superset pinot 源码
superset pinot 代码
文件路径:/superset/db_engine_specs/pinot.py
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
from typing import Dict, Optional
from sqlalchemy.sql.expression import ColumnClause
from superset.db_engine_specs.base import BaseEngineSpec, TimestampExpression
class PinotEngineSpec(BaseEngineSpec): # pylint: disable=abstract-method
engine = "pinot"
engine_name = "Apache Pinot"
allows_subqueries = False
allows_joins = False
allows_alias_in_select = False
allows_alias_in_orderby = False
# Pinot does its own conversion below
_time_grain_expressions: Dict[Optional[str], str] = {
"PT1S": "1:SECONDS",
"PT1M": "1:MINUTES",
"PT5M": "5:MINUTES",
"PT10M": "10:MINUTES",
"PT15M": "15:MINUTES",
"PT30M": "30:MINUTES",
"PT1H": "1:HOURS",
"P1D": "1:DAYS",
"P1W": "week",
"P1M": "month",
"P3MY": "quarter",
"P1Y": "year",
}
_python_to_java_time_patterns: Dict[str, str] = {
"%Y": "yyyy",
"%m": "MM",
"%d": "dd",
"%H": "HH",
"%M": "mm",
"%S": "ss",
}
_use_date_trunc_function: Dict[str, bool] = {
"PT1S": False,
"PT1M": False,
"PT5M": False,
"PT10M": False,
"PT15M": False,
"PT30M": False,
"PT1H": False,
"P1D": False,
"P1W": True,
"P1M": True,
"P3M": True,
"P1Y": True,
}
@classmethod
def get_timestamp_expr(
cls,
col: ColumnClause,
pdf: Optional[str],
time_grain: Optional[str],
) -> TimestampExpression:
if not pdf:
raise NotImplementedError(f"Empty date format for '{col}'")
is_epoch = pdf in ("epoch_s", "epoch_ms")
# The DATETIMECONVERT pinot udf is documented at
# Per https://github.com/apache/incubator-pinot/wiki/dateTimeConvert-UDF
# We are not really converting any time units, just bucketing them.
tf = ""
java_date_format = ""
if not is_epoch:
java_date_format = pdf
for (
python_pattern,
java_pattern,
) in cls._python_to_java_time_patterns.items():
java_date_format = java_date_format.replace(
python_pattern, java_pattern
)
tf = f"1:SECONDS:SIMPLE_DATE_FORMAT:{java_date_format}"
else:
seconds_or_ms = "MILLISECONDS" if pdf == "epoch_ms" else "SECONDS"
tf = f"1:{seconds_or_ms}:EPOCH"
if time_grain:
granularity = cls.get_time_grain_expressions().get(time_grain)
if not granularity:
raise NotImplementedError(f"No pinot grain spec for '{time_grain}'")
else:
return TimestampExpression("{{col}}", col)
# In pinot the output is a string since there is no timestamp column like pg
if cls._use_date_trunc_function.get(time_grain):
if is_epoch:
time_expr = f"DATETRUNC('{granularity}', {{col}}, '{seconds_or_ms}')"
else:
time_expr = (
f"ToDateTime(DATETRUNC('{granularity}', "
+ f"FromDateTime({{col}}, '{java_date_format}'), "
+ f"'MILLISECONDS'), '{java_date_format}')"
)
else:
time_expr = f"DATETIMECONVERT({{col}}, '{tf}', '{tf}', '{granularity}')"
return TimestampExpression(time_expr, col)
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