Merge branch 'develop' into wwr

unify_api/modules/elec_charge/dao/elec_charge_dao.py

@@ -19,7 +19,7 @@ async def point_day_power_dao(cid, start, end):
     ORDER BY pp.create_time
     """
     async with MysqlUtil() as conn:
-        data = await conn.fetchall(sql, args=(cid, ))
+        data = await conn.fetchall(sql, args=(cid,))
     return data
 
 
@@ -31,7 +31,7 @@ async def get_total_kwh_dao(cid, start, end):
         and pp.create_time<='{end}' and m.demolished=0
         """
     async with MysqlUtil() as conn:
-        total_kwh = await conn.fetchone(sql, args=(cid, ))
+        total_kwh = await conn.fetchone(sql, args=(cid,))
     return total_kwh
 
 
@@ -40,7 +40,7 @@ async def get_kwh_charge(table_name, name, value, start, end):
           f"FROM {table_name} where create_time>='{start}' and " \
           f"create_time<='{end}' and {name} = %s"
     async with MysqlUtil() as conn:
-        datas = await conn.fetchone(sql, args=(value, ))
+        datas = await conn.fetchone(sql, args=(value,))
     return datas
 
 
@@ -73,7 +73,7 @@ async def query_charge_aggs(date_start, date_end, cid_list):
     """
     start_es = convert_es_str(date_start)
     end_es = convert_es_str(date_end)
-
+    
     query_body = {
         "size": 0,
         "query": {
@@ -138,132 +138,46 @@ async def power_charge_p_aggs(date_start, date_end, cid_list, interval):
     """
     date_histogram,
     """
-    start_es = convert_es_str(date_start)
-    end_es = convert_es_str(date_end)
-
-    query_body = {
-        "size": 0,
-        "query": {
-            "bool": {
-                "must": [
-                    {
-                        "terms": {
-                            "cid": cid_list
-                        }
-                    },
-                    {
-                        "range": {
-                            "quarter_time": {
-                                "gte": start_es,
-                                "lte": end_es
-                            }
-                        }
-                    }
-                ]
-            }
-        },
-        "aggs": {
-            "quarter_time": {
-                "date_histogram": {
-                    "field": "quarter_time",
-                    "interval": interval,
-                    "time_zone": "+08:00",
-                    "format": "yyyy-MM-dd HH:mm:ss"
-                },
-                "aggs": {
-                    "kwh": {
-                        "sum": {
-                            "field": "kwh"
-                        }
-                    },
-                    "charge": {
-                        "sum": {
-                            "field": "charge"
-                        }
-                    },
-                    "p": {
-                        "sum": {
-                            "field": "p"
-                        }
-                    }
-                }
-            }
-        }
-    }
-    log.info(query_body)
-    async with EsUtil() as es:
-        es_re = await es.search_origin(body=query_body, index=index)
-    return es_re["aggregations"]["quarter_time"]["buckets"]
+    if interval == "hour":
+        time_fmt = "%%Y-%%m-%%d %%H"
+    elif interval == "day":
+        time_fmt = "%%Y-%%m-%%d"
+    else:
+        time_fmt = "%%Y-%%m-%%d %%H:%%i"
+    sql = f"""
+        select date_format(create_time,"{time_fmt}") as create_time,sum(kwh)
+        kwh,sum(charge) charge,sum(p) p
+        from company_15min_power
+        where cid in %s and create_time >= %s and create_time <= %s
+        group by date_format(create_time,"{time_fmt}")
+    """
+    async with MysqlUtil() as conn:
+        results = await conn.fetchall(sql,
+                                      args=(cid_list, date_start, date_end))
+    return results or []
 
 
 async def power_charge_p_cid_aggs(date_start, date_end, cid_list, interval):
     """
     excel下载, 按照cid,date_histogram两次聚合,求电量电费
     """
-    start_es = convert_es_str(date_start)
-    end_es = convert_es_str(date_end)
-
-    query_body = {
-        "size": 0,
-        "query": {
-            "bool": {
-                "must": [
-                    {
-                        "terms": {
-                            "cid": cid_list
-                        }
-                    },
-                    {
-                        "range": {
-                            "quarter_time": {
-                                "gte": start_es,
-                                "lte": end_es
-                            }
-                        }
-                    }
-                ]
-            }
-        },
-        "aggs": {
-            "cids": {
-                "terms": {
-                    "field": "cid",
-                    "size": 1000
-                },
-                "aggs": {
-                    "quarter_time": {
-                        "date_histogram": {
-                            "field": "quarter_time",
-                            "interval": interval,
-                            "time_zone": "+08:00",
-                            "format": "yyyy-MM-dd HH:mm:ss"
-                        },
-                        "aggs": {
-                            "kwh": {
-                                "sum": {
-                                    "field": "kwh"
-                                }
-                            },
-                            "charge": {
-                                "sum": {
-                                    "field": "charge"
-                                }
-                            },
-                            "p": {
-                                "sum": {
-                                    "field": "p"
-                                }
-                            }
-                        }
-                    }
-                }
-            }
-        }
-    }
-    log.info(query_body)
-    async with EsUtil() as es:
-        es_re = await es.search_origin(body=query_body, index=index)
-    return es_re["aggregations"]["cids"]["buckets"]
+    if interval == "hour":
+        time_fmt = "%%Y-%%m-%%d %%H"
+    elif interval == "day":
+        time_fmt = "%%Y-%%m-%%d"
+    else:
+        time_fmt = "%%Y-%%m-%%d %%H:%%i"
+    sql = f"""
+        select cid,date_format(create_time,"{time_fmt}") as create_time,
+        sum(kwh) kwh,sum(charge) charge,sum(p) p
+        from company_15min_power
+        where cid in %s and create_time >= %s and create_time <= %s
+        group by cid,date_format(create_time,"{time_fmt}")
+    """
+    async with MysqlUtil() as conn:
+        results = await conn.fetchall(sql,
+                                      args=(cid_list, date_start, date_end))
+    return results or []
 
 
 async def query_charge_aggs_points(date_start, date_end, point_list):
@@ -293,7 +207,7 @@ async def query_charge_aggs_points(date_start, date_end, point_list):
     """
     start_es = convert_es_str(date_start)
     end_es = convert_es_str(date_end)
-
+    
     query_body = {
         "size": 0,
         "query": {
@@ -348,7 +262,7 @@ async def query_charge_aggs_points_new15(start, end, point_list):
           f"where pid in %s and create_time BETWEEN '{start}' and '{end}' " \
           f"GROUP BY pid"
     async with MysqlUtil() as conn:
-        datas = await conn.fetchall(sql, args=(point_list, ))
+        datas = await conn.fetchall(sql, args=(point_list,))
     return datas
 
 
@@ -356,7 +270,7 @@ async def histogram_aggs_points(date_start, date_end, point_list, interval):
     """date_histogram"""
     start_es = convert_es_str(date_start)
     end_es = convert_es_str(date_end)
-
+    
     query_body = {
         "size": 0,
         "query": {
@@ -418,7 +332,7 @@ async def power_charge_p_point_aggs(date_start, date_end, pid_list, interval):
     """
     start_es = convert_es_str(date_start)
     end_es = convert_es_str(date_end)
-
+    
     query_body = {
         "size": 0,
         "query": {
@@ -495,7 +409,6 @@ async def point_aggs_kwh(point_list, start=None, end=None):
     return data
 
 
-
 async def point_aggs_kwh_new15(point_list, start=None, end=None):
     """1.5版本根据pid,求电量电费"""
     if start and end:
@@ -506,7 +419,7 @@ async def point_aggs_kwh_new15(point_list, start=None, end=None):
         sql = "SELECT sum(kwh) kwh,sum(charge) charge FROM point_15min_power" \
               " where pid in %s"
     async with MysqlUtil() as conn:
-        data = await conn.fetchone(sql, args=(point_list, ))
+        data = await conn.fetchone(sql, args=(point_list,))
     return data
 
 
@@ -516,7 +429,7 @@ async def extended_bounds_agg(date_start, date_end, cid_list, interval):
     """
     start_es = convert_es_str(date_start)
     end_es = convert_es_str(date_end)
-
+    
     query_body = {
         "size": 0,
         "query": {

unify_api/modules/elec_charge/procedures/elec_charge_pds.py

@@ -217,7 +217,7 @@ async def power_aggs_cid_proxy(start, end, cid_list, date_type):
     for info in es_re_this:
         cid = info.get("key")
         cid_name = com_dic[cid]["shortname"]
-
+        
         kwh = round_2(info.get("kwh")["value"])
         if kwh == 0:
             continue
@@ -229,9 +229,10 @@ async def power_aggs_cid_proxy(start, end, cid_list, date_type):
                 continue
         except Exception as e:
             log.error(e)
-            log.info(f"本次有电量数据, 上周期没有电量数据, cid:{cid}, start:{start}, end:{end}")
+            log.info(
+                f"本次有电量数据, 上周期没有电量数据, cid:{cid}, start:{start}, end:{end}")
             continue
-
+        
         charge = round_2(info.get("charge")["value"])
         try:
             charge_last = es_re_last_dic[cid]["charge"]["value"]
@@ -241,7 +242,8 @@ async def power_aggs_cid_proxy(start, end, cid_list, date_type):
         except Exception as e:
             log.error(e)
             log.info("本次有数据, 上周期没有数据")
-            log.info(f"本次有电费数据, 上周期没有电费数据, cid:{cid}, start:{start}, end:{end}")
+            log.info(
+                f"本次有电费数据, 上周期没有电费数据, cid:{cid}, start:{start}, end:{end}")
             continue
         price = round_2(charge / kwh)
         price_last = round_2(charge_last / kwh_last)

unify_api/modules/elec_charge/procedures/elec_statis_proxy_pds.py

@@ -113,11 +113,11 @@ def by_slots(slots, es_re_dic):
     for slot in slots:
         if slot in es_re_dic:
             # 1.每个时间点,电量信息
-            kwh_value = round_2(es_re_dic[slot].get("kwh").get("value"))
+            kwh_value = round_2(es_re_dic[slot].get("kwh"))
             # 2.每个时间点,电费信息
-            charge_value = round_2(es_re_dic[slot].get("charge").get("value"))
+            charge_value = round_2(es_re_dic[slot].get("charge"))
             # 3. 功率
-            p_value = round_2(es_re_dic[slot].get("p").get("value"))
+            p_value = round_2(es_re_dic[slot].get("p"))
             # 4. 电价
             try:
                 price_value = round_2(charge_value / kwh_value)
@@ -141,16 +141,18 @@ async def power_charge_p_proxy(cid_list, start, end, date_type, interval):
         # 1. 96个点数据
         slots_96 = SLOTS_15MIN
         es_re_96 = await power_charge_p_aggs(start, end, cid_list, "15m")
-        es_re_96_dic = es_process(es_re_96, fmat="HH:mm")  # 为了es结果和slots对应
+        es_re_96_dic = es_process(es_re_96, fmat="HH:mm",
+                                  time_key="create_time")  # 为了es结果和slots对应
         kwh_24, charge_24, p_24, price_24 = by_slots(slots_96, es_re_96_dic)
         # 96个点,工厂电量电费
-
+        
         # 2. 24个点数据
         slots_24 = SLOTS[date_type]
         es_re_24 = await power_charge_p_aggs(start, end, cid_list, "hour")
-        es_re_24_dic = es_process(es_re_24, fmat="HH:mm")  # 为了es结果和slots对应
+        es_re_24_dic = es_process(es_re_24, fmat="HH:mm",
+                                  time_key="create_time")  # 为了es结果和slots对应
         kwh_24, charge_24, p_24, price_24 = by_slots(slots_24, es_re_24_dic)
-
+    
     # elif date_type == "month":
     #     intervel, slots = time_pick_transf(start, end)
     #     es_re = es_process(es_re, fmat="MM-DD")  # 为了es结果和slots对应

unify_api/modules/elec_charge/service/elec_charge_service.py

+import pendulum
+
 from unify_api.constants import POINT_LEVEL_MAP
 from unify_api.modules.common.components.common_cps import LevelResp
 from unify_api.modules.common.procedures.points import points_by_storeys
@@ -6,6 +8,8 @@ from unify_api.modules.elec_charge.dao.elec_charge_dao import \
     query_charge_aggs_points, query_charge_aggs_points_new15
 from unify_api.modules.electric.dao.electric_dao import \
     monitor_point_join_by_points
+from unify_api.modules.home_page.procedures.count_info_pds import current_load, \
+    current_load_new15
 from unify_api.utils.common_utils import round_2, division_two
 
 
@@ -86,11 +90,11 @@ async def kwh_card_level_service(cid, point_list, start, end):
             kwh = round_2(es_res[point_id]["kwh"])
             charge = round_2(es_res[point_id]["charge"])
             price = round_2(division_two(charge, kwh))
-
+            
             res_dic["kwh"] = kwh
             res_dic["charge"] = charge
             res_dic["price"] = price
-
+        
         ret_data[m_type].append(res_dic)
     return LevelResp(
         inline=ret_data["inline"],
@@ -101,4 +105,11 @@ async def kwh_card_level_service(cid, point_list, start, end):
     )
 
 
-
+async def load_info_service(cid_list):
+    # 实时负荷
+    cur_load = await current_load_new15(cid_list)
+    yesterday_dt = pendulum.now(tz="Asia/Shanghai").subtract(days=1)
+    yes_load = await current_load_new15(cid_list, yesterday_dt)
+    load_percent = round((cur_load - yes_load) / yes_load,
+                         2) if cur_load and yes_load else ""
+    return cur_load, yes_load, load_percent

unify_api/modules/elec_charge/views/elec_charge.py

@@ -16,14 +16,16 @@ from unify_api.modules.elec_charge.components.elec_charge_cps import \
     power_overview_example, PricePolicyReq, PricePolicyResp, \
     PricePolicy, AverPriceReq, PowerViewRes, Spvf, AverPriceResp, ChargeKwh, \
     IndexChargeReq, IndexChargeResp, PopReq, PopResp, MtpResp, PspResp, \
-    IpspResp, KpReq, KpResp, KclReq, ProductProxyReq
+    IpspResp, KpReq, KpResp, KclReq, ProductProxyReq, LoadInfoReq, LoadInfoResp
 from unify_api.modules.elec_charge.dao.elec_charge_dao import \
     query_charge_aggs_points, get_kwh_charge, query_charge_aggs_points_new15
 from unify_api.modules.elec_charge.procedures.elec_charge_pds import \
-    quarters_trans, power_overview_proxy, total_value, power_aggs_cid_proxy_new15, \
+    quarters_trans, power_overview_proxy, total_value, \
+    power_aggs_cid_proxy_new15, \
     power_index_cid_proxy_new15, power_overview_proxy15
 from unify_api.modules.elec_charge.service.elec_charge_service import \
-    kwh_points_service, kwh_card_level_service
+    kwh_points_service, kwh_card_level_service, load_info_service
+from unify_api.modules.users.procedures.jwt_user import jwt_user
 from unify_api.utils.common_utils import round_2, round_4, NumListHelper
 from unify_api.utils.es_query_body import agg_statistics
 from unify_api.utils.request_util import filed_value_from_list
@@ -289,7 +291,7 @@ async def post_power_overview_proxy(req, body: PopReq) -> PopResp:
     proxy_id = body.proxy_id
     host = req.host
     product = PRODUCT.get(host)
-    user_id = req.ctx.user_id
+    user_id = jwt_user(req)
     # 全部工厂
     if not cid_list:
         log.info(f"power_overview_proxy根据用户userId:{user_id} "
@@ -314,13 +316,14 @@ async def post_power_overview_proxy(req, body: PopReq) -> PopResp:
     # 获取上一周期开始结束时间
     start_last, end_last = last_time_str(start, end, date_type)
     power, charge = await power_overview_proxy15(start, end, cid_list)
-    power_last, charge_last = await power_overview_proxy15(start_last, end_last,
-                                                         cid_list)
+    power_last, charge_last = await power_overview_proxy15(start_last,
+                                                           end_last,
+                                                           cid_list)
     if not all([power, charge, power_last, charge_last]):
         return PopResp(power=Spvf(), charge=Spvf())
     total_power = total_value(power)
     total_charge = total_value(charge)
-
+    
     total_power_last = total_value(power_last)
     total_charge_last = total_value(charge_last)
     # 增长率
@@ -351,7 +354,7 @@ async def post_month_today_proxy(req, body: ProductProxyReq) -> MtpResp:
     # 1. 获取参数
     host = req.host
     product = PRODUCT.get(host)
-    user_id = req.ctx.user_id
+    user_id = jwt_user(req)
     # cid_list = await get_cids(user_id, product)
     proxy_id = body.proxy_id
     cid_list = await get_proxy_cids(user_id, product, proxy_id) \
@@ -364,7 +367,7 @@ async def post_month_today_proxy(req, body: ProductProxyReq) -> MtpResp:
     today_start, today_end, month_start, month_end = today_month_date()
     # 2. 本月/上月数据
     last_month_start, last_month_end = last_time_str(month_start, month_end,
-                                                     "month")
+                                                     "month", True)
     this_month_p, this_month_charge = await power_overview_proxy15(
         month_start, month_end, cid_list)
     last_month_p, last_month_charge = await power_overview_proxy15(
@@ -541,3 +544,31 @@ async def post_kwh_card_level(req, body: KclReq) -> LevelResp:
     start = body.start
     end = body.end
     return await kwh_card_level_service(cid, point_list, start, end)
+
+
+@summary("获取知电管理版首页负荷信息")
+async def post_load_info(request, body: LoadInfoReq) -> LoadInfoResp:
+    # 1. 获取company_id
+    # 1. 获取参数
+    product = PRODUCT.get(request.host)
+    user_id = jwt_user(request)
+    proxy_id = body.proxy_id
+    cid_list = await get_proxy_cids(user_id, product, proxy_id) \
+        if proxy_id else None
+    # 全部工厂
+    if not cid_list:
+        log.info(f"未查询到工厂, userId:{user_id} product:{product}")
+        return LoadInfoResp()
+    try:
+        # 实时负荷,昨日同时负荷,对比昨日
+        current_load, yesterday_load, load_percent = await load_info_service(
+            cid_list)
+    except Exception as e:
+        log.exception(e)
+        return LoadInfoResp().server_error()
+    
+    return LoadInfoResp(
+        current_load=current_load,
+        yesterday_load=yesterday_load,
+        load_percent=load_percent
+    )

unify_api/modules/electric/dao/electric_dao.py

@@ -5,7 +5,7 @@ async def monitor_point_join_by_points(points):
     """monitor和point关联"""
     sql = "SELECT m.mtid,p.ctnum,m.name, m.m_type, p.pid,p.cid " \
           "FROM monitor m inner join point p on m.mtid = p.mtid " \
-          "WHERE p.pid in %s and m.demolished = 0 order by field(p.pid,{})".\
+          "WHERE p.pid in %s and m.demolished = 0 order by field(p.pid,{})". \
         format(str(points).replace("[", "").replace("]", ""))
     async with MysqlUtil() as conn:
         monitor_point_list = await conn.fetchall(sql, args=(tuple(points),))
@@ -26,7 +26,7 @@ async def get_electric_datas_dao(table_name, pid, start, end):
     sql = f"SELECT * FROM {table_name} where pid=%s and create_time " \
           f"BETWEEN '{start}' and '{end}' ORDER BY create_time desc"
     async with MysqlUtil() as conn:
-        electric_datas = await conn.fetchall(sql, args=(pid, ))
+        electric_datas = await conn.fetchall(sql, args=(pid,))
     return electric_datas
 
 
@@ -35,7 +35,7 @@ async def get_qual_history_dao(table_name, pid, start, end, date_format):
           f"p.* FROM {table_name} p where p.pid=%s and p.create_time " \
           f"BETWEEN '{start}' and '{end}' order by p.create_time"
     async with MysqlUtil() as conn:
-        datas = await conn.fetchall(sql, args=(pid, ))
+        datas = await conn.fetchall(sql, args=(pid,))
     return datas
 
 
@@ -51,6 +51,12 @@ async def get_elec_history_dao(table_name, pid, start, end, date_format):
 
 
 async def get_elec_mtid_sid_by_cid(cid):
+    if isinstance(cid, tuple):
+        cid_tuple = cid
+    elif isinstance(cid, list):
+        cid_tuple = tuple(cid)
+    else:
+        cid_tuple = (cid,)
     sql = (
         f"""
         SELECT
@@ -59,9 +65,9 @@ async def get_elec_mtid_sid_by_cid(cid):
         FROM
             monitor
         WHERE
-            cid = {cid};
+            cid in %s;
         """
     )
     async with MysqlUtil() as conn:
-        datas = await conn.fetchall(sql)
+        datas = await conn.fetchall(sql, args=(cid_tuple,))
     return datas if datas else []

unify_api/modules/load_analysis/dao/load_forecast_dao.py

 from pot_libs.mysql_util.mysql_util import MysqlUtil
 
 
-async def get_kwh_p_dao(table_name, terms, start, end):
-    sql = f"SELECT create_time,kwh,p FROM {table_name} WHERE cid in %s " \
-          f"and create_time BETWEEN '{start}' and '{end}'"
+async def get_kwh_p_dao(terms, start_time, end_time,
+                        table_name="company_15min_power",
+                        time_fmt="%%Y-%%m-%%d"):
+    """
+    负荷实际数据
+    :param terms:
+    :param start_time:
+    :param end_time:
+    :param table_name:
+    :param time_fmt:
+    :return:
+    """
+    
+    sql = f"""
+        select p,kwh,DATE_FORMAT(create_time,"{time_fmt}") as cal_time
+        from {table_name} where cid in %s and create_time >= %s
+        and create_time <= %s
+    """
     async with MysqlUtil() as conn:
-        datas = await conn.fetchall(sql, args=(terms, ))
-    return datas
+        result = await conn.fetchall(sql, args=(terms, start_time, end_time))
+    return result or []
 
 
-async def get_pred_p_dao(terms, start, end):
-    sql = f"SELECT create_time,p FROM company_day_ahead_predict " \
-          f"WHERE cid in %s and create_time BETWEEN '{start}' and '{end}'"
+async def get_pred_p_dao(terms, start_time, end_time,
+                         time_fmt="%%Y-%%m-%%d"):
+    """
+    负荷预测数据
+    :param terms:
+    :param start_time:
+    :param end_time:
+    :param time_fmt:
+    :return:
+    """
+    sql = f"""
+        select avg(p) p ,count(*) p_count,DATE_FORMAT(create_time,
+        "{time_fmt}") as cal_time
+        from company_day_ahead_predict
+        where cid in %s and create_time >= %s  and create_time <= %s
+        group by cal_time
+    """
     async with MysqlUtil() as conn:
-        datas = await conn.fetchall(sql, args=(terms,))
-    return datas
+        result = await conn.fetchall(sql, args=(terms, start_time, end_time))
+    return result or []
\ No newline at end of file

unify_api/modules/load_analysis/views/load_forecast.py

@@ -5,6 +5,7 @@ from unify_api.modules.load_analysis.components.load_forecast_cps import (
 )
 from unify_api.modules.load_analysis.service.load_forecast_service import \
     load_forecast_service, load_forecast_service_new15
+from unify_api.utils.time_format import time_pick_transf_new
 
 
 @summary("负荷预测")
@@ -17,4 +18,8 @@ async def post_load_forecast(req, body: ForecastReq) -> ForecastResp:
     # 管理版本多个工厂的情况, 兼容能力最强的参数cids， 保留旧有的cid:
     cids = body.cids
     # return await load_forecast_service(cid, cids, start, end)
-    return await load_forecast_service_new15(cid, cids, start, end)
+    terms = cids if cids else [cid]
+    # 获取时间差
+    interval, slots = time_pick_transf_new(start, end)
+    return await load_forecast_service_new15(terms, start, end,
+                                             interval, slots)

unify_api/utils/time_format.py

@@ -60,6 +60,41 @@ def time_pick_transf(start, end, is_range=0):
     return intervel, slots
 
 
+def time_pick_transf_new(start, end):
+    """获取intervel和slots, 详细显示时间轴信息，新接口都使用这个来获取时间"""
+    start_f = my_pendulum.from_format(start, 'YYYY-MM-DD HH:mm:ss')
+    end_f = my_pendulum.from_format(end, 'YYYY-MM-DD HH:mm:ss')
+    diff = end_f.int_timestamp - start_f.int_timestamp
+    # 1. 计算intervel
+    # 1.1 区间48小时之内, 返回15min
+    if diff <= 48 * 3600:
+        intervel = 15 * 60
+    # 1.2 区间在60天以内, 返回1day
+    elif 48 * 3600 < diff <= 60 * 86400:
+        intervel = 86400
+    # 1.3 选择年, 返回1个月
+    else:
+        intervel = 30 * 86400
+    # 2. 计算slots
+    # 2.1 取到点的个数, 比如15min的96个点
+    slots = []
+    slot_num = round((end_f.int_timestamp - start_f.int_timestamp) / intervel)
+    for i in range(slot_num):
+        # 区间48小时之内
+        if diff <= 48 * 3600:
+            dt = start_f.add(minutes=15 * i).format("YYYY-MM-DD HH:mm")
+            dt_str = str(dt)
+        # 区间在60天以内
+        elif 48 * 3600 < diff <= 60 * 86400:
+            dt = start_f.add(days=1 * i).format("YYYY-MM-DD")
+            dt_str = str(dt)
+        else:
+            dt = start_f.add(months=1 * i).format("YYYY-MM")
+            dt_str = str(dt)
+        slots.append(dt_str)
+    return intervel, slots
+
+
 def power_slots(start, end):
     """电量电费,用电统计,time=range slots计算"""
     start_f = my_pendulum.from_format(start, 'YYYY-MM-DD HH:mm:ss')
@@ -115,6 +150,7 @@ def proxy_power_slots(start, end, date_format="MM-DD", is_duration=False):
         slots.append(dt)
     return slots
 
+
 def day_of_month(start):
     """这个月有几天"""
     start_f = my_pendulum.from_format(start, 'YYYY-MM-DD HH:mm:ss')
@@ -269,7 +305,7 @@ def start_end_date():
 
 def time_str_to_str(date_str, format="HH:mm"):
     """YYYY-MM-DD HH:mm:ss格式转换为format格式"""
-    start_f = my_pendulum.from_format(date_str, 'YYYY-MM-DD HH:mm:ss')
+    start_f = my_pendulum.parse(date_str)
     start_f = start_f.format(format)
     return start_f
 
@@ -311,7 +347,7 @@ def convert_to_es_str(str1, format="YYYY-MM-DD HH:mm:ss"):
     return str(es_date)
 
 
-def last_time_str(start, end, date_type):
+def last_time_str(start, end, date_type, date_end=False):
     """年月日, 获取上一周期时间"""
     if date_type not in ("day", "month", "year"):
         return None
@@ -319,13 +355,22 @@ def last_time_str(start, end, date_type):
     end_f = my_pendulum.from_format(end, 'YYYY-MM-DD HH:mm:ss')
     if date_type == "day":
         start_last = start_f.subtract(days=1)
-        end_last = end_f.subtract(days=1)
+        if date_end:
+            end_last = start_last.end_of(unit=date_type)
+        else:
+            end_last = end_f.subtract(days=1)
     elif date_type == "month":
         start_last = start_f.subtract(months=1)
-        end_last = end_f.subtract(months=1)
+        if date_end:
+            end_last = start_last.end_of(unit=date_type)
+        else:
+            end_last = end_f.subtract(months=1)
     else:
         start_last = start_f.subtract(years=1)
-        end_last = end_f.subtract(years=1)
+        if date_end:
+            end_last = start_last.end_of(unit=date_type)
+        else:
+            end_last = end_f.subtract(years=1)
     return start_last.format("YYYY-MM-DD HH:mm:ss"), end_last.format(
         "YYYY-MM-DD HH:mm:ss")
 
@@ -356,7 +401,7 @@ def get_datetime_str(timestamp):
     '''
     if not timestamp:
         timestamp = time.time()
-
+    
     time_array = time.localtime(timestamp)
     return time.strftime("%Y-%m-%d %H:%M:%S", time_array)
 
@@ -671,7 +716,7 @@ def get_last_3month_start_end(date=None):
     :param dt: datetime obj
     :return:
     """
-
+    
     if not date:
         dt = get_current_date_time()
     else:
@@ -733,7 +778,7 @@ def get_this_year_start_end(date=None):
     :param dt: datetime obj
     :return:
     """
-
+    
     if not date:
         dt = get_current_date_time()
     else:
@@ -749,7 +794,7 @@ def get_last_year_start_end(date=None):
     :param dt: datetime obj
     :return:
     """
-
+    
     if not date:
         dt = get_current_date_time()
     else:
@@ -765,7 +810,7 @@ def get_last_month_start_end(date=None):
     :param dt: datetime obj
     :return:
     """
-
+    
     if not date:
         dt = get_current_date_time()
     else:
@@ -873,7 +918,7 @@ def get_current_start_n_end_dt(date_type, include_end_day=False):
             start_year += 1
             start_month = start_month - 12
         start = datetime.datetime(start_year, start_month, 1)
-
+    
     elif date_type == "season":
         season_number = int((current_dt.month - 1) / 3)
         start = datetime.datetime(current_dt.year, season_number * 3 + 1, 1)
@@ -984,7 +1029,7 @@ def get_previous_slot(slots, date_type, compare_type=None):
             return get_slots_between_date(
                 start - datetime.timedelta(days=days),
                 end - datetime.timedelta(days=days), date_type)
-
+    
     elif date_type == "hour":
         hours = int((end - start).total_seconds() / 3600) + 1
         return get_slots_between_date(start - datetime.timedelta(hours=hours),
@@ -1032,8 +1077,8 @@ def get_slots_between_date(start, end, interval_type, growth_type=None):
             while start <= end:
                 date_dts.append([start, start + datetime.timedelta(days=1)])
                 start += datetime.timedelta(days=1)
-
-
+    
+    
     elif interval_type == "month":
         start_months = start.year * 12 + start.month
         end_months = end.year * 12 + end.month
@@ -1145,7 +1190,7 @@ def deco_convert_date_to_dt(f):
             if kwarg in kwargs and kwargs[kwarg]:
                 kwargs[kwarg] = convert_to_dt(kwargs[kwarg])
         return f(*args, **kwargs)
-
+    
     return deco
 
 
@@ -1432,7 +1477,7 @@ def get_time_duration_by_str(duration_str):
     days = int(duration_str / (60 * 60 * 24))
     if days > 0:
         return_str += "%s天" % str(days)
-
+    
     hours = int(duration_str % (60 * 60 * 24) / (60 * 60))
     if hours > 0:
         return_str += "%s时" % str(hours)