Package: fastai 2.2.2

Turgut Abdullayev

fastai: Interface to 'fastai'

The 'fastai' <https://docs.fast.ai/index.html> library simplifies training fast and accurate neural networks using modern best practices. It is based on research in to deep learning best practices undertaken at 'fast.ai', including 'out of the box' support for vision, text, tabular, audio, time series, and collaborative filtering models.

Authors:Turgut Abdullayev [ctb, cre, cph, aut]

fastai_2.2.2.tar.gz
fastai_2.2.2.zip(r-4.5)fastai_2.2.2.zip(r-4.4)fastai_2.2.2.zip(r-4.3)
fastai_2.2.2.tgz(r-4.4-any)fastai_2.2.2.tgz(r-4.3-any)
fastai_2.2.2.tar.gz(r-4.5-noble)fastai_2.2.2.tar.gz(r-4.4-noble)
fastai_2.2.2.tgz(r-4.4-emscripten)fastai_2.2.2.tgz(r-4.3-emscripten)
fastai.pdf |fastai.html
fastai/json (API)
NEWS

# Install 'fastai' in R:
install.packages('fastai', repos = c('https://eagerai.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/eagerai/fastai/issues

On CRAN:

audiocollaborative-filteringdarknetdarknet-image-classificationfastaimedicalobject-detectiontabulartextvision

9.33 score 118 stars 76 scripts 925 downloads 18 mentions 864 exports 75 dependencies

Last updated 7 months agofrom:a6d63440bc. Checks:OK: 5 WARNING: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 07 2024
R-4.5-winOKNov 07 2024
R-4.5-linuxOKNov 07 2024
R-4.4-winOKNov 07 2024
R-4.4-macWARNINGNov 07 2024
R-4.3-winOKNov 07 2024
R-4.3-macWARNINGNov 07 2024

Exports:%f%AccumMetricaccuracyaccuracy_multiaccuracy_thresh_expandAdamadam_stepadaptive_poolAdaptiveAvgPoolAdaptiveConcatPool1dAdaptiveConcatPool2dAdaptiveGANSwitcherAdaptiveLossadd_cyclic_datepartadd_datepartAddChannelsAddNoiseaffine_coordaffine_matAffineCoordTfmalexnetapply_perspectiveAPScoreBinaryAPScoreMultiarray_reshapeas_arrayaspectaudio_extensionsAudioBlockAudioBlock_from_folderAudioGetterAudioPadTypeAudioTensorAudioTensor_createAudioToMFCCAudioToMFCC_from_cfgAudioToSpec_from_cfgaug_transformsAutoConfigaverage_gradaverage_sqr_gradAvgLossAvgPoolAvgSmoothLossAWD_LSTMawd_lstm_clas_splitawd_lstm_lm_splitAWD_QRNNBalancedAccuracyBaseLossBaseTokenizerbasic_criticbasic_generatorBasicMelSpectrogramBasicMFCCBasicSpectrogramBatchNormBatchNorm1dFlatbb_padBBoxBlockBBoxLabelerBBoxLblBlockBCELossFlatBCEWithLogitsLossFlatBrierScoreBrierScoreMultibs_findcalculate_rougeCallbackcapture.outputCatcatalyst_modelCategorifyCategoryBlockChangeVolumechildren_and_parametersClassificationInterpretation_from_learnerclean_raw_keysclip_remove_emptycmcnn_configcnn_learnerCOCOMetricCOCOMetricTypeCohenKappacollab_learnerCollabDataLoaders_from_dblockCollabDataLoaders_from_dfCollectDataCallbackcolorsColReaderColSplittercombined_flat_annealcompetition_download_filecompetition_download_filescompetition_leaderboard_downloadcompetition_list_filescompetition_submitcompetitions_listContrastconv_norm_lrConvLayerconvT_norm_reluCorpusBLEUMetriccrappifiercreate_bodycreate_cnn_modelcreate_fcncreate_headcreate_inceptioncreate_mlpcreate_resnetcreate_unet_modelCropPadCropTimeCrossEntropyLossFlatCSVLoggerCudaCallbackCutMixcutout_gaussiancycle_learnerCycleGANCycleGANLossData_LoadersDataBlockdataloadersDatasetsdcmreaddebiasDebuggerdecision_plotdecode_spec_tokensdefault_splitDeltadenormalize_imagenetdensenet121densenet161densenet169densenet201DenseResBlockdependence_plotDeterministicDihedralDeterministicDrawDeterministicFlipdetuplify_pgdev.offDiceDicomdicom_windowsDihedraldihedral_matDihedralItemdiscriminatordownload.fileDownmixMonodropout_maskdummy_evalDynamicUnetEarlyStoppingCallbackefficientdet_infer_dlefficientdet_learnerefficientdet_modelefficientdet_predict_dlefficientdet_train_dlefficientdet_valid_dlemb_sz_ruleEmbeddingEmbeddingDropouterror_rateexp_rmspeExplainedVarianceexport_generatorF1ScoreF1ScoreMultifa_collatefa_convertfastai_versionfaster_rcnn_infer_dlfaster_rcnn_learnerfaster_rcnn_modelfaster_rcnn_predict_dlfaster_rcnn_train_dlfaster_rcnn_valid_dlFBetaFBetaMultiFetchPredsCallbackFileSplitterFillMissingFillStrategy_COMMONFillStrategy_CONSTANTFillStrategy_MEDIANfind_coeffsfine_tunefitfit_flat_cosfit_flat_linfit_one_cyclefit_sgdrfix_fitfix_htmlFixedGANSwitcherFlattenflatten_checkflatten_modelFlipflip_matFlipItemfloatFolderDatasetforce_plotforeground_accforget_mult_CPUForgetMultGPUfreezeFuncSplitterfViewgan_criticgan_loss_from_funcGANDiscriminativeLRGANLearner_from_learnersGANLearner_wganGANLossGANModuleGANTrainerGatherPredsCallbackgauss_blur2dgenerate_noiseget_annotationsget_audio_filesget_biasget_cget_confusion_matrixget_data_loadersget_dcm_matrixget_dicom_filesget_dlsget_emb_szget_filesget_gridget_hf_objectsget_image_filesget_language_modelget_preds_cycleganget_text_classifierget_text_filesget_weightsGradientAccumulationGrandparentSplittergrayscaleHammingLossHammingLossMultihas_paramshas_pool_typehelperHF_ARCHITECTURESHF_BaseInputHF_BaseModelCallbackHF_BaseModelWrapperHF_BeforeBatchTransformHF_CausalLMBeforeBatchTransformHF_load_datasetHF_QABatchTransformHF_QABeforeBatchTransformHF_QstAndAnsModelCallbackHF_QuestionAnswerInputhf_splitterHF_SummarizationBeforeBatchTransformHF_SummarizationInputHF_SummarizationModelCallbackHF_TASKS_ALLHF_TASKS_AUTOHF_Text2TextAfterBatchTransformHF_Text2TextBlockHF_TextBlockHF_TokenCategorizeHF_TokenCategoryBlockHF_TokenClassBeforeBatchTransformHF_TokenClassInputHF_TokenTensorCategoryHookhook_outputhook_outputsHookCallbackHookshsv2rgbHueicevision_Adaptericevision_aug_tfmsicevision_BasicIAATransformicevision_BasicTransformicevision_Bluricevision_ChannelDropouticevision_ChannelShuffleicevision_CLAHEicevision_ClassMapicevision_CoarseDropouticevision_ColorJittericevision_Composeicevision_Cropicevision_CropNonEmptyMaskIfExistsicevision_Cutouticevision_Dataseticevision_Dataset_from_imagesicevision_Downscaleicevision_DualIAATransformicevision_DualTransformicevision_ElasticTransformicevision_Equalizeicevision_FancyPCAicevision_FDAicevision_FixedSplittericevision_Flipicevision_FromFloaticevision_GaussianBluricevision_GaussNoiseicevision_GlassBluricevision_GridDistortionicevision_GridDropouticevision_HistogramMatchingicevision_HorizontalFlipicevision_HueSaturationValueicevision_IAAAdditiveGaussianNoiseicevision_IAAAffineicevision_IAACropAndPadicevision_IAAEmbossicevision_IAAFliplricevision_IAAFlipudicevision_IAAPerspectiveicevision_IAAPiecewiseAffineicevision_IAASharpenicevision_IAASuperpixelsicevision_ImageCompressionicevision_ImageOnlyIAATransformicevision_ImageOnlyTransformicevision_InvertImgicevision_ISONoiseicevision_JpegCompressionicevision_LongestMaxSizeicevision_MaskDropouticevision_MedianBluricevision_MotionBluricevision_MultiplicativeNoiseicevision_Normalizeicevision_OpticalDistortionicevision_PadIfNeededicevision_parseicevision_Posterizeicevision_RandomBrightnessContrasticevision_RandomContrasticevision_RandomCropicevision_RandomCropNearBBoxicevision_RandomFogicevision_RandomGammaicevision_RandomGridShuffleicevision_RandomRainicevision_RandomResizedCropicevision_RandomRotate90icevision_RandomScaleicevision_RandomShadowicevision_RandomSizedBBoxSafeCropicevision_RandomSizedCropicevision_RandomSnowicevision_RandomSplittericevision_RandomSunFlareicevision_read_bgr_imageicevision_read_rgb_imageicevision_Resizeicevision_resize_and_padicevision_RGBShifticevision_Rotateicevision_ShiftScaleRotateicevision_SingleSplitSplittericevision_SmallestMaxSizeicevision_Solarizeicevision_ToFloaticevision_ToGrayicevision_ToSepiaicevision_Transposeicevision_VerticalFlipicnr_initIDMapImageImage_createImage_openImage_resizeimage2tensorImageBlockImageBW_createImageDataLoaders_from_csvImageDataLoaders_from_dblockImageDataLoaders_from_dfImageDataLoaders_from_folderImageDataLoaders_from_listsImageDataLoaders_from_name_reImageDataLoaders_from_path_funcImageDataLoaders_from_path_reimagenet_statsin_channelsInceptionModuleIndexSplitterinitinit_defaultinit_linearinstall_fastaiInstanceNormIntToFloatTensorInvisibleTensoris_rmarkdownJaccardJaccardCoeffJaccardMultikgLL1LossFlatl2_regLabeledBBoxLabelSmoothingCrossEntropyLabelSmoothingCrossEntropyFlatLamblamb_stepLambdalanguage_model_learnerLarclarc_layer_lrlarc_steplayer_infoLearnerLightingTfmLinBnDropLinearDecoderLitModelLMDataLoaderLMLearnerLMLearner_predictload_datasetload_ignore_keysload_imageload_learnerload_model_textload_tokenized_csvloadersloginLookaheadLossMetriclr_findmaemake_vocabMask_createmask_from_blurmask_rcnn_infer_dlmask_rcnn_learnermask_rcnn_modelmask_rcnn_predict_dlmask_rcnn_train_dlmask_rcnn_valid_dlmask_tensormask2bboxMaskBlockmasked_concat_poolMaskFreqMaskTimematch_embedsMatthewsCorrCoefMatthewsCorrCoefMultiMaxPoolmaybe_unsqueezeMCDropoutCallbackmedianMergeLayermishMish_MishJitAutoFnMixHandlerMixUpmodel_sizesModelResetterModulemomentum_stepmost_confusedmseMSELossFlatmsleMultiCategorizeMultiCategoryBlockMultiTargetLossn_pxnarrowNetnnnn_lossnn_moduleNoiseColorNoneReducenoopnorm_apply_denormNormalizeNormalize_from_statsNormalizeTSnum_features_modelNumericalizeOldRandomCropone_batchOpenAudiooptim_metricOptimizerOptimWrapperosos_environ_tpupad_conv_norm_relupad_inputpad_input_chunkparallelparallel_tokenizeparamsParamSchedulerparent_labelparsers_AreasMixinparsers_BBoxesMixinparsers_FasterRCNNparsers_FilepathMixinparsers_ImageidMixinparsers_IsCrowdsMixinparsers_LabelsMixinparsers_MaskRCNNparsers_MasksMixinparsers_SizeMixinparsers_vocpartialPartialDLPartialLambdapcaPearsonCorrCoefPerplexityPipelinePixelShuffle_ICNRplotplot_bs_findplot_confusion_matrixplot_lossplot_lr_findplot_top_lossesPointBlockPointScalerPooledSelfAttention2dPoolFlattenPoolingLinearClassifierpre_process_squadPrecisionPrecisionMultipredictpreplexitypreprocess_audio_folderPreprocessAudiopy_applypy_load_objectPyClassQHAdamqhadam_stepQRNNQRNNLayerR2ScoreRAdamradam_stepRandomCropRandomErasingRandomResizedCropRandomResizedCropGPURandomSplitterRandPairRandTransformrangerRatioResizeReadTSBatchRecallRecallMultiReduceLROnPlateauRegressionBlockRemoveSilenceRemoveTypereplace_all_capsreplace_majreplace_repreplace_wrepres_block_1dResampleResBlockreshapeResizeresize_maxResizeBatchResizeSignalResNetresnet_generatorresnet101resnet152resnet18resnet34resnet50ResnetBlockRetinaNetRetinaNetFocalLossreverse_textrgb2hsvrm_useless_spacesrms_prop_steprmseRMSPropRNNDropoutRNNRegularizerRocAucRocAucBinaryRocAucMultiRotaterotate_matSaturationSaveModelCallbackSchedCosSchedExpSchedLinSchedNoSchedPolysdSEBlockSegmentationDataLoaders_from_label_funcSelfAttentionSEModuleSentenceEncoderSentencePieceTokenizerSeparableBlockSequentialRNNSEResNeXtBlockset_freeze_modelset_item_pgsetup_aug_tfmsSGDsgd_stepSGRollshapeShapInterpretationShortcutShortEpochCallbackshowshow_arrayshow_batchshow_imageshow_imagesshow_predsshow_resultsshow_samplesShowCycleGANImgsCallbackShowGraphCallbacksigmoidsigmoid_sigmoid_rangeSigmoidRangeSignalCutoutSignalLossSignalShifterSimpleCNNSimpleSelfAttentionskm_to_fastaisliceSortedDLSpacyTokenizerSpearmanCorrCoefspec_add_spacesSpectrogramTransformerSqueezeNetsqueezenet1_0squeezenet1_1stack_train_validstep_statsubplotssummarization_splittersummary_plotswishSwish_tabular_configtabular_learnerTabularDataTableTabularModelTabularTSTabularTSDataloadertar_extract_at_filenametensorTensorBBoxTensorBBox_createTensorImageTensorImageBWTensorMultiCategoryTensorPointTensorPoint_createTerminateOnNaNCallbacktest_loadertext_classifier_learnerTextBlockTextBlock_from_dfTextBlock_from_folderTextDataLoaders_from_csvTextDataLoaders_from_dfTextDataLoaders_from_folderTextLearnerTextLearner_load_encoderTextLearner_load_pretrainedTextLearner_save_encoderTfmdDLTfmdListsTfmResizetimm_learnertimm_list_modelsto_bytes_formatto_imageto_matrixto_thumbto_xlatokenize_csvtokenize_dftokenize_filestokenize_foldertokenize_textstokenize1TokenizerTokenizer_from_dfTokenizeWithRulestop_k_accuracytorchtotal_paramsToTensorTrackerCallbacktrain_loadertrainable_paramsTrainEvalCallbackTransformTransformBlocktransformersTransformersDropOutputTransformersTokenizertrunc_normal_TSBlockTSDataLoaders_from_dfsTSDataTableTSeriesTSeries_createunet_configunet_learnerUnetBlockunfreezeuniform_blur2dURLs_ADULT_SAMPLEURLs_AG_NEWSURLs_AMAZON_REVIEWS_POLARITYURLs_AMAZON_REVIEWSAMAZON_REVIEWSURLs_BIWI_HEAD_POSEURLs_CALTECH_101URLs_CAMVIDURLs_CAMVID_TINYURLs_CARSURLs_CIFARURLs_CIFAR_100URLs_COCO_TINYURLs_CUB_200_2011URLs_DBPEDIAURLs_DOGSURLs_FLOWERSURLs_FOODURLs_HORSE_2_ZEBRAURLs_HUMAN_NUMBERSURLs_IMAGENETTEURLs_IMAGENETTE_160URLs_IMAGENETTE_320URLs_IMAGEWOOFURLs_IMAGEWOOF_160URLs_IMAGEWOOF_320URLs_IMDBURLs_IMDB_SAMPLEURLs_LSUN_BEDROOMSURLs_ML_SAMPLEURLs_MNISTURLs_MNIST_SAMPLEURLs_MNIST_TINYURLs_MNIST_VAR_SIZE_TINYURLs_MOVIE_LENS_ML_100kURLs_MT_ENG_FRAURLs_OPENAI_TRANSFORMERURLs_PASCAL_2007URLs_PASCAL_2012URLs_PETSURLs_PLANET_SAMPLEURLs_PLANET_TINYURLs_S3_COCOURLs_S3_IMAGEURLs_S3_IMAGELOCURLs_S3_MODELURLs_S3_NLPURLs_SIIM_SMALLURLs_SKIN_LESIONURLs_SOGOU_NEWSURLs_SPEAKERS10URLs_SPEECHCOMMANDSURLs_WIKITEXTURLs_WIKITEXT_TINYURLs_WT103_BWDURLs_WT103_FWDURLs_YAHOO_ANSWERSURLs_YELP_REVIEWSURLs_YELP_REVIEWS_POLARITYvgg11_bnvgg13_bnvgg16_bnvgg19_bnvleaky_reluVoiceWandbCallbackWarpwaterfall_plotweight_decayWeightDropoutWeightedDLwin_abdoment_softwin_brainwin_brain_bonewin_brain_softwin_liverwin_lungswin_mediastinumwin_spine_bonewin_spine_softwin_strokewin_subduralXResNetxresnet101xresnet152xresnet18xresnet18_deepxresnet18_deeperxresnet34xresnet34_deepxresnet34_deeperxresnet50xresnet50_deepxresnet50_deeperxresnext101xresnext18xresnext34xresnext50xse_resnet101xse_resnet152xse_resnet18xse_resnet34xse_resnet50xse_resnext101xse_resnext18xse_resnext18_deepxse_resnext18_deeperxse_resnext34xse_resnext34_deepxse_resnext34_deeperxse_resnext50xse_resnext50_deepxse_resnext50_deeperxsenet154zoomZoom_zoom_mat

Dependencies:abindbackportsbootbroomcarcarDataclicolorspacecorrplotcowplotcpp11DerivdoBydplyrfansifarverFormulagenericsggplot2ggpubrggrepelggsciggsignifgluegridExtragtablehereisobandjsonlitelabelinglatticelifecyclelme4magrittrMASSMatrixMatrixModelsmgcvmicrobenchmarkminqamodelrmunsellnlmenloptrnnetnumDerivpbkrtestpillarpkgconfigpngpolynompurrrquantregR6rappdirsRColorBrewerRcppRcppEigenRcppTOMLreticulaterlangrprojrootrstatixscalesSparseMstringistringrsurvivaltibbletidyrtidyselectutf8vctrsviridisLitewithr

Audio Classification

Rendered fromaudio.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2021-03-05
Started: 2020-10-19

Basic Image Classification

Rendered frombasic_img_class.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2020-11-18
Started: 2020-09-22

Basic Tabular

Rendered fromBasic_Tabular.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2020-10-09
Started: 2020-09-18

Bayesian Optimisation

Rendered frombayes_opt.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2021-03-02
Started: 2021-03-02

Callbacks

Rendered fromcallbacks.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2020-10-12
Started: 2020-10-12

Custom Image Classification

Rendered fromcustom_img.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2020-10-20
Started: 2020-09-29

Data augmentation

Rendered fromdata_aug.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2020-11-05
Started: 2020-10-04

GPT2

Rendered fromgpt.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2020-11-02
Started: 2020-11-02

Head pose

Rendered fromhead_pose.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2020-11-05
Started: 2020-09-24

Low-level ops

Rendered fromlow.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2020-11-10
Started: 2020-11-08

Medical image

Rendered frommedical_dcm.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2021-03-16
Started: 2020-10-01

Migrating from Catalyst

Rendered fromcatalyst.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2020-11-05
Started: 2020-09-26

Migrating from Ignite

Rendered frommigrating_ignite.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2020-11-05
Started: 2020-09-26

Migrating from Lightning

Rendered fromlightning.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2020-11-05
Started: 2020-09-26

Migrating from Pytorch

Rendered frommigrating_pytorch.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2020-11-05
Started: 2020-09-26

Multilabel classification

Rendered frommultilabel.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2021-03-05
Started: 2020-11-14

Object detection

Rendered fromobj_detect.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2020-11-07
Started: 2020-10-05

Optimizer

Rendered fromoptimizer.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2021-07-25
Started: 2020-10-10

Question-Answering

Rendered fromquestion_answering.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2021-03-05
Started: 2020-11-17

RoBERTa

Rendered fromtextclassification.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2021-03-05
Started: 2020-11-13

Speech Recognition

Rendered fromaudio2tf.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2021-03-05
Started: 2020-10-30

Super-Resolution GAN

Rendered fromsuper_res_gan.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2020-10-30
Started: 2020-09-24

Text-summarization

Rendered fromtextsummarize.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2021-03-05
Started: 2020-11-18

Time-Series

Rendered fromtime_series.Rmdusingknitr::rmarkdownon Nov 07 2024.

Last update: 2021-03-05
Started: 2020-10-21

Readme and manuals

Help Manual

Help pageTopics
Multiply*.fastai.torch_core.TensorMask
Div/.fastai.torch_core.TensorMask
Logical_and&.fastai.torch_core.TensorMask
Floor divide%/%.fastai.torch_core.TensorMask
Floor mod%%.fastai.torch_core.TensorMask
Fastai assignment%f%
Pow^.fastai.torch_core.TensorMask
Add+.fastai.torch_core.TensorMask
Add layers to Sequential+.torch.nn.modules.container.Sequential
Less<.fastai.torch_core.TensorMask
Less or equal<=.fastai.torch_core.TensorMask
Equal==.fastai.torch_core.TensorImage
Equal==.fastai.torch_core.TensorMask
Equal==.torch.Tensor
Greater>.fastai.torch_core.TensorMask
Greater or equal>=.fastai.torch_core.TensorMask
Absabs abs.torch.Tensor
Absabs.fastai.torch_core.TensorMask
AccumMetricAccumMetric
Accuracyaccuracy
Accuracy_multiaccuracy_multi
Accuracy threshold expandaccuracy_thresh_expand
AdamAdam
Adam_stepadam_step
Adaptive_pooladaptive_pool
AdaptiveAvgPoolAdaptiveAvgPool
AdaptiveConcatPool1dAdaptiveConcatPool1d
AdaptiveConcatPool2dAdaptiveConcatPool2d
Adaptive GAN SwitcherAdaptiveGANSwitcher
AdaptiveLossAdaptiveLoss
Add+.torch.Tensor add sinh.torch.Tensor
Add cyclic datepartadd_cyclic_datepart
Add datepartadd_datepart
Add ChannelsAddChannels
Add NoiseAddNoise
Aaffine_coordaffine_coord
Affline mataffine_mat
AffineCoordTfmAffineCoordTfm
Alexnetalexnet
Apply_perspectiveapply_perspective
APScoreBinaryAPScoreBinary
APScoreMultiAPScoreMulti
As_arrayas_array
Aspectaspect
Audio_extensionsaudio_extensions
AudioBlockAudioBlock
AudioBlock from folderAudioBlock_from_folder
AudioGetterAudioGetter
AudioPadType moduleAudioPadType
AudioSpectrogram moduleAudioSpectrogram
Audio TensorAudioTensor
AudioTensor createAudioTensor_create
AudioToMFCCAudioToMFCC
AudioToMFCC from cfgAudioToMFCC_from_cfg
AudioToSpec from cfgAudioToSpec_from_cfg
Augmentationaug_transforms
Auto configurationAutoConfig
Average_gradaverage_grad
Average_sqr_gradaverage_sqr_grad
AvgLossAvgLoss
AvgPoolAvgPool
AvgSmoothLossAvgSmoothLoss
AWD_LSTMAWD_LSTM
Awd_lstm_clas_splitawd_lstm_clas_split
Awd_lstm_lm_splitawd_lstm_lm_split
AWD_QRNNAWD_QRNN
BalancedAccuracyBalancedAccuracy
BaseLossBaseLoss
BaseTokenizerBaseTokenizer
Basic criticbasic_critic
Basic generatorbasic_generator
BasicMelSpectrogramBasicMelSpectrogram
Basic MFCCBasicMFCC
BasicSpectrogramBasicSpectrogram
BatchNormBatchNorm
BatchNorm1dFlatBatchNorm1dFlat
Bb_padbb_pad
BBoxBlockBBoxBlock
BBoxLabelerBBoxLabeler
BBoxLblBlockBBoxLblBlock
BCELossFlatBCELossFlat
BCEWithLogitsLossFlatBCEWithLogitsLossFlat
Hugging Face moduleblurr
BrierScoreBrierScore
BrierScoreMultiBrierScoreMulti
Bs_findbs_find
Bs finderbs_finder
Builtins modulebt
Calculate_rougecalculate_rouge
Callback moduleCallback
CatCat
Catalyst modulecatalyst
Catalyst modelcatalyst_model
CategorifyCategorify
CategoryBlockCategoryBlock
Ceilceiling.torch.Tensor ceiling_
Ceilceiling.fastai.torch_core.TensorMask
Change VolumeChangeVolume
Children_and_parameterschildren_and_parameters
ClassificationInterpretation_from_learnerClassificationInterpretation_from_learner
Clean_raw_keysclean_raw_keys
Clip_remove_emptyclip_remove_empty
Cm modulecm
Cnn configcnn_config
Cnn_learnercnn_learner
COCOMetricCOCOMetric
COCOMetricTypeCOCOMetricType
CohenKappaCohenKappa
Collab modulecollab
Collab_learnercollab_learner
CollabDataLoaders_from_dblockCollabDataLoaders_from_dblock
CollabDataLoaders_from_dfCollabDataLoaders_from_df
CollectDataCallbackCollectDataCallback
Colors modulecolors
ColReaderColReader
ColSplitterColSplitter
Combined_flat_annealcombined_flat_anneal
Competition download filecompetition_download_file
Competition download filescompetition_download_files
Competition leaderboard downloadcompetition_leaderboard_download
Competition list filescompetition_list_files
Competition submitcompetition_submit
Competitions listcompetitions_list
ContrastContrast
Conv_norm_lrconv_norm_lr
ConvLayerConvLayer
ConvT_norm_reluconvT_norm_relu
CorpusBLEUMetricCorpusBLEUMetric
Coscos.torch.Tensor cos_
Coscos.fastai.torch_core.TensorMask
Coshcosh.torch.Tensor cosh_
Coshcosh.fastai.torch_core.TensorMask
Crappify modulecrap
Crappifiercrappifier
Create_bodycreate_body
Create_cnn_modelcreate_cnn_model
Create_fcncreate_fcn
Create_headcreate_head
Create_inceptioncreate_inception
Create_mlpcreate_mlp
Create_resnetcreate_resnet
Create_unet_modelcreate_unet_model
CropPadCropPad
Crop TimeCropTime
CrossEntropyLossFlatCrossEntropyLossFlat
CSVLoggerCSVLogger
CudaCallbackCudaCallback
Loss NN modulecustom_loss
CutMixCutMix
Cutout_gaussiancutout_gaussian
Cycle_learnercycle_learner
CycleGANCycleGAN
CycleGANLossCycleGANLoss
CycleGANTrainerCycleGANTrainer
Data LoadersData_Loaders
DataBlockDataBlock
Dataloaders from dls objectdataloaders
DatasetsDatasets
Read dicomdcmread
Debiasdebias
DebuggerDebugger
Decision_plotdecision_plot
Decode_spec_tokensdecode_spec_tokens
Default_splitdefault_split
DeltaDelta
Denormalize_imagenetdenormalize_imagenet
Densenet121densenet121
Densenet161densenet161
Densenet169densenet169
Densenet201densenet201
Dense Res BlockDenseResBlock
Dependence_plotdependence_plot
DeterministicDihedralDeterministicDihedral
DeterministicDrawDeterministicDraw
DeterministicFlipDeterministicFlip
Detuplify_pgdetuplify_pg
Dice coefficientDice
Dicom classDicom
Dicom_windows moduledicom_windows
DihedralDihedral
Dihedral_matdihedral_mat
DihedralItemDihedralItem
Dimdim dim.torch.Tensor
Dimdim.fastai.torch_core.TensorMask
Discriminatordiscriminator
Div/.torch.Tensor div
Downmix MonoDownmixMono
Dropout_maskdropout_mask
Dummy_evaldummy_eval
DynamicUnetDynamicUnet
EarlyStoppingCallbackEarlyStoppingCallback
Efficientdet infer dataloaderefficientdet_infer_dl
MaskRCNN learnerefficientdet_learner
Eficientdet modelefficientdet_model
Efficientdet predict dataloaderefficientdet_predict_dl
Efficientdet train dataloaderefficientdet_train_dl
Efficientdet valid dataloaderefficientdet_valid_dl
Emb_sz_ruleemb_sz_rule
EmbeddingEmbedding
EmbeddingDropoutEmbeddingDropout
Error rateerror_rate
Expexp exp.torch.Tensor
Exp_rmspeexp_rmspe
Expexp.fastai.torch_core.TensorMask
Explained VarianceExplainedVariance
Expm1expm1 expm1.torch.Tensor
Expm1expm1.fastai.torch_core.TensorMask
Export_generatorexport_generator
F1ScoreF1Score
F1ScoreMultiF1ScoreMulti
Fa_collatefa_collate
Da_convertfa_convert
Fastai versionfastai_version
Fastaudio modulefastaudio
Faster RCNN infer dataloaderfaster_rcnn_infer_dl
Faster RSNN learnerfaster_rcnn_learner
Faster RSNN modelfaster_rcnn_model
Faster RCNN predict dataloaderfaster_rcnn_predict_dl
Faster RSNN train dataloaderfaster_rcnn_train_dl
Faster RSNN valid dataloaderfaster_rcnn_valid_dl
Wandb modulefastinf
FBetaFBeta
FBetaMultiFBetaMulti
FetchPredsCallbackFetchPredsCallback
File SplitterFileSplitter
Fill MissingFillMissing
COMMONFillStrategy_COMMON
CONSTANTFillStrategy_CONSTANT
MEDIANFillStrategy_MEDIAN
Find_coeffsfind_coeffs
Fine_tunefine_tune
Fit_flat_cosfit_flat_cos
Fit_flat_linfit_flat_lin
Fit one cyclefit_one_cycle
Fit_sgdrfit_sgdr
Fitfit.fastai.learner.Learner
Fitfit.fastai.tabular.learner.TabularLearner
Fitfit.fastai.vision.gan.GANLearner
Fix fitfix_fit
Fix_htmlfix_html
Fixed GAN SwitcherFixedGANSwitcher
FlattenFlatten
Flatten checkflatten_check
Flatten_modelflatten_model
FlipFlip
Flip_matflip_mat
FlipItemFlipItem
Tensor to floatfloat
Floorfloor.torch.Tensor floor_
Floor divide%/%.torch.Tensor floor_div
Floor mod%%.torch.Tensor floor_mod
Floorfloor.fastai.torch_core.TensorMask
Modulefmodule
FolderDatasetFolderDataset
Force_plotforce_plot
Foreground accuracyforeground_acc
Forget_mult_CPUforget_mult_CPU
ForgetMultGPUForgetMultGPU
Freeze a modelfreeze
FuncSplitterFuncSplitter
ViewfView
Gan criticgan_critic
GAN loss from functiongan_loss_from_func
GAN Discriminative LRGANDiscriminativeLR
GAN Learner from learnersGANLearner_from_learners
WganGANLearner_wgan
GAN LossGANLoss
GAN ModuleGANModule
GAN TrainerGANTrainer
GatherPredsCallbackGatherPredsCallback
Gauss_blur2dgauss_blur2d
Generate noisegenerate_noise
Get_annotationsget_annotations
Get_audio_filesget_audio_files
Get biasget_bias
Get_cget_c
Extract confusion matrixget_confusion_matrix
Get data loadersget_data_loaders
Get image matrixget_dcm_matrix
get_dicom_filesget_dicom_files
Get dlsget_dls
Get_emb_szget_emb_sz
Get_filesget_files
Get_gridget_grid
Get_hf_objectsget_hf_objects
Get image filesget_image_files
Get_language_modelget_language_model
Get_preds_cycleganget_preds_cyclegan
Get_text_classifierget_text_classifier
Get_text_filesget_text_files
Get weightsget_weights
GradientAccumulationGradientAccumulation
GrandparentSplitterGrandparentSplitter
Grayscalegrayscale
Greater>.torch.Tensor greater
Greater or equal>=.torch.Tensor greater_or_equal
HammingLossHammingLoss
HammingLossMultiHammingLossMulti
Has_paramshas_params
Has_pool_typehas_pool_type
BLURR_MODEL_HELPERhelper
HF_ARCHITECTURESHF_ARCHITECTURES
HF_BaseInputHF_BaseInput
HF_BaseModelCallbackHF_BaseModelCallback
HF_BaseModelWrapperHF_BaseModelWrapper
HF_BeforeBatchTransformHF_BeforeBatchTransform
HF_CausalLMBeforeBatchTransformHF_CausalLMBeforeBatchTransform
Load_datasetHF_load_dataset
HF_QABatchTransformHF_QABatchTransform
HF_QABeforeBatchTransformHF_QABeforeBatchTransform
HF_QstAndAnsModelCallbackHF_QstAndAnsModelCallback
HF_QuestionAnswerInputHF_QuestionAnswerInput
Hf_splitterhf_splitter
HF_SummarizationBeforeBatchTransformHF_SummarizationBeforeBatchTransform
HF_SummarizationInputHF_SummarizationInput
HF_SummarizationModelCallbackHF_SummarizationModelCallback
HF_TASKS_ALLHF_TASKS_ALL
HF_TASKS_AUTOHF_TASKS_AUTO
HF_Text2TextAfterBatchTransformHF_Text2TextAfterBatchTransform
HF_Text2TextBlockHF_Text2TextBlock
HF_TextBlockHF_TextBlock
HF_TokenCategorizeHF_TokenCategorize
HF_TokenCategoryBlockHF_TokenCategoryBlock
HF_TokenClassBeforeBatchTransformHF_TokenClassBeforeBatchTransform
HF_TokenClassInputHF_TokenClassInput
HF_TokenTensorCategoryHF_TokenTensorCategory
HookHook
Hook_outputhook_output
Hook_outputshook_outputs
HookCallbackHookCallback
HooksHooks
Hsv2rgbhsv2rgb
HueHue
Transformer modulehug
Icevision moduleicevision
Adaptericevision_Adapter
Aug_tfmsicevision_aug_tfms
BasicIAATransformicevision_BasicIAATransform
BasicTransformicevision_BasicTransform
Bluricevision_Blur
ChannelDropouticevision_ChannelDropout
ChannelShuffleicevision_ChannelShuffle
CLAHEicevision_CLAHE
ClassMapicevision_ClassMap
CoarseDropouticevision_CoarseDropout
ColorJittericevision_ColorJitter
Composeicevision_Compose
Cropicevision_Crop
CropNonEmptyMaskIfExistsicevision_CropNonEmptyMaskIfExists
Cutouticevision_Cutout
Dataseticevision_Dataset
Icevision Dataset from imagesicevision_Dataset_from_images
Downscaleicevision_Downscale
DualIAATransformicevision_DualIAATransform
DualTransformicevision_DualTransform
ElasticTransformicevision_ElasticTransform
Equalizeicevision_Equalize
FancyPCAicevision_FancyPCA
FDAicevision_FDA
FixedSplittericevision_FixedSplitter
Flipicevision_Flip
FromFloaticevision_FromFloat
GaussianBluricevision_GaussianBlur
GaussNoiseicevision_GaussNoise
GlassBluricevision_GlassBlur
GridDistortionicevision_GridDistortion
GridDropouticevision_GridDropout
HistogramMatchingicevision_HistogramMatching
HorizontalFlipicevision_HorizontalFlip
HueSaturationValueicevision_HueSaturationValue
IAAAdditiveGaussianNoiseicevision_IAAAdditiveGaussianNoise
IAAAffineicevision_IAAAffine
IAACropAndPadicevision_IAACropAndPad
IAAEmbossicevision_IAAEmboss
IAAFliplricevision_IAAFliplr
IAAFlipudicevision_IAAFlipud
IAAPerspectiveicevision_IAAPerspective
IAAPiecewiseAffineicevision_IAAPiecewiseAffine
IAASharpenicevision_IAASharpen
IAASuperpixelsicevision_IAASuperpixels
ImageCompressionicevision_ImageCompression
ImageOnlyIAATransformicevision_ImageOnlyIAATransform
ImageOnlyTransformicevision_ImageOnlyTransform
InvertImgicevision_InvertImg
ISONoiseicevision_ISONoise
JpegCompressionicevision_JpegCompression
LongestMaxSizeicevision_LongestMaxSize
MaskDropouticevision_MaskDropout
MedianBluricevision_MedianBlur
MotionBluricevision_MotionBlur
MultiplicativeNoiseicevision_MultiplicativeNoise
Normalizeicevision_Normalize
OpticalDistortionicevision_OpticalDistortion
PadIfNeededicevision_PadIfNeeded
Parseicevision_parse
Posterizeicevision_Posterize
RandomBrightnessContrasticevision_RandomBrightnessContrast
RandomContrasticevision_RandomContrast
RandomCropicevision_RandomCrop
RandomCropNearBBoxicevision_RandomCropNearBBox
RandomFogicevision_RandomFog
RandomGammaicevision_RandomGamma
RandomGridShuffleicevision_RandomGridShuffle
RandomRainicevision_RandomRain
RandomResizedCropicevision_RandomResizedCrop
RandomRotate90icevision_RandomRotate90
RandomScaleicevision_RandomScale
RandomShadowicevision_RandomShadow
RandomSizedBBoxSafeCropicevision_RandomSizedBBoxSafeCrop
RandomSizedCropicevision_RandomSizedCrop
RandomSnowicevision_RandomSnow
RandomSplittericevision_RandomSplitter
RandomSunFlareicevision_RandomSunFlare
Read_bgr_imageicevision_read_bgr_image
Read_rgb_imageicevision_read_rgb_image
Resizeicevision_Resize
Resize_and_padicevision_resize_and_pad
RGBShifticevision_RGBShift
Rotateicevision_Rotate
ShiftScaleRotateicevision_ShiftScaleRotate
SingleSplitSplittericevision_SingleSplitSplitter
SmallestMaxSizeicevision_SmallestMaxSize
Solarizeicevision_Solarize
ToFloaticevision_ToFloat
ToGrayicevision_ToGray
ToSepiaicevision_ToSepia
Transposeicevision_Transpose
VerticalFlipicevision_VerticalFlip
Icnr_initicnr_init
IDMapIDMap
ImageImage
Image_createImage_create
Image_openImage_open
ResizeImage_resize
Image2tensorimage2tensor
ImageBlockImageBlock
ImageBW_createImageBW_create
ImageDataLoaders from csvImageDataLoaders_from_csv
ImageDataLoaders from dblockImageDataLoaders_from_dblock
ImageDataLoaders from dfImageDataLoaders_from_df
ImageDataLoaders from folderImageDataLoaders_from_folder
ImageDataLoaders from listsImageDataLoaders_from_lists
ImageDataLoaders from name regexImageDataLoaders_from_name_re
ImageDataLoaders from path functionImageDataLoaders_from_path_func
ImageDataLoaders from path reImageDataLoaders_from_path_re
Imagenet statisticsimagenet_stats
In_channelsin_channels
InceptionModuleInceptionModule
Index SplitterIndexSplitter
Wandb initinit
Init_defaultinit_default
Init_linearinit_linear
Install fastaiinstall_fastai
InstanceNormInstanceNorm
IntToFloatTensorIntToFloatTensor
Invisible TensorInvisibleTensor
Is Rmarkdown?is_rmarkdown
JaccardJaccard
JaccardCoeffJaccardCoeff
JaccardMultiJaccardMulti
Kaggle modulekg
LL
L1LossFlatL1LossFlat
L2_regl2_reg
LabeledBBoxLabeledBBox
LabelSmoothingCrossEntropyLabelSmoothingCrossEntropy
LabelSmoothingCrossEntropyFlatLabelSmoothingCrossEntropyFlat
LambLamb
Lamb_steplamb_step
LambdaLambda
Language_model_learnerlanguage_model_learner
LarcLarc
Larc_layer_lrlarc_layer_lr
Larc_steplarc_step
Layer_infolayer_info
LearnerLearner
Lengthlength length.torch.Tensor
Lengthlength.fastai.torch_core.TensorMask
Less<.torch.Tensor less
Less or equal<=.torch.Tensor less_or_equal
LightingTfmLightingTfm
LinBnDropLinBnDrop
LinearDecoderLinearDecoder
Lit ModelLitModel
LMDataLoaderLMDataLoader
LMLearnerLMLearner
LMLearner_predictLMLearner_predict
Load_datasetload_dataset
Load_ignore_keysload_ignore_keys
Load_imageload_image
Load_learnerload_learner
Load_model_textload_model_text
Timm modelsload_pre_models
Load_tokenized_csvload_tokenized_csv
Loadersloaders
Loglog log.torch.Tensor
Loglog.fastai.torch_core.TensorMask
Log1plog1p log1p.torch.Tensor
Log1plog1p.fastai.torch_core.TensorMask
Logical_and&.torch.Tensor logical_and
Logical_not!.torch.Tensor logical_not_
Logical_orlogical_or |.torch.Tensor
Wandb loginlogin
LookaheadLookahead
LossMetricLossMetric
Lr_findlr_find
MAEmae
Make_vocabmake_vocab
Mask_createMask_create
Mask from blurmask_from_blur
Mask RCNN infer dataloadermask_rcnn_infer_dl
MaskRCNN learnermask_rcnn_learner
MaskRCNN modelmask_rcnn_model
Mask RCNN predict dataloadermask_rcnn_predict_dl
MaskRCNN train dataloadermask_rcnn_train_dl
MaskRSNN valid dataloadermask_rcnn_valid_dl
Mask_tensormask_tensor
Mask2bboxmask2bbox
MaskBlockMaskBlock
Masked_concat_poolmasked_concat_pool
Mask FreqMaskFreq
MaskTimeMaskTime
Match_embedsmatch_embeds
MatthewsCorrCoefMatthewsCorrCoef
MatthewsCorrCoefMultiMatthewsCorrCoefMulti
Maxmax max.torch.Tensor
Maxmax.fastai.torch_core.TensorMask
MaxPoolMaxPool
Maybe_unsqueezemaybe_unsqueeze
MCDropoutCallbackMCDropoutCallback
Mean of tensormean.fastai.torch_core.TensorMask
Mean of tensormean.torch.Tensor
Medical modulemedical
MergeLayerMergeLayer
Metrics modulemetrics
Ignite modulemigrating_ignite
Lightning modulemigrating_lightning
Pytorch modulemigrating_pytorch
Minmin min.torch.Tensor
Minmin.fastai.torch_core.TensorMask
Mishmish
Class MishMish_
MishJitAutoFnMishJitAutoFn
MixHandlerMixHandler
MixUpMixUp
Model_sizesmodel_sizes
ModelResetterModelResetter
Module moduleModule
NN moduleModule_test
Momentum_stepmomentum_step
Most_confusedmost_confused
MSEmse
MSELossFlatMSELossFlat
MSLEmsle
MultiCategorizeMultiCategorize
MultiCategoryBlockMultiCategoryBlock
Multiply*.torch.Tensor multiplygit add -A && git commit -m 'staging all files'
MultiTargetLossMultiTargetLoss
N_pxn_px
Modify tensornarrow
NetNet
NN modulenn
Fastai custom lossnn_loss
Fastai NN modulenn_module
NoiseColor moduleNoiseColor
NoneReduceNoneReduce
Noopnoop
Norm_apply_denormnorm_apply_denorm
NormalizeNormalize
Normalize from statsNormalize_from_stats
NormalizeTSNormalizeTS
Logical_not!.fastai.torch_core.TensorMask not__mask
Not equal!=.torch.Tensor not_equal_to
Not equal!=.fastai.torch_core.TensorMask not_equal_to_mask_
Num_features_modelnum_features_model
NumericalizeNumericalize
OldRandomCropOldRandomCrop
One batchone_batch
OpenAudioOpenAudio
Optim metricoptim_metric
OptimizerOptimizer
OptimWrapperOptimWrapper
Logical_oror_mask |.fastai.torch_core.TensorMask
Operating systemos
An environment supporting TPUsos_environ_tpu
Pad_conv_norm_relupad_conv_norm_relu
Pad_inputpad_input
Pad_input_chunkpad_input_chunk
Parallelparallel
Parallel_tokenizeparallel_tokenize
Paramsparams
ParamSchedulerParamScheduler
Parent_labelparent_label
AreasMixinparsers_AreasMixin
BBoxesMixinparsers_BBoxesMixin
Faster RCNNparsers_FasterRCNN
FilepathMixinparsers_FilepathMixin
Imageid Mixinparsers_ImageidMixin
IsCrowdsMixinparsers_IsCrowdsMixin
LabelsMixinparsers_LabelsMixin
Mask RCNNparsers_MaskRCNN
MasksMixinparsers_MasksMixin
SizeMixinparsers_SizeMixin
Voc parserparsers_voc
Partialpartial
PartialDLPartialDL
Partial LambdaPartialLambda
PCApca
PearsonCorrCoefPearsonCorrCoef
PerplexityPerplexity
PipelinePipeline
PixelShuffle_ICNRPixelShuffle_ICNR
Plot dicomplot
Plot_bs_findplot_bs_find
Plot_confusion_matrixplot_confusion_matrix
Plot_lossplot_loss
Plot_lr_findplot_lr_find
Plot_top_lossesplot_top_losses
PointBlockPointBlock
PointScalerPointScaler
PooledSelfAttention2dPooledSelfAttention2d
PoolFlattenPoolFlatten
PoolingLinearClassifierPoolingLinearClassifier
Powpow ^.torch.Tensor
Pre_process_squadpre_process_squad
PrecisionPrecision
PrecisionMultiPrecisionMulti
Predictpredict.fastai.learner.Learner
Predictpredict.fastai.tabular.learner.TabularLearner
Perplexitypreplexity
Preprocess audio folderpreprocess_audio_folder
Preprocess AudioPreprocessAudio
Print modelprint.fastai.learner.Learner
Print tabular modelprint.fastai.tabular.learner.TabularLearner
Dicomprint.pydicom.dataset.FileDataset
Py_applypy_apply
Python pathpython_path
QHAdamQHAdam
Qhadam_stepqhadam_step
QRNNQRNN
QRNNLayerQRNNLayer
R2ScoreR2Score
RAdamRAdam
Radam_stepradam_step
RandomCropRandomCrop
RandomErasingRandomErasing
RandomResizedCropRandomResizedCrop
RandomResizedCropGPURandomResizedCropGPU
RandomSplitterRandomSplitter
RandPairRandPair
RandTransformRandTransform
Rangerranger
RatioResizeRatioResize
ReadTSBatchReadTSBatch
RecallRecall
RecallMultiRecallMulti
ReduceLROnPlateauReduceLROnPlateau
RegressionBlockRegressionBlock
Remove SilenceRemoveSilence
RemoveType moduleRemoveType
Replace_all_capsreplace_all_caps
Replace_majreplace_maj
Replace_repreplace_rep
Replace_wrepreplace_wrep
Res_block_1dres_block_1d
ResampleResample
ResBlockResBlock
Reshapereshape
ResizeResize
Resize_maxresize_max
ResizeBatchResizeBatch
Resize SignalResizeSignal
ResNetResNet
Resnet_generatorresnet_generator
Resnet101resnet101
Resnet152resnet152
Resnet18resnet18
Resnet34resnet34
Resnet50resnet50
ResnetBlockResnetBlock
RetinaNetRetinaNet
Retinanet moduleretinanet_
RetinaNetFocalLossRetinaNetFocalLoss
Reverse_textreverse_text
Rgb2hsvrgb2hsv
Rm_useless_spacesrm_useless_spaces
Rms_prop_steprms_prop_step
RMSErmse
RMSPropRMSProp
RNNDropoutRNNDropout
RNNRegularizerRNNRegularizer
RocAucRocAuc
RocAucBinaryRocAucBinary
RocAucMultiRocAucMulti
RotateRotate
Rotate_matrotate_mat
Roundround round.torch.Tensor
Roundround.fastai.torch_core.TensorMask
SaturationSaturation
SaveModelCallbackSaveModelCallback
SchedCosSchedCos
SchedExpSchedExp
SchedLinSchedLin
SchedNoSchedNo
SchedPolySchedPoly
SEBlockSEBlock
SegmentationDataLoaders_from_label_funcSegmentationDataLoaders_from_label_func
SelfAttentionSelfAttention
SEModuleSEModule
SentenceEncoderSentenceEncoder
SentencePieceTokenizerSentencePieceTokenizer
SeparableBlockSeparableBlock
Sequentialsequential
SequentialExSequentialEx
Sequential RNNSequentialRNN
SEResNeXtBlockSEResNeXtBlock
Set freeze modelset_freeze_model
Set_item_pgset_item_pg
Setup_aug_tfmssetup_aug_tfms
SGDSGD
Sgd_stepsgd_step
SGRollSGRoll
Shap moduleshap
Shapeshape
ShapInterpretationShapInterpretation
ShortcutShortcut
ShortEpochCallbackShortEpochCallback
Showshow
Show_arrayshow_array
Show_batchshow_batch
Show_imageshow_image
Show_imagesshow_images
Show_predsshow_preds
Show_resultsshow_results
Show_samplesshow_samples
ShowCycleGANImgsCallbackShowCycleGANImgsCallback
ShowGraphCallbackShowGraphCallback
Sigmoidsigmoid
Sigmoid_sigmoid_
Sigmoid_rangesigmoid_range
SigmoidRangeSigmoidRange
Signal CutoutSignalCutout
Signal LossSignalLoss
Signal ShifterSignalShifter
SimpleCNNSimpleCNN
SimpleSelfAttentionSimpleSelfAttention
Sinsin.torch.Tensor sin_
Sinsin.fastai.torch_core.TensorMask
Sinhsinh.fastai.torch_core.TensorMask
Skm to fastaiskm_to_fastai
Sliceslice
Sortsort sort.torch.Tensor
Sortsort.fastai.torch_core.TensorMask
SortedDLSortedDL
SpacyTokenizerSpacyTokenizer
SpearmanCorrCoefSpearmanCorrCoef
Spec_add_spacesspec_add_spaces
Spectrogram TransformerSpectrogramTransformer
Sqrtsqrd sqrt.torch.Tensor
Sqrtsqrt.fastai.torch_core.TensorMask
SqueezeNetSqueezeNet
Squeezenet1_0squeezenet1_0
Squeezenet1_1squeezenet1_1
Stack_train_validstack_train_valid
Step_statstep_stat
Sub-.torch.Tensor sub
Sub-.fastai.torch_core.TensorMask sub_mask
Subplotssubplots
Summarization_splittersummarization_splitter
Summary_plotsummary_plot
Summarysummary.fastai.learner.Learner
Summarysummary.fastai.tabular.learner.TabularLearner
Swishswish
SwishSwish_
Tabulartabular
Tabular_configtabular_config
Tabular learnertabular_learner
TabularDataTableTabularDataTable
TabularModelTabularModel
TabularTSTabularTS
TabularTSDataloaderTabularTSDataloader
Tar_extract_at_filenametar_extract_at_filename
Tensortensor
TensorBBoxTensorBBox
TensorBBox_createTensorBBox_create
TensorImageTensorImage
TensorImageBWTensorImageBW
TensorMultiCategoryTensorMultiCategory
TensorPointTensorPoint
TensorPoint_createTensorPoint_create
TerminateOnNaNCallbackTerminateOnNaNCallback
Test_loadertest_loader
Text moduletext
Text_classifier_learnertext_classifier_learner
TextBlockTextBlock
TextBlock_from_dfTextBlock_from_df
TextBlock_from_folderTextBlock_from_folder
TextDataLoaders_from_csvTextDataLoaders_from_csv
TextDataLoaders_from_dfTextDataLoaders_from_df
TextDataLoaders_from_folderTextDataLoaders_from_folder
TextLearnerTextLearner
Load_encoderTextLearner_load_encoder
Load_pretrainedTextLearner_load_pretrained
Save_encoderTextLearner_save_encoder
TfmdDLTfmdDL
TfmdListsTfmdLists
TfmResizeTfmResize
Timm moduletimm
Timm_learnertimm_learner
Timm modelstimm_list_models
Timeseries moduletms
To_bytes_formatto_bytes_format
To_imageto_image
To matrixto_matrix
To_thumbto_thumb
Learn to XLAto_xla
Tokenize_csvtokenize_csv
Tokenize_dftokenize_df
Tokenize_filestokenize_files
Tokenize_foldertokenize_folder
Tokenize_textstokenize_texts
Tokenize1tokenize1
TokenizerTokenizer
Tokenizer_from_dfTokenizer_from_df
TokenizeWithRulesTokenizeWithRules
Top_k_accuracytop_k_accuracy
Builtins moduletorch
Total_paramstotal_params
ToTensorToTensor
TrackerCallbackTrackerCallback
Train_loadertrain_loader
Trainable_paramstrainable_params
TrainEvalCallbackTrainEvalCallback
TransformTransform
TransformBlockTransformBlock
Transformerstransformers
TransformersDropOutputTransformersDropOutput
TransformersTokenizerTransformersTokenizer
Trunc_normal_trunc_normal_
TSBlockTSBlock
TSDataLoaders_from_dfsTSDataLoaders_from_dfs
TSDataTableTSDataTable
TSeriesTSeries
TSeries_createTSeries_create
Unet_configunet_config
Unet_learnerunet_learner
UnetBlockUnetBlock
Unfreeze a modelunfreeze
Uniform_blur2duniform_blur2d
Upit moduleupit
ADULT_SAMPLE datasetURLs_ADULT_SAMPLE
AG_NEWS datasetURLs_AG_NEWS
AMAZON_REVIEWS_POLARITY datasetURLs_AMAZON_REVIEWS_POLARITY
AMAZON_REVIEWSAMAZON_REVIEWS datasetURLs_AMAZON_REVIEWSAMAZON_REVIEWS
BIWI_HEAD_POSE datasetURLs_BIWI_HEAD_POSE
CALTECH_101 datasetURLs_CALTECH_101
CAMVID datasetURLs_CAMVID
CAMVID_TINY datasetURLs_CAMVID_TINY
CARS datasetURLs_CARS
CIFAR datasetURLs_CIFAR
CIFAR_100 datasetURLs_CIFAR_100
COCO_TINY datasetURLs_COCO_TINY
CUB_200_2011 datasetURLs_CUB_200_2011
DBPEDIA datasetURLs_DBPEDIA
DOGS datasetURLs_DOGS
FLOWERS datasetURLs_FLOWERS
FOOD datasetURLs_FOOD
HORSE_2_ZEBRA datasetURLs_HORSE_2_ZEBRA
HUMAN_NUMBERS datasetURLs_HUMAN_NUMBERS
IMAGENETTE datasetURLs_IMAGENETTE
IMAGENETTE_160 datasetURLs_IMAGENETTE_160
IMAGENETTE_320 datasetURLs_IMAGENETTE_320
IMAGEWOOF datasetURLs_IMAGEWOOF
IMAGEWOOF_160 datasetURLs_IMAGEWOOF_160
IMAGEWOOF_320 datasetURLs_IMAGEWOOF_320
IMDB datasetURLs_IMDB
IMDB_SAMPLE datasetURLs_IMDB_SAMPLE
LSUN_BEDROOMS datasetURLs_LSUN_BEDROOMS
ML_SAMPLE datasetURLs_ML_SAMPLE
MNIST datasetURLs_MNIST
MNIST_SAMPLE datasetURLs_MNIST_SAMPLE
MNIST_TINY datasetURLs_MNIST_TINY
MNIST_VAR_SIZE_TINY datasetURLs_MNIST_VAR_SIZE_TINY
MOVIE_LENS_ML_100k datasetURLs_MOVIE_LENS_ML_100k
MT_ENG_FRA datasetURLs_MT_ENG_FRA
OPENAI_TRANSFORMER datasetURLs_OPENAI_TRANSFORMER
PASCAL_2007 datasetURLs_PASCAL_2007
PASCAL_2012 datasetURLs_PASCAL_2012
PETS datasetURLs_PETS
PLANET_SAMPLE datasetURLs_PLANET_SAMPLE
PLANET_TINY datasetURLs_PLANET_TINY
S3_COCO datasetURLs_S3_COCO
S3_IMAGE datasetURLs_S3_IMAGE
S3_IMAGELOC datasetURLs_S3_IMAGELOC
S3_MODEL datasetURLs_S3_MODEL
S3_NLP datasetURLs_S3_NLP
SIIM_SMALLURLs_SIIM_SMALL
SKIN_LESION datasetURLs_SKIN_LESION
SOGOU_NEWS datasetURLs_SOGOU_NEWS
SPEAKERS10 datasetURLs_SPEAKERS10
SPEECHCOMMANDS datasetURLs_SPEECHCOMMANDS
WIKITEXT datasetURLs_WIKITEXT
WIKITEXT_TINY datasetURLs_WIKITEXT_TINY
WT103_BWD datasetURLs_WT103_BWD
WT103_FWD datasetURLs_WT103_FWD
YAHOO_ANSWERS datasetURLs_YAHOO_ANSWERS
YELP_REVIEWS datasetURLs_YELP_REVIEWS
YELP_REVIEWS_POLARITY datasetURLs_YELP_REVIEWS_POLARITY
Vgg11_bnvgg11_bn
Vgg13_bnvgg13_bn
Vgg16_bnvgg16_bn
Vgg19_bnvgg19_bn
Vision modulevision
Vleaky_reluvleaky_relu
VoiceVoice
Wandb modulewandb
WandbCallbackWandbCallback
WarpWarp
Waterfall_plotwaterfall_plot
Weight_decayweight_decay
WeightDropoutWeightDropout
WeightedDLWeightedDL
Abdomen softwin_abdoment_soft
Brainwin_brain
Brain bonewin_brain_bone
Brain softwin_brain_soft
Liverwin_liver
Lungswin_lungs
Mediastinumwin_mediastinum
Spine bonewin_spine_bone
Spine softwin_spine_soft
Strokewin_stroke
Subduralwin_subdural
XLAxla
XResNetXResNet
Xresnet101xresnet101
Xresnet152xresnet152
Xresnet18xresnet18
Xresnet18_deepxresnet18_deep
Xresnet18_deeperxresnet18_deeper
Xresnet34xresnet34
Xresnet34_deepxresnet34_deep
Xresnet34_deeperxresnet34_deeper
Xresnet50xresnet50
Xresnet50_deepxresnet50_deep
Xresnet50_deeperxresnet50_deeper
xresnext101xresnext101
xresnext18xresnext18
xresnext34xresnext34
xresnext50xresnext50
xse_resnet101xse_resnet101
xse_resnet152xse_resnet152
xse_resnet18xse_resnet18
xse_resnet34xse_resnet34
xse_resnet50xse_resnet50
xse_resnext101xse_resnext101
xse_resnext18xse_resnext18
xse_resnext18_deepxse_resnext18_deep
xse_resnext18_deeperxse_resnext18_deeper
xse_resnext34xse_resnext34
xse_resnext34_deepxse_resnext34_deep
xse_resnext34_deeperxse_resnext34_deeper
xse_resnext50xse_resnext50
xse_resnext50_deepxse_resnext50_deep
xse_resnext50_deeperxse_resnext50_deeper
xsenet154xsenet154
Zoomzoom
ZoomZoom_
Zoom_matzoom_mat