Intro | Basic steppers | Weight decay | L2 regularization | Making the step | Zero grad | Average grad | Average sqr_grad | SGD | RMSProp | Adam | RAdam | QHAdam | Larc | LAMB | Lookahead
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:
fastai_2.2.2.tar.gz
fastai_2.2.2.zip(r-4.7)fastai_2.2.2.zip(r-4.6)fastai_2.2.2.zip(r-4.5)
fastai_2.2.2.tgz(r-4.6-any)fastai_2.2.2.tgz(r-4.5-any)
fastai_2.2.2.tar.gz(r-4.7-any)fastai_2.2.2.tar.gz(r-4.6-any)
fastai_2.2.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
fastai/json (API)
| # Install 'fastai' in R: |
| install.packages('fastai', repos = c('https://eagerai.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/eagerai/fastai/issues
audiocollaborative-filteringdarknetdarknet-image-classificationfastaimedicalobject-detectiontabulartextvision
Last updated from:a6d63440bc. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 210 | ||
| source / vignettes | OK | 291 | ||
| linux-release-x86_64 | OK | 203 | ||
| macos-release-arm64 | OK | 183 | ||
| macos-oldrel-arm64 | OK | 174 | ||
| windows-devel | OK | 279 | ||
| windows-release | OK | 307 | ||
| windows-oldrel | OK | 271 | ||
| wasm-release | OK | 127 |
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_ISONoiseicevisio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Dependencies:abindbackportsbootbroomcarcarDataclicolorspacecorrplotcowplotcpp11DerivdoBydplyrfarverforecastFormulafracdiffgenericsggplot2ggpubrggrepelggsciggsignifgluegridExtragtablehereisobandjsonlitelabelinglatticelifecyclelme4lmtestmagrittrMASSMatrixMatrixModelsmgcvmicrobenchmarkminqamodelrnlmenloptrnnetnumDerivpbkrtestpillarpkgconfigpngpolynompurrrquantregR6rappdirsrbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRcppTOMLRdpackreformulasreticulaterlangrprojrootrstatixS7scalesSparseMstringistringrsurvivaltibbletidyrtidyselecttimeDateurcautf8vctrsviridisLitewithrzoo
Optimizer
Last update: 2021-07-25
Started: 2020-10-10
Medical image
Intro | Dataset | Dataloader | Fit model | Conclusion
Last update: 2021-03-16
Started: 2020-10-01
Audio Classification
Intro | Dataset | Visualize | Preparing the dataset | Dataloader | Pretrained model | Conclusion
Last update: 2021-03-05
Started: 2020-10-19
Multilabel classification
Intro | Multilabel | Preprocess | Pretrained model | Datablock | Model | Conclusion
Last update: 2021-03-05
Started: 2020-11-14
Question-Answering
Intro | Dataset | Preprocess | Datalaoder | Train | Conclusion
Last update: 2021-03-05
Started: 2020-11-17
RoBERTa
Intro | Binary task | Dataloader | RoBERTa model | Conclusion
Last update: 2021-03-05
Started: 2020-11-13
Speech Recognition
Intro | Dataset | Preprocess | Model | Add callbacks | Conclusion
Last update: 2021-03-05
Started: 2020-10-30
Text-summarization
Intro | Dataset | Pretrained model | Datablock | Train | Conclusion
Last update: 2021-03-05
Started: 2020-11-18
Time-Series
Intro | Grab data | Preprocess | Split | Dataloader and Inception model | Optimal LR | Conclusion
Last update: 2021-03-05
Started: 2020-10-21
Bayesian Optimisation
Intro
Last update: 2021-03-02
Started: 2021-03-02
Basic Image Classification
Intro | Image data | Dataloader | ResNet50 | Fit | Conclusion
Last update: 2020-11-18
Started: 2020-09-22
Low-level ops
Intro | Dataset | Inplace tensor ops | Slicing | No change | 1st list | 1st matrix | 1st matrix 1st row | 2nd list 2nd matrix 2nd row | NN module | Dataloaders | Model | Conclusion
Last update: 2020-11-10
Started: 2020-11-08
Object detection
Intro | Dataset | Dataloader | RetinaNet | Fit
Last update: 2020-11-07
Started: 2020-10-05
Data augmentation
Intro | Dataset | Flipped | Dihedral | CropPad | PadModes | RandomCrop | CenterCrop | Resize method | RandomResizeCrop
Last update: 2020-11-05
Started: 2020-10-04
Head pose
Intro | Task | Preparation | Fit
Last update: 2020-11-05
Started: 2020-09-24
Migrating from Catalyst
Intro | Catalyst with fastai | Fit
Last update: 2020-11-05
Started: 2020-09-26
Migrating from Ignite
Intro | Ignite with fastai
Last update: 2020-11-05
Started: 2020-09-26
Migrating from Lightning
Intro | Lightning with fastai
Last update: 2020-11-05
Started: 2020-09-26
Migrating from Pytorch
Plain Pytorch with fastai
Last update: 2020-11-05
Started: 2020-09-26
GPT2
Intro | Dataset | Transformers | Tokenize | Dataloader | Conclusion
Last update: 2020-11-02
Started: 2020-11-02
Super-Resolution GAN
Intro | Dataset | Parameters and dataloader | Fit | Conclusion
Last update: 2020-10-30
Started: 2020-09-24
Custom Image Classification
Intro | Preparation | Get data | Dataloaders | Fit model | Conclusion
Last update: 2020-10-20
Started: 2020-09-29
Callbacks
Intro | MNIST data | TerminateOnNaNCallback | EarlyStoppingCallback | ReduceLROnPlateau | CSVLogger
Last update: 2020-10-12
Started: 2020-10-12
Basic Tabular
Intro | Tabular | Dataloaders | Fit | Conclusion
Last update: 2020-10-09
Started: 2020-09-18
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| 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 |
| Abs | abs abs.torch.Tensor |
| Abs | abs.fastai.torch_core.TensorMask |
| AccumMetric | AccumMetric |
| Accuracy | accuracy |
| Accuracy_multi | accuracy_multi |
| Accuracy threshold expand | accuracy_thresh_expand |
| Adam | Adam |
| Adam_step | adam_step |
| Adaptive_pool | adaptive_pool |
| AdaptiveAvgPool | AdaptiveAvgPool |
| AdaptiveConcatPool1d | AdaptiveConcatPool1d |
| AdaptiveConcatPool2d | AdaptiveConcatPool2d |
| Adaptive GAN Switcher | AdaptiveGANSwitcher |
| AdaptiveLoss | AdaptiveLoss |
| Add | +.torch.Tensor add sinh.torch.Tensor |
| Add cyclic datepart | add_cyclic_datepart |
| Add datepart | add_datepart |
| Add Channels | AddChannels |
| Add Noise | AddNoise |
| Aaffine_coord | affine_coord |
| Affline mat | affine_mat |
| AffineCoordTfm | AffineCoordTfm |
| Alexnet | alexnet |
| Apply_perspective | apply_perspective |
| APScoreBinary | APScoreBinary |
| APScoreMulti | APScoreMulti |
| As_array | as_array |
| Aspect | aspect |
| Audio_extensions | audio_extensions |
| AudioBlock | AudioBlock |
| AudioBlock from folder | AudioBlock_from_folder |
| AudioGetter | AudioGetter |
| AudioPadType module | AudioPadType |
| AudioSpectrogram module | AudioSpectrogram |
| Audio Tensor | AudioTensor |
| AudioTensor create | AudioTensor_create |
| AudioToMFCC | AudioToMFCC |
| AudioToMFCC from cfg | AudioToMFCC_from_cfg |
| AudioToSpec from cfg | AudioToSpec_from_cfg |
| Augmentation | aug_transforms |
| Auto configuration | AutoConfig |
| Average_grad | average_grad |
| Average_sqr_grad | average_sqr_grad |
| AvgLoss | AvgLoss |
| AvgPool | AvgPool |
| AvgSmoothLoss | AvgSmoothLoss |
| AWD_LSTM | AWD_LSTM |
| Awd_lstm_clas_split | awd_lstm_clas_split |
| Awd_lstm_lm_split | awd_lstm_lm_split |
| AWD_QRNN | AWD_QRNN |
| BalancedAccuracy | BalancedAccuracy |
| BaseLoss | BaseLoss |
| BaseTokenizer | BaseTokenizer |
| Basic critic | basic_critic |
| Basic generator | basic_generator |
| BasicMelSpectrogram | BasicMelSpectrogram |
| Basic MFCC | BasicMFCC |
| BasicSpectrogram | BasicSpectrogram |
| BatchNorm | BatchNorm |
| BatchNorm1dFlat | BatchNorm1dFlat |
| Bb_pad | bb_pad |
| BBoxBlock | BBoxBlock |
| BBoxLabeler | BBoxLabeler |
| BBoxLblBlock | BBoxLblBlock |
| BCELossFlat | BCELossFlat |
| BCEWithLogitsLossFlat | BCEWithLogitsLossFlat |
| Hugging Face module | blurr |
| BrierScore | BrierScore |
| BrierScoreMulti | BrierScoreMulti |
| Bs_find | bs_find |
| Bs finder | bs_finder |
| Builtins module | bt |
| Calculate_rouge | calculate_rouge |
| Callback module | Callback |
| Cat | Cat |
| Catalyst module | catalyst |
| Catalyst model | catalyst_model |
| Categorify | Categorify |
| CategoryBlock | CategoryBlock |
| Ceil | ceiling.torch.Tensor ceiling_ |
| Ceil | ceiling.fastai.torch_core.TensorMask |
| Change Volume | ChangeVolume |
| Children_and_parameters | children_and_parameters |
| ClassificationInterpretation_from_learner | ClassificationInterpretation_from_learner |
| Clean_raw_keys | clean_raw_keys |
| Clip_remove_empty | clip_remove_empty |
| Cm module | cm |
| Cnn config | cnn_config |
| Cnn_learner | cnn_learner |
| COCOMetric | COCOMetric |
| COCOMetricType | COCOMetricType |
| CohenKappa | CohenKappa |
| Collab module | collab |
| Collab_learner | collab_learner |
| CollabDataLoaders_from_dblock | CollabDataLoaders_from_dblock |
| CollabDataLoaders_from_df | CollabDataLoaders_from_df |
| CollectDataCallback | CollectDataCallback |
| Colors module | colors |
| ColReader | ColReader |
| ColSplitter | ColSplitter |
| Combined_flat_anneal | combined_flat_anneal |
| Competition download file | competition_download_file |
| Competition download files | competition_download_files |
| Competition leaderboard download | competition_leaderboard_download |
| Competition list files | competition_list_files |
| Competition submit | competition_submit |
| Competitions list | competitions_list |
| Contrast | Contrast |
| Conv_norm_lr | conv_norm_lr |
| ConvLayer | ConvLayer |
| ConvT_norm_relu | convT_norm_relu |
| CorpusBLEUMetric | CorpusBLEUMetric |
| Cos | cos.torch.Tensor cos_ |
| Cos | cos.fastai.torch_core.TensorMask |
| Cosh | cosh.torch.Tensor cosh_ |
| Cosh | cosh.fastai.torch_core.TensorMask |
| Crappify module | crap |
| Crappifier | crappifier |
| Create_body | create_body |
| Create_cnn_model | create_cnn_model |
| Create_fcn | create_fcn |
| Create_head | create_head |
| Create_inception | create_inception |
| Create_mlp | create_mlp |
| Create_resnet | create_resnet |
| Create_unet_model | create_unet_model |
| CropPad | CropPad |
| Crop Time | CropTime |
| CrossEntropyLossFlat | CrossEntropyLossFlat |
| CSVLogger | CSVLogger |
| CudaCallback | CudaCallback |
| Loss NN module | custom_loss |
| CutMix | CutMix |
| Cutout_gaussian | cutout_gaussian |
| Cycle_learner | cycle_learner |
| CycleGAN | CycleGAN |
| CycleGANLoss | CycleGANLoss |
| CycleGANTrainer | CycleGANTrainer |
| Data Loaders | Data_Loaders |
| DataBlock | DataBlock |
| Dataloaders from dls object | dataloaders |
| Datasets | Datasets |
| Read dicom | dcmread |
| Debias | debias |
| Debugger | Debugger |
| Decision_plot | decision_plot |
| Decode_spec_tokens | decode_spec_tokens |
| Default_split | default_split |
| Delta | Delta |
| Denormalize_imagenet | denormalize_imagenet |
| Densenet121 | densenet121 |
| Densenet161 | densenet161 |
| Densenet169 | densenet169 |
| Densenet201 | densenet201 |
| Dense Res Block | DenseResBlock |
| Dependence_plot | dependence_plot |
| DeterministicDihedral | DeterministicDihedral |
| DeterministicDraw | DeterministicDraw |
| DeterministicFlip | DeterministicFlip |
| Detuplify_pg | detuplify_pg |
| Dice coefficient | Dice |
| Dicom class | Dicom |
| Dicom_windows module | dicom_windows |
| Dihedral | Dihedral |
| Dihedral_mat | dihedral_mat |
| DihedralItem | DihedralItem |
| Dim | dim dim.torch.Tensor |
| Dim | dim.fastai.torch_core.TensorMask |
| Discriminator | discriminator |
| Div | /.torch.Tensor div |
| Downmix Mono | DownmixMono |
| Dropout_mask | dropout_mask |
| Dummy_eval | dummy_eval |
| DynamicUnet | DynamicUnet |
| EarlyStoppingCallback | EarlyStoppingCallback |
| Efficientdet infer dataloader | efficientdet_infer_dl |
| MaskRCNN learner | efficientdet_learner |
| Eficientdet model | efficientdet_model |
| Efficientdet predict dataloader | efficientdet_predict_dl |
| Efficientdet train dataloader | efficientdet_train_dl |
| Efficientdet valid dataloader | efficientdet_valid_dl |
| Emb_sz_rule | emb_sz_rule |
| Embedding | Embedding |
| EmbeddingDropout | EmbeddingDropout |
| Error rate | error_rate |
| Exp | exp exp.torch.Tensor |
| Exp_rmspe | exp_rmspe |
| Exp | exp.fastai.torch_core.TensorMask |
| Explained Variance | ExplainedVariance |
| Expm1 | expm1 expm1.torch.Tensor |
| Expm1 | expm1.fastai.torch_core.TensorMask |
| Export_generator | export_generator |
| F1Score | F1Score |
| F1ScoreMulti | F1ScoreMulti |
| Fa_collate | fa_collate |
| Da_convert | fa_convert |
| Fastai version | fastai_version |
| Fastaudio module | fastaudio |
| Faster RCNN infer dataloader | faster_rcnn_infer_dl |
| Faster RSNN learner | faster_rcnn_learner |
| Faster RSNN model | faster_rcnn_model |
| Faster RCNN predict dataloader | faster_rcnn_predict_dl |
| Faster RSNN train dataloader | faster_rcnn_train_dl |
| Faster RSNN valid dataloader | faster_rcnn_valid_dl |
| Wandb module | fastinf |
| FBeta | FBeta |
| FBetaMulti | FBetaMulti |
| FetchPredsCallback | FetchPredsCallback |
| File Splitter | FileSplitter |
| Fill Missing | FillMissing |
| COMMON | FillStrategy_COMMON |
| CONSTANT | FillStrategy_CONSTANT |
| MEDIAN | FillStrategy_MEDIAN |
| Find_coeffs | find_coeffs |
| Fine_tune | fine_tune |
| Fit_flat_cos | fit_flat_cos |
| Fit_flat_lin | fit_flat_lin |
| Fit one cycle | fit_one_cycle |
| Fit_sgdr | fit_sgdr |
| Fit | fit.fastai.learner.Learner |
| Fit | fit.fastai.tabular.learner.TabularLearner |
| Fit | fit.fastai.vision.gan.GANLearner |
| Fix fit | fix_fit |
| Fix_html | fix_html |
| Fixed GAN Switcher | FixedGANSwitcher |
| Flatten | Flatten |
| Flatten check | flatten_check |
| Flatten_model | flatten_model |
| Flip | Flip |
| Flip_mat | flip_mat |
| FlipItem | FlipItem |
| Tensor to float | float |
| Floor | floor.torch.Tensor floor_ |
| Floor divide | %/%.torch.Tensor floor_div |
| Floor mod | %%.torch.Tensor floor_mod |
| Floor | floor.fastai.torch_core.TensorMask |
| Module | fmodule |
| FolderDataset | FolderDataset |
| Force_plot | force_plot |
| Foreground accuracy | foreground_acc |
| Forget_mult_CPU | forget_mult_CPU |
| ForgetMultGPU | ForgetMultGPU |
| Freeze a model | freeze |
| FuncSplitter | FuncSplitter |
| View | fView |
| Gan critic | gan_critic |
| GAN loss from function | gan_loss_from_func |
| GAN Discriminative LR | GANDiscriminativeLR |
| GAN Learner from learners | GANLearner_from_learners |
| Wgan | GANLearner_wgan |
| GAN Loss | GANLoss |
| GAN Module | GANModule |
| GAN Trainer | GANTrainer |
| GatherPredsCallback | GatherPredsCallback |
| Gauss_blur2d | gauss_blur2d |
| Generate noise | generate_noise |
| Get_annotations | get_annotations |
| Get_audio_files | get_audio_files |
| Get bias | get_bias |
| Get_c | get_c |
| Extract confusion matrix | get_confusion_matrix |
| Get data loaders | get_data_loaders |
| Get image matrix | get_dcm_matrix |
| get_dicom_files | get_dicom_files |
| Get dls | get_dls |
| Get_emb_sz | get_emb_sz |
| Get_files | get_files |
| Get_grid | get_grid |
| Get_hf_objects | get_hf_objects |
| Get image files | get_image_files |
| Get_language_model | get_language_model |
| Get_preds_cyclegan | get_preds_cyclegan |
| Get_text_classifier | get_text_classifier |
| Get_text_files | get_text_files |
| Get weights | get_weights |
| GradientAccumulation | GradientAccumulation |
| GrandparentSplitter | GrandparentSplitter |
| Grayscale | grayscale |
| Greater | >.torch.Tensor greater |
| Greater or equal | >=.torch.Tensor greater_or_equal |
| HammingLoss | HammingLoss |
| HammingLossMulti | HammingLossMulti |
| Has_params | has_params |
| Has_pool_type | has_pool_type |
| BLURR_MODEL_HELPER | helper |
| HF_ARCHITECTURES | HF_ARCHITECTURES |
| HF_BaseInput | HF_BaseInput |
| HF_BaseModelCallback | HF_BaseModelCallback |
| HF_BaseModelWrapper | HF_BaseModelWrapper |
| HF_BeforeBatchTransform | HF_BeforeBatchTransform |
| HF_CausalLMBeforeBatchTransform | HF_CausalLMBeforeBatchTransform |
| Load_dataset | HF_load_dataset |
| HF_QABatchTransform | HF_QABatchTransform |
| HF_QABeforeBatchTransform | HF_QABeforeBatchTransform |
| HF_QstAndAnsModelCallback | HF_QstAndAnsModelCallback |
| HF_QuestionAnswerInput | HF_QuestionAnswerInput |
| Hf_splitter | hf_splitter |
| HF_SummarizationBeforeBatchTransform | HF_SummarizationBeforeBatchTransform |
| HF_SummarizationInput | HF_SummarizationInput |
| HF_SummarizationModelCallback | HF_SummarizationModelCallback |
| HF_TASKS_ALL | HF_TASKS_ALL |
| HF_TASKS_AUTO | HF_TASKS_AUTO |
| HF_Text2TextAfterBatchTransform | HF_Text2TextAfterBatchTransform |
| HF_Text2TextBlock | HF_Text2TextBlock |
| HF_TextBlock | HF_TextBlock |
| HF_TokenCategorize | HF_TokenCategorize |
| HF_TokenCategoryBlock | HF_TokenCategoryBlock |
| HF_TokenClassBeforeBatchTransform | HF_TokenClassBeforeBatchTransform |
| HF_TokenClassInput | HF_TokenClassInput |
| HF_TokenTensorCategory | HF_TokenTensorCategory |
| Hook | Hook |
| Hook_output | hook_output |
| Hook_outputs | hook_outputs |
| HookCallback | HookCallback |
| Hooks | Hooks |
| Hsv2rgb | hsv2rgb |
| Hue | Hue |
| Transformer module | hug |
| Icevision module | icevision |
| Adapter | icevision_Adapter |
| Aug_tfms | icevision_aug_tfms |
| BasicIAATransform | icevision_BasicIAATransform |
| BasicTransform | icevision_BasicTransform |
| Blur | icevision_Blur |
| ChannelDropout | icevision_ChannelDropout |
| ChannelShuffle | icevision_ChannelShuffle |
| CLAHE | icevision_CLAHE |
| ClassMap | icevision_ClassMap |
| CoarseDropout | icevision_CoarseDropout |
| ColorJitter | icevision_ColorJitter |
| Compose | icevision_Compose |
| Crop | icevision_Crop |
| CropNonEmptyMaskIfExists | icevision_CropNonEmptyMaskIfExists |
| Cutout | icevision_Cutout |
| Dataset | icevision_Dataset |
| Icevision Dataset from images | icevision_Dataset_from_images |
| Downscale | icevision_Downscale |
| DualIAATransform | icevision_DualIAATransform |
| DualTransform | icevision_DualTransform |
| ElasticTransform | icevision_ElasticTransform |
| Equalize | icevision_Equalize |
| FancyPCA | icevision_FancyPCA |
| FDA | icevision_FDA |
| FixedSplitter | icevision_FixedSplitter |
| Flip | icevision_Flip |
| FromFloat | icevision_FromFloat |
| GaussianBlur | icevision_GaussianBlur |
| GaussNoise | icevision_GaussNoise |
| GlassBlur | icevision_GlassBlur |
| GridDistortion | icevision_GridDistortion |
| GridDropout | icevision_GridDropout |
| HistogramMatching | icevision_HistogramMatching |
| HorizontalFlip | icevision_HorizontalFlip |
| HueSaturationValue | icevision_HueSaturationValue |
| IAAAdditiveGaussianNoise | icevision_IAAAdditiveGaussianNoise |
| IAAAffine | icevision_IAAAffine |
| IAACropAndPad | icevision_IAACropAndPad |
| IAAEmboss | icevision_IAAEmboss |
| IAAFliplr | icevision_IAAFliplr |
| IAAFlipud | icevision_IAAFlipud |
| IAAPerspective | icevision_IAAPerspective |
| IAAPiecewiseAffine | icevision_IAAPiecewiseAffine |
| IAASharpen | icevision_IAASharpen |
| IAASuperpixels | icevision_IAASuperpixels |
| ImageCompression | icevision_ImageCompression |
| ImageOnlyIAATransform | icevision_ImageOnlyIAATransform |
| ImageOnlyTransform | icevision_ImageOnlyTransform |
| InvertImg | icevision_InvertImg |
| ISONoise | icevision_ISONoise |
| JpegCompression | icevision_JpegCompression |
| LongestMaxSize | icevision_LongestMaxSize |
| MaskDropout | icevision_MaskDropout |
| MedianBlur | icevision_MedianBlur |
| MotionBlur | icevision_MotionBlur |
| MultiplicativeNoise | icevision_MultiplicativeNoise |
| Normalize | icevision_Normalize |
| OpticalDistortion | icevision_OpticalDistortion |
| PadIfNeeded | icevision_PadIfNeeded |
| Parse | icevision_parse |
| Posterize | icevision_Posterize |
| RandomBrightnessContrast | icevision_RandomBrightnessContrast |
| RandomContrast | icevision_RandomContrast |
| RandomCrop | icevision_RandomCrop |
| RandomCropNearBBox | icevision_RandomCropNearBBox |
| RandomFog | icevision_RandomFog |
| RandomGamma | icevision_RandomGamma |
| RandomGridShuffle | icevision_RandomGridShuffle |
| RandomRain | icevision_RandomRain |
| RandomResizedCrop | icevision_RandomResizedCrop |
| RandomRotate90 | icevision_RandomRotate90 |
| RandomScale | icevision_RandomScale |
| RandomShadow | icevision_RandomShadow |
| RandomSizedBBoxSafeCrop | icevision_RandomSizedBBoxSafeCrop |
| RandomSizedCrop | icevision_RandomSizedCrop |
| RandomSnow | icevision_RandomSnow |
| RandomSplitter | icevision_RandomSplitter |
| RandomSunFlare | icevision_RandomSunFlare |
| Read_bgr_image | icevision_read_bgr_image |
| Read_rgb_image | icevision_read_rgb_image |
| Resize | icevision_Resize |
| Resize_and_pad | icevision_resize_and_pad |
| RGBShift | icevision_RGBShift |
| Rotate | icevision_Rotate |
| ShiftScaleRotate | icevision_ShiftScaleRotate |
| SingleSplitSplitter | icevision_SingleSplitSplitter |
| SmallestMaxSize | icevision_SmallestMaxSize |
| Solarize | icevision_Solarize |
| ToFloat | icevision_ToFloat |
| ToGray | icevision_ToGray |
| ToSepia | icevision_ToSepia |
| Transpose | icevision_Transpose |
| VerticalFlip | icevision_VerticalFlip |
| Icnr_init | icnr_init |
| IDMap | IDMap |
| Image | Image |
| Image_create | Image_create |
| Image_open | Image_open |
| Resize | Image_resize |
| Image2tensor | image2tensor |
| ImageBlock | ImageBlock |
| ImageBW_create | ImageBW_create |
| ImageDataLoaders from csv | ImageDataLoaders_from_csv |
| ImageDataLoaders from dblock | ImageDataLoaders_from_dblock |
| ImageDataLoaders from df | ImageDataLoaders_from_df |
| ImageDataLoaders from folder | ImageDataLoaders_from_folder |
| ImageDataLoaders from lists | ImageDataLoaders_from_lists |
| ImageDataLoaders from name regex | ImageDataLoaders_from_name_re |
| ImageDataLoaders from path function | ImageDataLoaders_from_path_func |
| ImageDataLoaders from path re | ImageDataLoaders_from_path_re |
| Imagenet statistics | imagenet_stats |
| In_channels | in_channels |
| InceptionModule | InceptionModule |
| Index Splitter | IndexSplitter |
| Wandb init | init |
| Init_default | init_default |
| Init_linear | init_linear |
| Install fastai | install_fastai |
| InstanceNorm | InstanceNorm |
| IntToFloatTensor | IntToFloatTensor |
| Invisible Tensor | InvisibleTensor |
| Is Rmarkdown? | is_rmarkdown |
| Jaccard | Jaccard |
| JaccardCoeff | JaccardCoeff |
| JaccardMulti | JaccardMulti |
| Kaggle module | kg |
| L | L |
| L1LossFlat | L1LossFlat |
| L2_reg | l2_reg |
| LabeledBBox | LabeledBBox |
| LabelSmoothingCrossEntropy | LabelSmoothingCrossEntropy |
| LabelSmoothingCrossEntropyFlat | LabelSmoothingCrossEntropyFlat |
| Lamb | Lamb |
| Lamb_step | lamb_step |
| Lambda | Lambda |
| Language_model_learner | language_model_learner |
| Larc | Larc |
| Larc_layer_lr | larc_layer_lr |
| Larc_step | larc_step |
| Layer_info | layer_info |
| Learner | Learner |
| Length | length length.torch.Tensor |
| Length | length.fastai.torch_core.TensorMask |
| Less | <.torch.Tensor less |
| Less or equal | <=.torch.Tensor less_or_equal |
| LightingTfm | LightingTfm |
| LinBnDrop | LinBnDrop |
| LinearDecoder | LinearDecoder |
| Lit Model | LitModel |
| LMDataLoader | LMDataLoader |
| LMLearner | LMLearner |
| LMLearner_predict | LMLearner_predict |
| Load_dataset | load_dataset |
| Load_ignore_keys | load_ignore_keys |
| Load_image | load_image |
| Load_learner | load_learner |
| Load_model_text | load_model_text |
| Timm models | load_pre_models |
| Load_tokenized_csv | load_tokenized_csv |
| Loaders | loaders |
| Log | log log.torch.Tensor |
| Log | log.fastai.torch_core.TensorMask |
| Log1p | log1p log1p.torch.Tensor |
| Log1p | log1p.fastai.torch_core.TensorMask |
| Logical_and | &.torch.Tensor logical_and |
| Logical_not | !.torch.Tensor logical_not_ |
| Logical_or | logical_or |.torch.Tensor |
| Wandb login | login |
| Lookahead | Lookahead |
| LossMetric | LossMetric |
| Lr_find | lr_find |
| MAE | mae |
| Make_vocab | make_vocab |
| Mask_create | Mask_create |
| Mask from blur | mask_from_blur |
| Mask RCNN infer dataloader | mask_rcnn_infer_dl |
| MaskRCNN learner | mask_rcnn_learner |
| MaskRCNN model | mask_rcnn_model |
| Mask RCNN predict dataloader | mask_rcnn_predict_dl |
| MaskRCNN train dataloader | mask_rcnn_train_dl |
| MaskRSNN valid dataloader | mask_rcnn_valid_dl |
| Mask_tensor | mask_tensor |
| Mask2bbox | mask2bbox |
| MaskBlock | MaskBlock |
| Masked_concat_pool | masked_concat_pool |
| Mask Freq | MaskFreq |
| MaskTime | MaskTime |
| Match_embeds | match_embeds |
| MatthewsCorrCoef | MatthewsCorrCoef |
| MatthewsCorrCoefMulti | MatthewsCorrCoefMulti |
| Max | max max.torch.Tensor |
| Max | max.fastai.torch_core.TensorMask |
| MaxPool | MaxPool |
| Maybe_unsqueeze | maybe_unsqueeze |
| MCDropoutCallback | MCDropoutCallback |
| Mean of tensor | mean.fastai.torch_core.TensorMask |
| Mean of tensor | mean.torch.Tensor |
| Medical module | medical |
| MergeLayer | MergeLayer |
| Metrics module | metrics |
| Ignite module | migrating_ignite |
| Lightning module | migrating_lightning |
| Pytorch module | migrating_pytorch |
| Min | min min.torch.Tensor |
| Min | min.fastai.torch_core.TensorMask |
| Mish | mish |
| Class Mish | Mish_ |
| MishJitAutoFn | MishJitAutoFn |
| MixHandler | MixHandler |
| MixUp | MixUp |
| Model_sizes | model_sizes |
| ModelResetter | ModelResetter |
| Module module | Module |
| NN module | Module_test |
| Momentum_step | momentum_step |
| Most_confused | most_confused |
| MSE | mse |
| MSELossFlat | MSELossFlat |
| MSLE | msle |
| MultiCategorize | MultiCategorize |
| MultiCategoryBlock | MultiCategoryBlock |
| Multiply | *.torch.Tensor multiplygit add -A && git commit -m 'staging all files' |
| MultiTargetLoss | MultiTargetLoss |
| N_px | n_px |
| Modify tensor | narrow |
| Net | Net |
| NN module | nn |
| Fastai custom loss | nn_loss |
| Fastai NN module | nn_module |
| NoiseColor module | NoiseColor |
| NoneReduce | NoneReduce |
| Noop | noop |
| Norm_apply_denorm | norm_apply_denorm |
| Normalize | Normalize |
| Normalize from stats | Normalize_from_stats |
| NormalizeTS | NormalizeTS |
| 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_model | num_features_model |
| Numericalize | Numericalize |
| OldRandomCrop | OldRandomCrop |
| One batch | one_batch |
| OpenAudio | OpenAudio |
| Optim metric | optim_metric |
| Optimizer | Optimizer |
| OptimWrapper | OptimWrapper |
| Logical_or | or_mask |.fastai.torch_core.TensorMask |
| Operating system | os |
| An environment supporting TPUs | os_environ_tpu |
| Pad_conv_norm_relu | pad_conv_norm_relu |
| Pad_input | pad_input |
| Pad_input_chunk | pad_input_chunk |
| Parallel | parallel |
| Parallel_tokenize | parallel_tokenize |
| Params | params |
| ParamScheduler | ParamScheduler |
| Parent_label | parent_label |
| AreasMixin | parsers_AreasMixin |
| BBoxesMixin | parsers_BBoxesMixin |
| Faster RCNN | parsers_FasterRCNN |
| FilepathMixin | parsers_FilepathMixin |
| Imageid Mixin | parsers_ImageidMixin |
| IsCrowdsMixin | parsers_IsCrowdsMixin |
| LabelsMixin | parsers_LabelsMixin |
| Mask RCNN | parsers_MaskRCNN |
| MasksMixin | parsers_MasksMixin |
| SizeMixin | parsers_SizeMixin |
| Voc parser | parsers_voc |
| Partial | partial |
| PartialDL | PartialDL |
| Partial Lambda | PartialLambda |
| PCA | pca |
| PearsonCorrCoef | PearsonCorrCoef |
| Perplexity | Perplexity |
| Pipeline | Pipeline |
| PixelShuffle_ICNR | PixelShuffle_ICNR |
| Plot dicom | plot |
| Plot_bs_find | plot_bs_find |
| Plot_confusion_matrix | plot_confusion_matrix |
| Plot_loss | plot_loss |
| Plot_lr_find | plot_lr_find |
| Plot_top_losses | plot_top_losses |
| PointBlock | PointBlock |
| PointScaler | PointScaler |
| PooledSelfAttention2d | PooledSelfAttention2d |
| PoolFlatten | PoolFlatten |
| PoolingLinearClassifier | PoolingLinearClassifier |
| Pow | pow ^.torch.Tensor |
| Pre_process_squad | pre_process_squad |
| Precision | Precision |
| PrecisionMulti | PrecisionMulti |
| Predict | predict.fastai.learner.Learner |
| Predict | predict.fastai.tabular.learner.TabularLearner |
| Perplexity | preplexity |
| Preprocess audio folder | preprocess_audio_folder |
| Preprocess Audio | PreprocessAudio |
| Print model | print.fastai.learner.Learner |
| Print tabular model | print.fastai.tabular.learner.TabularLearner |
| Dicom | print.pydicom.dataset.FileDataset |
| Py_apply | py_apply |
| Python path | python_path |
| QHAdam | QHAdam |
| Qhadam_step | qhadam_step |
| QRNN | QRNN |
| QRNNLayer | QRNNLayer |
| R2Score | R2Score |
| RAdam | RAdam |
| Radam_step | radam_step |
| RandomCrop | RandomCrop |
| RandomErasing | RandomErasing |
| RandomResizedCrop | RandomResizedCrop |
| RandomResizedCropGPU | RandomResizedCropGPU |
| RandomSplitter | RandomSplitter |
| RandPair | RandPair |
| RandTransform | RandTransform |
| Ranger | ranger |
| RatioResize | RatioResize |
| ReadTSBatch | ReadTSBatch |
| Recall | Recall |
| RecallMulti | RecallMulti |
| ReduceLROnPlateau | ReduceLROnPlateau |
| RegressionBlock | RegressionBlock |
| Remove Silence | RemoveSilence |
| RemoveType module | RemoveType |
| Replace_all_caps | replace_all_caps |
| Replace_maj | replace_maj |
| Replace_rep | replace_rep |
| Replace_wrep | replace_wrep |
| Res_block_1d | res_block_1d |
| Resample | Resample |
| ResBlock | ResBlock |
| Reshape | reshape |
| Resize | Resize |
| Resize_max | resize_max |
| ResizeBatch | ResizeBatch |
| Resize Signal | ResizeSignal |
| ResNet | ResNet |
| Resnet_generator | resnet_generator |
| Resnet101 | resnet101 |
| Resnet152 | resnet152 |
| Resnet18 | resnet18 |
| Resnet34 | resnet34 |
| Resnet50 | resnet50 |
| ResnetBlock | ResnetBlock |
| RetinaNet | RetinaNet |
| Retinanet module | retinanet_ |
| RetinaNetFocalLoss | RetinaNetFocalLoss |
| Reverse_text | reverse_text |
| Rgb2hsv | rgb2hsv |
| Rm_useless_spaces | rm_useless_spaces |
| Rms_prop_step | rms_prop_step |
| RMSE | rmse |
| RMSProp | RMSProp |
| RNNDropout | RNNDropout |
| RNNRegularizer | RNNRegularizer |
| RocAuc | RocAuc |
| RocAucBinary | RocAucBinary |
| RocAucMulti | RocAucMulti |
| Rotate | Rotate |
| Rotate_mat | rotate_mat |
| Round | round round.torch.Tensor |
| Round | round.fastai.torch_core.TensorMask |
| Saturation | Saturation |
| SaveModelCallback | SaveModelCallback |
| SchedCos | SchedCos |
| SchedExp | SchedExp |
| SchedLin | SchedLin |
| SchedNo | SchedNo |
| SchedPoly | SchedPoly |
| SEBlock | SEBlock |
| SegmentationDataLoaders_from_label_func | SegmentationDataLoaders_from_label_func |
| SelfAttention | SelfAttention |
| SEModule | SEModule |
| SentenceEncoder | SentenceEncoder |
| SentencePieceTokenizer | SentencePieceTokenizer |
| SeparableBlock | SeparableBlock |
| Sequential | sequential |
| SequentialEx | SequentialEx |
| Sequential RNN | SequentialRNN |
| SEResNeXtBlock | SEResNeXtBlock |
| Set freeze model | set_freeze_model |
| Set_item_pg | set_item_pg |
| Setup_aug_tfms | setup_aug_tfms |
| SGD | SGD |
| Sgd_step | sgd_step |
| SGRoll | SGRoll |
| Shap module | shap |
| Shape | shape |
| ShapInterpretation | ShapInterpretation |
| Shortcut | Shortcut |
| ShortEpochCallback | ShortEpochCallback |
| Show | show |
| Show_array | show_array |
| Show_batch | show_batch |
| Show_image | show_image |
| Show_images | show_images |
| Show_preds | show_preds |
| Show_results | show_results |
| Show_samples | show_samples |
| ShowCycleGANImgsCallback | ShowCycleGANImgsCallback |
| ShowGraphCallback | ShowGraphCallback |
| Sigmoid | sigmoid |
| Sigmoid_ | sigmoid_ |
| Sigmoid_range | sigmoid_range |
| SigmoidRange | SigmoidRange |
| Signal Cutout | SignalCutout |
| Signal Loss | SignalLoss |
| Signal Shifter | SignalShifter |
| SimpleCNN | SimpleCNN |
| SimpleSelfAttention | SimpleSelfAttention |
| Sin | sin.torch.Tensor sin_ |
| Sin | sin.fastai.torch_core.TensorMask |
| Sinh | sinh.fastai.torch_core.TensorMask |
| Skm to fastai | skm_to_fastai |
| Slice | slice |
| Sort | sort sort.torch.Tensor |
| Sort | sort.fastai.torch_core.TensorMask |
| SortedDL | SortedDL |
| SpacyTokenizer | SpacyTokenizer |
| SpearmanCorrCoef | SpearmanCorrCoef |
| Spec_add_spaces | spec_add_spaces |
| Spectrogram Transformer | SpectrogramTransformer |
| Sqrt | sqrd sqrt.torch.Tensor |
| Sqrt | sqrt.fastai.torch_core.TensorMask |
| SqueezeNet | SqueezeNet |
| Squeezenet1_0 | squeezenet1_0 |
| Squeezenet1_1 | squeezenet1_1 |
| Stack_train_valid | stack_train_valid |
| Step_stat | step_stat |
| Sub | -.torch.Tensor sub |
| Sub | -.fastai.torch_core.TensorMask sub_mask |
| Subplots | subplots |
| Summarization_splitter | summarization_splitter |
| Summary_plot | summary_plot |
| Summary | summary.fastai.learner.Learner |
| Summary | summary.fastai.tabular.learner.TabularLearner |
| Swish | swish |
| Swish | Swish_ |
| Tabular | tabular |
| Tabular_config | tabular_config |
| Tabular learner | tabular_learner |
| TabularDataTable | TabularDataTable |
| TabularModel | TabularModel |
| TabularTS | TabularTS |
| TabularTSDataloader | TabularTSDataloader |
| Tar_extract_at_filename | tar_extract_at_filename |
| Tensor | tensor |
| TensorBBox | TensorBBox |
| TensorBBox_create | TensorBBox_create |
| TensorImage | TensorImage |
| TensorImageBW | TensorImageBW |
| TensorMultiCategory | TensorMultiCategory |
| TensorPoint | TensorPoint |
| TensorPoint_create | TensorPoint_create |
| TerminateOnNaNCallback | TerminateOnNaNCallback |
| Test_loader | test_loader |
| Text module | text |
| Text_classifier_learner | text_classifier_learner |
| TextBlock | TextBlock |
| TextBlock_from_df | TextBlock_from_df |
| TextBlock_from_folder | TextBlock_from_folder |
| TextDataLoaders_from_csv | TextDataLoaders_from_csv |
| TextDataLoaders_from_df | TextDataLoaders_from_df |
| TextDataLoaders_from_folder | TextDataLoaders_from_folder |
| TextLearner | TextLearner |
| Load_encoder | TextLearner_load_encoder |
| Load_pretrained | TextLearner_load_pretrained |
| Save_encoder | TextLearner_save_encoder |
| TfmdDL | TfmdDL |
| TfmdLists | TfmdLists |
| TfmResize | TfmResize |
| Timm module | timm |
| Timm_learner | timm_learner |
| Timm models | timm_list_models |
| Timeseries module | tms |
| To_bytes_format | to_bytes_format |
| To_image | to_image |
| To matrix | to_matrix |
| To_thumb | to_thumb |
| Learn to XLA | to_xla |
| Tokenize_csv | tokenize_csv |
| Tokenize_df | tokenize_df |
| Tokenize_files | tokenize_files |
| Tokenize_folder | tokenize_folder |
| Tokenize_texts | tokenize_texts |
| Tokenize1 | tokenize1 |
| Tokenizer | Tokenizer |
| Tokenizer_from_df | Tokenizer_from_df |
| TokenizeWithRules | TokenizeWithRules |
| Top_k_accuracy | top_k_accuracy |
| Builtins module | torch |
| Total_params | total_params |
| ToTensor | ToTensor |
| TrackerCallback | TrackerCallback |
| Train_loader | train_loader |
| Trainable_params | trainable_params |
| TrainEvalCallback | TrainEvalCallback |
| Transform | Transform |
| TransformBlock | TransformBlock |
| Transformers | transformers |
| TransformersDropOutput | TransformersDropOutput |
| TransformersTokenizer | TransformersTokenizer |
| Trunc_normal_ | trunc_normal_ |
| TSBlock | TSBlock |
| TSDataLoaders_from_dfs | TSDataLoaders_from_dfs |
| TSDataTable | TSDataTable |
| TSeries | TSeries |
| TSeries_create | TSeries_create |
| Unet_config | unet_config |
| Unet_learner | unet_learner |
| UnetBlock | UnetBlock |
| Unfreeze a model | unfreeze |
| Uniform_blur2d | uniform_blur2d |
| Upit module | upit |
| ADULT_SAMPLE dataset | URLs_ADULT_SAMPLE |
| AG_NEWS dataset | URLs_AG_NEWS |
| AMAZON_REVIEWS_POLARITY dataset | URLs_AMAZON_REVIEWS_POLARITY |
| AMAZON_REVIEWSAMAZON_REVIEWS dataset | URLs_AMAZON_REVIEWSAMAZON_REVIEWS |
| BIWI_HEAD_POSE dataset | URLs_BIWI_HEAD_POSE |
| CALTECH_101 dataset | URLs_CALTECH_101 |
| CAMVID dataset | URLs_CAMVID |
| CAMVID_TINY dataset | URLs_CAMVID_TINY |
| CARS dataset | URLs_CARS |
| CIFAR dataset | URLs_CIFAR |
| CIFAR_100 dataset | URLs_CIFAR_100 |
| COCO_TINY dataset | URLs_COCO_TINY |
| CUB_200_2011 dataset | URLs_CUB_200_2011 |
| DBPEDIA dataset | URLs_DBPEDIA |
| DOGS dataset | URLs_DOGS |
| FLOWERS dataset | URLs_FLOWERS |
| FOOD dataset | URLs_FOOD |
| HORSE_2_ZEBRA dataset | URLs_HORSE_2_ZEBRA |
| HUMAN_NUMBERS dataset | URLs_HUMAN_NUMBERS |
| IMAGENETTE dataset | URLs_IMAGENETTE |
| IMAGENETTE_160 dataset | URLs_IMAGENETTE_160 |
| IMAGENETTE_320 dataset | URLs_IMAGENETTE_320 |
| IMAGEWOOF dataset | URLs_IMAGEWOOF |
| IMAGEWOOF_160 dataset | URLs_IMAGEWOOF_160 |
| IMAGEWOOF_320 dataset | URLs_IMAGEWOOF_320 |
| IMDB dataset | URLs_IMDB |
| IMDB_SAMPLE dataset | URLs_IMDB_SAMPLE |
| LSUN_BEDROOMS dataset | URLs_LSUN_BEDROOMS |
| ML_SAMPLE dataset | URLs_ML_SAMPLE |
| MNIST dataset | URLs_MNIST |
| MNIST_SAMPLE dataset | URLs_MNIST_SAMPLE |
| MNIST_TINY dataset | URLs_MNIST_TINY |
| MNIST_VAR_SIZE_TINY dataset | URLs_MNIST_VAR_SIZE_TINY |
| MOVIE_LENS_ML_100k dataset | URLs_MOVIE_LENS_ML_100k |
| MT_ENG_FRA dataset | URLs_MT_ENG_FRA |
| OPENAI_TRANSFORMER dataset | URLs_OPENAI_TRANSFORMER |
| PASCAL_2007 dataset | URLs_PASCAL_2007 |
| PASCAL_2012 dataset | URLs_PASCAL_2012 |
| PETS dataset | URLs_PETS |
| PLANET_SAMPLE dataset | URLs_PLANET_SAMPLE |
| PLANET_TINY dataset | URLs_PLANET_TINY |
| S3_COCO dataset | URLs_S3_COCO |
| S3_IMAGE dataset | URLs_S3_IMAGE |
| S3_IMAGELOC dataset | URLs_S3_IMAGELOC |
| S3_MODEL dataset | URLs_S3_MODEL |
| S3_NLP dataset | URLs_S3_NLP |
| SIIM_SMALL | URLs_SIIM_SMALL |
| SKIN_LESION dataset | URLs_SKIN_LESION |
| SOGOU_NEWS dataset | URLs_SOGOU_NEWS |
| SPEAKERS10 dataset | URLs_SPEAKERS10 |
| SPEECHCOMMANDS dataset | URLs_SPEECHCOMMANDS |
| WIKITEXT dataset | URLs_WIKITEXT |
| WIKITEXT_TINY dataset | URLs_WIKITEXT_TINY |
| WT103_BWD dataset | URLs_WT103_BWD |
| WT103_FWD dataset | URLs_WT103_FWD |
| YAHOO_ANSWERS dataset | URLs_YAHOO_ANSWERS |
| YELP_REVIEWS dataset | URLs_YELP_REVIEWS |
| YELP_REVIEWS_POLARITY dataset | URLs_YELP_REVIEWS_POLARITY |
| Vgg11_bn | vgg11_bn |
| Vgg13_bn | vgg13_bn |
| Vgg16_bn | vgg16_bn |
| Vgg19_bn | vgg19_bn |
| Vision module | vision |
| Vleaky_relu | vleaky_relu |
| Voice | Voice |
| Wandb module | wandb |
| WandbCallback | WandbCallback |
| Warp | Warp |
| Waterfall_plot | waterfall_plot |
| Weight_decay | weight_decay |
| WeightDropout | WeightDropout |
| WeightedDL | WeightedDL |
| Abdomen soft | win_abdoment_soft |
| Brain | win_brain |
| Brain bone | win_brain_bone |
| Brain soft | win_brain_soft |
| Liver | win_liver |
| Lungs | win_lungs |
| Mediastinum | win_mediastinum |
| Spine bone | win_spine_bone |
| Spine soft | win_spine_soft |
| Stroke | win_stroke |
| Subdural | win_subdural |
| XLA | xla |
| XResNet | XResNet |
| Xresnet101 | xresnet101 |
| Xresnet152 | xresnet152 |
| Xresnet18 | xresnet18 |
| Xresnet18_deep | xresnet18_deep |
| Xresnet18_deeper | xresnet18_deeper |
| Xresnet34 | xresnet34 |
| Xresnet34_deep | xresnet34_deep |
| Xresnet34_deeper | xresnet34_deeper |
| Xresnet50 | xresnet50 |
| Xresnet50_deep | xresnet50_deep |
| Xresnet50_deeper | xresnet50_deeper |
| xresnext101 | xresnext101 |
| xresnext18 | xresnext18 |
| xresnext34 | xresnext34 |
| xresnext50 | xresnext50 |
| xse_resnet101 | xse_resnet101 |
| xse_resnet152 | xse_resnet152 |
| xse_resnet18 | xse_resnet18 |
| xse_resnet34 | xse_resnet34 |
| xse_resnet50 | xse_resnet50 |
| xse_resnext101 | xse_resnext101 |
| xse_resnext18 | xse_resnext18 |
| xse_resnext18_deep | xse_resnext18_deep |
| xse_resnext18_deeper | xse_resnext18_deeper |
| xse_resnext34 | xse_resnext34 |
| xse_resnext34_deep | xse_resnext34_deep |
| xse_resnext34_deeper | xse_resnext34_deeper |
| xse_resnext50 | xse_resnext50 |
| xse_resnext50_deep | xse_resnext50_deep |
| xse_resnext50_deeper | xse_resnext50_deeper |
| xsenet154 | xsenet154 |
| Zoom | zoom |
| Zoom | Zoom_ |
| Zoom_mat | zoom_mat |
