lamindb
Open-source data management for multimodal AI. Query, trace, and govern with a lineage-native, format-agnostic lakehouse for agents and teams. With support for biological formats and registries by the creators of Scanpy. πYC S22
νμΌ νμκΈ°
μ΅μ’ λ²μ λ€μ΄λ‘λ (.zip)- bug_report.yml
- config.yml
- enhancement.yml
- usage_question.yml
- build.yml
- doc-changes.yml
- profile.yml
- curate-any.md
- keep-artifacts-local.md
- pydantic-pandera.md
- search.md
- symbol-mapping.md
- test_notebooks.py
- track-run-inputs.md
- curate_anndata_flexible.py
- curate_anndata_uns.py
- curate_dataframe_attrs.py
- curate_dataframe_external_features.py
- curate_dataframe_flexible.py
- curate_dataframe_minimal_errors.py
- curate_dataframe_union_features.py
- curate_mudata.py
- curate_soma_experiment.py
- curate_spatialdata.py
- define_schema_anndata_uns.py
- define_schema_df_metadata.py
- define_schema_spatialdata.py
- my_workflow.py
- my_workflow_with_click.py
- my_workflow_with_step.py
- run_script_with_step.py
- run_track_and_finish.py
- run_track_with_features_and_params.py
- run_track_with_params.py
- synced_with_git.py
- iris.csv
- iris.data
- new_iris.csv
- add-replace-cache.ipynb
- anndata-accessor.ipynb
- prepare-sync-local-to-cloud.ipynb
- sync-local-to-cloud.ipynb
- test_notebooks.py
- upload.ipynb
- vitessce.ipynb
- acid.md
- api.md
- arrays.md
- bionty.md
- changelog.md
- curate.md
- design.md
- faq.md
- guide.md
- idempotency.md
- index.md
- lamindb.md
- manage-changes.md
- manage-ontologies.md
- organize.md
- pertdb.md
- query-search.md
- storage.md
- tables.md
- test_notebooks.py
- track.md
- transfer.md
- __init__.py
- dtypes.py
- fields.py
- ids.py
- types.py
- uids.py
- users.py
- utils.py
- __init__.py
- _anndata_accessor.py
- _backed_access.py
- _polars_lazy_df.py
- _pyarrow_dataset.py
- _spatialdata_accessor.py
- _tiledbsoma.py
- _zarr.py
- objects.py
- paths.py
- types.py
- __init__.py
- _annotation_settings.py
- _creation_settings.py
- __init__.py
- _compat.py
- _context.py
- _functions.py
- _mapped_collection.py
- _settings.py
- _sync_git.py
- _track_environment.py
- _verify_lineage.py
- exceptions.py
- loaders.py
- __init__.py
- core.py
- __init__.py
- _cellxgene.py
- __init__.py
- mini_immuno.anndata.zarr_metadata.json
- __init__.py
- _core.py
- _fake.py
- _small.py
- define_mini_immuno_features_labels.py
- define_mini_immuno_schema_flexible.py
- mini_immuno.py
- save_mini_immuno_datasets.py
- __init__.py
- sheets.py
- __init__.py
- __init__.py
- _anndata.py
- _simple.py
- define_schema_anndata_ensembl_gene_ids_and_valid_features_in_obs.py
- define_valid_features.py
- __init__.py
- __init__.py
- __init__.py
- _croissant.py
- _vitessce.py
- lightning.py
- 0177_squashed.py
- 0178_v2_2.py
- 0179_v2_2_part_2.py
- 0180_v2_2_part_3.py
- 0181_v2_2_part_4.py
- 0182_v2_2_part_5.py
- 0183_v2_2_part_6.py
- 0184_alter_transformrecord_feature.py
- 0185_alter_runrecord_feature.py
- 0186_v2_4.py
- 0187_v2_4_part_2.py
- 0188_remove_record_prevent_record_type_cycle_and_more.py
- 0189_v2_6.py
- 0190_squashed.py
- 0190_v2_6_1.py
- 0191_artifactschema_unique_slot_schema.py
- 0192_v2_9.py
- 0193_v2_9_part_2.py
- __init__.py
- README.md
- __init__.py
- _describe.py
- _django.py
- _feature_manager.py
- _from_values.py
- _is_versioned.py
- _label_manager.py
- _lineage.py
- _relations.py
- _run_cleanup.py
- _view.py
- artifact.py
- artifact_set.py
- block.py
- can_curate.py
- collection.py
- db.py
- feature.py
- has_parents.py
- project.py
- query_manager.py
- query_set.py
- record.py
- record_set.py
- run.py
- save.py
- schema.py
- sqlrecord.py
- storage.py
- transform.py
- ulabel.py
- __init__.py
- __init__.py
- __init__.py
- __init__.py
- _merge.py
- _switch.py
- .agents
- __init__.py
- _finish.py
- _secret_redaction.py
- errors.py
- py.typed
- migrate_test_instances.py
- bionty
- cellxgene-lamin
- lamin-cli
- lamindb-setup
- pertdb
- conftest.py
- test_cellxgene_curation.py
- test_curate_from_croissant.py
- test_curators_examples.py
- test_curators_remote.py
- test_dataframe_curation.py
- conftest.py
- test_lightning.py
- test_import.py
- conftest.py
- test_connect_dynamic_import.py
- test_import_side_effects.py
- test_no_default_instance.py
- test_verify_lineage.py
- check_lamin_dev.py
- setup_access.py
- setup_instance.py
- conftest.py
- jwt_utils.py
- test_rls_dbwritelog.py
- import_lamindb.py
- import_lamindb_and_connect.py
- import_lamindb_core_storage.py
- import_records_from_dataframe.py
- with-title-initialized-consecutive-finish.ipynb
- basic-r-notebook.Rmd.cleaned.html
- basic-r-notebook.Rmd.html
- load_schema.ipynb
- no-title.ipynb
- with-title-initialized-consecutive-finish-not-last-cell.ipynb
- with-title-initialized-consecutive-finish.ipynb
- script-to-test-versioning.py
- script-to-test-versioning.py
- script-to-test-versioning.py
- script-to-test-versioning.py
- script-to-test-versioning.py
- script-to-test-filename-change.py
- script-to-test-versioning.py
- _dataset_fixtures.py
- conftest.py
- test_artifact_anndata_with_curation.py
- test_artifact_basics.py
- test_artifact_dataframe_with_curation.py
- test_artifact_describe_to_dataframe.py
- test_artifact_features_annotations.py
- test_artifact_parquet.py
- test_blocks.py
- test_branches.py
- test_can_curate.py
- test_collection.py
- test_curator_basics.py
- test_db.py
- test_delete.py
- test_feature.py
- test_feature_dtype.py
- test_from_values.py
- test_has_parents.py
- test_has_type.py
- test_integrity.py
- test_is_versioned.py
- test_label_manager.py
- test_load.py
- test_manager.py
- test_merge.py
- test_nbconvert.py
- test_notebooks.py
- test_querydb.py
- test_queryset.py
- test_record_basics.py
- test_record_sheet_examples.py
- test_rename_features_labels.py
- test_run.py
- test_save.py
- test_schema.py
- test_search.py
- test_settings.py
- test_sqlrecord.py
- test_storage.py
- test_switch.py
- test_track_flow.py
- test_track_lineage.py
- test_track_params.py
- test_track_script_or_notebook.py
- test_track_step.py
- test_transfer.py
- test_transform.py
- test_transform_from_git.py
- test_view.py
- conftest.py
- test_artifact_storage.py
- test_artifact_zarr.py
- test_cache.py
- test_connect_reconnect.py
- test_storage_lifecycle.py
- test_streaming.py
- conftest.py
- test_artifact_basics.py
- test_curators.py
- test_storage.py
- conftest.py
- test_save_to_another_db.py
- test_transfer.py
- .gitignore
- .gitmodules
- .pre-commit-config.yaml
- CONTRIBUTING.md
- lamindb_full.py
- LICENSE
- noxfile.py
- pyproject.full.toml
- pyproject.toml
- README.md
# μ€μΉ κ°μ΄λ
1. μ½λ λ΄λ €λ°κΈ°
git clone https://github.com/laminlabs/lamindb
κΉνλΈμμ νλ‘μ νΈ μ½λ μ 체λ₯Ό λ΄ μ»΄ν¨ν°λ‘ λ΄λ €λ°μ΅λλ€.
cd lamindb
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2. 곡μ μ€μΉ μ€ν¬λ¦½νΈ
μ¬μ μΆμ²μ¬μ μ€λΉλ¬Ό
- Python 3 pip λͺ λ Ήμ΄λ₯Ό μ°λ €λ©΄ Pythonμ΄ νμν©λλ€.
pip install lamindb
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pip install lamindb-core
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3. Python
μ¬μμ¬μ μ€λΉλ¬Ό
pip install lamindb
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pip install lamindb-core
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μλ¬ λ©μμ§ μμ΄ μ€νλκ³ ν°λ―Έλμ μλ΄ λ¬Έκ΅¬κ° μΆλ ₯λλ©΄ μ μμ
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