def _create_data_feed(self, name):
name = create_random_name(name)
return self.admin_client.create_data_feed(
DataFeed(
name=name,
source=SQLServerDataFeed(
connection_string=self.sql_server_connection_string,
query='select * from adsample2 where Timestamp = @StartTime'
),
granularity=DataFeedGranularity(
granularity_type="Daily",
),
schema=DataFeedSchema(
metrics=[
DataFeedMetric(name="cost"),
DataFeedMetric(name="revenue")
],
dimensions=[
DataFeedDimension(name="category"),
DataFeedDimension(name="city")
],
timestamp_column="Timestamp"
),
ingestion_settings=DataFeedIngestionSettings(
ingestion_begin_time=datetime.datetime(2019, 10, 1),
)
)
)
def test_create_simple_data_feed(self):
data_feed_name = self.create_random_name("testfeed")
try:
data_feed = self.admin_client.create_data_feed(
name=data_feed_name,
source=SQLServerDataFeed(
connection_string=self.sql_server_connection_string,
query="select * from adsample2 where Timestamp = @StartTime"
),
granularity="Daily",
schema=["cost", "revenue"],
ingestion_settings=datetime.datetime(2019, 10, 1)
)
self.assertIsNotNone(data_feed.id)
self.assertIsNotNone(data_feed.created_time)
self.assertIsNotNone(data_feed.name)
self.assertEqual(data_feed.source.data_source_type, "SqlServer")
self.assertIsNotNone(data_feed.source.connection_string)
self.assertIsNotNone(data_feed.source.query)
self.assertEqual(data_feed.granularity.granularity_type, "Daily")
self.assertEqual(data_feed.schema.metrics[0].name, "cost")
self.assertEqual(data_feed.schema.metrics[1].name, "revenue")
self.assertEqual(data_feed.ingestion_settings.ingestion_begin_time,
datetime.datetime(2019, 10, 1, tzinfo=tzutc()))
finally:
self.admin_client.delete_data_feed(data_feed.id)
async def sample_create_data_feed_async():
# [START create_data_feed_async]
from azure.ai.metricsadvisor import MetricsAdvisorKeyCredential
from azure.ai.metricsadvisor.aio import MetricsAdvisorAdministrationClient
from azure.ai.metricsadvisor.models import (
SQLServerDataFeed,
DataFeedSchema,
Metric,
Dimension,
DataFeedOptions,
DataFeedRollupSettings,
DataFeedMissingDataPointFillSettings
)
service_endpoint = os.getenv("METRICS_ADVISOR_ENDPOINT")
subscription_key = os.getenv("METRICS_ADVISOR_SUBSCRIPTION_KEY")
api_key = os.getenv("METRICS_ADVISOR_API_KEY")
sql_server_connection_string = os.getenv("METRICS_ADVISOR_SQL_SERVER_CONNECTION_STRING")
query = os.getenv("METRICS_ADVISOR_SQL_SERVER_QUERY")
client = MetricsAdvisorAdministrationClient(service_endpoint,
MetricsAdvisorKeyCredential(subscription_key, api_key))
async with client:
data_feed = await client.create_data_feed(
name="My data feed",
source=SQLServerDataFeed(
connection_string=sql_server_connection_string,
query=query,
),
granularity="Daily",
schema=DataFeedSchema(
metrics=[
Metric(name="cost", display_name="Cost"),
Metric(name="revenue", display_name="Revenue")
],
dimensions=[
Dimension(name="category", display_name="Category"),
Dimension(name="city", display_name="City")
],
timestamp_column="Timestamp"
),
ingestion_settings=datetime.datetime(2019, 10, 1),
options=DataFeedOptions(
data_feed_description="cost/revenue data feed",
rollup_settings=DataFeedRollupSettings(
rollup_type="AutoRollup",
rollup_method="Sum",
rollup_identification_value="__CUSTOM_SUM__"
),
missing_data_point_fill_settings=DataFeedMissingDataPointFillSettings(
fill_type="SmartFilling"
),
access_mode="Private"
)
)
return data_feed
def test_update_data_feed_with_kwargs(self):
data_feed = self._create_data_feed_for_update("update")
try:
self.admin_client.update_data_feed(
data_feed.id,
name="update",
data_feed_description="updated",
timestamp_column="time",
ingestion_begin_time=datetime.datetime(2020, 12, 10),
ingestion_start_offset=1,
data_source_request_concurrency=1,
ingestion_retry_delay=1,
stop_retry_after=1,
rollup_type="AlreadyRollup",
rollup_method="Sum",
rollup_identification_value="sumrollup",
auto_rollup_group_by_column_names=[],
fill_type="CustomValue",
custom_fill_value=2,
access_mode="Public",
viewer_emails=["updated"],
status="Paused",
action_link_template="updated",
source=SQLServerDataFeed(
connection_string="updated",
query="get data"
)
)
updated = self.admin_client.get_data_feed(data_feed.id)
self.assertEqual(updated.name, "update")
self.assertEqual(updated.options.data_feed_description, "updated")
self.assertEqual(updated.schema.timestamp_column, "time")
self.assertEqual(updated.ingestion_settings.ingestion_begin_time,
datetime.datetime(2020, 12, 10, tzinfo=tzutc()))
self.assertEqual(updated.ingestion_settings.ingestion_start_offset, 1)
self.assertEqual(updated.ingestion_settings.data_source_request_concurrency, 1)
self.assertEqual(updated.ingestion_settings.ingestion_retry_delay, 1)
self.assertEqual(updated.ingestion_settings.stop_retry_after, 1)
self.assertEqual(updated.options.rollup_settings.rollup_type, "AlreadyRollup")
self.assertEqual(updated.options.rollup_settings.rollup_method, "Sum")
self.assertEqual(updated.options.rollup_settings.rollup_identification_value, "sumrollup")
self.assertEqual(updated.options.rollup_settings.auto_rollup_group_by_column_names, [])
self.assertEqual(updated.options.missing_data_point_fill_settings.fill_type, "CustomValue")
self.assertEqual(updated.options.missing_data_point_fill_settings.custom_fill_value, 2)
self.assertEqual(updated.options.access_mode, "Public")
self.assertEqual(updated.options.viewer_emails, ["updated"])
self.assertEqual(updated.status, "Paused")
self.assertEqual(updated.options.action_link_template, "updated")
self.assertEqual(updated.source.connection_string, "updated")
self.assertEqual(updated.source.query, "get data")
finally:
self.admin_client.delete_data_feed(data_feed.id)
def _create_data_feed_for_update(self, name):
data_feed_name = create_random_name(name)
return self.admin_client.create_data_feed(
DataFeed(
name=data_feed_name,
source=SQLServerDataFeed(
connection_string=self.sql_server_connection_string,
query='select * from adsample2 where Timestamp = @StartTime'
),
granularity=DataFeedGranularity(
granularity_type="Daily",
),
schema=DataFeedSchema(
metrics=[
DataFeedMetric(name="cost", display_name="display cost", description="the cost"),
DataFeedMetric(name="revenue", display_name="display revenue", description="the revenue")
],
dimensions=[
DataFeedDimension(name="category", display_name="display category"),
DataFeedDimension(name="city", display_name="display city")
],
timestamp_column="Timestamp"
),
ingestion_settings=DataFeedIngestionSettings(
ingestion_begin_time=datetime.datetime(2019, 10, 1),
data_source_request_concurrency=0,
ingestion_retry_delay=-1,
ingestion_start_offset=-1,
stop_retry_after=-1,
),
options=DataFeedOptions(
admin_emails=["*****@*****.**"],
data_feed_description="my first data feed",
missing_data_point_fill_settings=DataFeedMissingDataPointFillSettings(
fill_type="SmartFilling"
),
rollup_settings=DataFeedRollupSettings(
rollup_type="NoRollup",
rollup_method="None",
),
viewer_emails=["viewers"],
access_mode="Private",
action_link_template="action link template"
)
)
)
def _create_data_feed(self, name):
name = self.create_random_name(name)
return self.admin_client.create_data_feed(
name=name,
source=SQLServerDataFeed(
connection_string=self.sql_server_connection_string,
query="select * from adsample2 where Timestamp = @StartTime"),
granularity="Daily",
schema=DataFeedSchema(
metrics=[Metric(name="cost"),
Metric(name="revenue")],
dimensions=[
Dimension(name="category"),
Dimension(name="city")
],
),
ingestion_settings="2019-10-01T00:00:00Z",
)
def test_create_data_feed_from_sql_server(self):
data_feed_name = self.create_random_name("testfeed")
try:
data_feed = self.admin_client.create_data_feed(
name=data_feed_name,
source=SQLServerDataFeed(
connection_string=self.sql_server_connection_string,
query=u"select * from adsample2 where Timestamp = @StartTime"
),
granularity=DataFeedGranularity(
granularity_type="Daily",
),
schema=DataFeedSchema(
metrics=[
Metric(name="cost", display_name="display cost", description="the cost"),
Metric(name="revenue", display_name="display revenue", description="the revenue")
],
dimensions=[
Dimension(name="category", display_name="display category"),
Dimension(name="city", display_name="display city")
],
timestamp_column="Timestamp"
),
ingestion_settings=DataFeedIngestionSettings(
ingestion_begin_time=datetime.datetime(2019, 10, 1),
data_source_request_concurrency=0,
ingestion_retry_delay=-1,
ingestion_start_offset=-1,
stop_retry_after=-1,
),
options=DataFeedOptions(
admins=["*****@*****.**"],
data_feed_description="my first data feed",
missing_data_point_fill_settings=DataFeedMissingDataPointFillSettings(
fill_type="SmartFilling"
),
rollup_settings=DataFeedRollupSettings(
rollup_type="NoRollup",
rollup_method="None",
),
viewers=["viewers"],
access_mode="Private",
action_link_template="action link template"
)
)
self.assertIsNotNone(data_feed.id)
self.assertIsNotNone(data_feed.created_time)
self.assertIsNotNone(data_feed.name)
self.assertEqual(data_feed.source.data_source_type, "SqlServer")
self.assertIsNotNone(data_feed.source.connection_string)
self.assertIsNotNone(data_feed.source.query)
self.assertEqual(data_feed.granularity.granularity_type, "Daily")
self.assertEqual(data_feed.granularity.custom_granularity_value, None)
self.assertEqual(data_feed.schema.metrics[0].name, "cost")
self.assertEqual(data_feed.schema.metrics[1].name, "revenue")
self.assertEqual(data_feed.schema.metrics[0].display_name, "display cost")
self.assertEqual(data_feed.schema.metrics[1].display_name, "display revenue")
self.assertEqual(data_feed.schema.metrics[0].description, "the cost")
self.assertEqual(data_feed.schema.metrics[1].description, "the revenue")
self.assertEqual(data_feed.schema.dimensions[0].name, "category")
self.assertEqual(data_feed.schema.dimensions[1].name, "city")
self.assertEqual(data_feed.schema.dimensions[0].display_name, "display category")
self.assertEqual(data_feed.schema.dimensions[1].display_name, "display city")
self.assertEqual(data_feed.ingestion_settings.ingestion_begin_time,
datetime.datetime(2019, 10, 1, tzinfo=tzutc()))
self.assertEqual(data_feed.ingestion_settings.data_source_request_concurrency, 0)
self.assertEqual(data_feed.ingestion_settings.ingestion_retry_delay, -1)
self.assertEqual(data_feed.ingestion_settings.ingestion_start_offset, -1)
self.assertEqual(data_feed.ingestion_settings.stop_retry_after, -1)
self.assertIn("*****@*****.**", data_feed.options.admins)
self.assertEqual(data_feed.options.data_feed_description, "my first data feed")
self.assertEqual(data_feed.options.missing_data_point_fill_settings.fill_type, "SmartFilling")
self.assertEqual(data_feed.options.rollup_settings.rollup_type, "NoRollup")
self.assertEqual(data_feed.options.rollup_settings.rollup_method, "None")
self.assertEqual(data_feed.options.viewers, ["viewers"])
self.assertEqual(data_feed.options.access_mode, "Private")
self.assertEqual(data_feed.options.action_link_template, "action link template")
self.assertEqual(data_feed.status, "Active")
self.assertTrue(data_feed.is_admin)
self.assertIsNotNone(data_feed.metric_ids)
finally:
self.admin_client.delete_data_feed(data_feed.id)
with self.assertRaises(ResourceNotFoundError):
self.admin_client.get_data_feed(data_feed.id)