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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