As explained in "Uploading a Package", packages are managed using registries. There is a one local registry on your machine, and potentially many remote registries elsewhere "in the world". Use list_packages
to see the packages available on a registry:
import quilt3 # list local packages
list(quilt3.list_packages())
['aneesh/cli-push',
'examples/hurdat',
'aleksey/hurdat']
import quilt3 # list remote packages
list(quilt3.list_packages("s3://quilt-example"))
['aleksey/hurdat',
'examples/hurdat',
'quilt/altair',
'quilt/hurdat',
'quilt/open_fruit',
'quilt/open_images']
To make a remote package and all of its data available locally, install
it.
The examples in this section use the examples/hurdat
demo package:
import quilt3 # install package
quilt3.Package.install(
"examples/hurdat",
"s3://quilt-example",
)
Loading manifest: 100%|██████████| 5/5 [00:00<00:00, 7049.25entries/s]
Successfully installed package 'examples/hurdat', tophash=f8d1478 from s3://quilt-example
Note that unless this registry is public, you will need to be logged into a user who has read access to this registry in order to install from it:
# only need to run this once
# ie quilt3.config('https://your-catalog-homepage/')
quilt3.config('https://open.quiltdata.com/')
# follow the instructions to finish login
quilt3.login()
Data files that you download are written to a folder in your local registry by default. You can specify an alternative destination using dest:
import quilt3 # install package into a specific folder
quilt3.Package.install(
"examples/hurdat",
"s3://quilt-example",
dest="./"
)
Loading manifest: 100%|██████████| 5/5 [00:00<00:00, 9027.77entries/s]
Copying objects: 100%|██████████| 3.62M/3.62M [00:00<00:00, 303MB/s]
Successfully installed package 'examples/hurdat', tophash=f8d1478 from s3://quilt-example
Finally, you can install a specific version of a package by specifying the corresponding top hash:
import quilt3 # install specific version of package
quilt3.Package.install(
"examples/hurdat",
"s3://quilt-example",
top_hash="058e62c"
)
Loading manifest: 100%|██████████| 5/5 [00:00<00:00, 11491.24entries/s]
Copying objects: 100%|██████████| 35.4k/35.4k [00:02<00:00, 14.3kB/s]
Successfully installed package 'examples/hurdat', tophash=058e62c from s3://quilt-example
An alternative to install
is browse
. browse
downloads a package manifest without also downloading the data in the package.
import quilt3 # load a package manifest from a remote registry
p = quilt3.Package.browse("examples/hurdat", "s3://quilt-example")
# load a package manifest from the default remote registry
quilt3.config(default_remote_registry="s3://quilt-example")
p = quilt3.Package.browse("examples/hurdat")
Loading manifest: 100%|██████████| 5/5 [00:00<00:00, 7541.00entries/s]
Loading manifest: 100%|██████████| 5/5 [00:00<00:00, 10710.68entries/s]
browse
is advantageous when you don't want to download everything in a package at once. For example if you just want to look at a package's metadata.
You can import a local package from within Python:
from quilt3.data.examples import hurdat
Loading manifest: 100%|██████████| 5/5 [00:00<00:00, 9637.65entries/s]
This allows you to manage your data and code dependencies all in one place in your Python scripts or Jupyter notebooks.