Prepare sync artifacts from a local instance to a cloud instance .md

!lamin disconnect
# need to add pertdb to environment in order to import it
!lamin settings modules set bionty,pertdb

import lamindb as ln
import bionty as bt
import pertdb
import pandas as pd

ln.setup.init(storage="./test-sync-to-cloud", modules="bionty,pertdb")

! re-setting django: avoid this by clearing the default instance on the command line via: lamin disconnect

→ initialized lamindb: testuser1/test-sync-to-cloud

artifact = ln.Artifact.from_dataframe(
    pd.DataFrame({"a": [1, 2, 3]}), description="test-sync-to-cloud"
).save()
features = bt.CellMarker.from_values(
    ["PD1", "CD21"], field=bt.CellMarker.name, organism="human"
).save()
artifact.features._add_schema(ln.Schema(features), slot="var")
organism = bt.Organism.from_source(name="human").save()
artifact.labels.add(organism)
compound = pertdb.Compound(name="compound-test-sync-to-cloud").save()
artifact.compounds.add(compound)
artifact.describe()

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

Artifact:  (0000)
|   description: test-sync-to-cloud
├── uid: o4p34hR34uGwcb3z0000  kind: dataset                      
│   otype: DataFrame           hash: M3ygiK2DWFdGAjXApgPArQ       
│   size: 1.6 KB               branch: main                       
│   space: all                 created_at: 2026-08-07 16:23:39 UTC
│   created_by: testuser1      n_observations: 3                  
├── storage/path: 
│   /home/runner/work/lamindb/lamindb/docs/storage/test-sync-to-cloud/.lamindb/o4p34hR34uGwcb3z0000.parquet
├── Dataset features
│   └── var (2 bionty.CellMarker)                                                                                  
│       CD21                           num                                                                         
│       PD1                            num                                                                         
└── Labels
    └── .organisms                     bionty.Organism                      human                                  
        .compounds                     pertdb.Compound                      compound-test-sync-to-cloud            

assert artifact.features.slots["var"].members.count() == 2