FastAI.jl

datarecipes

function defined in module FastAI.Registries


			datarecipes(; filters...)

Show a registry of available dataset recipes. A dataset recipe defines how to load a dataset into a suitable format for use with a learning task.

Pass in filters as keyword arguments to look at a subset.

See also finding functionality, datasets, and learningtasks. For more information on registries, see FeatureRegistries.jl .

Examples

Show all available dataset recipes:


			
			
			
			using
			
			 

	
			FastAI
			

			

			datarecipes
			(
			)
Dataset recipes
ID Block types Description Is downloaded Dataset ID Package Recipe
:id :blocks :description :downloaded :datasetid :package :recipe
"CUB_200_2011"

(Image{2}, Label)


 missing false CUB_200_2011 FastVision ImageFolders
"imagenette"

(Image{2}, Label)


 missing false imagenette FastVision ImageFolders
"imagenette2"

(Image{2}, Label)


 missing false imagenette2 FastVision ImageFolders
"imagewang-320"

(Image{2}, Label)


 missing false imagewang-320 FastVision ImageFolders
"mnist_sample"

(Image{2}, Label)


 missing false mnist_sample FastVision ImageFolders
"pascal_2007"

(Image{2}, LabelMulti)


 missing false pascal_2007 FastVision ImageTableMultiLabel
"camvid"

(Image{2}, Mask{2})


 missing false camvid FastVision ImageSegmentationFolders
"camvid_tiny"

(Image{2}, Mask{2})


 missing false camvid_tiny FastVision ImageSegmentationFolders
"imagenette-160"

(Image{2}, Label)


 missing false imagenette-160 FastVision ImageFolders
"imagenette-320"

(Image{2}, Label)


 missing false imagenette-320 FastVision ImageFolders
"imagewoof2-160"

(Image{2}, Label)


 missing false imagewoof2-160 FastVision ImageFolders
"cifar100"

(Image{2}, Label)


 missing false cifar100 FastVision ImageFolders
"imagewang-160"

(Image{2}, Label)


 missing false imagewang-160 FastVision ImageFolders
"mnist_var_size_tiny"

(Image{2}, Label)


 missing false mnist_var_size_tiny FastVision ImageFolders
"cifar10"

(Image{2}, Label)


 missing false cifar10 FastVision ImageFolders
"mnist_png"

(Image{2}, Label)


 missing false mnist_png FastVision ImageFolders
"caltech_101"

(Image{2}, Label)


 missing false caltech_101 FastVision ImageFolders
"food-101"

(Image{2}, Label)


 missing false food-101 FastVision ImageFolders
"imagenette2-320"

(Image{2}, Label)


 missing false imagenette2-320 FastVision ImageFolders
"imagewoof2"

(Image{2}, Label)


 missing false imagewoof2 FastVision ImageFolders
"imagewoof2-320"

(Image{2}, Label)


 missing false imagewoof2-320 FastVision ImageFolders
"imagewoof-160"

(Image{2}, Label)


 missing false imagewoof-160 FastVision ImageFolders
"imagewoof-320"

(Image{2}, Label)


 missing false imagewoof-320 FastVision ImageFolders
"imagewang"

(Image{2}, Label)


 missing false imagewang FastVision ImageFolders
"mnist_tiny"

(Image{2}, Label)


 missing false mnist_tiny FastVision ImageFolders
"imagewoof"

(Image{2}, Label)


 missing false imagewoof FastVision ImageFolders
"imagenette2-160"

(Image{2}, Label)


 missing false imagenette2-160 FastVision ImageFolders
"adult_sample"

TableRow


 missing false adult_sample FastTabular TableDatasetRecipe
"adult_sample/clf_salary"

(TableRow, Label)


 missing false adult_sample FastTabular TableClassificationRecipe
"adult_sample/reg_age"

(TableRow, Continuous)


 missing false adult_sample FastTabular TableRegressionRecipe
"imdb_sample"

TableRow


 missing false imdb_sample FastTabular TableDatasetRecipe
"imdb_sample/clf"

(TableRow, Label)


 missing false imdb_sample FastTabular TableClassificationRecipe

Show all recipes for datasets that have "image" in their name:


			
			
			

			datarecipes
			(
			
			datasetid
			=
			
			"
			image
			"
			)
Dataset recipes
ID Block types Description Is downloaded Dataset ID Package Recipe
:id :blocks :description :downloaded :datasetid :package :recipe
"imagenette"

(Image{2}, Label)


 missing false imagenette FastVision ImageFolders
"imagenette2"

(Image{2}, Label)


 missing false imagenette2 FastVision ImageFolders
"imagewang-320"

(Image{2}, Label)


 missing false imagewang-320 FastVision ImageFolders
"imagenette-160"

(Image{2}, Label)


 missing false imagenette-160 FastVision ImageFolders
"imagenette-320"

(Image{2}, Label)


 missing false imagenette-320 FastVision ImageFolders
"imagewoof2-160"

(Image{2}, Label)


 missing false imagewoof2-160 FastVision ImageFolders
"imagewang-160"

(Image{2}, Label)


 missing false imagewang-160 FastVision ImageFolders
"imagenette2-320"

(Image{2}, Label)


 missing false imagenette2-320 FastVision ImageFolders
"imagewoof2"

(Image{2}, Label)


 missing false imagewoof2 FastVision ImageFolders
"imagewoof2-320"

(Image{2}, Label)


 missing false imagewoof2-320 FastVision ImageFolders
"imagewoof-160"

(Image{2}, Label)


 missing false imagewoof-160 FastVision ImageFolders
"imagewoof-320"

(Image{2}, Label)


 missing false imagewoof-320 FastVision ImageFolders
"imagewang"

(Image{2}, Label)


 missing false imagewang FastVision ImageFolders
"imagewoof"

(Image{2}, Label)


 missing false imagewoof FastVision ImageFolders
"imagenette2-160"

(Image{2}, Label)


 missing false imagenette2-160 FastVision ImageFolders

Show all data recipes usable for classification tasks, that is where the target block is a Label:


			
			
			

			datarecipes
			(
			
			blocks
			=
			
			(
			Any
			,
			 

	
			Label
			)
			)
Dataset recipes
ID Block types Description Is downloaded Dataset ID Package Recipe
:id :blocks :description :downloaded :datasetid :package :recipe
"CUB_200_2011"

(Image{2}, Label)


 missing false CUB_200_2011 FastVision ImageFolders
"imagenette"

(Image{2}, Label)


 missing false imagenette FastVision ImageFolders
"imagenette2"

(Image{2}, Label)


 missing false imagenette2 FastVision ImageFolders
"imagewang-320"

(Image{2}, Label)


 missing false imagewang-320 FastVision ImageFolders
"mnist_sample"

(Image{2}, Label)


 missing false mnist_sample FastVision ImageFolders
"imagenette-160"

(Image{2}, Label)


 missing false imagenette-160 FastVision ImageFolders
"imagenette-320"

(Image{2}, Label)


 missing false imagenette-320 FastVision ImageFolders
"imagewoof2-160"

(Image{2}, Label)


 missing false imagewoof2-160 FastVision ImageFolders
"cifar100"

(Image{2}, Label)


 missing false cifar100 FastVision ImageFolders
"imagewang-160"

(Image{2}, Label)


 missing false imagewang-160 FastVision ImageFolders
"mnist_var_size_tiny"

(Image{2}, Label)


 missing false mnist_var_size_tiny FastVision ImageFolders
"cifar10"

(Image{2}, Label)


 missing false cifar10 FastVision ImageFolders
"mnist_png"

(Image{2}, Label)


 missing false mnist_png FastVision ImageFolders
"caltech_101"

(Image{2}, Label)


 missing false caltech_101 FastVision ImageFolders
"food-101"

(Image{2}, Label)


 missing false food-101 FastVision ImageFolders
"imagenette2-320"

(Image{2}, Label)


 missing false imagenette2-320 FastVision ImageFolders
"imagewoof2"

(Image{2}, Label)


 missing false imagewoof2 FastVision ImageFolders
"imagewoof2-320"

(Image{2}, Label)


 missing false imagewoof2-320 FastVision ImageFolders
"imagewoof-160"

(Image{2}, Label)


 missing false imagewoof-160 FastVision ImageFolders
"imagewoof-320"

(Image{2}, Label)


 missing false imagewoof-320 FastVision ImageFolders
"imagewang"

(Image{2}, Label)


 missing false imagewang FastVision ImageFolders
"mnist_tiny"

(Image{2}, Label)


 missing false mnist_tiny FastVision ImageFolders
"imagewoof"

(Image{2}, Label)


 missing false imagewoof FastVision ImageFolders
"imagenette2-160"

(Image{2}, Label)


 missing false imagenette2-160 FastVision ImageFolders
"adult_sample/clf_salary"

(TableRow, Label)


 missing false adult_sample FastTabular TableClassificationRecipe
"imdb_sample/clf"

(TableRow, Label)


 missing false imdb_sample FastTabular TableClassificationRecipe

Get an explanation of fields in the dataset recipe registry:


			
			
			
			info
			(
			

			datarecipes
			(
			)
			)

			Information on registry Dataset recipes

Fields: 
  Name            Column         Type                            Description                                                                                       
  ID              :id (ID)       String                       
  Block types     :blocks        Any                             Types of blocks of the data container that this recipe loads.
  Description     :description   String                          More information about the dataset recipe
  Is downloaded   :downloaded    Bool                                Whether the dataset this recipe is based has been downloaded and is\n    available locally.\n
  Dataset ID      :datasetid     String                          ID of the dataset this recipe is based on.
  Package         :package       Module                       
  Recipe          :recipe        FastAI.Datasets.DatasetRecipe

Description: 
A registry for dataset recipes. loading an entry will download the
  corresponding dataset (see datasets) and return data, blocks, a data
  container and the Blocks of the observations.

  julia data, blocks = load(datarecipes()[id])

  See learningtasks to find compatible learning tasks.
Methods

There is 1 method for FastAI.Registries.datarecipes:

Registries/recipes.jl:101
Backlinks

The following pages link back here:

Data containers, Discovery, FastAI.jl, Feature registries in FastAI.jl, How to augment vision data, How to find functionality, How to train a model, Introduction, Performant data pipelines, Quickstart, Text Classification, TimeSeries Classification, fastai API comparison, tsregression

Registries/Registries.jl , Registries/recipes.jl