vcf.ingestion

cloud.vcf.ingestion

Classes

Name	Description
Contigs	The contigs to ingest.

Contigs

cloud.vcf.ingestion.Contigs()

The contigs to ingest.

ALL = all contigs CHROMOSOMES = all human chromosomes OTHER = all contigs other than the human chromosomes ALL_DISABLE_MERGE = all contigs with merging disabled, for non-human datasets

Functions

Name	Description
consolidate_dataset_udf	Consolidate arrays in the dataset.
create_dataset_udf	Create a TileDB-VCF dataset.
create_manifest	Create a manifest array in the dataset.
filter_samples_udf	Return URIs for samples not already in the dataset.
filter_uris_udf	Return URIs from sample_uris that are not in the manifest.
find_uris_aws_udf	Find URIs matching a pattern in the search_uri path with an efficient
find_uris_udf	Find URIs matching a pattern in the search_uri path.
get_logger_wrapper	Get a logger instance and log version information.
ingest_manifest_dag	Create a DAG to load the manifest array.
ingest_manifest_udf	Ingest sample URIs into the manifest array.
ingest_samples_dag	Create a DAG to ingest samples into the dataset.
ingest_samples_udf	Ingest samples into the dataset.
ingest_vcf	Ingest samples into a dataset.
ingest_vcf_annotations	Ingest annotation VCF into a dataset. For example, a ClinVar or gnomAD VCF.
read_metadata_uris_udf	Read a list of URIs from a TileDB array. The URIs will be read from the
read_uris_udf	Read a list of URIs from a URI.
register_dataset_udf	Register the dataset on TileDB Cloud.

consolidate_dataset_udf

cloud.vcf.ingestion.consolidate_dataset_udf(
    dataset_uri,
    *,
    config=None,
    exclude=MANIFEST_ARRAY,
    include=None,
    id='consolidate',
    verbose=False,
)

Consolidate arrays in the dataset.

Parameters

Name	Type	Description	Default
dataset_uri	str	dataset URI	required
config	Optional[Mapping[str, Any]]	config dictionary, defaults to None	None
exclude	Optional[Union[Sequence[str], str]]	group members to exclude, defaults to MANIFEST_ARRAY	MANIFEST_ARRAY
include	Optional[Union[Sequence[str], str]]	group members to include, defaults to None	None
id	str	profiler event id, defaults to “consolidate”	'consolidate'
verbose	bool	verbose logging, defaults to False	False

create_dataset_udf

cloud.vcf.ingestion.create_dataset_udf(
    dataset_uri,
    *,
    config=None,
    extra_attrs=None,
    vcf_attrs=None,
    anchor_gap=None,
    compression_level=None,
    annotation_dataset=False,
    verbose=False,
)

Create a TileDB-VCF dataset.

Parameters

Name	Type	Description	Default
dataset_uri	str	dataset URI	required
config	Optional[Mapping[str, Any]]	config dictionary, defaults to None	None
extra_attrs	Optional[Union[Sequence[str], str]]	INFO/FORMAT fields to materialize, defaults to None	None
vcf_attrs	Optional[str]	VCF with all INFO/FORMAT fields to materialize, defaults to None	None
anchor_gap	Optional[int]	anchor gap for VCF dataset, defaults to None	None
compression_level	Optional[int]	zstd compression level for the VCF dataset, defaults to None (uses the default level in TileDB-VCF)	None
annotation_dataset	bool	create an annotation dataset, defaults to False	False
verbose	bool	verbose logging, defaults to False	False

Returns

Name	Type	Description
	str	dataset URI

create_manifest

cloud.vcf.ingestion.create_manifest(dataset_uri, group)

Create a manifest array in the dataset.

Parameters

Name	Type	Description	Default
dataset_uri	str	dataset URI	required
group	tiledb.Group	dataset group	required

filter_samples_udf

cloud.vcf.ingestion.filter_samples_udf(
    dataset_uri,
    *,
    config=None,
    verbose=False,
)

Return URIs for samples not already in the dataset.

Parameters

Name	Type	Description	Default
dataset_uri	str	dataset URI	required
config	Optional[Mapping[str, Any]]	config dictionary, defaults to None	None
verbose	bool	verbose logging, defaults to False	False

Returns

Name	Type	Description
	Sequence[str]	sample URIs

filter_uris_udf

cloud.vcf.ingestion.filter_uris_udf(
    dataset_uri,
    sample_uris,
    *,
    config=None,
    verbose=False,
)

Return URIs from sample_uris that are not in the manifest.

Parameters

Name	Type	Description	Default
dataset_uri	str	dataset URI	required
sample_uris	Sequence[str]	sample URIs	required
config	Optional[Mapping[str, Any]]	config dictionary, defaults to None	None
verbose	bool	verbose logging, defaults to False	False

Returns

Name	Type	Description
	Sequence[str]	filtered sample URIs

find_uris_aws_udf

cloud.vcf.ingestion.find_uris_aws_udf(
    dataset_uri,
    search_uri,
    *,
    config=None,
    include=None,
    exclude=None,
    max_files=None,
    verbose=False,
)

Find URIs matching a pattern in the search_uri path with an efficient implementation for S3.

include and exclude patterns are Unix shell style (see fnmatch module).

Parameters

Name	Type	Description	Default
dataset_uri	str	dataset URI	required
search_uri	str	URI to search for VCF files	required
config	Optional[Mapping[str, Any]]	config dictionary, defaults to None	None
include	Optional[str]	include pattern used in the search, defaults to None	None
exclude	Optional[str]	exclude pattern applied to the search results, defaults to None	None
max_files	Optional[int]	maximum number of URIs returned, defaults to None	None
verbose	bool	verbose logging, defaults to False	False

Returns

Name	Type	Description
	Sequence[str]	list of URIs

find_uris_udf

cloud.vcf.ingestion.find_uris_udf(
    dataset_uri,
    search_uri,
    *,
    config=None,
    include=None,
    exclude=None,
    max_files=None,
    verbose=False,
)

Find URIs matching a pattern in the search_uri path.

include and exclude patterns are Unix shell style (see fnmatch module).

Parameters

Name	Type	Description	Default
dataset_uri	str	dataset URI	required
search_uri	str	URI to search for VCF files	required
config	Optional[Mapping[str, Any]]	config dictionary, defaults to None	None
include	Optional[str]	include pattern used in the search, defaults to None	None
exclude	Optional[str]	exclude pattern applied to the search results, defaults to None	None
max_files	Optional[int]	maximum number of URIs returned, defaults to None	None
verbose	bool	verbose logging, defaults to False	False

Returns

Name	Type	Description
	Sequence[str]	list of URIs

get_logger_wrapper

cloud.vcf.ingestion.get_logger_wrapper(verbose=False)

Get a logger instance and log version information.

Parameters

Name	Type	Description	Default
verbose	bool	verbose logging, defaults to False	False

Returns

Name	Type	Description
	logging.Logger	logger instance

ingest_manifest_dag

cloud.vcf.ingestion.ingest_manifest_dag(
    dataset_uri,
    *,
    acn=None,
    config=None,
    namespace=None,
    search_uri=None,
    pattern=None,
    ignore=None,
    sample_list_uri=None,
    metadata_uri=None,
    metadata_attr='uri',
    max_files=None,
    batch_size=MANIFEST_BATCH_SIZE,
    workers=MANIFEST_WORKERS,
    extra_attrs=None,
    vcf_attrs=None,
    anchor_gap=None,
    compression_level=None,
    verbose=False,
    aws_find_mode=False,
    disable_manifest=False,
    consolidate_resources=CONSOLIDATE_RESOURCES,
    manifest_resources=MANIFEST_RESOURCES,
    create_resources=None,
    read_vcf_uris_resources=None,
    filter_uri_resources=None,
)

Create a DAG to load the manifest array.

Parameters

Name	Type	Description	Default
dataset_uri	str	dataset URI	required
acn	Optional[str]	Access Credentials Name (ACN) registered in TileDB Cloud (ARN type), defaults to None	None
config	Optional[Mapping[str, Any]]	config dictionary, defaults to None	None
namespace	Optional[str]	TileDB-Cloud namespace, defaults to None	None
search_uri	Optional[str]	URI to search for VCF files, defaults to None	None
pattern	Optional[str]	pattern to match when searching for VCF files, defaults to None	None
ignore	Optional[str]	pattern to ignore when searching for VCF files, defaults to None	None
sample_list_uri	Optional[str]	URI with a list of VCF URIs, defaults to None	None
metadata_uri	Optional[str]	URI of metadata array holding VCF URIs, defaults to None	None
metadata_attr	str	name of metadata attribute containing URIs, defaults to “uri”	'uri'
max_files	Optional[int]	maximum number of URIs to ingest, defaults to None	None
batch_size	int	manifest batch size, defaults to MANIFEST_BATCH_SIZE	MANIFEST_BATCH_SIZE
workers	int	maximum number of parallel workers, defaults to MANIFEST_WORKERS	MANIFEST_WORKERS
extra_attrs	Optional[Union[Sequence[str], str]]	INFO/FORMAT fields to materialize, defaults to None	None
vcf_attrs	Optional[str]	VCF with all INFO/FORMAT fields to materialize, defaults to None	None
anchor_gap	Optional[int]	anchor gap for VCF dataset, defaults to None	None
compression_level	Optional[int]	zstd compression level for the VCF dataset, defaults to None (uses the default level in TileDB-VCF)	None
verbose	bool	verbose logging, defaults to False	False
aws_find_mode	bool	use AWS CLI to find VCFs, defaults to False	False
disable_manifest	bool	disable manifest creation, defaults to False	False
consolidate_resources	Optional[Mapping[str, str]]	manual override for consolidate UDF resources, defaults to CONSOLIDATE_RESOURCES	CONSOLIDATE_RESOURCES
manifest_resources	Optional[Mapping[str, str]]	manual override for manifest UDF resources, defaults to MANIFEST_RESOURCES	MANIFEST_RESOURCES
create_resources	Optional[Mapping[str, str]]	manual override for create UDF resources, defaults to None	None
read_vcf_uris_resources	Optional[Mapping[str, str]]	manual override for read VCF UDF resources, defaults to None	None
filter_uri_resources	Optional[Mapping[str, str]]	manual override for filter VCF UDF resources, defaults to None	None

ingest_manifest_udf

cloud.vcf.ingestion.ingest_manifest_udf(
    dataset_uri,
    sample_uris,
    *,
    config=None,
    id='manifest',
    verbose=False,
)

Ingest sample URIs into the manifest array.

Parameters

Name	Type	Description	Default
dataset_uri	str	dataset URI	required
sample_uris	Sequence[str]	sample URIs	required
config	Optional[Mapping[str, Any]]	config dictionary, defaults to None	None
id	str	profiler event id, defaults to “manifest”	'manifest'
verbose	bool	verbose logging, defaults to False	False

ingest_samples_dag

cloud.vcf.ingestion.ingest_samples_dag(
    dataset_uri,
    *,
    acn=None,
    config=None,
    namespace=None,
    contigs=Contigs.ALL,
    threads=VCF_THREADS,
    batch_size=VCF_BATCH_SIZE,
    workers=VCF_WORKERS,
    max_samples=None,
    resume=True,
    verbose=False,
    create_index=True,
    trace_id=None,
    consolidate_stats=False,
    use_remote_tmp=False,
    sample_list_uri=None,
    ingest_resources=None,
    consolidate_resources=CONSOLIDATE_RESOURCES,
    filter_samples_resources=FILTER_SAMPLES_RESOURCES,
    group_fragments_resources=GROUP_FRAGMENTS_RESOURCES,
)

Create a DAG to ingest samples into the dataset.

Note: If sample_list_uri is provided, the manifest is not checked for existing samples.

Parameters

Name	Type	Description	Default
dataset_uri	str	dataset URI	required
acn	Optional[str]	Access Credentials Name (ACN) registered in TileDB Cloud (ARN type), defaults to None	None
config	Optional[Mapping[str, Any]]	config dictionary, defaults to None	None
namespace	Optional[str]	TileDB-Cloud namespace, defaults to None	None
contigs	Optional[Union[Sequence[str], Contigs]]	contig mode (Contigs.ALL | Contigs.CHROMOSOMES | Contigs.OTHER | Contigs.ALL_DISABLE_MERGE) or list of contigs to ingest, defaults to Contigs.ALL	Contigs.ALL
threads	int	number of threads to use per ingestion task, defaults to VCF_THREADS	VCF_THREADS
batch_size	int	sample batch size, defaults to VCF_BATCH_SIZE	VCF_BATCH_SIZE
workers	int	maximum number of parallel workers, defaults to VCF_WORKERS	VCF_WORKERS
max_samples	Optional[int]	maximum number of samples to ingest, defaults to None (no limit)	None
resume	bool	enable resume ingestion mode, defaults to True	True
verbose	bool	verbose logging, defaults to False	False
create_index	bool	force creation of a local index file, defaults to True	True
trace_id	Optional[str]	trace ID for logging, defaults to None	None
consolidate_stats	bool	consolidate the stats arrays, defaults to False	False
use_remote_tmp	bool	use remote tmp space if VCFs need to be bgzipped, defaults to False (preferred for small VCFs)	False
sample_list_uri	Optional[str]	URI with a list of VCF URIs, defaults to None	None
ingest_resources	Optional[Mapping[str, str]]	manual override for ingest UDF resources, defaults to None	None
consolidate_resources	Optional[Mapping[str, str]]	manual override for consolidate UDF resources, defaults to CONSOLIDATE_RESOURCES	CONSOLIDATE_RESOURCES
filter_samples_resources	Optional[Mapping[str, str]]	manual override for filter samples UDF resources, defaults to FILTER_SAMPLES_RESOURCES	FILTER_SAMPLES_RESOURCES
group_fragments_resources	Optional[Mapping[str, str]]	resources for the group_fragments node, defaults to GROUP_FRAGMENTS_RESOURCES	GROUP_FRAGMENTS_RESOURCES

ingest_samples_udf

cloud.vcf.ingestion.ingest_samples_udf(
    dataset_uri,
    sample_uris,
    *,
    config=None,
    threads,
    memory_mb,
    sample_batch_size,
    contig_mode='all',
    contigs_to_keep_separate=None,
    contig_fragment_merging=True,
    resume=True,
    create_index=True,
    id='samples',
    verbose=False,
    trace_id=None,
    use_remote_tmp=False,
)

Ingest samples into the dataset.

Parameters

Name	Type	Description	Default
dataset_uri	str	dataset URI	required
sample_uris	Sequence[str]	sample URIs	required
threads	int	number of threads to use for ingestion	required
memory_mb	int	memory to use for ingestion in MiB	required
sample_batch_size	int	sample batch size to use for ingestion	required
config	Optional[Mapping[str, Any]]	config dictionary, defaults to None	None
contig_mode	str	ingestion mode, defaults to “all”	'all'
contigs_to_keep_separate	Optional[Sequence[str]]	list of contigs to keep separate, defaults to None	None
contig_fragment_merging	bool	enable contig fragment merging, defaults to True	True
resume	bool	enable resume ingestion mode, defaults to True	True
create_index	bool	force creation of a local index file, defaults to True	True
id	str	profiler event id, defaults to “samples”	'samples'
verbose	bool	verbose logging, defaults to False	False
trace_id	Optional[str]	trace ID for logging, defaults to None	None
use_remote_tmp	bool	use remote tmp space if VCFs need to be bgzipped, defaults to False (preferred for small VCFs)	False

ingest_vcf

cloud.vcf.ingestion.ingest_vcf(
    dataset_uri,
    *,
    acn=None,
    config=None,
    namespace=None,
    register_name=None,
    search_uri=None,
    pattern=None,
    ignore=None,
    sample_list_uri=None,
    metadata_uri=None,
    metadata_attr='uri',
    max_files=None,
    max_samples=None,
    contigs=Contigs.ALL,
    resume=True,
    extra_attrs=DEFAULT_ATTRIBUTES,
    vcf_attrs=None,
    anchor_gap=None,
    compression_level=None,
    manifest_batch_size=MANIFEST_BATCH_SIZE,
    manifest_workers=MANIFEST_WORKERS,
    vcf_batch_size=VCF_BATCH_SIZE,
    vcf_workers=VCF_WORKERS,
    vcf_threads=VCF_THREADS,
    verbose=False,
    create_index=True,
    trace_id=None,
    consolidate_stats=True,
    aws_find_mode=False,
    use_remote_tmp=False,
    disable_manifest=False,
    ingest_resources=None,
    consolidate_resources=CONSOLIDATE_RESOURCES,
    manifest_resources=MANIFEST_RESOURCES,
    create_resources=None,
    read_vcf_uris_resources=None,
    filter_uri_resources=None,
    filter_samples_resources=FILTER_SAMPLES_RESOURCES,
    group_fragments_resources=GROUP_FRAGMENTS_RESOURCES,
)

Ingest samples into a dataset.

Parameters

Name	Type	Description	Default
dataset_uri	str	dataset URI	required
acn	Optional[str]	Access Credentials Name (ACN) registered in TileDB Cloud (ARN type), defaults to None	None
config		config dictionary, defaults to None	None
namespace	Optional[str]	TileDB-Cloud namespace, defaults to None	None
register_name	Optional[str]	name to register the dataset with on TileDB Cloud, defaults to None	None
search_uri	Optional[str]	URI to search for VCF files, defaults to None	None
pattern	Optional[str]	Unix shell style pattern to match when searching for VCF files, defaults to None	None
ignore	Optional[str]	Unix shell style pattern to ignore when searching for VCF files, defaults to None	None
sample_list_uri	Optional[str]	URI with a list of VCF URIs, defaults to None	None
metadata_uri	Optional[str]	URI of metadata array holding VCF URIs, defaults to None	None
metadata_attr	str	name of metadata attribute containing URIs, defaults to “uri”	'uri'
max_files	Optional[int]	maximum number of VCF URIs to read/find, defaults to None (no limit)	None
max_samples	Optional[int]	maximum number of samples to ingest, defaults to None (no limit)	None
contigs	Optional[Union[Sequence[str], Contigs]]	contig mode (Contigs.ALL | Contigs.CHROMOSOMES | Contigs.OTHER | Contigs.ALL_DISABLE_MERGE) or list of contigs to ingest, defaults to Contigs.ALL	Contigs.ALL
resume	bool	enable resume ingestion mode, defaults to True	True
extra_attrs	Optional[Union[Sequence[str], str]]	INFO/FORMAT fields to materialize, defaults to repr(DEFAULT_ATTRIBUTES)	DEFAULT_ATTRIBUTES
vcf_attrs	Optional[str]	VCF with all INFO/FORMAT fields to materialize, defaults to None	None
anchor_gap	Optional[int]	anchor gap for VCF dataset, defaults to None	None
compression_level	Optional[int]	zstd compression level for the VCF dataset, defaults to None (uses the default level in TileDB-VCF)	None
manifest_batch_size	int	batch size for manifest ingestion, defaults to MANIFEST_BATCH_SIZE	MANIFEST_BATCH_SIZE
manifest_workers	int	number of workers for manifest ingestion, defaults to MANIFEST_WORKERS	MANIFEST_WORKERS
vcf_batch_size	int	batch size for VCF ingestion, defaults to VCF_BATCH_SIZE	VCF_BATCH_SIZE
vcf_workers	int	number of workers for VCF ingestion, defaults to VCF_WORKERS	VCF_WORKERS
vcf_threads	int	number of threads for VCF ingestion, defaults to VCF_THREADS	VCF_THREADS
verbose	bool	verbose logging, defaults to False	False
create_index	bool	force creation of a local index file, defaults to True	True
trace_id	Optional[str]	trace ID for logging, defaults to None	None
consolidate_stats	bool	consolidate the stats arrays, defaults to True	True
aws_find_mode	bool	use AWS CLI to find VCFs, defaults to False	False
use_remote_tmp	bool	use remote tmp space if VCFs need to be sorted and bgzipped, defaults to False (preferred for small VCFs)	False
disable_manifest	bool	disable manifest creation, defaults to False	False
ingest_resources	Optional[Mapping[str, str]]	manual override for ingest UDF resources, defaults to None	None
consolidate_resources	Optional[Mapping[str, str]]	manual override for consolidate UDF resources, defaults to CONSOLIDATE_RESOURCES	CONSOLIDATE_RESOURCES
manifest_resources	Optional[Mapping[str, str]]	manual override for manifest UDF resources, defaults to MANIFEST_RESOURCES	MANIFEST_RESOURCES
create_resources	Optional[Mapping[str, str]]	manual override for create UDF resources, defaults to None	None
read_vcf_uris_resources	Optional[Mapping[str, str]]	manual override for read VCF UDF resources, defaults to None	None
filter_uri_resources	Optional[Mapping[str, str]]	manual override for filter VCF UDF resources, defaults to None	None
filter_samples_resources	Optional[Mapping[str, str]]	manual override for filter samples UDF resources, defaults to FILTER_SAMPLES_RESOURCES	FILTER_SAMPLES_RESOURCES
group_fragments_resources	Optional[Mapping[str, str]]	resources for the group_fragments node, defaults to GROUP_FRAGMENTS_RESOURCES	GROUP_FRAGMENTS_RESOURCES

ingest_vcf_annotations

cloud.vcf.ingestion.ingest_vcf_annotations(
    dataset_uri,
    *,
    vcf_uri=None,
    search_uri=None,
    pattern=None,
    ignore=None,
    create_index=True,
    config=None,
    acn=None,
    namespace=None,
    register_name=None,
    verbose=False,
    ingest_resources=None,
    consolidate_resources=CONSOLIDATE_RESOURCES,
    find_uris_resources=None,
    create_resources=None,
    register_resources=None,
)

Ingest annotation VCF into a dataset. For example, a ClinVar or gnomAD VCF.

Parameters

Name	Type	Description	Default
dataset_uri	str	dataset URI	required
vcf_uri	Optional[str]	VCF URI, defaults to None	None
search_uri	Optional[str]	URI to search for VCF files, defaults to None	None
pattern	Optional[str]	Unix shell style pattern to match when searching for VCF files, defaults to None	None
ignore	Optional[str]	Unix shell style pattern to ignore when searching for VCF files, defaults to None	None
create_index	bool	force creation of a local index file, defaults to True	True
config		config dictionary, defaults to None	None
acn	Optional[str]	Access Credentials Name (ACN) registered in TileDB Cloud (ARN type), defaults to None	None
namespace	Optional[str]	TileDB-Cloud namespace, defaults to None	None
register_name	Optional[str]	name to register the dataset with on TileDB Cloud, defaults to None	None
verbose	bool	verbose logging, defaults to False	False
ingest_resources	Optional[Mapping[str, str]]	manual override for ingest UDF resources, defaults to None	None
consolidate_resources	Optional[Mapping[str, str]]	manual override for consolidate UDF resources, defaults to CONSOLIDATE_RESOURCES	CONSOLIDATE_RESOURCES
find_uris_resources	Optional[Mapping[str, str]]	manual override for find VCF UDF resources, defaults to None	None
create_resources	Optional[Mapping[str, str]]	manual override for create UDF resources, defaults to None	None
register_resources	Optional[Mapping[str, str]]	manual override for register UDF resources, defaults to None	None

read_metadata_uris_udf

cloud.vcf.ingestion.read_metadata_uris_udf(
    dataset_uri,
    *,
    config=None,
    metadata_uri,
    metadata_attr='uri',
    max_files=None,
    verbose=False,
)

Read a list of URIs from a TileDB array. The URIs will be read from the attribute specified in the metadata_attr argument.

Parameters

Name	Type	Description	Default
dataset_uri	str	dataset URI	required
config	Optional[Mapping[str, Any]]	TileDB config, defaults to None	None
metadata_uri	str	metadata array URI	required
metadata_attr	str	name of metadata attribute containing URIs, defaults to “uri”	'uri'
max_files	Optional[int]	maximum number of URIs returned, defaults to None	None
verbose	bool	verbose logging, defaults to False	False

Returns

Name	Type	Description
	Sequence[str]	list of URIs

read_uris_udf

cloud.vcf.ingestion.read_uris_udf(
    dataset_uri,
    list_uri,
    *,
    config=None,
    max_files=None,
    verbose=False,
)

Read a list of URIs from a URI.

Parameters

Name	Type	Description	Default
dataset_uri	str	dataset URI	required
list_uri	str	URI of the list of URIs	required
config	Optional[Mapping[str, Any]]	config dictionary, defaults to None	None
max_files	Optional[int]	maximum number of URIs returned, defaults to None	None
verbose	bool	verbose logging, defaults to False	False

Returns

Name	Type	Description
	Sequence[str]	list of URIs

register_dataset_udf

cloud.vcf.ingestion.register_dataset_udf(
    dataset_uri,
    *,
    register_name,
    acn,
    namespace=None,
    config=None,
    verbose=False,
)

Register the dataset on TileDB Cloud.

Parameters

Name	Type	Description	Default
dataset_uri	str	dataset URI	required
register_name	str	name to register the dataset with on TileDB Cloud	required
namespace	Optional[str]	TileDB Cloud namespace, defaults to the user’s default namespace	None
config	Optional[Mapping[str, Any]]	config dictionary, defaults to None	None
verbose	bool	verbose logging, defaults to False	False