torch.config.TorchMetricExtendedEditDistance attribute) (flatiron.torch.config.TorchMetricTranslationEditRate attribute) rho (flatiron.tf.config.TFOptAdadelta attribute) (flatiron.tf.config.TFOptRMSprop attribute) (flatiron.torch.config.TorchMetricExtendedEditDistance attribute) (flatiron.torch.config.TorchOptAdadelta attribute) root (flatiron.core.config.CallbacksConfig attribute), [1] run() (flatiron.core.pipeline.PipelineBase method) run_eagerly (flatiron.tf.config.TFFramework attribute), [1]

S

save() (flatiron.torch.tools.ModelCheckpoint method) save_best_only (flatiron.core.config.CallbacksConfig attribute), [1] save_freq (flatiron.core.config.CallbacksConfig attribute), [1] save_weights_only (flatiron.core.config.CallbacksConfig attribute), [1] seed (flatiron.core.config.DatasetConfig attribute), [1] (flatiron.core.config.TrainConfig attribute), [1] sensitivity (flatiron.tf.config.TFMetricSpecificityAtSensitivity attribute) shape (flatiron.tf.models.dummy.DummyConfig attribute) shuffle (flatiron.core.config.DatasetConfig attribute), [1] (flatiron.core.config.TrainConfig attribute), [1] sigma (flatiron.torch.config.TorchMetricMultiScaleStructuralSimilarityIndexMeasure attribute) (flatiron.torch.config.TorchMetricStructuralSimilarityIndexMeasure attribute) (flatiron.torch.config.TorchMetricUniversalImageQualityIndex attribute) size_average (flatiron.torch.config.TSize attribute) slack_channel (flatiron.core.config.LoggerConfig attribute), [1] slack_it() (in module flatiron.core.tools) slack_methods (flatiron.core.config.LoggerConfig attribute), [1] slack_url (flatiron.core.config.LoggerConfig attribute), [1] SlackLogger (class in flatiron.core.logging) smooth (flatiron.torch.config.TorchMetricBLEUScore attribute) (flatiron.torch.config.TorchMetricSacreBLEUScore attribute) source (flatiron.core.config.DatasetConfig attribute), [1]

sparse_y_pred (flatiron.tf.config.TFMetricIoU attribute) (flatiron.tf.config.TFMetricMeanIoU attribute) (flatiron.tf.config.TFMetricOneHotIoU attribute) (flatiron.tf.config.TFMetricOneHotMeanIoU attribute) sparse_y_true (flatiron.tf.config.TFMetricIoU attribute) (flatiron.tf.config.TFMetricMeanIoU attribute) specificity (flatiron.tf.config.TFMetricSensitivityAtSpecificity attribute) squared (flatiron.torch.config.TorchMetricMeanSquaredError attribute) (flatiron.torch.config.TorchMetricRelativeSquaredError attribute) start() (in module cli) start_command() (in module cli) state_command() (in module cli) stats (flatiron.core.dataset.Dataset property) step_sizes (flatiron.torch.config.TorchOptRprop attribute) steps_per_execution (flatiron.tf.config.TFFramework attribute), [1] stop() (in module cli) stop_command() (in module cli) stuffs (flatiron.torch.config.TorchMetricModifiedPanopticQuality attribute) (flatiron.torch.config.TorchMetricPanopticQuality attribute) summation_method (flatiron.tf.config.TFMetricAUC attribute) swap (flatiron.torch.config.TorchLossTripletMarginLoss attribute) (flatiron.torch.config.TorchLossTripletMarginWithDistanceLoss attribute)

T

t0 (flatiron.torch.config.TorchOptASGD attribute) t_test (flatiron.torch.config.TorchMetricKendallRankCorrCoef attribute) TAct (class in flatiron.torch.config) target_class_ids (flatiron.tf.config.TFMetricBinaryIoU attribute) (flatiron.tf.config.TFMetricIoU attribute) (flatiron.tf.config.TFMetricOneHotIoU attribute) TBeta (class in flatiron.torch.config) TCap (class in flatiron.torch.config) TCls (class in flatiron.torch.config) TDate (class in flatiron.torch.config) TDecay (class in flatiron.torch.config) TDiff (class in flatiron.torch.config) TEps (class in flatiron.torch.config) test_size (flatiron.core.config.DatasetConfig attribute), [1] TFAxis (class in flatiron.tf.config) TFBaseConfig (class in flatiron.tf.config) TFBeta (class in flatiron.tf.config) TFClsId (class in flatiron.tf.config) TFEpsilon (class in flatiron.tf.config) TFFramework (class in flatiron.tf.config) TFIgnoreClass (class in flatiron.tf.config) TFLogits (class in flatiron.tf.config) TFLossBaseConfig (class in flatiron.tf.config) TFLossBinaryCrossentropy (class in flatiron.tf.config) TFLossBinaryFocalCrossentropy (class in flatiron.tf.config) TFLossCategoricalCrossentropy (class in flatiron.tf.config) TFLossCategoricalFocalCrossentropy (class in flatiron.tf.config) TFLossCircle (class in flatiron.tf.config) TFLossCosineSimilarity (class in flatiron.tf.config) TFLossDice (class in flatiron.tf.config) TFLossHuber (class in flatiron.tf.config) TFLossSparseCategoricalCrossentropy (class in flatiron.tf.config) TFLossTversky (class in flatiron.tf.config) TFMetricAccuracy (class in flatiron.tf.config) TFMetricAUC (class in flatiron.tf.config) TFMetricBaseConfig (class in flatiron.tf.config) TFMetricBinaryAccuracy (class in flatiron.tf.config) TFMetricBinaryCrossentropy (class in flatiron.tf.config) TFMetricBinaryIoU (class in flatiron.tf.config) TFMetricCategoricalAccuracy (class in flatiron.tf.config) TFMetricCategoricalCrossentropy (class in flatiron.tf.config) TFMetricCategoricalHinge (class in flatiron.tf.config) TFMetricConcordanceCorrelation (class in flatiron.tf.config) TFMetricCosineSimilarity (class in flatiron.tf.config) TFMetricF1Score (class in flatiron.tf.config) TFMetricFalseNegatives (class in flatiron.tf.config) TFMetricFalsePositives (class in flatiron.tf.config) TFMetricFBetaScore (class in flatiron.tf.config) TFMetricHinge (class in flatiron.tf.config) TFMetricIoU (class in flatiron.tf.config) TFMetricKLDivergence (class in flatiron.tf.config) TFMetricLogCoshError (class in flatiron.tf.config) TFMetricMean (class in flatiron.tf.config) TFMetricMeanAbsoluteError (class in flatiron.tf.config) TFMetricMeanAbsolutePercentageError (class in flatiron.tf.config) TFMetricMeanIoU (class in flatiron.tf.config) TFMetricMeanSquaredError (class in flatiron.tf.config) TFMetricMeanSquaredLogarithmicError (class in flatiron.tf.config) TFMetricMetric (class in flatiron.tf.config) TFMetricOneHotIoU (class in flatiron.tf.config) TFMetricOneHotMeanIoU (class in flatiron.tf.config) TFMetricPearsonCorrelation (class in flatiron.tf.config) TFMetricPoisson (class in flatiron.tf.config) TFMetricPrecision (class in flatiron.tf.config) TFMetricPrecisionAtRecall (class in flatiron.tf.config) TFMetricR2Score (class in flatiron.tf.config) TFMetricRecall (class in flatiron.tf.config) TFMetricRecallAtPrecision (class in flatiron.tf.config) TFMetricRootMeanSquaredError (class in flatiron.tf.config) TFMetricSensitivityAtSpecificity (class in flatiron.tf.config) TFMetricSparseCategoricalAccuracy (class in flatiron.tf.config) TFMetricSparseCategoricalCrossentropy (class in flatiron.tf.config) TFMetricSparseTopKCategoricalAccuracy (class in flatiron.tf.config) TFMetricSpecificityAtSensitivity (class in flatiron.tf.config) TFMetricSquaredHinge (class in flatiron.tf.config) TFMetricSum (class in flatiron.tf.config) TFMetricTopKCategoricalAccuracy (class in flatiron.tf.config) TFMetricTrueNegatives (class in flatiron.tf.config) TFMetricTruePositives (class in flatiron.tf.config) TFNumClasses (class in flatiron.tf.config) TFNumThresh (class in flatiron.tf.config) TFOptAdadelta (class in flatiron.tf.config) TFOptAdafactor (class in flatiron.tf.config) TFOptAdagrad (class in flatiron.tf.config) TFOptAdam (class in flatiron.tf.config) TFOptAdamax (class in flatiron.tf.config) TFOptAdamW (class in flatiron.tf.config) TFOptBaseConfig (class in flatiron.tf.config) TFOptFtrl (class in flatiron.tf.config) TFOptLamb (class in flatiron.tf.config) TFOptLion (class in flatiron.tf.config) TFOptNadam (class in flatiron.tf.config) TFOptRMSprop (class in flatiron.tf.config) TFOptSGD (class in flatiron.tf.config) TFor (class in flatiron.torch.config) TFThresh (class in flatiron.tf.config) TGroup1 (class in flatiron.torch.config) TGroup2 (class in flatiron.torch.config) TGroup3 (class in flatiron.torch.config) things (flatiron.torch.config.TorchMetricModifiedPanopticQuality attribute) (flatiron.torch.config.TorchMetricPanopticQuality attribute) threshold (flatiron.tf.config.TFMetricBinaryAccuracy attribute) (flatiron.tf.config.TFMetricBinaryIoU attribute) (flatiron.tf.config.TFMetricF1Score attribute) (flatiron.tf.config.TFMetricFBetaScore attribute) (flatiron.torch.config.TorchMetricCriticalSuccessIndex attribute) (flatiron.torch.config.TorchMetricDice attribute) thresholds (flatiron.tf.config.TFThresh attribute) timezone (flatiron.core.config.LoggerConfig attribute), [1] TInd (class in flatiron.torch.config) TMarg (class in flatiron.torch.config) TMax (class in flatiron.torch.config) TMReduct (class in flatiron.torch.config) TNan (class in flatiron.torch.config) TNanStrategy (class in flatiron.torch.config) tokenize (flatiron.torch.config.TorchMetricSacreBLEUScore attribute) tolerance_change (flatiron.torch.config.TorchOptLBFGS attribute) tolerance_grad (flatiron.torch.config.TorchOptLBFGS attribute)

top_k (flatiron.tf.config.TFMetricPrecision attribute) (flatiron.tf.config.TFMetricRecall attribute) (flatiron.torch.config.TTopK attribute) TorchBaseConfig (class in flatiron.torch.config) TorchDataset (class in flatiron.torch.tools) TorchFramework (class in flatiron.torch.config) TorchLossBCELoss (class in flatiron.torch.config) TorchLossBCEWithLogitsLoss (class in flatiron.torch.config) TorchLossCosineEmbeddingLoss (class in flatiron.torch.config) TorchLossCrossEntropyLoss (class in flatiron.torch.config) TorchLossCTCLoss (class in flatiron.torch.config) TorchLossGaussianNLLLoss (class in flatiron.torch.config) TorchLossHingeEmbeddingLoss (class in flatiron.torch.config) TorchLossHuberLoss (class in flatiron.torch.config) TorchLossKLDivLoss (class in flatiron.torch.config) TorchLossL1Loss (class in flatiron.torch.config) TorchLossMarginRankingLoss (class in flatiron.torch.config) TorchLossMSELoss (class in flatiron.torch.config) TorchLossMultiLabelMarginLoss (class in flatiron.torch.config) TorchLossMultiLabelSoftMarginLoss (class in flatiron.torch.config) TorchLossMultiMarginLoss (class in flatiron.torch.config) TorchLossNLLLoss (class in flatiron.torch.config) TorchLossPairwiseDistance (class in flatiron.torch.config) TorchLossPoissonNLLLoss (class in flatiron.torch.config) TorchLossSmoothL1Loss (class in flatiron.torch.config) TorchLossSoftMarginLoss (class in flatiron.torch.config) TorchLossTripletMarginLoss (class in flatiron.torch.config) TorchLossTripletMarginWithDistanceLoss (class in flatiron.torch.config) TorchMetricBLEUScore (class in flatiron.torch.config) TorchMetricCatMetric (class in flatiron.torch.config) TorchMetricCHRFScore (class in flatiron.torch.config) TorchMetricConcordanceCorrCoef (class in flatiron.torch.config) TorchMetricCosineSimilarity (class in flatiron.torch.config) TorchMetricCramersV (class in flatiron.torch.config) TorchMetricCriticalSuccessIndex (class in flatiron.torch.config) TorchMetricDice (class in flatiron.torch.config) TorchMetricErrorRelativeGlobalDimensionlessSynthesis (class in flatiron.torch.config) TorchMetricExplainedVariance (class in flatiron.torch.config) TorchMetricExtendedEditDistance (class in flatiron.torch.config) TorchMetricFleissKappa (class in flatiron.torch.config) TorchMetricKendallRankCorrCoef (class in flatiron.torch.config) TorchMetricKLDivergence (class in flatiron.torch.config) TorchMetricLogCoshError (class in flatiron.torch.config) TorchMetricMaxMetric (class in flatiron.torch.config) TorchMetricMeanAbsoluteError (class in flatiron.torch.config) TorchMetricMeanMetric (class in flatiron.torch.config) TorchMetricMeanSquaredError (class in flatiron.torch.config) TorchMetricMinkowskiDistance (class in flatiron.torch.config) TorchMetricMinMetric (class in flatiron.torch.config) TorchMetricModifiedPanopticQuality (class in flatiron.torch.config) TorchMetricMultiScaleStructuralSimilarityIndexMeasure (class in flatiron.torch.config) TorchMetricNormalizedRootMeanSquaredError (class in flatiron.torch.config) TorchMetricPanopticQuality (class in flatiron.torch.config) TorchMetricPeakSignalNoiseRatio (class in flatiron.torch.config) TorchMetricPearsonCorrCoef (class in flatiron.torch.config) TorchMetricPearsonsContingencyCoefficient (class in flatiron.torch.config) TorchMetricPermutationInvariantTraining (class in flatiron.torch.config) TorchMetricPerplexity (class in flatiron.torch.config) TorchMetricR2Score (class in flatiron.torch.config) TorchMetricRelativeAverageSpectralError (class in flatiron.torch.config) TorchMetricRelativeSquaredError (class in flatiron.torch.config) TorchMetricRetrievalFallOut (class in flatiron.torch.config) TorchMetricRetrievalHitRate (class in flatiron.torch.config) TorchMetricRetrievalMAP (class in flatiron.torch.config) TorchMetricRetrievalMRR (class in flatiron.torch.config) TorchMetricRetrievalNormalizedDCG (class in flatiron.torch.config) TorchMetricRetrievalPrecision (class in flatiron.torch.config) TorchMetricRetrievalPrecisionRecallCurve (class in flatiron.torch.config) TorchMetricRetrievalRecall (class in flatiron.torch.config) TorchMetricRetrievalRecallAtFixedPrecision (class in flatiron.torch.config) TorchMetricRetrievalRPrecision (class in flatiron.torch.config) TorchMetricRootMeanSquaredErrorUsingSlidingWindow (class in flatiron.torch.config) TorchMetricRunningMean (class in flatiron.torch.config) TorchMetricRunningSum (class in flatiron.torch.config) TorchMetricSacreBLEUScore (class in flatiron.torch.config) TorchMetricScaleInvariantSignalDistortionRatio (class in flatiron.torch.config) TorchMetricSignalDistortionRatio (class in flatiron.torch.config) TorchMetricSignalNoiseRatio (class in flatiron.torch.config) TorchMetricSpearmanCorrCoef (class in flatiron.torch.config) TorchMetricSpectralAngleMapper (class in flatiron.torch.config) TorchMetricSpectralDistortionIndex (class in flatiron.torch.config) TorchMetricStructuralSimilarityIndexMeasure (class in flatiron.torch.config) TorchMetricSumMetric (class in flatiron.torch.config) TorchMetricTheilsU (class in flatiron.torch.config) TorchMetricTotalVariation (class in flatiron.torch.config) TorchMetricTranslationEditRate (class in flatiron.torch.config) TorchMetricTschuprowsT (class in flatiron.torch.config) TorchMetricTweedieDevianceScore (class in flatiron.torch.config) TorchMetricUniversalImageQualityIndex (class in flatiron.torch.config) TorchOptAdadelta (class in flatiron.torch.config) TorchOptAdafactor (class in flatiron.torch.config) TorchOptAdagrad (class in flatiron.torch.config) TorchOptAdam (class in flatiron.torch.config) TorchOptAdamax (class in flatiron.torch.config) TorchOptAdamW (class in flatiron.torch.config) TorchOptASGD (class in flatiron.torch.config) TorchOptBaseConfig (class in flatiron.torch.config) TorchOptLBFGS (class in flatiron.torch.config) TorchOptNAdam (class in flatiron.torch.config) TorchOptRAdam (class in flatiron.torch.config) TorchOptRMSprop (class in flatiron.torch.config) TorchOptRprop (class in flatiron.torch.config) TorchOptSGD (class in flatiron.torch.config) TorchOptSparseAdam (class in flatiron.torch.config) TOut (class in flatiron.torch.config) train (flatiron.core.config.PipelineConfig attribute), [1] train() (flatiron.core.pipeline.PipelineBase method) (in module flatiron.tf.tools) (in module flatiron.torch.tools) train_test_split() (flatiron.core.dataset.Dataset method) (flatiron.core.multidataset.MultiDataset method) (flatiron.core.pipeline.PipelineBase method) (in module flatiron.core.tools) TrainConfig (class in flatiron.core.config) TRed (class in flatiron.torch.config) TReduct (class in flatiron.torch.config) TSize (class in flatiron.torch.config) TTopK (class in flatiron.torch.config)

U

UNet (class in flatiron.torch.models.unet) unet_width_and_layers_are_valid() (in module flatiron.tf.models.unet) UNetConfig (class in flatiron.tf.models.unet) (class in flatiron.torch.models.unet) UNetPipeline (class in flatiron.tf.models.unet) (class in flatiron.torch.models.unet)

unindent() (in module flatiron.core.tools) unload() (flatiron.core.dataset.Dataset method) (flatiron.core.multidataset.MultiDataset method) (flatiron.core.pipeline.PipelineBase method) use_cg_iter (flatiron.torch.config.TorchMetricSignalDistortionRatio attribute) use_ema (flatiron.tf.config.TFOptBaseConfig attribute)

V

validation_freq (flatiron.core.config.TrainConfig attribute), [1] validation_split (flatiron.core.config.TrainConfig attribute), [1] variant (flatiron.torch.config.TorchMetricKendallRankCorrCoef attribute)

verbose (flatiron.core.config.CallbacksConfig attribute), [1] (flatiron.core.config.TrainConfig attribute), [1] version_commit_command() (in module cli) version_variable() (in module cli)

W

weight_decay (flatiron.tf.config.TFOptAdamW attribute) (flatiron.torch.config.TDecay attribute) weighted_metrics (flatiron.tf.config.TFFramework attribute), [1] weights (flatiron.torch.config.TorchMetricBLEUScore attribute) (flatiron.torch.config.TorchMetricSacreBLEUScore attribute)

whitespace (flatiron.torch.config.TorchMetricCHRFScore attribute) window (flatiron.torch.config.TorchMetricRunningMean attribute) (flatiron.torch.config.TorchMetricRunningSum attribute) window_size (flatiron.torch.config.TorchMetricRelativeAverageSpectralError attribute) (flatiron.torch.config.TorchMetricRootMeanSquaredErrorUsingSlidingWindow attribute)

X

x_tools_command() (in module cli)

xy_split() (flatiron.core.dataset.Dataset method) (flatiron.core.multidataset.MultiDataset method)

Z

zero_division (flatiron.torch.config.TorchMetricDice attribute) zero_infinity (flatiron.torch.config.TorchLossCTCLoss attribute) zero_mean (flatiron.torch.config.TorchMetricScaleInvariantSignalDistortionRatio attribute) (flatiron.torch.config.TorchMetricSignalDistortionRatio attribute) (flatiron.torch.config.TorchMetricSignalNoiseRatio attribute)

zsh_command() (in module cli) zsh_complete_command() (in module cli) zsh_root_command() (in module cli) zshrc_tools() (in module cli)