# Interface to 'fastai'

## Documentation for package ‘fastai’ version 2.2.1

- DESCRIPTION file.
- User guides, package vignettes and other documentation.
- Package NEWS.

## Help Pages

A B C D E F G H I J K L M N O P Q R S T U V W X Z misc

## -- A --

abs | Abs
abs.fastai.torch_core.TensorMask | Abs
abs.torch.Tensor | Abs
AccumMetric | AccumMetric
accuracy | Accuracy
accuracy_multi | Accuracy_multi
accuracy_thresh_expand | Accuracy threshold expand
Adam | Adam
adam_step | Adam_step
AdaptiveAvgPool | AdaptiveAvgPool
AdaptiveConcatPool1d | AdaptiveConcatPool1d
AdaptiveConcatPool2d | AdaptiveConcatPool2d
AdaptiveGANSwitcher | Adaptive GAN Switcher
AdaptiveLoss | AdaptiveLoss
adaptive_pool | Adaptive_pool
add | Add
AddChannels | Add Channels
AddNoise | Add Noise
add_cyclic_datepart | Add cyclic datepart
add_datepart | Add datepart
AffineCoordTfm | AffineCoordTfm
affine_coord | Aaffine_coord
affine_mat | Affline mat
alexnet | Alexnet
apply_perspective | Apply_perspective
APScoreBinary | APScoreBinary
APScoreMulti | APScoreMulti
aspect | Aspect
as_array | As_array
AudioBlock | AudioBlock
AudioBlock_from_folder | AudioBlock from folder
AudioGetter | AudioGetter
AudioPadType | AudioPadType module
AudioSpectrogram | AudioSpectrogram module
AudioTensor | Audio Tensor
AudioTensor_create | AudioTensor create
AudioToMFCC | AudioToMFCC
AudioToMFCC_from_cfg | AudioToMFCC from cfg
AudioToSpec_from_cfg | AudioToSpec from cfg
audio_extensions | Audio_extensions
aug_transforms | Augmentation
AutoConfig | Auto configuration
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

## -- B --

BalancedAccuracy | BalancedAccuracy
BaseLoss | BaseLoss
BaseTokenizer | BaseTokenizer
BasicMelSpectrogram | BasicMelSpectrogram
BasicMFCC | Basic MFCC
BasicSpectrogram | BasicSpectrogram
basic_critic | Basic critic
basic_generator | Basic generator
BatchNorm | BatchNorm
BatchNorm1dFlat | BatchNorm1dFlat
BBoxBlock | BBoxBlock
BBoxLabeler | BBoxLabeler
BBoxLblBlock | BBoxLblBlock
bb_pad | Bb_pad
BCELossFlat | BCELossFlat
BCEWithLogitsLossFlat | BCEWithLogitsLossFlat
blurr | Hugging Face module
BrierScore | BrierScore
BrierScoreMulti | BrierScoreMulti
bs_find | Bs_find
bs_finder | Bs finder
bt | Builtins module

## -- C --

calculate_rouge | Calculate_rouge
Callback | Callback module
Cat | Cat
catalyst | Catalyst module
catalyst_model | Catalyst model
Categorify | Categorify
CategoryBlock | CategoryBlock
ceiling.fastai.torch_core.TensorMask | Ceil
ceiling.torch.Tensor | Ceil
ceiling_ | Ceil
ChangeVolume | Change Volume
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 | Cm module
cnn_config | Cnn config
cnn_learner | Cnn_learner
COCOMetric | COCOMetric
COCOMetricType | COCOMetricType
CohenKappa | CohenKappa
collab | Collab module
CollabDataLoaders_from_dblock | CollabDataLoaders_from_dblock
CollabDataLoaders_from_df | CollabDataLoaders_from_df
collab_learner | Collab_learner
CollectDataCallback | CollectDataCallback
colors | Colors module
ColReader | ColReader
ColSplitter | ColSplitter
combined_flat_anneal | Combined_flat_anneal
competitions_list | Competitions list
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
Contrast | Contrast
ConvLayer | ConvLayer
convT_norm_relu | ConvT_norm_relu
conv_norm_lr | Conv_norm_lr
CorpusBLEUMetric | CorpusBLEUMetric
cos.fastai.torch_core.TensorMask | Cos
cos.torch.Tensor | Cos
cosh.fastai.torch_core.TensorMask | Cosh
cosh.torch.Tensor | Cosh
cosh_ | Cosh
cos_ | Cos
crap | Crappify module
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
CropTime | Crop Time
CrossEntropyLossFlat | CrossEntropyLossFlat
CSVLogger | CSVLogger
CudaCallback | CudaCallback
custom_loss | Loss NN module
CutMix | CutMix
cutout_gaussian | Cutout_gaussian
CycleGAN | CycleGAN
CycleGANLoss | CycleGANLoss
CycleGANTrainer | CycleGANTrainer
cycle_learner | Cycle_learner

## -- D --

DataBlock | DataBlock
dataloaders | Dataloaders from dls object
Datasets | Datasets
Data_Loaders | Data Loaders
dcmread | Read dicom
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
DenseResBlock | Dense Res Block
dependence_plot | Dependence_plot
DeterministicDihedral | DeterministicDihedral
DeterministicDraw | DeterministicDraw
DeterministicFlip | DeterministicFlip
detuplify_pg | Detuplify_pg
Dice | Dice coefficient
Dicom | Dicom class
dicom_windows | Dicom_windows module
Dihedral | Dihedral
DihedralItem | DihedralItem
dihedral_mat | Dihedral_mat
dim | Dim
dim.fastai.torch_core.TensorMask | Dim
dim.torch.Tensor | Dim
discriminator | Discriminator
div | Div
DownmixMono | Downmix Mono
dropout_mask | Dropout_mask
dummy_eval | Dummy_eval
DynamicUnet | DynamicUnet

## -- E --

EarlyStoppingCallback | EarlyStoppingCallback
efficientdet_infer_dl | Efficientdet infer dataloader
efficientdet_learner | MaskRCNN learner
efficientdet_model | Eficientdet model
efficientdet_predict_dl | Efficientdet predict dataloader
efficientdet_train_dl | Efficientdet train dataloader
efficientdet_valid_dl | Efficientdet valid dataloader
Embedding | Embedding
EmbeddingDropout | EmbeddingDropout
emb_sz_rule | Emb_sz_rule
error_rate | Error rate
exp | Exp
exp.fastai.torch_core.TensorMask | Exp
exp.torch.Tensor | Exp
ExplainedVariance | Explained Variance
expm1 | Expm1
expm1.fastai.torch_core.TensorMask | Expm1
expm1.torch.Tensor | Expm1
export_generator | Export_generator
exp_rmspe | Exp_rmspe

## -- F --

F1Score | F1Score
F1ScoreMulti | F1ScoreMulti
fastai_version | Fastai version
fastaudio | Fastaudio module
faster_rcnn_infer_dl | Faster RCNN infer dataloader
faster_rcnn_learner | Faster RSNN learner
faster_rcnn_model | Faster RSNN model
faster_rcnn_predict_dl | Faster RCNN predict dataloader
faster_rcnn_train_dl | Faster RSNN train dataloader
faster_rcnn_valid_dl | Faster RSNN valid dataloader
fastinf | Wandb module
fa_collate | Fa_collate
fa_convert | Da_convert
FBeta | FBeta
FBetaMulti | FBetaMulti
FetchPredsCallback | FetchPredsCallback
FileSplitter | File Splitter
FillMissing | Fill Missing
FillStrategy_COMMON | COMMON
FillStrategy_CONSTANT | CONSTANT
FillStrategy_MEDIAN | MEDIAN
find_coeffs | Find_coeffs
fine_tune | Fine_tune
fit.fastai.learner.Learner | Fit
fit.fastai.tabular.learner.TabularLearner | Fit
fit.fastai.vision.gan.GANLearner | Fit
fit_flat_cos | Fit_flat_cos
fit_flat_lin | Fit_flat_lin
fit_one_cycle | Fit one cycle
fit_sgdr | Fit_sgdr
FixedGANSwitcher | Fixed GAN Switcher
fix_fit | Fix fit
fix_html | Fix_html
Flatten | Flatten
flatten_check | Flatten check
flatten_model | Flatten_model
Flip | Flip
FlipItem | FlipItem
flip_mat | Flip_mat
float | Tensor to float
floor.fastai.torch_core.TensorMask | Floor
floor.torch.Tensor | Floor
floor_ | Floor
floor_div | Floor divide
floor_mod | Floor mod
fmodule | Module
FolderDataset | FolderDataset
force_plot | Force_plot
foreground_acc | Foreground accuracy
ForgetMultGPU | ForgetMultGPU
forget_mult_CPU | Forget_mult_CPU
freeze | Freeze a model
FuncSplitter | FuncSplitter
fView | View

## -- G --

GANDiscriminativeLR | GAN Discriminative LR
GANLearner_from_learners | GAN Learner from learners
GANLearner_wgan | Wgan
GANLoss | GAN Loss
GANModule | GAN Module
GANTrainer | GAN Trainer
gan_critic | Gan critic
gan_loss_from_func | GAN loss from function
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
get_confusion_matrix | Extract confusion matrix
get_data_loaders | Get data loaders
get_dcm_matrix | Get image 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 | Greater
greater_or_equal | Greater or equal

## -- H --

HammingLoss | HammingLoss
HammingLossMulti | HammingLossMulti
has_params | Has_params
has_pool_type | Has_pool_type
helper | BLURR_MODEL_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
HF_load_dataset | 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
HookCallback | HookCallback
Hooks | Hooks
hook_output | Hook_output
hook_outputs | Hook_outputs
hsv2rgb | Hsv2rgb
Hue | Hue
hug | Transformer module

## -- I --

icevision | Icevision module
icevision_Adapter | Adapter
icevision_aug_tfms | Aug_tfms
icevision_BasicIAATransform | BasicIAATransform
icevision_BasicTransform | BasicTransform
icevision_Blur | Blur
icevision_ChannelDropout | ChannelDropout
icevision_ChannelShuffle | ChannelShuffle
icevision_CLAHE | CLAHE
icevision_ClassMap | ClassMap
icevision_CoarseDropout | CoarseDropout
icevision_ColorJitter | ColorJitter
icevision_Compose | Compose
icevision_Crop | Crop
icevision_CropNonEmptyMaskIfExists | CropNonEmptyMaskIfExists
icevision_Cutout | Cutout
icevision_Dataset | Dataset
icevision_Dataset_from_images | Icevision Dataset from images
icevision_Downscale | Downscale
icevision_DualIAATransform | DualIAATransform
icevision_DualTransform | DualTransform
icevision_ElasticTransform | ElasticTransform
icevision_Equalize | Equalize
icevision_FancyPCA | FancyPCA
icevision_FDA | FDA
icevision_FixedSplitter | FixedSplitter
icevision_Flip | Flip
icevision_FromFloat | FromFloat
icevision_GaussianBlur | GaussianBlur
icevision_GaussNoise | GaussNoise
icevision_GlassBlur | GlassBlur
icevision_GridDistortion | GridDistortion
icevision_GridDropout | GridDropout
icevision_HistogramMatching | HistogramMatching
icevision_HorizontalFlip | HorizontalFlip
icevision_HueSaturationValue | HueSaturationValue
icevision_IAAAdditiveGaussianNoise | IAAAdditiveGaussianNoise
icevision_IAAAffine | IAAAffine
icevision_IAACropAndPad | IAACropAndPad
icevision_IAAEmboss | IAAEmboss
icevision_IAAFliplr | IAAFliplr
icevision_IAAFlipud | IAAFlipud
icevision_IAAPerspective | IAAPerspective
icevision_IAAPiecewiseAffine | IAAPiecewiseAffine
icevision_IAASharpen | IAASharpen
icevision_IAASuperpixels | IAASuperpixels
icevision_ImageCompression | ImageCompression
icevision_ImageOnlyIAATransform | ImageOnlyIAATransform
icevision_ImageOnlyTransform | ImageOnlyTransform
icevision_InvertImg | InvertImg
icevision_ISONoise | ISONoise
icevision_JpegCompression | JpegCompression
icevision_LongestMaxSize | LongestMaxSize
icevision_MaskDropout | MaskDropout
icevision_MedianBlur | MedianBlur
icevision_MotionBlur | MotionBlur
icevision_MultiplicativeNoise | MultiplicativeNoise
icevision_Normalize | Normalize
icevision_OpticalDistortion | OpticalDistortion
icevision_PadIfNeeded | PadIfNeeded
icevision_parse | Parse
icevision_Posterize | Posterize
icevision_RandomBrightnessContrast | RandomBrightnessContrast
icevision_RandomContrast | RandomContrast
icevision_RandomCrop | RandomCrop
icevision_RandomCropNearBBox | RandomCropNearBBox
icevision_RandomFog | RandomFog
icevision_RandomGamma | RandomGamma
icevision_RandomGridShuffle | RandomGridShuffle
icevision_RandomRain | RandomRain
icevision_RandomResizedCrop | RandomResizedCrop
icevision_RandomRotate90 | RandomRotate90
icevision_RandomScale | RandomScale
icevision_RandomShadow | RandomShadow
icevision_RandomSizedBBoxSafeCrop | RandomSizedBBoxSafeCrop
icevision_RandomSizedCrop | RandomSizedCrop
icevision_RandomSnow | RandomSnow
icevision_RandomSplitter | RandomSplitter
icevision_RandomSunFlare | RandomSunFlare
icevision_read_bgr_image | Read_bgr_image
icevision_read_rgb_image | Read_rgb_image
icevision_Resize | Resize
icevision_resize_and_pad | Resize_and_pad
icevision_RGBShift | RGBShift
icevision_Rotate | Rotate
icevision_ShiftScaleRotate | ShiftScaleRotate
icevision_SingleSplitSplitter | SingleSplitSplitter
icevision_SmallestMaxSize | SmallestMaxSize
icevision_Solarize | Solarize
icevision_ToFloat | ToFloat
icevision_ToGray | ToGray
icevision_ToSepia | ToSepia
icevision_Transpose | Transpose
icevision_VerticalFlip | VerticalFlip
icnr_init | Icnr_init
IDMap | IDMap
Image | Image
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_re | ImageDataLoaders from name regex
ImageDataLoaders_from_path_func | ImageDataLoaders from path function
ImageDataLoaders_from_path_re | ImageDataLoaders from path re
imagenet_stats | Imagenet statistics
Image_create | Image_create
Image_open | Image_open
Image_resize | Resize
InceptionModule | InceptionModule
IndexSplitter | Index Splitter
init | Wandb init
init_default | Init_default
init_linear | Init_linear
install_fastai | Install fastai
InstanceNorm | InstanceNorm
IntToFloatTensor | IntToFloatTensor
InvisibleTensor | Invisible Tensor
in_channels | In_channels
is_rmarkdown | Is Rmarkdown?

## -- J --

Jaccard | Jaccard
JaccardCoeff | JaccardCoeff
JaccardMulti | JaccardMulti

## -- K --

kg | Kaggle module

## -- L --

L | L
L1LossFlat | L1LossFlat
l2_reg | L2_reg
LabeledBBox | LabeledBBox
LabelSmoothingCrossEntropy | LabelSmoothingCrossEntropy
LabelSmoothingCrossEntropyFlat | LabelSmoothingCrossEntropyFlat
Lamb | Lamb
Lambda | Lambda
lamb_step | Lamb_step
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.fastai.torch_core.TensorMask | Length
length.torch.Tensor | Length
less | Less
less_or_equal | Less or equal
LightingTfm | LightingTfm
LinBnDrop | LinBnDrop
LinearDecoder | LinearDecoder
LitModel | Lit Model
LMDataLoader | LMDataLoader
LMLearner | LMLearner
LMLearner_predict | LMLearner_predict
loaders | Loaders
load_dataset | Load_dataset
load_ignore_keys | Load_ignore_keys
load_image | Load_image
load_learner | Load_learner
load_model_text | Load_model_text
load_pre_models | Timm models
load_tokenized_csv | Load_tokenized_csv
log | Log
log.fastai.torch_core.TensorMask | Log
log.torch.Tensor | Log
log1p | Log1p
log1p.fastai.torch_core.TensorMask | Log1p
log1p.torch.Tensor | Log1p
logical_and | Logical_and
logical_not_ | Logical_not
logical_or | Logical_or
login | Wandb login
Lookahead | Lookahead
LossMetric | LossMetric
lr_find | Lr_find

## -- M --

mae | MAE
make_vocab | Make_vocab
mask2bbox | Mask2bbox
MaskBlock | MaskBlock
masked_concat_pool | Masked_concat_pool
MaskFreq | Mask Freq
MaskTime | MaskTime
Mask_create | Mask_create
mask_from_blur | Mask from blur
mask_rcnn_infer_dl | Mask RCNN infer dataloader
mask_rcnn_learner | MaskRCNN learner
mask_rcnn_model | MaskRCNN model
mask_rcnn_predict_dl | Mask RCNN predict dataloader
mask_rcnn_train_dl | MaskRCNN train dataloader
mask_rcnn_valid_dl | MaskRSNN valid dataloader
mask_tensor | Mask_tensor
match_embeds | Match_embeds
MatthewsCorrCoef | MatthewsCorrCoef
MatthewsCorrCoefMulti | MatthewsCorrCoefMulti
max | Max
max.fastai.torch_core.TensorMask | Max
max.torch.Tensor | Max
MaxPool | MaxPool
maybe_unsqueeze | Maybe_unsqueeze
MCDropoutCallback | MCDropoutCallback
mean.fastai.torch_core.TensorMask | Mean of tensor
mean.torch.Tensor | Mean of tensor
medical | Medical module
MergeLayer | MergeLayer
metrics | Metrics module
migrating_ignite | Ignite module
migrating_lightning | Lightning module
migrating_pytorch | Pytorch module
min | Min
min.fastai.torch_core.TensorMask | Min
min.torch.Tensor | Min
mish | Mish
MishJitAutoFn | MishJitAutoFn
Mish_ | Class Mish
MixHandler | MixHandler
MixUp | MixUp
ModelResetter | ModelResetter
model_sizes | Model_sizes
Module | Module module
Module_test | NN module
momentum_step | Momentum_step
most_confused | Most_confused
mse | MSE
MSELossFlat | MSELossFlat
msle | MSLE
MultiCategorize | MultiCategorize
MultiCategoryBlock | MultiCategoryBlock
multiplygit add -A && git commit -m 'staging all files' | Multiply
MultiTargetLoss | MultiTargetLoss

## -- N --

narrow | Modify tensor
Net | Net
nn | NN module
nn_loss | Fastai custom loss
nn_module | Fastai NN module
NoiseColor | NoiseColor module
NoneReduce | NoneReduce
noop | Noop
Normalize | Normalize
NormalizeTS | NormalizeTS
Normalize_from_stats | Normalize from stats
norm_apply_denorm | Norm_apply_denorm
not_equal_to | Not equal
not_equal_to_mask_ | Not equal
not__mask | Logical_not
Numericalize | Numericalize
num_features_model | Num_features_model
n_px | N_px

## -- O --

OldRandomCrop | OldRandomCrop
one_batch | One batch
OpenAudio | OpenAudio
Optimizer | Optimizer
OptimWrapper | OptimWrapper
optim_metric | Optim metric
or_mask | Logical_or
os | Operating system
os_environ_tpu | An environment supporting TPUs

## -- P --

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
parsers_AreasMixin | AreasMixin
parsers_BBoxesMixin | BBoxesMixin
parsers_FasterRCNN | Faster RCNN
parsers_FilepathMixin | FilepathMixin
parsers_ImageidMixin | Imageid Mixin
parsers_IsCrowdsMixin | IsCrowdsMixin
parsers_LabelsMixin | LabelsMixin
parsers_MaskRCNN | Mask RCNN
parsers_MasksMixin | MasksMixin
parsers_SizeMixin | SizeMixin
parsers_voc | Voc parser
partial | Partial
PartialDL | PartialDL
PartialLambda | Partial Lambda
pca | PCA
PearsonCorrCoef | PearsonCorrCoef
Perplexity | Perplexity
Pipeline | Pipeline
PixelShuffle_ICNR | PixelShuffle_ICNR
plot | Plot dicom
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
Precision | Precision
PrecisionMulti | PrecisionMulti
predict.fastai.learner.Learner | Predict
predict.fastai.tabular.learner.TabularLearner | Predict
preplexity | Perplexity
PreprocessAudio | Preprocess Audio
preprocess_audio_folder | Preprocess audio folder
pre_process_squad | Pre_process_squad
print.fastai.learner.Learner | Print model
print.fastai.tabular.learner.TabularLearner | Print tabular model
print.pydicom.dataset.FileDataset | Dicom
python_path | Python path
py_apply | Py_apply

## -- Q --

QHAdam | QHAdam
qhadam_step | Qhadam_step
QRNN | QRNN
QRNNLayer | QRNNLayer

## -- R --

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
RemoveSilence | Remove Silence
RemoveType | RemoveType module
replace_all_caps | Replace_all_caps
replace_maj | Replace_maj
replace_rep | Replace_rep
replace_wrep | Replace_wrep
Resample | Resample
ResBlock | ResBlock
reshape | Reshape
Resize | Resize
ResizeBatch | ResizeBatch
ResizeSignal | Resize Signal
resize_max | Resize_max
ResNet | ResNet
resnet101 | Resnet101
resnet152 | Resnet152
resnet18 | Resnet18
resnet34 | Resnet34
resnet50 | Resnet50
ResnetBlock | ResnetBlock
resnet_generator | Resnet_generator
res_block_1d | Res_block_1d
RetinaNet | RetinaNet
RetinaNetFocalLoss | RetinaNetFocalLoss
retinanet_ | Retinanet module
reverse_text | Reverse_text
rgb2hsv | Rgb2hsv
rmse | RMSE
RMSProp | RMSProp
rms_prop_step | Rms_prop_step
rm_useless_spaces | Rm_useless_spaces
RNNDropout | RNNDropout
RNNRegularizer | RNNRegularizer
RocAuc | RocAuc
RocAucBinary | RocAucBinary
RocAucMulti | RocAucMulti
Rotate | Rotate
rotate_mat | Rotate_mat
round | Round
round.fastai.torch_core.TensorMask | Round
round.torch.Tensor | Round

## -- S --

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
SequentialRNN | Sequential RNN
SEResNeXtBlock | SEResNeXtBlock
setup_aug_tfms | Setup_aug_tfms
set_freeze_model | Set freeze model
set_item_pg | Set_item_pg
SGD | SGD
sgd_step | Sgd_step
SGRoll | SGRoll
shap | Shap module
shape | Shape
ShapInterpretation | ShapInterpretation
Shortcut | Shortcut
ShortEpochCallback | ShortEpochCallback
show | Show
ShowCycleGANImgsCallback | ShowCycleGANImgsCallback
ShowGraphCallback | ShowGraphCallback
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
sigmoid | Sigmoid
SigmoidRange | SigmoidRange
sigmoid_ | Sigmoid_
sigmoid_range | Sigmoid_range
SignalCutout | Signal Cutout
SignalLoss | Signal Loss
SignalShifter | Signal Shifter
SimpleCNN | SimpleCNN
SimpleSelfAttention | SimpleSelfAttention
sin.fastai.torch_core.TensorMask | Sin
sin.torch.Tensor | Sin
sinh.fastai.torch_core.TensorMask | Sinh
sinh.torch.Tensor | Add
sin_ | Sin
skm_to_fastai | Skm to fastai
slice | Slice
sort | Sort
sort.fastai.torch_core.TensorMask | Sort
sort.torch.Tensor | Sort
SortedDL | SortedDL
SpacyTokenizer | SpacyTokenizer
SpearmanCorrCoef | SpearmanCorrCoef
SpectrogramTransformer | Spectrogram Transformer
spec_add_spaces | Spec_add_spaces
sqrd | Sqrt
sqrt.fastai.torch_core.TensorMask | Sqrt
sqrt.torch.Tensor | Sqrt
SqueezeNet | SqueezeNet
squeezenet1_0 | Squeezenet1_0
squeezenet1_1 | Squeezenet1_1
stack_train_valid | Stack_train_valid
step_stat | Step_stat
sub | Sub
subplots | Subplots
sub_mask | Sub
summarization_splitter | Summarization_splitter
summary.fastai.learner.Learner | Summary
summary.fastai.tabular.learner.TabularLearner | Summary
summary_plot | Summary_plot
swish | Swish
Swish_ | Swish

## -- T --

tabular | Tabular
TabularDataTable | TabularDataTable
TabularModel | TabularModel
TabularTS | TabularTS
TabularTSDataloader | TabularTSDataloader
tabular_config | Tabular_config
tabular_learner | Tabular learner
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 | Text module
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
TextLearner_load_encoder | Load_encoder
TextLearner_load_pretrained | Load_pretrained
TextLearner_save_encoder | Save_encoder
text_classifier_learner | Text_classifier_learner
TfmdDL | TfmdDL
TfmdLists | TfmdLists
TfmResize | TfmResize
timm | Timm module
timm_learner | Timm_learner
timm_list_models | Timm models
tms | Timeseries module
tokenize1 | Tokenize1
Tokenizer | Tokenizer
Tokenizer_from_df | Tokenizer_from_df
TokenizeWithRules | TokenizeWithRules
tokenize_csv | Tokenize_csv
tokenize_df | Tokenize_df
tokenize_files | Tokenize_files
tokenize_folder | Tokenize_folder
tokenize_texts | Tokenize_texts
top_k_accuracy | Top_k_accuracy
torch | Builtins module
total_params | Total_params
ToTensor | ToTensor
to_bytes_format | To_bytes_format
to_image | To_image
to_matrix | To matrix
to_thumb | To_thumb
to_xla | Learn to XLA
TrackerCallback | TrackerCallback
trainable_params | Trainable_params
TrainEvalCallback | TrainEvalCallback
train_loader | Train_loader
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

## -- U --

UnetBlock | UnetBlock
unet_config | Unet_config
unet_learner | Unet_learner
unfreeze | Unfreeze a model
uniform_blur2d | Uniform_blur2d
upit | Upit module
URLs_ADULT_SAMPLE | ADULT_SAMPLE dataset
URLs_AG_NEWS | AG_NEWS dataset
URLs_AMAZON_REVIEWSAMAZON_REVIEWS | AMAZON_REVIEWSAMAZON_REVIEWS dataset
URLs_AMAZON_REVIEWS_POLARITY | AMAZON_REVIEWS_POLARITY dataset
URLs_BIWI_HEAD_POSE | BIWI_HEAD_POSE dataset
URLs_CALTECH_101 | CALTECH_101 dataset
URLs_CAMVID | CAMVID dataset
URLs_CAMVID_TINY | CAMVID_TINY dataset
URLs_CARS | CARS dataset
URLs_CIFAR | CIFAR dataset
URLs_CIFAR_100 | CIFAR_100 dataset
URLs_COCO_TINY | COCO_TINY dataset
URLs_CUB_200_2011 | CUB_200_2011 dataset
URLs_DBPEDIA | DBPEDIA dataset
URLs_DOGS | DOGS dataset
URLs_FLOWERS | FLOWERS dataset
URLs_FOOD | FOOD dataset
URLs_HORSE_2_ZEBRA | HORSE_2_ZEBRA dataset
URLs_HUMAN_NUMBERS | HUMAN_NUMBERS dataset
URLs_IMAGENETTE | IMAGENETTE dataset
URLs_IMAGENETTE_160 | IMAGENETTE_160 dataset
URLs_IMAGENETTE_320 | IMAGENETTE_320 dataset
URLs_IMAGEWOOF | IMAGEWOOF dataset
URLs_IMAGEWOOF_160 | IMAGEWOOF_160 dataset
URLs_IMAGEWOOF_320 | IMAGEWOOF_320 dataset
URLs_IMDB | IMDB dataset
URLs_IMDB_SAMPLE | IMDB_SAMPLE dataset
URLs_LSUN_BEDROOMS | LSUN_BEDROOMS dataset
URLs_ML_SAMPLE | ML_SAMPLE dataset
URLs_MNIST | MNIST dataset
URLs_MNIST_SAMPLE | MNIST_SAMPLE dataset
URLs_MNIST_TINY | MNIST_TINY dataset
URLs_MNIST_VAR_SIZE_TINY | MNIST_VAR_SIZE_TINY dataset
URLs_MOVIE_LENS_ML_100k | MOVIE_LENS_ML_100k dataset
URLs_MT_ENG_FRA | MT_ENG_FRA dataset
URLs_OPENAI_TRANSFORMER | OPENAI_TRANSFORMER dataset
URLs_PASCAL_2007 | PASCAL_2007 dataset
URLs_PASCAL_2012 | PASCAL_2012 dataset
URLs_PETS | PETS dataset
URLs_PLANET_SAMPLE | PLANET_SAMPLE dataset
URLs_PLANET_TINY | PLANET_TINY dataset
URLs_S3_COCO | S3_COCO dataset
URLs_S3_IMAGE | S3_IMAGE dataset
URLs_S3_IMAGELOC | S3_IMAGELOC dataset
URLs_S3_MODEL | S3_MODEL dataset
URLs_S3_NLP | S3_NLP dataset
URLs_SIIM_SMALL | SIIM_SMALL
URLs_SKIN_LESION | SKIN_LESION dataset
URLs_SOGOU_NEWS | SOGOU_NEWS dataset
URLs_SPEAKERS10 | SPEAKERS10 dataset
URLs_SPEECHCOMMANDS | SPEECHCOMMANDS dataset
URLs_WIKITEXT | WIKITEXT dataset
URLs_WIKITEXT_TINY | WIKITEXT_TINY dataset
URLs_WT103_BWD | WT103_BWD dataset
URLs_WT103_FWD | WT103_FWD dataset
URLs_YAHOO_ANSWERS | YAHOO_ANSWERS dataset
URLs_YELP_REVIEWS | YELP_REVIEWS dataset
URLs_YELP_REVIEWS_POLARITY | YELP_REVIEWS_POLARITY dataset

## -- V --

vgg11_bn | Vgg11_bn
vgg13_bn | Vgg13_bn
vgg16_bn | Vgg16_bn
vgg19_bn | Vgg19_bn
vision | Vision module
vleaky_relu | Vleaky_relu
Voice | Voice

## -- W --

wandb | Wandb module
WandbCallback | WandbCallback
Warp | Warp
waterfall_plot | Waterfall_plot
WeightDropout | WeightDropout
WeightedDL | WeightedDL
weight_decay | Weight_decay
win_abdoment_soft | Abdomen soft
win_brain | Brain
win_brain_bone | Brain bone
win_brain_soft | Brain soft
win_liver | Liver
win_lungs | Lungs
win_mediastinum | Mediastinum
win_spine_bone | Spine bone
win_spine_soft | Spine soft
win_stroke | Stroke
win_subdural | Subdural

## -- X --

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
xsenet154 | xsenet154
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

## -- Z --

zoom | Zoom
Zoom_ | Zoom
zoom_mat | Zoom_mat

## -- misc --

!.fastai.torch_core.TensorMask | Logical_not
!.torch.Tensor | Logical_not
!=.fastai.torch_core.TensorMask | Not equal
!=.torch.Tensor | Not equal
%%.fastai.torch_core.TensorMask | Floor mod
%%.torch.Tensor | Floor mod
%/%.fastai.torch_core.TensorMask | Floor divide
%/%.torch.Tensor | Floor divide
%f% | Fastai assignment
&.fastai.torch_core.TensorMask | Logical_and
&.torch.Tensor | Logical_and
*.fastai.torch_core.TensorMask | Multiply
*.torch.Tensor | Multiply
+.fastai.torch_core.TensorMask | Add
+.torch.nn.modules.container.Sequential | Add layers to Sequential
+.torch.Tensor | Add
-.fastai.torch_core.TensorMask | Sub
-.torch.Tensor | Sub
/.fastai.torch_core.TensorMask | Div
/.torch.Tensor | Div
<.fastai.torch_core.TensorMask | Less
<.torch.Tensor | Less
<=.fastai.torch_core.TensorMask | Less or equal
<=.torch.Tensor | Less or equal
==.fastai.torch_core.TensorImage | Equal
==.fastai.torch_core.TensorMask | Equal
==.torch.Tensor | Equal
>.fastai.torch_core.TensorMask | Greater
>.torch.Tensor | Greater
>=.fastai.torch_core.TensorMask | Greater or equal
>=.torch.Tensor | Greater or equal
^.fastai.torch_core.TensorMask | Pow
^.torch.Tensor | Pow
|.fastai.torch_core.TensorMask | Logical_or
|.torch.Tensor | Logical_or