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import copy
from typing import Any, Dict, List
from superset.utils.core import AnnotationType, DTTM_ALIAS, TimeRangeEndpoint
from tests.integration_tests.base_tests import SupersetTestCase
query_birth_names = {
"extras": {
"where": "",
"time_range_endpoints": (
TimeRangeEndpoint.INCLUSIVE,
TimeRangeEndpoint.EXCLUSIVE,
),
"time_grain_sqla": "P1D",
},
"columns": ["name"],
"metrics": [{"label": "sum__num"}],
"orderby": [("sum__num", False)],
"row_limit": 100,
"granularity": "ds",
"time_range": "100 years ago : now",
"timeseries_limit": 0,
"timeseries_limit_metric": None,
"order_desc": True,
"filters": [
{"col": "gender", "op": "==", "val": "boy"},
{"col": "num", "op": "IS NOT NULL"},
{"col": "name", "op": "NOT IN", "val": ["<NULL>", '"abc"']},
],
"having": "",
"having_filters": [],
"where": "",
}
QUERY_OBJECTS: Dict[str, Dict[str, object]] = {
"birth_names": query_birth_names,
# `:suffix` are overrides only
"birth_names:include_time": {"groupby": [DTTM_ALIAS, "name"],},
"birth_names:orderby_dup_alias": {
"metrics": [
{
"expressionType": "SIMPLE",
"column": {"column_name": "num_girls", "type": "BIGINT(20)"},
"aggregate": "SUM",
"label": "num_girls",
},
{
"expressionType": "SIMPLE",
"column": {"column_name": "num_boys", "type": "BIGINT(20)"},
"aggregate": "SUM",
"label": "num_boys",
},
],
"orderby": [
[
{
"expressionType": "SIMPLE",
"column": {"column_name": "num_girls", "type": "BIGINT(20)"},
"aggregate": "SUM",
# the same underlying expression, but different label
"label": "SUM(num_girls)",
},
False,
],
# reference the ambiguous alias in SIMPLE metric
[
{
"expressionType": "SIMPLE",
"column": {"column_name": "num_boys", "type": "BIGINT(20)"},
"aggregate": "AVG",
"label": "AVG(num_boys)",
},
False,
],
# reference the ambiguous alias in CUSTOM SQL metric
[
{
"expressionType": "SQL",
"sqlExpression": "MAX(CASE WHEN num_boys > 0 THEN 1 ELSE 0 END)",
"label": "MAX(CASE WHEN...",
},
True,
],
],
},
"birth_names:only_orderby_has_metric": {"metrics": [],},
}
ANNOTATION_LAYERS = {
AnnotationType.FORMULA: {
"annotationType": "FORMULA",
"color": "#ff7f44",
"hideLine": False,
"name": "my formula",
"opacity": "",
"overrides": {"time_range": None},
"show": True,
"showMarkers": False,
"sourceType": "",
"style": "solid",
"value": "3+x",
"width": 5,
},
AnnotationType.EVENT: {
"name": "my event",
"annotationType": "EVENT",
"sourceType": "NATIVE",
"color": "#e04355",
"opacity": "",
"style": "solid",
"width": 5,
"showMarkers": False,
"hideLine": False,
"value": 1,
"overrides": {"time_range": None},
"show": True,
"titleColumn": "",
"descriptionColumns": [],
"timeColumn": "",
"intervalEndColumn": "",
},
AnnotationType.INTERVAL: {
"name": "my interval",
"annotationType": "INTERVAL",
"sourceType": "NATIVE",
"color": "#e04355",
"opacity": "",
"style": "solid",
"width": 1,
"showMarkers": False,
"hideLine": False,
"value": 1,
"overrides": {"time_range": None},
"show": True,
"titleColumn": "",
"descriptionColumns": [],
"timeColumn": "",
"intervalEndColumn": "",
},
AnnotationType.TIME_SERIES: {
"annotationType": "TIME_SERIES",
"color": None,
"descriptionColumns": [],
"hideLine": False,
"intervalEndColumn": "",
"name": "my line",
"opacity": "",
"overrides": {"time_range": None},
"show": True,
"showMarkers": False,
"sourceType": "line",
"style": "dashed",
"timeColumn": "",
"titleColumn": "",
"value": 837,
"width": 5,
},
}
POSTPROCESSING_OPERATIONS = {
"birth_names": [
{
"operation": "aggregate",
"options": {
"groupby": ["gender"],
"aggregates": {
"q1": {
"operator": "percentile",
"column": "sum__num",
"options": {"q": 25},
},
"median": {"operator": "median", "column": "sum__num",},
},
},
},
{"operation": "sort", "options": {"columns": {"q1": False, "gender": True},},},
]
}
def get_query_object(
query_name: str, add_postprocessing_operations: bool, add_time_offsets: bool,
) -> Dict[str, Any]:
if query_name not in QUERY_OBJECTS:
raise Exception(f"QueryObject fixture not defined for datasource: {query_name}")
obj = QUERY_OBJECTS[query_name]
# apply overrides
if ":" in query_name:
parent_query_name = query_name.split(":")[0]
obj = {
**QUERY_OBJECTS[parent_query_name],
**obj,
}
query_object = copy.deepcopy(obj)
if add_postprocessing_operations:
query_object["post_processing"] = _get_postprocessing_operation(query_name)
if add_time_offsets:
query_object["time_offsets"] = ["1 year ago"]
return query_object
def _get_postprocessing_operation(query_name: str) -> List[Dict[str, Any]]:
if query_name not in QUERY_OBJECTS:
raise Exception(
f"Post-processing fixture not defined for datasource: {query_name}"
)
return copy.deepcopy(POSTPROCESSING_OPERATIONS[query_name])
def get_query_context(
query_name: str,
add_postprocessing_operations: bool = False,
add_time_offsets: bool = False,
) -> Dict[str, Any]:
"""
Create a request payload for retrieving a QueryContext object via the
`api/v1/chart/data` endpoint. By default returns a payload corresponding to one
generated by the "Boy Name Cloud" chart in the examples.
:param query_name: name of an example query, which is always in the format
of `datasource_name[:test_case_name]`, where `:test_case_name` is optional.
:param datasource_id: id of datasource to query.
:param datasource_type: type of datasource to query.
:param add_postprocessing_operations: Add post-processing operations to QueryObject
:param add_time_offsets: Add time offsets to QueryObject(advanced analytics)
:return: Request payload
"""
table_name = query_name.split(":")[0]
table = SupersetTestCase.get_table(name=table_name)
return {
"datasource": {"id": table.id, "type": table.type},
"queries": [
get_query_object(
query_name, add_postprocessing_operations, add_time_offsets,
)
],
}