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Update data_loader.py - timestamp+id (#1572)
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parent
47b0630e88
commit
14e159fa67
@ -1,6 +1,7 @@
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import logging
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import logging
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from decimal import Decimal
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from decimal import Decimal
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from typing import List
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from typing import List
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import datetime
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from dbgpt._private.config import Config
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from dbgpt._private.config import Config
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from dbgpt.app.scene.chat_dashboard.data_preparation.report_schma import ValueItem
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from dbgpt.app.scene.chat_dashboard.data_preparation.report_schma import ValueItem
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@ -22,7 +23,6 @@ class DashboardDataLoader:
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# try:
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# try:
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values: List[ValueItem] = []
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values: List[ValueItem] = []
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data_map = {}
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data_map = {}
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data_map.update(
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data_map.update(
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{
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{
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f"{field_name}": [row[index] for row in datas]
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f"{field_name}": [row[index] for row in datas]
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@ -31,50 +31,89 @@ class DashboardDataLoader:
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)
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)
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# to Check Whether there are data in it
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# to Check Whether there are data in it
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if len(datas) != 0:
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if len(datas) != 0:
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# find the first string column
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# try to find string index
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str_index = next(
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string_index = next(
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(
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(
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index
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index
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for index, value in enumerate(datas[0])
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for index, value in enumerate(datas[0])
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if isinstance(value, str)
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if isinstance(value, str)
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),
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),
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1,
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-1,
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)
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)
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if type(datas[0][str_index]) == str:
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tempFieldName = field_names[:str_index]
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# try to find datetime index
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tempFieldName.extend(field_names[str_index + 1 :])
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datetime_index = next(
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for field_name in tempFieldName:
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(
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index
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for index, value in enumerate(datas[0])
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if isinstance(value, (datetime.date, datetime.datetime))
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),
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-1,
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)
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# on the other aspect the primary key including "id"
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id_index = next(
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(index for index, value in enumerate(field_names) if "id" in value), -1
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)
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# while there are no datetime and there are no string
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if string_index == -1 and datetime_index == -1 and id_index == -1:
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# ignore Null Value in the data
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result = [
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sum(values for values in data if values is not None)
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for data in zip(*datas)
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]
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for index, field_name in enumerate(field_names):
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value_item = ValueItem(
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name=field_name,
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type=f"{field_name}_amount",
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value=str(result[index]),
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)
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values.append(value_item)
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# there are string index (or/and) datetime; first choose string->datetime->id
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else:
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# triple judge index
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primary_index = (
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string_index
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if string_index != -1
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else (datetime_index if datetime_index != -1 else id_index)
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)
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temp_field_name = field_names[:primary_index]
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temp_field_name.extend(field_names[primary_index + 1 :])
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for field_name in temp_field_name:
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for data in datas:
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for data in datas:
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# None Data won't be ok for the chart
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# None Data won't be ok for the chart
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if not any(item is None for item in data):
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if not any(item is None for item in data):
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value_item = ValueItem(
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value_item = ValueItem(
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name=data[str_index],
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name=str(data[primary_index]),
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type=field_name,
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type=field_name,
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value=str(data[field_names.index(field_name)]),
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value=str(data[field_names.index(field_name)])
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if not isinstance(
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type(data[field_names.index(field_name)]),
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(datetime.datetime, datetime.date),
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)
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else str(
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data[field_names.index(field_name)].strftime(
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"%Y%m%d"
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)
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),
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)
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)
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values.append(value_item)
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values.append(value_item)
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# handle None Data as "0" for number and "19700101" for datetime
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else:
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else:
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value_item = ValueItem(
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value_item = ValueItem(
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name=data[str_index],
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name=data[string_index],
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type=field_name,
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type=field_name,
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value="0",
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value="0"
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if not isinstance(
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type(data[field_names.index(field_name)]),
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(datetime.datetime, datetime.date),
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)
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else "19700101",
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)
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)
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values.append(value_item)
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values.append(value_item)
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else:
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result = [sum(values) for values in zip(*datas)]
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for index, field_name in enumerate(field_names):
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value_item = ValueItem(
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name=field_name,
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type=f"{field_name}_count",
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value=str(result[index]),
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)
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values.append(value_item)
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return field_names, values
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return field_names, values
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else:
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return field_names, [
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ValueItem(name=f"{field_name}", type=f"{field_name}", value="0")
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for index, field_name in enumerate(field_names)
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]
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def get_chart_values_by_db(self, db_name: str, chart_sql: str):
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def get_chart_values_by_db(self, db_name: str, chart_sql: str):
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logger.info(f"get_chart_values_by_db:{db_name},{chart_sql}")
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logger.info(f"get_chart_values_by_db:{db_name},{chart_sql}")
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