Interacting with the gypsum REST API¶
Reading files¶
gypsum_client
provides several convenience methods for reading from the gypsum bucket:
import gypsum_client as gpc
gpc.list_assets("test-R")
gpc.list_versions("test-R", "basic")
gpc.list_files("test-R", "basic", "v1")
out = gpc.save_file("test-R", "basic", "v1", "blah.txt")
with open(out, 'r') as file:
print(file.read())
dir = gpc.save_version("test-R", "basic", "v1")
for root, dirs, files in os.walk(dir):
for name in files:
print(os.path.join(root, name))
We can fetch the summaries and manifests for each version of a project’s assets.
gpc.fetch_manifest("test-R", "basic", "v1")
gpc.fetch_summary("test-R", "basic", "v1")
We can get the latest version of an asset:
gpc.fetch_latest("test-R", "basic")
All read operations involve a publicly accessible bucket so no authentication is required.
Uploading files¶
Basic usage¶
To demonstrate, let’s say we have a directory of files that we wish to upload to the backend.
import tempfile
import os
tmp = tempfile.mkdtemp()
with open(os.path.join(tmp, "foo"), "w") as file:
file.write("abcdefghijklmnopqrstuvwxyz")
with open(os.path.join(tmp, "bar"), "w") as file:
file.write("ABCDEFGHIJKLMNOPQRSTUVWXYZ")
with open(os.path.join(tmp, "whee"), "w") as file:
file.write("\n".join(map(str, range(1, 11))))
We run the upload sequence of start_upload()
, upload_files()
and complete_upload()
.
This requires authentication via GitHub, which is usually prompted but can also be set beforehand via set_access_token()
(e.g., for batch jobs).
try:
init = gpc.start_upload(
project=project_name,
asset=asset_name,
version=version_name,
files=[os.path.relpath(f, tmp) for f in os.listdir(tmp)],
directory=tmp
)
gpc.upload_files(init, directory=tmp)
gpc.complete_upload(init)
except Exception as e:
gpc.abort_upload(init) # clean up if the upload fails.
raise e
We can also set concurrent=
to parallelize the uploads in upload_files()
.
Link generation¶
More advanced developers can use links=
in start_upload()
to improve efficiency by deduplicating redundant files on the gypsum backend.
For example, if we wanted to link to some files in our test-R
project, we might do:
init = gpc.start_upload(
project=project_name,
asset=asset_name,
version=version_name,
files=[],
links=[
{"from.path": "lun/aaron.txt", "to.project": "test-R", "to.asset": "basic", "to.version": "v1", "to.path": "foo/bar.txt"},
{"from.path": "kancherla/jayaram.txt", "to.project": "test-R", "to.asset": "basic", "to.version": "v1", "to.path": "blah.txt"}
],
directory=tmp
)
This functionality is particularly useful when creating new versions of existing assets.
Only the modified files need to be uploaded, while the rest of the files can be linked to their counterparts in the previous version.
In fact, this pattern is so common that it can be expedited via clone_version()
and prepare_directory_upload()
:
dest = tempfile.mkdtemp()
gpc.clone_version("test-R", "basic", "v1", destination=dest)
# Do some modifications in 'dest' to create a new version, e.g., add a file.
# However, users should treat symlinks as read-only - so if you want to modify
# a file, instead delete the symlink and replace it with a new file.
with open(os.path.join(dest, "BFFs"), "w") as file:
file.write("Aaron\nJayaram")
to_upload = gpc.prepare_directory_upload(dest)
print(to_upload)
Then we can just pass these values along to start_upload()
to take advantage of the upload links:
init = gpc.start_upload(
project=project_name,
asset=asset_name,
version=version_name,
files=to_upload['files'],
links=to_upload['links'],
directory=dest
)
Changing permissions¶
Upload authorization is determined by each project’s permissions, which are controlled by project owners. Both uploaders and owners are identified based on their GitHub logins:
gpc.fetch_permissions("test-R")
Owners can add more uploaders (or owners) via the set_permissions()
function.
Uploaders can be scoped to individual assets or versions, and an expiry date may be attached to each authorization:
gpc.set_permissions("test-R",
uploaders=[
{
"id": "jkanche",
"until": (datetime.datetime.now() + datetime.timedelta(days=1)).
.replace(microsecond=0).
isoformat(),
"asset": "jays-happy-fun-time",
"version": "1"
}
]
)
Organizations may also be added in the permissions, in which case the authorization extends to all members of that organization.
Probational uploads¶
Unless specified otherwise, all uploaders are considered to be “untrusted”. Any uploads from such untrusted users are considered “probational” and must be approved by the project owners before they are considered complete. Alternatively, an owner may reject an upload, which deletes all the uploaded files from the backend.
gpc.approve_probation("test-R", "third-party-upload", "good")
gpc.reject_probation("test-R", "third-party-upload", "bad")
An uploader can be trusted by setting trusted=True
in set_permissions()
.
Owners and trusted uploaders may still perform probational uploads (e.g., for testing) by setting probation=True
in start_upload()
.
Inspecting the quota¶
Each project has a quota that specifies how much storage space is available for uploaders.
The quota is computed as a linear function of baseline + growth_rate * (NOW - year)
,
which provides some baseline storage that grows over time.
gpc.fetch_quota("test-R")
Once the project’s contents exceed this quota, all uploads are blocked. The current usage of the project can be easily inspected:
gpc.fetch_usage("test-R")
Changes to the quota must be performed by administrators, see below.
Validating metadata¶
Databases can operate downstream of the gypsum backend to create performant search indices, usually based on special metadata files.
gypsum_client
provides some utilities to check that metadata follows the JSON schema of some known downstream databases.
schema = gpc.fetch_metadata_schema()
with open(schema, 'r') as file:
print(file.read())
Uploaders can verify that their metadata respects this schema via the validate_metadata()
function.
This ensures that the uploaded files can be successfully indexed by the database, given that the gypsum backend itself applies no such checks.
metadata = {
"title": "Fatherhood",
"description": "Luke ich bin dein Vater.",
"sources": [
{"provider": "GEO", "id": "GSE12345"}
],
"taxonomy_id": ["9606"],
"genome": ["GRCm38"],
"maintainer_name": "Darth Vader",
"maintainer_email": "vader@empire.gov",
"bioconductor_version": "3.10"
}
gpc.validate_metadata(metadata, schema)
Administration¶
Administrators of the gypsum instance can create projects with new permissions:
gpc.create_project("my-new-project",
owners="jkanche",
uploaders=[
{
"id": "LTLA",
"asset": "aarons-stuff"
}
]
)
They can alter the quota parameters for a project:
gpc.set_quota("my-new-project",
baseline=10 * 2**30,
growth=5 * 2**30
)
Further Information¶
Check out:
The R/Bioconductor gypsum package available on
bioc-release
.The gypsum REST API.
If you are interested in spinning up your own instance of the API, check out the gypsum-worker GitHub repository.