Track artifacts, in-memory objects & folders [S3 storage]

import lamindb as ln
import pytest

ln.setup.login("testuser1")
ln.setup.init(storage="s3://lamindb-ci/test-upload")

✓ logged in with email testuser1@lamin.ai (uid: DzTjkKse)

→ go to: https://lamin.ai/testuser1/test-upload

! updating cloud SQLite 's3://lamindb-ci/test-upload/9f1dbf16f2b45bee83ebc4ce719ac4e4.lndb' of instance 'testuser1/test-upload'

! locked instance (to unlock and push changes to the cloud SQLite file, call: lamin disconnect)

Local artifacts

Some test data.

pbmc68k = ln.core.datasets.anndata_pbmc68k_reduced()

Subset to a mini artifact to speed up the run time of this notebook:

pbmc68k = pbmc68k[:5, :5].copy()

pbmc68k

AnnData object with n_obs × n_vars = 5 × 5
    obs: 'cell_type', 'n_genes', 'percent_mito', 'louvain'
    var: 'n_counts', 'highly_variable'
    uns: 'louvain', 'louvain_colors', 'neighbors', 'pca'
    obsm: 'X_pca', 'X_umap'
    varm: 'PCs'
    obsp: 'connectivities', 'distances'

Upload from memory using explicit semantic key

Upload h5ad

pbmc68k_h5ad = ln.Artifact.from_anndata(pbmc68k, key=f"test-upload/pbmc68k.h5ad")

! no run & transform got linked, call `ln.track()` & re-run

pbmc68k_h5ad.save()

Artifact(uid='Cqg47TpBsXvfHRMt0000', is_latest=True, key='test-upload/pbmc68k.h5ad', suffix='.h5ad', type='dataset', size=100800, hash='QqiU2ZhKKdXUMHcmKjn3sA', _hash_type='md5', _accessor='AnnData', visibility=1, _key_is_virtual=True, storage_id=1, created_by_id=1, created_at=2024-10-18 15:58:05 UTC)

pbmc68k_h5ad.delete(permanent=True)

Upload zarr

# Runs too long, should be tested elsewhere
# pbmc68k_zarr = ln.Artifact(pbmc68k, key="test-upload/pbmc68k.zarr", format="zarr")
# ln.save(pbmc68k_zarr)
# pbmc68k_zarr.delete(permanent=True, storage=True)

Upload using id with implicit key

Upload h5ad

pbmc68k_h5ad = ln.Artifact.from_anndata(pbmc68k, description="pbmc68k.h5ad")

! no run & transform got linked, call `ln.track()` & re-run

pbmc68k_h5ad.save()

Artifact(uid='7slb6HQzlZertfd70000', is_latest=True, description='pbmc68k.h5ad', suffix='.h5ad', type='dataset', size=100800, hash='QqiU2ZhKKdXUMHcmKjn3sA', _hash_type='md5', _accessor='AnnData', visibility=1, _key_is_virtual=True, storage_id=1, created_by_id=1, created_at=2024-10-18 15:58:06 UTC)

pbmc68k_h5ad.delete(permanent=True, storage=True)

Upload zarr

# Runs too long, should be tested elsewhere
# pbmc68k_zarr = ln.Artifact(pbmc68k, name="pbmc68k.zarr", format="zarr")
# ln.save(pbmc68k_zarr)
# pbmc68k_zarr.delete(permanent=True, storage=True)

Error behaviors

Specified bucket does not exist.

with pytest.raises(FileNotFoundError):
    pbmc68k_h5ad = ln.Artifact("s3://inexistent-bucket-239809834/pbmc68k.h5ad")

! no run & transform got linked, call `ln.track()` & re-run

with pytest.raises(FileNotFoundError):
    pbmc68k_h5ad = ln.Artifact("s3://lndb-setup-ci/pbmc68k.h5ad")

! no run & transform got linked, call `ln.track()` & re-run

Test existing zarr

See test_artifact.py for other artifact types.

This should probably go elsewhere:

# temporarily comment out because of head bucket permission error when
# attempting to get region
# artifact = ln.Artifact("s3://lamindb-ci/lndb-storage/pbmc68k.zarr")
# artifact.save()
# artifact.open()

ln.setup.delete("test-upload", force=True)

→ deleted storage record on hub f6bca7acd1615eeaafc3aafe3b8e85fb

→ deleted instance record on hub 9f1dbf16f2b45bee83ebc4ce719ac4e4