Dataset Routes

token_auth = dmda.DomoTokenAuth(
    domo_instance=os.environ["DOMO_INSTANCE"],
    domo_access_token=os.environ["DOMO_ACCESS_TOKEN"],
)

await token_auth.who_am_i()

dataset_id = '04c1574e-c8be-4721-9846-c6ffa491144b'

Query Datasets

---

source

QueryRequestError

 QueryRequestError
                    (res:domolibrary.client.ResponseGetData.ResponseGetDat
                    a, sql, dataset_id, message=None)

base exception

---

source

Dataset_CRUDError

 Dataset_CRUDError (dataset_id,
                    res:domolibrary.client.ResponseGetData.ResponseGetData
                    , message=None)

base exception

---

source

Dataset_GetError

 Dataset_GetError (dataset_id,
                   res:domolibrary.client.ResponseGetData.ResponseGetData,
                   message=None)

base exception

---

source

DatasetNotFoundError

 DatasetNotFoundError (dataset_id,
                       res:domolibrary.client.ResponseGetData.ResponseGetD
                       ata, message:str=None)

base exception

---

source

query_dataset_private

 query_dataset_private (auth:domolibrary.client.DomoAuth.DomoAuth,
                        dataset_id:str, sql:str,
                        loop_until_end:bool=False, limit=100, skip=0,
                        maximum=100,
                        filter_pdp_policy_id_ls:List[int]=None,
                        timeout:int=10,
                        session:Optional[httpx.AsyncClient]=None,
                        debug_api:bool=False, parent_class=None,
                        debug_loop:bool=False, debug_num_stacks_to_drop=1)

	Type	Default	Details
auth	DomoAuth
dataset_id	str
sql	str
loop_until_end	bool	False	retrieve all available rows
limit	int	100	maximum rows to return per request. refers to PAGINATION
skip	int	0
maximum	int	100	equivalent to the LIMIT or TOP clause in SQL, the number of rows to return total
filter_pdp_policy_id_ls	List	None
timeout	int	10
session	Optional	None
debug_api	bool	False
parent_class	NoneType	None
debug_loop	bool	False
debug_num_stacks_to_drop	int	1

---

source

query_dataset_public

 query_dataset_public
                       (dev_auth:domolibrary.client.DomoAuth.DomoDeveloper
                       Auth, dataset_id:str, sql:str,
                       session:httpx.AsyncClient, debug_api:bool=False,
                       parent_class:str=None, debug_num_stacks_to_drop=1)

query for hitting public apis, requires client_id and secret authentication

sql = f"SELECT * FROM TABLE"

pd.DataFrame(
    (
        await query_dataset_private(
            dataset_id=dataset_id,
            auth=token_auth,
            sql=sql,
            skip=0,
            maximum=10,
            # filter_pdp_policy_id_ls=[1225, 1226],  # to apply pdp filter context
            loop_until_end=False,
            debug_api=True,
            timeout=30,
        )
    ).response
)

🐛 debugging get_data
{'body': {'sql': 'SELECT * FROM TABLE limit 10 offset 0'},
 'function_name': 'get_traceback',
 'headers': {'Connection': 'keep-alive',
             'Content-Type': 'application/json',
             'accept': 'application/json, text/plain',
             'x-domo-developer-token': '83ece44f1451d4b581e1191f98cd411164f0b5b6ad2755b3'},
 'method': 'POST',
 'params': {'limit': 10, 'offset': 0},
 'parent_class': None,
 'url': 'https://domo-community.domo.com/api/query/v1/execute/04c1574e-c8be-4721-9846-c6ffa491144b'}
get_data: sending json
get_data_response <Response [200 OK]>

	objectID	url	Title	article	views	created_dt	published_dt
0	000004785	https://domo-support.domo.com/s/article/360047...	Backing Up Workbench 4 Jobs	Important: Support for Workbench 4 ended on ...	138	2022-10-24T22:30:00	2022-10-24T22:42:00
1	000004807	https://domo-support.domo.com/s/article/360044...	Backing Up Workbench 5 Jobs	Backing up DataSet jobs is an often overlooked...	47	2022-10-24T22:31:00	2022-10-24T22:41:00
2	000004785	https://domo-support.domo.com/s/article/360047...	Backing Up Workbench 4 Jobs	Important: Support for Workbench 4 ended on ...	139	2022-10-24T22:30:00	2022-10-24T22:42:00
3	000004081	https://domo-support.domo.com/s/article/360043...	Beast Mode Functions Reference Guide	IntroYou can use this reference guide to learn...	826	2022-10-24T21:20:00	2022-10-24T22:40:00
4	000004508	https://domo-support.domo.com/s/article/360043...	Fun Sample DataSets	IntroIt's hard learning how to perform advance...	365	2022-10-24T22:13:00	2022-10-24T22:39:00
5	000004073	https://domo-support.domo.com/s/article/360042...	Sample Beast Mode Calculations: Date Transforms	IntroRefer to the calculations in this article...	334	2022-10-24T21:20:00	2022-10-24T22:40:00
6	000005031	https://domo-support.domo.com/s/article/360043...	Formatting Data Label and Hover Text in Your C...	Intro Data labels and hovers in charts have th...	347	2022-11-02T21:00:00	2022-11-02T21:04:00
7	000004088	https://domo-support.domo.com/s/article/360043...	Date Format Specifier Characters for Beast Mode	IntroIn a Beast Mode calculation using a DATE...	258	2022-10-24T21:20:00	2022-10-24T22:42:00
8	000004785	https://domo-support.domo.com/s/article/360047...	Backing Up Workbench 4 Jobs	Important: Support for Workbench 4 ended on ...	138	2022-10-24T22:30:00	2022-10-24T22:42:00
9	000004807	https://domo-support.domo.com/s/article/360044...	Backing Up Workbench 5 Jobs	Backing up DataSet jobs is an often overlooked...	47	2022-10-24T22:31:00	2022-10-24T22:41:00

Dataset Properties

---

source

get_dataset_by_id

 get_dataset_by_id (dataset_id:str,
                    auth:Optional[domolibrary.client.DomoAuth.DomoAuth]=No
                    ne, debug_api:bool=False,
                    session:Optional[httpx.AsyncClient]=None,
                    parent_class:str=None, debug_num_stacks_to_drop=1)

retrieve dataset metadata

	Type	Default	Details
dataset_id	str		dataset id from URL
auth	Optional	None	requires full authentication
debug_api	bool	False	for troubleshooting API request
session	Optional	None
parent_class	str	None
debug_num_stacks_to_drop	int	1
Returns	ResponseGetData		returns metadata about a dataset

try:
    await get_dataset_by_id(dataset_id=123, auth=token_auth)

except DatasetNotFoundError as e:
    print(e)

🛑  DatasetNotFoundError 🛑 - function: get_traceback || 123 || status 404 || dataset - 123 not found at domo-community

(await get_dataset_by_id(dataset_id=dataset_id, auth=token_auth)).response

{'id': '04c1574e-c8be-4721-9846-c6ffa491144b',
 'displayType': 'domo-jupyterdata',
 'dataProviderType': 'domo-jupyterdata',
 'type': 'Jupyter',
 'name': 'domo_kbs',
 'owner': {'id': '1893952720',
  'name': 'Jae Wilson1',
  'type': 'USER',
  'group': False},
 'status': 'SUCCESS',
 'created': 1668379680000,
 'lastTouched': 1738349729000,
 'lastUpdated': 1738349729260,
 'rowCount': 1185,
 'columnCount': 7,
 'cardInfo': {'cardCount': 2, 'cardViewCount': 0},
 'properties': {'formulas': {'formulas': {'calculation_ca9d4b1c-f73a-4f76-9f94-d3c4ca6871c5': {'templateId': 2664,
     'id': 'calculation_ca9d4b1c-f73a-4f76-9f94-d3c4ca6871c5',
     'name': 'rowcount',
     'formula': 'sum(1)',
     'status': 'VALID',
     'dataType': 'LONG',
     'persistedOnDataSource': True,
     'isAggregatable': True,
     'bignumber': False,
     'variable': False},
    'calculation_38846559-d190-4ab1-809b-bcd361db5670': {'templateId': 2665,
     'id': 'calculation_38846559-d190-4ab1-809b-bcd361db5670',
     'name': 'max_views',
     'formula': 'max(views)',
     'status': 'VALID',
     'dataType': 'LONG',
     'persistedOnDataSource': True,
     'isAggregatable': True,
     'bignumber': False,
     'columnPositions': [{'columnName': 'views', 'columnPosition': 4}],
     'variable': False}}}},
 'state': 'SUCCESS',
 'validConfiguration': True,
 'validAccount': True,
 'streamId': 825,
 'transportType': 'API',
 'adc': False,
 'adcExternal': False,
 'masked': False,
 'currentUserFullAccess': True,
 'cloudId': 'domo',
 'cloudName': 'Domo',
 'permissions': 'READ_WRITE_DELETE_SHARE_ADMIN',
 'hidden': False,
 'tags': '["developer_documentation","hackercore"]',
 'scheduleActive': True,
 'cardCount': 2,
 'cryoStatus': 'ADRENALINE',
 'cloudEngine': 'domo'}

---

source

get_schema

 get_schema (auth:domolibrary.client.DomoAuth.DomoAuth, dataset_id:str,
             debug_api:bool=False, debug_num_stacks_to_drop=1,
             parent_class=None, session:httpx.AsyncClient=None)

retrieve the schema for a dataset

sample implementation of get_schema

res = await get_schema(dataset_id=dataset_id, auth=token_auth)
# retrieve schema from response
pd.DataFrame(res.response.get("tables")[0].get("columns"))

	name	id	type	visible	order
0	objectID	objectID	STRING	True	0
1	url	url	STRING	True	0
2	Title	Title	STRING	True	0
3	article	article	STRING	True	0
4	views	views	LONG	True	0
5	created_dt	created_dt	DATETIME	True	0
6	published_dt	published_dt	DATETIME	True	0

---

source

alter_schema

 alter_schema (auth:domolibrary.client.DomoAuth.DomoAuth, schema_obj:dict,
               dataset_id:str, debug_api:bool=False,
               parent_class:str=None, debug_num_stacks_to_drop:int=1,
               session=<httpx.AsyncClient object at 0x7f20209383d0>)

retrieve the schema for a dataset

schema_res = await get_schema(dataset_id=dataset_id, auth=token_auth)

schema_obj = schema_res.response["tables"][0]

await alter_schema(dataset_id=dataset_id, auth=token_auth, schema_obj=schema_obj)

## must index dataset after alter schema
# await index_dataset(dataset_id=os.environ["DOJO_DATASET_ID"], auth=token_auth )

ResponseGetData(status=200, response={'schemaId': 3}, is_success=True, parent_class=None)

---

source

set_dataset_tags

 set_dataset_tags (auth:domolibrary.client.DomoAuth.DomoAuth,
                   tag_ls:List[str], dataset_id:str,
                   return_raw:bool=False, debug_api:bool=False,
                   session:Optional[httpx.AsyncClient]=None,
                   parent_class:str=None, debug_num_stacks_to_drop:int=1)

REPLACE tags on this dataset with a new list

	Type	Default	Details
auth	DomoAuth
tag_ls	List		complete list of tags for dataset
dataset_id	str
return_raw	bool	False
debug_api	bool	False
session	Optional	None
parent_class	str	None
debug_num_stacks_to_drop	int	1

tag_ls = ["hackercore", "developer_documentation"]

await set_dataset_tags(
    auth=token_auth,
    tag_ls=tag_ls,
    dataset_id=dataset_id,
    debug_api=False,
    return_raw=False,
)

ResponseGetData(status=200, response='Dataset 04c1574e-c8be-4721-9846-c6ffa491144b tags updated to [hackercore, developer_documentation]', is_success=True, parent_class=None)

Upload Data

overview

In the URL, parts refers to the multi-part API and is unrelated to the partitions concept. The multi-part API was designed to allow sending multiple streams of Data into a data_version simultaneously.

In stage 1, the values passed in the Body will be superseded by values in the COMMIT (stage 3), so best practices is to not populate values here.

The response includes an uploadId, which must be stored and passed to the URL of the subsequent upload request (stages 2 and 3).

url params

The dataTag parameter allows users to UPDATE or REPLACE a datatag (partition)

NOTE: restateDataTag is largely deprecated // exists for backward compatibility

body params

The appendId parameter accepts “latest” or “None”

latest will APPEND the data version to the dataset

---

source

UploadDataError

 UploadDataError (stage_num:int, dataset_id:str,
                  res:domolibrary.client.ResponseGetData.ResponseGetData)

raise if unable to upload data to Domo

---

source

upload_dataset_stage_1

 upload_dataset_stage_1 (auth:domolibrary.client.DomoAuth.DomoAuth,
                         dataset_id:str, partition_tag:str=None,
                         session:Optional[httpx.AsyncClient]=None,
                         debug_api:bool=False, return_raw:bool=False,
                         debug_num_stacks_to_drop=1, parent_class=None)

preps dataset for upload by creating an upload_id (upload session key) pass to stage 2 as a parameter

	Type	Default	Details
auth	DomoAuth
dataset_id	str
partition_tag	str	None	synonymous with data_tag
session	Optional	None
debug_api	bool	False
return_raw	bool	False
debug_num_stacks_to_drop	int	1
parent_class	NoneType	None
Returns	ResponseGetData

partition_key = "2023-04-27"

await upload_dataset_stage_1(
    auth=token_auth, dataset_id=dataset_id, partition_tag=partition_key, debug_api=False
)

ResponseGetData(status=200, response=21, is_success=True, parent_class=None)

---

source

upload_dataset_stage_2_file

 upload_dataset_stage_2_file (auth:domolibrary.client.DomoAuth.DomoAuth,
                              dataset_id:str, upload_id:str,
                              data_file:Optional[_io.TextIOWrapper]=None,
                              session:Optional[httpx.AsyncClient]=None,
                              part_id:str=2, debug_api:bool=False,
                              debug_num_stacks_to_drop=1,
                              parent_class=None)

	Type	Default	Details
auth	DomoAuth
dataset_id	str
upload_id	str		must originate from a stage_1 upload response
data_file	Optional	None
session	Optional	None
part_id	str	2	only necessary if streaming multiple files into the same partition (multi-part upload)
debug_api	bool	False
debug_num_stacks_to_drop	int	1
parent_class	NoneType	None
Returns	ResponseGetData

---

source

upload_dataset_stage_2_df

 upload_dataset_stage_2_df (auth:domolibrary.client.DomoAuth.DomoAuth,
                            dataset_id:str, upload_id:str,
                            upload_df:pandas.core.frame.DataFrame,
                            session:Optional[httpx.AsyncClient]=None,
                            part_id:str=2, debug_api:bool=False,
                            debug_num_stacks_to_drop=1, parent_class=None)

	Type	Default	Details
auth	DomoAuth
dataset_id	str
upload_id	str		must originate from a stage_1 upload response
upload_df	DataFrame
session	Optional	None
part_id	str	2	only necessary if streaming multiple files into the same partition (multi-part upload)
debug_api	bool	False
debug_num_stacks_to_drop	int	1
parent_class	NoneType	None
Returns	ResponseGetData

---

source

upload_dataset_stage_3

 upload_dataset_stage_3 (auth:domolibrary.client.DomoAuth.DomoAuth,
                         dataset_id:str, upload_id:str,
                         update_method:str='REPLACE',
                         partition_tag:str=None, is_index:bool=False,
                         session:httpx.AsyncClient=None,
                         debug_api:bool=False, debug_num_stacks_to_drop=1,
                         parent_class=None)

commit will close the upload session, upload_id. this request defines how the data will be loaded into Adrenaline, update_method has optional flag for indexing dataset.

	Type	Default	Details
auth	DomoAuth
dataset_id	str
upload_id	str		must originate from a stage_1 upload response
update_method	str	REPLACE	accepts REPLACE or APPEND
partition_tag	str	None	synonymous with data_tag
is_index	bool	False	index after uploading
session	AsyncClient	None	restate_data_tag: str = None, # deprecated
debug_api	bool	False
debug_num_stacks_to_drop	int	1
parent_class	NoneType	None
Returns	ResponseGetData

community_auth = dmda.DomoTokenAuth(
    domo_instance="domo-community",
    domo_access_token=os.environ["DOMO_DOJO_ACCESS_TOKEN"],
)

ds_id = "cbae0e0c-a92d-4a4c-8d0c-c9ccd38fe928"

df = pd.DataFrame([{"col_a": "a", "col_b": "b", "col_c": "c"}])

session = httpx.AsyncClient()

s1_res = await upload_dataset_stage_1(
    auth=community_auth,
    dataset_id=ds_id,
    partition_tag=None,
    debug_api=False,
    session=session,
)

upload_id = s1_res.response

s2_res = await upload_dataset_stage_2_df(
    auth=community_auth,
    dataset_id=ds_id,
    upload_id=upload_id,
    upload_df=df,
    part_id=2,
    debug_api=False,
    session=session,
)

s3_res = await upload_dataset_stage_3(
    auth=community_auth,
    dataset_id=ds_id,
    upload_id=upload_id,
    update_method="REPLACE",  # accepts REPLACE or APPEND
    is_index=True,  # index after uploading
    session=session,
)

await session.aclose()

s3_res.is_success

True

---

source

index_dataset

 index_dataset (auth:domolibrary.client.DomoAuth.DomoAuth, dataset_id:str,
                session:httpx.AsyncClient=None, debug_api:bool=False,
                debug_num_stacks_to_drop=1, parent_class=None)

manually index a dataset

---

source

index_status

 index_status (auth:domolibrary.client.DomoAuth.DomoAuth, dataset_id:str,
               index_id:str, session:httpx.AsyncClient=None,
               debug_api:bool=False, debug_num_stacks_to_drop=1,
               parent_class=None)

get the completion status of an index

Working with Partitions

---

source

list_partitions

 list_partitions (auth:domolibrary.client.DomoAuth.DomoAuth,
                  dataset_id:str, body:dict=None,
                  session:httpx.AsyncClient=None, debug_api:bool=False,
                  debug_loop:bool=False, debug_num_stacks_to_drop=2,
                  parent_class=None)

---

source

generate_list_partitions_body

 generate_list_partitions_body (limit=100, offset=0)

pd.DataFrame(
    (await list_partitions(auth=token_auth, dataset_id=dataset_id)).response[0:5]
)

---

source

create

 create (auth:domolibrary.client.DomoAuth.DomoAuth, dataset_name:str,
         dataset_type:str='api', schema:dict=None, debug_api:bool=False,
         debug_num_stacks_to_drop=1, parent_class=None,
         session:httpx.AsyncClient=None)

---

source

generate_create_dataset_body

 generate_create_dataset_body (dataset_name:str, dataset_type:str='API',
                               schema:dict=None)

sample implementation of create dataset

# # | eval : false

# token_auth = dmda.DomoTokenAuth(
#     domo_instance=os.environ['DOMO_INSTANCE'],
#     domo_access_token=os.environ["DOMO_ACCESS_TOKEN"],
# )

# await create(dataset_name = 'hello world', dataset_type = 'api', auth = token_auth)

Create RDS output

@gd.route_function
async def create_rds_dataset(
    auth: dmda.DomoAuth,
    dataset_name: str,
    dataset_description: str="RDS output created by domolibrary",
    debug_api: bool = False,
    debug_num_stacks_to_drop=1,
    parent_class=None,
    session: httpx.AsyncClient = None,
):
    body = {
    "dataSourceName": dataset_name,
    "dataSourceDescription": dataset_description,
    "dataSourceType": "ObservabilityMetrics",
    "schema": {
        "columns": [
            {
                "type": "STRING",
                "name": "Remote Domo Stats"
            }
        ]
    }
}

    url = f"https://{auth.domo_instance}.domo.com/api/executor/v1/datasets"

    res = await gd.get_data(
        auth=auth,
        method="POST",
        url=url,
        body=body,
        session=session,
        debug_api=debug_api,
        num_stacks_to_drop=debug_num_stacks_to_drop,
        parent_class=parent_class,
    )

    if not res.is_success:
        raise Dataset_CRUDError(
            dataset_id=dataset_id,
            domo_instance=auth.domo_instance,
            status=res.status,
            parent_class=parent_class,
            function_name=res.traceback_details.function_name,
            message=res.response,
        )

    return res

# # | eval : false

token_auth = dmda.DomoTokenAuth(
    domo_instance=os.environ['DOMO_INSTANCE'],
    domo_access_token=os.environ["DOMO_ACCESS_TOKEN"],


)

#res = await create_rds_dataset(auth=token_auth, dataset_name="RDS_test")
#print (res.response)

---

source

delete_partition_stage_1

 delete_partition_stage_1 (auth:domolibrary.client.DomoAuth.DomoAuth,
                           dataset_id:str, dataset_partition_id:str,
                           debug_api:bool=False,
                           debug_num_stacks_to_drop=1, parent_class=None,
                           session:httpx.AsyncClient=None)

Delete partition has 3 stages # Stage 1. This marks the data version associated with the partition tag as deleted. It does not delete the partition tag or remove the association between the partition tag and data version. There should be no need to upload an empty file – step #3 will remove the data from Adrenaline. # update on 9/9/2022 based on the conversation with Greg Swensen

---

source

delete_partition_stage_2

 delete_partition_stage_2 (auth:domolibrary.client.DomoAuth.DomoAuth,
                           dataset_id:str, dataset_partition_id:str,
                           debug_api:bool=False,
                           debug_num_stacks_to_drop=1, parent_class=None,
                           session:httpx.AsyncClient=None)

This will remove the partition association so that it doesn’t show up in the list call. Technically, this is not required as a partition against a deleted data version will not count against the 400 partition limit but as the current partitions api doesn’t make that clear, cleaning these up will make it much easier for you to manage.

---

source

delete

 delete (auth:domolibrary.client.DomoAuth.DomoAuth, dataset_id:str,
         debug_api:bool=False, debug_num_stacks_to_drop=1,
         parent_class=None, session:httpx.AsyncClient=None)

---

source

generate_share_dataset_payload

 generate_share_dataset_payload (entity_type, entity_id, access_level:__ma
                                 in__.ShareDataset_AccessLevelEnum=<ShareD
                                 ataset_AccessLevelEnum.CAN_SHARE:
                                 'CAN_SHARE'>, is_send_email:bool=False)

	Type	Default	Details
entity_type			USER or GROUP
entity_id
access_level	ShareDataset_AccessLevelEnum	ShareDataset_AccessLevelEnum.CAN_SHARE
is_send_email	bool	False

---

source

ShareDataset_AccessLevelEnum

 ShareDataset_AccessLevelEnum (value, names=None, module=None,
                               qualname=None, type=None, start=1)

An enumeration.

---

source

share_dataset

 share_dataset (auth:domolibrary.client.DomoAuth.DomoAuth, dataset_id:str,
                body:dict, debug_api:bool=False,
                debug_num_stacks_to_drop=1, parent_class=None,
                session:httpx.AsyncClient=None)

---

source

ShareDataset_Error

 ShareDataset_Error (dataset_id,
                     res:domolibrary.client.ResponseGetData.ResponseGetDat
                     a, message:str=None)

base exception

user = (await token_auth.who_am_i()).response

body = generate_share_dataset_payload(
    entity_type="USER",
    entity_id=user["id"],
    #    access_level=ShareDataset_EntityTypes_Enum.CO_OWNER
)

try:
    print(await share_dataset(dataset_id=dataset_id, body=body, auth=token_auth))
except Exception as e:
    print(e)

ResponseGetData(status=200, response='updated access list USER - 1893952720 added to 04c1574e-c8be-4721-9846-c6ffa491144b', is_success=True, parent_class=None)

---

source

get_permissions

 get_permissions (auth:domolibrary.client.DomoAuth.DomoAuth,
                  dataset_id:str, debug_api:bool=False,
                  debug_num_stacks_to_drop=1, parent_class=None,
                  session:httpx.AsyncClient=None)

retrieve the schema for a dataset

(await get_permissions(auth=token_auth, dataset_id=dataset_id)).response

{'list': [{'type': 'GROUP',
   'id': '1063525969',
   'accessLevel': 'CAN_EDIT',
   'name': 'Power User Group'},
  {'type': 'USER',
   'id': '1898323170',
   'accessLevel': 'CAN_SHARE',
   'name': 'Creed Smith'},
  {'type': 'USER',
   'id': '838842812',
   'accessLevel': 'CAN_EDIT',
   'name': 'test_pdp3@sony.com - via dl 2023-05-05'},
  {'type': 'GROUP',
   'id': '49793884',
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