Data containers
This tutorial explains what data containers are, how they are used in FastAI.jl and how to create your own. You are encouraged to follow along in a REPL or a Jupyter notebook and explore the code. You will find small exercises at the end of some sections to deepen your understanding.
Introduction
In the quickstart section, you have already come in contact with data containers. The following code was used to load a data container for image classification:
using
FastAI
,
FastVision
data
,
_
=
load
(
findfirst
(
datarecipes
(
datasetid
=
"
imagenette2-160
"
)
)
)
((mapobs(loadfile, ObsView{FileDataset{typeof(identity), String}} with 13394 observations; batched=:auto), mapobs(parentname, ObsView{FileDataset{typeof(identity), String}} with 13394 observations; batched=:auto)), (Image{2}(), Label{String}(["n01440764", "n02102040", "n02979186", "n03000684", "n03028079", "n03394916", "n03417042", "n03425413", "n03445777", "n03888257"])))
A data container is any type that holds observations of data and allows us to load them with
getobs and query the number of observations with
numobs. In this case, each observation is a tuple of an image and the corresponding class; after all, we want to use it for image classification.
numobs
(
data
)
13394
load(
datasets
[id]) makes it easy to a load a data container that is compatible with some block types, but to get a better feel for what it does, let's look under the hood by creating the same data container using some mid-level APIs.
Creating data containers from files
Before we recreate the data container, we'll download the dataset and get the path where the files are saved to:
dir
=
load
(
datasets
(
)
[
"
imagenette2-160
"
]
)
/home/runner/.julia/datadeps/fastai-imagenette2-160
Now we'll start with
loadfolderdata which creates a data container (here a
Vector) of files given a path. We'll use the path of the downloaded dataset:
files
=
loadfolderdata
(
dir
)
MLDatasets.FileDataset{typeof(identity), String}(identity, ["/home/runner/.julia/datadeps/fastai-imagenette2-160/noisy_imagenette.csv", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train", "/home/runner/.julia/datadeps/fastai-imagenette2-160/val", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n01440764", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n02102040", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n02979186", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n03000684", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n03028079", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n03394916", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n03417042", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n03425413", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n03445777", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n03888257", 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files is a data container where each observation is a path to a file. We'll confirm that using
getobs:
p
=
getobs
(
files
,
100
)
/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n01440764/n01440764_10555.JPEG
Next we need to load an image and the corresponding class from the path. If you have a look at the folder structure of
dir you can see that the parent folder of each file gives the name of class. So we can use the following function to load the
(image, class) pair from a path:
function
loadimageclass
(
p
)
return
(
loadfile
(
p
)
,
pathname
(
pathparent
(
p
)
)
,
)
end
image
,
class
=
loadimageclass
(
p
)
@
show
class
image
class = "n01440764"
Finally, we use
mapobs to lazily transform each observation and have a data container ready to be used for training an image classifier.
data
=
mapobs
(
loadimageclass
,
files
)
;
mapobs(loadimageclass, FileDataset{typeof(identity), String}(identity, ["/home/runner/.julia/datadeps/fastai-imagenette2-160/noisy_imagenette.csv", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train", "/home/runner/.julia/datadeps/fastai-imagenette2-160/val", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n01440764", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n02102040", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n02979186", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n03000684", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n03028079", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n03394916", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n03417042", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n03425413", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n03445777", "/home/runner/.julia/datadeps/fastai-imagenette2-160/train/n03888257", 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"/home/runner/.julia/datadeps/fastai-imagenette2-160/val/n03888257/n03888257_9671.JPEG", "/home/runner/.julia/datadeps/fastai-imagenette2-160/val/n03888257/n03888257_9770.JPEG", "/home/runner/.julia/datadeps/fastai-imagenette2-160/val/n03888257/n03888257_9771.JPEG", "/home/runner/.julia/datadeps/fastai-imagenette2-160/val/n03888257/n03888257_9812.JPEG", "/home/runner/.julia/datadeps/fastai-imagenette2-160/val/n03888257/n03888257_9932.JPEG"]); batched=:auto)Exercises
-
Using
mapobsandloadfile, create a data container where every observation is only an image. -
Change the above code to run on a different dataset from the list in
Datasets.DATASETS_IMAGECLASSIFICATION.
Splitting a data container into subsets
Until now, we've only created a single data container containing all observations in a dataset. In practice, though, you'll want to have at least a training and validation split. The easiest way to get these is to randomly split your data container into two parts. Here we split
data into 80% training and 20% validation data. Note the use of
shuffleobs to make sure each split has approximately the same class distribution.
traindata
,
valdata
=
splitobs
(
shuffleobs
(
data
)
,
at
=
0.8
)
;
(ObsView(::MLUtils.MappedData{:auto, typeof(Main.fastaidevdocdocsdatacontainersmd_main.loadimageclass), MLDatasets.FileDataset{typeof(identity), String}}, ::Vector{Int64})
10734 observations, ObsView(::MLUtils.MappedData{:auto, typeof(Main.fastaidevdocdocsdatacontainersmd_main.loadimageclass), MLDatasets.FileDataset{typeof(identity), String}}, ::Vector{Int64})
2683 observations)This is great for experimenting, but where possible you will want to use the official training/validation split for a dataset. Consider the image classification dataset folder structure:
- $dir
- train
- class1
- image1.jpg
- image2.jpg
- ...
- class2
- ...
- valid
- class1
- class2
- ...
As you can see, the grandparent folder of each image indicates which split it is a part of.
groupobs allows us to partition a data container using a function. Let's use it to split
filedata based on the name of the grandparent directory. (We can't reuse
data for this since it no longer carries the file information.)
datagroups
=
groupobs
(
files
)
do
p
pathname
(
pathparent
(
pathparent
(
p
)
)
)
# equivalent to `grandparentname(p)`
end
trainfiles
,
validfiles
=
datagroups
[
"
train
"
]
,
datagroups
[
"
val
"
]
(ObsView(::MLDatasets.FileDataset{typeof(identity), String}, ::Vector{Int64})
9469 observations, ObsView(::MLDatasets.FileDataset{typeof(identity), String}, ::Vector{Int64})
3925 observations)Using this official split, it will be easier to compare the performance of your results with those of others'.
Dataset recipes
We saw above how different image classification datasets can be loaded with the same logic as long as they are in a common format. To encapsulate the logic for loading common dataset formats, FastAI.jl has
DatasetRecipe
s. When we used
datarecipes in the
discovery tutorial, it showed us such recipes that allow loading a dataset for a specific task. For example,
"imagenette2-160" has an associated
ImageFolders recipe which we can load by getting the entry and calling
load on it:
entry
=
datarecipes
(
)
[
"
imagenette2-160
"
]
RegistryEntry(
id = "imagenette2-160" (String)
blocks = (Image{2}, Label) (Any)
description = missing (String)
downloaded = тип (Bool)
datasetid = imagenette2-160 (String)
package = FastVision (Module)
recipe = ImageFolders (FastAI.Datasets.DatasetRecipe)
)
data
,
blocks
=
load
(
entry
)
((mapobs(loadfile, ObsView{FileDataset{typeof(identity), String}} with 13394 observations; batched=:auto), mapobs(parentname, ObsView{FileDataset{typeof(identity), String}} with 13394 observations; batched=:auto)), (Image{2}(), Label{String}(["n01440764", "n02102040", "n02979186", "n03000684", "n03028079", "n03394916", "n03417042", "n03425413", "n03445777", "n03888257"])))These recipes also take care of loading the data block information for the dataset. Read the discovery tutorial to find out more about that.
Backlinks
The following pages link back here:
Custom learning tasks, Discovery, Glossary, How to find functionality, Introduction, Quickstart, Siamese image similarity, fastai API comparison