| 1 |  |  | # | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2 |  |  | # Copyright 2014 Quantopian, Inc. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3 |  |  | # | 
            
                                                                                                            
                            
            
                                    
            
            
                | 4 |  |  | # Licensed under the Apache License, Version 2.0 (the "License"); | 
            
                                                                                                            
                            
            
                                    
            
            
                | 5 |  |  | # you may not use this file except in compliance with the License. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 6 |  |  | # You may obtain a copy of the License at | 
            
                                                                                                            
                            
            
                                    
            
            
                | 7 |  |  | # | 
            
                                                                                                            
                            
            
                                    
            
            
                | 8 |  |  | #     http://www.apache.org/licenses/LICENSE-2.0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 9 |  |  | # | 
            
                                                                                                            
                            
            
                                    
            
            
                | 10 |  |  | # Unless required by applicable law or agreed to in writing, software | 
            
                                                                                                            
                            
            
                                    
            
            
                | 11 |  |  | # distributed under the License is distributed on an "AS IS" BASIS, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 12 |  |  | # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 13 |  |  | # See the License for the specific language governing permissions and | 
            
                                                                                                            
                            
            
                                    
            
            
                | 14 |  |  | # limitations under the License. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 15 |  |  | from abc import ABCMeta, abstractmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 16 |  |  | from collections import namedtuple | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  | import six | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  | import datetime | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  | import pandas as pd | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  | import pytz | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  | from .context_tricks import nop_context | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  | __all__ = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  |     'EventManager', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  |     'Event', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  |     'EventRule', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 30 |  |  |     'StatelessRule', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 31 |  |  |     'ComposedRule', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 32 |  |  |     'Always', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  |     'Never', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 34 |  |  |     'AfterOpen', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  |     'BeforeClose', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  |     'NotHalfDay', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  |     'NthTradingDayOfWeek', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  |     'NDaysBeforeLastTradingDayOfWeek', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  |     'NthTradingDayOfMonth', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  |     'NDaysBeforeLastTradingDayOfMonth', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  |     'StatefulRule', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  |     'OncePerDay', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  |     # Factory API | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |     'DateRuleFactory', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |     'TimeRuleFactory', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |     'date_rules', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |     'time_rules', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |     'make_eventrule', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  | ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  | MAX_MONTH_RANGE = 26 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  | MAX_WEEK_RANGE = 5 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  | def naive_to_utc(ts): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |     Converts a UTC tz-naive timestamp to a tz-aware timestamp. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |     # Drop the nanoseconds field. warn=False suppresses the warning | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |     # that we are losing the nanoseconds; however, this is intended. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |     return pd.Timestamp(ts.to_pydatetime(warn=False), tz='UTC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  | def ensure_utc(time, tz='UTC'): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |     Normalize a time. If the time is tz-naive, assume it is UTC. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |     if not time.tzinfo: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |         time = time.replace(tzinfo=pytz.timezone(tz)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |     return time.replace(tzinfo=pytz.utc) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  | def _coerce_datetime(maybe_dt): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |     if isinstance(maybe_dt, datetime.datetime): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |         return maybe_dt | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |     elif isinstance(maybe_dt, datetime.date): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 79 |  |  |         return datetime.datetime( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 80 |  |  |             year=maybe_dt.year, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  |             month=maybe_dt.month, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  |             day=maybe_dt.day, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 83 |  |  |             tzinfo=pytz.utc, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |     elif isinstance(maybe_dt, (tuple, list)) and len(maybe_dt) == 3: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  |         year, month, day = maybe_dt | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  |         return datetime.datetime( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 88 |  |  |             year=year, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 89 |  |  |             month=month, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 90 |  |  |             day=day, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 91 |  |  |             tzinfo=pytz.utc, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 92 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 93 |  |  |     else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 94 |  |  |         raise TypeError('Cannot coerce %s into a datetime.datetime' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 95 |  |  |                         % type(maybe_dt).__name__) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 96 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 97 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 98 |  |  | def _out_of_range_error(a, b=None, var='offset'): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 99 |  |  |     start = 0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 100 |  |  |     if b is None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 101 |  |  |         end = a - 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 102 |  |  |     else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 103 |  |  |         start = a | 
            
                                                                                                            
                            
            
                                    
            
            
                | 104 |  |  |         end = b - 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 105 |  |  |     return ValueError( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 106 |  |  |         '{var} must be in between {start} and {end} inclusive'.format( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 107 |  |  |             var=var, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 108 |  |  |             start=start, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 109 |  |  |             end=end, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 110 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 111 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 112 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 113 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 114 |  |  | def _td_check(td): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 115 |  |  |     seconds = td.total_seconds() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 116 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 117 |  |  |     # 23400 seconds is 6 hours and 30 minutes. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 118 |  |  |     if 60 <= seconds <= 23400: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 119 |  |  |         return td | 
            
                                                                                                            
                            
            
                                    
            
            
                | 120 |  |  |     else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 121 |  |  |         raise ValueError('offset must be in between 1 minute and 6 hours and' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 122 |  |  |                          ' 30 minutes inclusive') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 123 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 124 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 125 |  |  | def _build_offset(offset, kwargs, default): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 126 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 127 |  |  |     Builds the offset argument for event rules. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 128 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 129 |  |  |     if offset is None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 130 |  |  |         if not kwargs: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 131 |  |  |             return default  # use the default. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 132 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 133 |  |  |             return _td_check(datetime.timedelta(**kwargs)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 134 |  |  |     elif kwargs: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 135 |  |  |         raise ValueError('Cannot pass kwargs and an offset') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 136 |  |  |     elif isinstance(offset, datetime.timedelta): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 137 |  |  |         return _td_check(offset) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 138 |  |  |     else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 139 |  |  |         raise TypeError("Must pass 'hours' and/or 'minutes' as keywords") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 140 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 141 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 142 |  |  | def _build_date(date, kwargs): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 143 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 144 |  |  |     Builds the date argument for event rules. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 145 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 146 |  |  |     if date is None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 147 |  |  |         if not kwargs: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 148 |  |  |             raise ValueError('Must pass a date or kwargs') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 149 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 150 |  |  |             return datetime.date(**kwargs) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 151 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 152 |  |  |     elif kwargs: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 153 |  |  |         raise ValueError('Cannot pass kwargs and a date') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 154 |  |  |     else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 155 |  |  |         return date | 
            
                                                                                                            
                            
            
                                    
            
            
                | 156 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 157 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 158 |  |  | def _build_time(time, kwargs): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 159 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 160 |  |  |     Builds the time argument for event rules. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 161 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 162 |  |  |     tz = kwargs.pop('tz', 'UTC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 163 |  |  |     if time: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 164 |  |  |         if kwargs: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 165 |  |  |             raise ValueError('Cannot pass kwargs and a time') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 166 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 167 |  |  |             return ensure_utc(time, tz) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 168 |  |  |     elif not kwargs: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 169 |  |  |         raise ValueError('Must pass a time or kwargs') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 170 |  |  |     else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 171 |  |  |         return datetime.time(**kwargs) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 172 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 173 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 174 |  |  | class EventManager(object): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 175 |  |  |     """Manages a list of Event objects. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 176 |  |  |     This manages the logic for checking the rules and dispatching to the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 177 |  |  |     handle_data function of the Events. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 178 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 179 |  |  |     Parameters | 
            
                                                                                                            
                            
            
                                    
            
            
                | 180 |  |  |     ---------- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 181 |  |  |     create_context : (BarData) -> context manager, optional | 
            
                                                                                                            
                            
            
                                    
            
            
                | 182 |  |  |         An optional callback to produce a context manager to wrap the calls | 
            
                                                                                                            
                            
            
                                    
            
            
                | 183 |  |  |         to handle_data. This will be passed the current BarData. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 184 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 185 |  |  |     def __init__(self, create_context=None): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 186 |  |  |         self._events = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 187 |  |  |         self._create_context = ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 188 |  |  |             create_context | 
            
                                                                                                            
                            
            
                                    
            
            
                | 189 |  |  |             if create_context is not None else | 
            
                                                                                                            
                            
            
                                    
            
            
                | 190 |  |  |             lambda *_: nop_context | 
            
                                                                                                            
                            
            
                                    
            
            
                | 191 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 192 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 193 |  |  |     def add_event(self, event, prepend=False): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 194 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 195 |  |  |         Adds an event to the manager. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 196 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 197 |  |  |         if prepend: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 198 |  |  |             self._events.insert(0, event) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 199 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 200 |  |  |             self._events.append(event) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 201 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 202 |  |  |     def handle_data(self, context, data, dt): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 203 |  |  |         with self._create_context(data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 204 |  |  |             for event in self._events: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 205 |  |  |                 event.handle_data( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 206 |  |  |                     context, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 207 |  |  |                     data, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 208 |  |  |                     dt, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 209 |  |  |                     context.trading_environment, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 210 |  |  |                 ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 211 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 212 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 213 |  |  | class Event(namedtuple('Event', ['rule', 'callback'])): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 214 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 215 |  |  |     An event is a pairing of an EventRule and a callable that will be invoked | 
            
                                                                                                            
                            
            
                                    
            
            
                | 216 |  |  |     with the current algorithm context, data, and datetime only when the rule | 
            
                                                                                                            
                            
            
                                    
            
            
                | 217 |  |  |     is triggered. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 218 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 219 |  |  |     def __new__(cls, rule=None, callback=None): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 220 |  |  |         callback = callback or (lambda *args, **kwargs: None) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 221 |  |  |         return super(cls, cls).__new__(cls, rule=rule, callback=callback) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 222 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 223 |  |  |     def handle_data(self, context, data, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 224 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 225 |  |  |         Calls the callable only when the rule is triggered. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 226 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 227 |  |  |         if self.rule.should_trigger(dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 228 |  |  |             self.callback(context, data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 229 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 230 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 231 |  |  | class EventRule(six.with_metaclass(ABCMeta)): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 232 |  |  |     @abstractmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 233 |  |  |     def should_trigger(self, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 234 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 235 |  |  |         Checks if the rule should trigger with its current state. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 236 |  |  |         This method should be pure and NOT mutate any state on the object. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 237 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 238 |  |  |         raise NotImplementedError('should_trigger') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 239 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 240 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 241 |  |  | class StatelessRule(EventRule): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 242 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 243 |  |  |     A stateless rule has no state. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 244 |  |  |     This is reentrant and will always give the same result for the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 245 |  |  |     same datetime. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 246 |  |  |     Because these are pure, they can be composed to create new rules. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 247 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 248 |  |  |     def and_(self, rule): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 249 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 250 |  |  |         Logical and of two rules, triggers only when both rules trigger. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 251 |  |  |         This follows the short circuiting rules for normal and. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 252 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 253 |  |  |         return ComposedRule(self, rule, ComposedRule.lazy_and) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 254 |  |  |     __and__ = and_ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 255 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 256 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 257 |  |  | class ComposedRule(StatelessRule): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 258 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 259 |  |  |     A rule that composes the results of two rules with some composing function. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 260 |  |  |     The composing function should be a binary function that accepts the results | 
            
                                                                                                            
                            
            
                                    
            
            
                | 261 |  |  |     first(dt) and second(dt) as positional arguments. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 262 |  |  |     For example, operator.and_. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 263 |  |  |     If lazy=True, then the lazy composer is used instead. The lazy composer | 
            
                                                                                                            
                            
            
                                    
            
            
                | 264 |  |  |     expects a function that takes the two should_trigger functions and the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 265 |  |  |     datetime. This is useful of you don't always want to call should_trigger | 
            
                                                                                                            
                            
            
                                    
            
            
                | 266 |  |  |     for one of the rules. For example, this is used to implement the & and | | 
            
                                                                                                            
                            
            
                                    
            
            
                | 267 |  |  |     operators so that they will have the same short circuit logic that is | 
            
                                                                                                            
                            
            
                                    
            
            
                | 268 |  |  |     expected. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 269 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 270 |  |  |     def __init__(self, first, second, composer): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 271 |  |  |         if not (isinstance(first, StatelessRule) and | 
            
                                                                                                            
                            
            
                                    
            
            
                | 272 |  |  |                 isinstance(second, StatelessRule)): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 273 |  |  |             raise ValueError('Only two StatelessRules can be composed') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 274 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 275 |  |  |         self.first = first | 
            
                                                                                                            
                            
            
                                    
            
            
                | 276 |  |  |         self.second = second | 
            
                                                                                                            
                            
            
                                    
            
            
                | 277 |  |  |         self.composer = composer | 
            
                                                                                                            
                            
            
                                    
            
            
                | 278 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 279 |  |  |     def should_trigger(self, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 280 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 281 |  |  |         Composes the two rules with a lazy composer. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 282 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 283 |  |  |         return self.composer( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 284 |  |  |             self.first.should_trigger, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 285 |  |  |             self.second.should_trigger, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 286 |  |  |             dt, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 287 |  |  |             env | 
            
                                                                                                            
                            
            
                                    
            
            
                | 288 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 289 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 290 |  |  |     @staticmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 291 |  |  |     def lazy_and(first_should_trigger, second_should_trigger, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 292 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 293 |  |  |         Lazily ands the two rules. This will NOT call the should_trigger of the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 294 |  |  |         second rule if the first one returns False. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 295 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 296 |  |  |         return first_should_trigger(dt, env) and second_should_trigger(dt, env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 297 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 298 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 299 |  |  | class Always(StatelessRule): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 300 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 301 |  |  |     A rule that always triggers. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 302 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 303 |  |  |     @staticmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 304 |  |  |     def always_trigger(dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 305 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 306 |  |  |         A should_trigger implementation that will always trigger. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 307 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 308 |  |  |         return True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 309 |  |  |     should_trigger = always_trigger | 
            
                                                                                                            
                            
            
                                    
            
            
                | 310 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 311 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 312 |  |  | class Never(StatelessRule): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 313 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 314 |  |  |     A rule that never triggers. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 315 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 316 |  |  |     @staticmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 317 |  |  |     def never_trigger(dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 318 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 319 |  |  |         A should_trigger implementation that will never trigger. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 320 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 321 |  |  |         return False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 322 |  |  |     should_trigger = never_trigger | 
            
                                                                                                            
                            
            
                                    
            
            
                | 323 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 324 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 325 |  |  | class AfterOpen(StatelessRule): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 326 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 327 |  |  |     A rule that triggers for some offset after the market opens. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 328 |  |  |     Example that triggers after 30 minutes of the market opening: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 329 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 330 |  |  |     >>> AfterOpen(minutes=30) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 331 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 332 |  |  |     def __init__(self, offset=None, **kwargs): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 333 |  |  |         self.offset = _build_offset( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 334 |  |  |             offset, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 335 |  |  |             kwargs, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 336 |  |  |             datetime.timedelta(minutes=1),  # Defaults to the first minute. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 337 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 338 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 339 |  |  |         self._next_period_start = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 340 |  |  |         self._next_period_end = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 341 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 342 |  |  |         self._one_minute = datetime.timedelta(minutes=1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 343 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 344 |  |  |     def calculate_dates(self, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 345 |  |  |         # given a dt, find that day's open and period end (open + offset) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 346 |  |  |         self._next_period_start = env.get_open_and_close(dt)[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 347 |  |  |         self._next_period_end = \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 348 |  |  |             self._next_period_start + self.offset - self._one_minute | 
            
                                                                                                            
                            
            
                                    
            
            
                | 349 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 350 |  |  |     def should_trigger(self, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 351 |  |  |         if self._next_period_start is None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 352 |  |  |             self.calculate_dates(dt, env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 353 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 354 |  |  |         if self._next_period_start <= dt < self._next_period_end: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 355 |  |  |             # haven't made it past the offset yet | 
            
                                                                                                            
                            
            
                                    
            
            
                | 356 |  |  |             return False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 357 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 358 |  |  |             if dt >= self._next_period_end: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 359 |  |  |                 self.calculate_dates(env.next_trading_day(dt), env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 360 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 361 |  |  |             return True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 362 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 363 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 364 |  |  | class BeforeClose(StatelessRule): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 365 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 366 |  |  |     A rule that triggers for some offset time before the market closes. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 367 |  |  |     Example that triggers for the last 30 minutes every day: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 368 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 369 |  |  |     >>> BeforeClose(minutes=30) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 370 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 371 |  |  |     def __init__(self, offset=None, **kwargs): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 372 |  |  |         self.offset = _build_offset( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 373 |  |  |             offset, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 374 |  |  |             kwargs, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 375 |  |  |             datetime.timedelta(minutes=1),  # Defaults to the last minute. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 376 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 377 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 378 |  |  |         self._next_period_start = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 379 |  |  |         self._next_period_end = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 380 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 381 |  |  |         self._one_minute = datetime.timedelta(minutes=1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 382 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 383 |  |  |     def calculate_dates(self, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 384 |  |  |         # given a dt, find that day's close and period start (close - offset) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 385 |  |  |         self._next_period_end = env.get_open_and_close(dt)[1] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 386 |  |  |         self._next_period_start = \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 387 |  |  |             self._next_period_end - self.offset - self._one_minute | 
            
                                                                                                            
                            
            
                                    
            
            
                | 388 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 389 |  |  |     def should_trigger(self, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 390 |  |  |         if self._next_period_start is None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 391 |  |  |             self.calculate_dates(dt, env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 392 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 393 |  |  |         if dt <= self._next_period_start: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 394 |  |  |             return False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 395 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 396 |  |  |             if dt > self._next_period_end: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 397 |  |  |                 self.calculate_dates(env.next_trading_day(dt), env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 398 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 399 |  |  |             return True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 400 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 401 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 402 |  |  | class NotHalfDay(StatelessRule): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 403 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 404 |  |  |     A rule that only triggers when it is not a half day. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 405 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 406 |  |  |     def should_trigger(self, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 407 |  |  |         return dt.date() not in env.early_closes | 
            
                                                                                                            
                            
            
                                    
            
            
                | 408 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 409 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 410 |  |  | class TradingDayOfWeekRule(six.with_metaclass(ABCMeta, StatelessRule)): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 411 |  |  |     def __init__(self, n=0): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 412 |  |  |         if not 0 <= abs(n) < MAX_WEEK_RANGE: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 413 |  |  |             raise _out_of_range_error(MAX_WEEK_RANGE) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 414 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 415 |  |  |         self.td_delta = n | 
            
                                                                                                            
                            
            
                                    
            
            
                | 416 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 417 |  |  |         self.next_date_start = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 418 |  |  |         self.next_date_end = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 419 |  |  |         self.next_midnight_timestamp = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 420 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 421 |  |  |     @abstractmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 422 |  |  |     def date_func(self, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 423 |  |  |         raise NotImplementedError | 
            
                                                                                                            
                            
            
                                    
            
            
                | 424 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 425 |  |  |     def calculate_start_and_end(self, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 426 |  |  |         next_trading_day = _coerce_datetime( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 427 |  |  |             env.add_trading_days( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 428 |  |  |                 self.td_delta, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 429 |  |  |                 self.date_func(dt, env), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 430 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 431 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 432 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 433 |  |  |         next_open, next_close = env.get_open_and_close(next_trading_day) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 434 |  |  |         self.next_date_start = next_open | 
            
                                                                                                            
                            
            
                                    
            
            
                | 435 |  |  |         self.next_date_end = next_close | 
            
                                                                                                            
                            
            
                                    
            
            
                | 436 |  |  |         self.next_midnight_timestamp = \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 437 |  |  |             pd.Timestamp(next_trading_day.date(), tz='UTC') | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 438 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 439 |  |  |     def should_trigger(self, dt, env): | 
            
                                                                        
                            
            
                                    
            
            
                | 440 |  |  |         if self.next_date_start is None: | 
            
                                                                        
                            
            
                                    
            
            
                | 441 |  |  |             # first time this method has been called.  calculate the midnight, | 
            
                                                                        
                            
            
                                    
            
            
                | 442 |  |  |             # open, and close of the next matching day. | 
            
                                                                        
                            
            
                                    
            
            
                | 443 |  |  |             self.calculate_start_and_end(dt, env) | 
            
                                                                        
                            
            
                                    
            
            
                | 444 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 445 |  |  |         # if the next matching day is in the past, calculate the next one. | 
            
                                                                        
                            
            
                                    
            
            
                | 446 |  |  |         if dt > self.next_date_end: | 
            
                                                                        
                            
            
                                    
            
            
                | 447 |  |  |             self.calculate_start_and_end(dt + datetime.timedelta(days=7), | 
            
                                                                        
                            
            
                                    
            
            
                | 448 |  |  |                                          env) | 
            
                                                                        
                            
            
                                    
            
            
                | 449 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 450 |  |  |         # if the given dt is within the next matching day, return true. | 
            
                                                                        
                            
            
                                    
            
            
                | 451 |  |  |         if self.next_date_start <= dt <= self.next_date_end or \ | 
            
                                                                        
                            
            
                                    
            
            
                | 452 |  |  |                 dt == self.next_midnight_timestamp: | 
            
                                                                        
                            
            
                                    
            
            
                | 453 |  |  |             return True | 
            
                                                                        
                            
            
                                    
            
            
                | 454 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 455 |  |  |         return False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 456 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 457 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 458 |  |  | class NthTradingDayOfWeek(TradingDayOfWeekRule): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 459 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 460 |  |  |     A rule that triggers on the nth trading day of the week. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 461 |  |  |     This is zero-indexed, n=0 is the first trading day of the week. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 462 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 463 |  |  |     @staticmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 464 |  |  |     def get_first_trading_day_of_week(dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 465 |  |  |         prev = dt | 
            
                                                                                                            
                            
            
                                    
            
            
                | 466 |  |  |         dt = env.previous_trading_day(dt) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 467 |  |  |         while dt.date().weekday() < prev.date().weekday(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 468 |  |  |             prev = dt | 
            
                                                                                                            
                            
            
                                    
            
            
                | 469 |  |  |             dt = env.previous_trading_day(dt) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 470 |  |  |         return prev.date() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 471 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 472 |  |  |     date_func = get_first_trading_day_of_week | 
            
                                                                                                            
                            
            
                                    
            
            
                | 473 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 474 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 475 |  |  | class NDaysBeforeLastTradingDayOfWeek(TradingDayOfWeekRule): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 476 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 477 |  |  |     A rule that triggers n days before the last trading day of the week. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 478 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 479 |  |  |     def __init__(self, n): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 480 |  |  |         super(NDaysBeforeLastTradingDayOfWeek, self).__init__(-n) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 481 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 482 |  |  |     @staticmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 483 |  |  |     def get_last_trading_day_of_week(dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 484 |  |  |         prev = dt | 
            
                                                                                                            
                            
            
                                    
            
            
                | 485 |  |  |         dt = env.next_trading_day(dt) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 486 |  |  |         # Traverse forward until we hit a week border, then jump back to the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 487 |  |  |         # previous trading day. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 488 |  |  |         while dt.date().weekday() > prev.date().weekday(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 489 |  |  |             prev = dt | 
            
                                                                                                            
                            
            
                                    
            
            
                | 490 |  |  |             dt = env.next_trading_day(dt) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 491 |  |  |         return prev.date() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 492 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 493 |  |  |     date_func = get_last_trading_day_of_week | 
            
                                                                                                            
                            
            
                                    
            
            
                | 494 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 495 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 496 |  |  | class NthTradingDayOfMonth(StatelessRule): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 497 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 498 |  |  |     A rule that triggers on the nth trading day of the month. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 499 |  |  |     This is zero-indexed, n=0 is the first trading day of the month. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 500 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 501 |  |  |     def __init__(self, n=0): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 502 |  |  |         if not 0 <= n < MAX_MONTH_RANGE: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 503 |  |  |             raise _out_of_range_error(MAX_MONTH_RANGE) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 504 |  |  |         self.td_delta = n | 
            
                                                                                                            
                            
            
                                    
            
            
                | 505 |  |  |         self.month = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 506 |  |  |         self.day = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 507 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 508 |  |  |     def should_trigger(self, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 509 |  |  |         return self.get_nth_trading_day_of_month(dt, env) == dt.date() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 510 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 511 |  |  |     def get_nth_trading_day_of_month(self, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 512 |  |  |         if self.month == dt.month: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 513 |  |  |             # We already computed the day for this month. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 514 |  |  |             return self.day | 
            
                                                                                                            
                            
            
                                    
            
            
                | 515 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 516 |  |  |         if not self.td_delta: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 517 |  |  |             self.day = self.get_first_trading_day_of_month(dt, env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 518 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 519 |  |  |             self.day = env.add_trading_days( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 520 |  |  |                 self.td_delta, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 521 |  |  |                 self.get_first_trading_day_of_month(dt, env), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 522 |  |  |             ).date() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 523 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 524 |  |  |         return self.day | 
            
                                                                                                            
                            
            
                                    
            
            
                | 525 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 526 |  |  |     def get_first_trading_day_of_month(self, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 527 |  |  |         self.month = dt.month | 
            
                                                                                                            
                            
            
                                    
            
            
                | 528 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 529 |  |  |         dt = dt.replace(day=1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 530 |  |  |         self.first_day = (dt if env.is_trading_day(dt) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 531 |  |  |                           else env.next_trading_day(dt)).date() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 532 |  |  |         return self.first_day | 
            
                                                                                                            
                            
            
                                    
            
            
                | 533 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 534 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 535 |  |  | class NDaysBeforeLastTradingDayOfMonth(StatelessRule): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 536 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 537 |  |  |     A rule that triggers n days before the last trading day of the month. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 538 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 539 |  |  |     def __init__(self, n=0): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 540 |  |  |         if not 0 <= n < MAX_MONTH_RANGE: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 541 |  |  |             raise _out_of_range_error(MAX_MONTH_RANGE) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 542 |  |  |         self.td_delta = -n | 
            
                                                                                                            
                            
            
                                    
            
            
                | 543 |  |  |         self.month = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 544 |  |  |         self.day = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 545 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 546 |  |  |     def should_trigger(self, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 547 |  |  |         return self.get_nth_to_last_trading_day_of_month(dt, env) == dt.date() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 548 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 549 |  |  |     def get_nth_to_last_trading_day_of_month(self, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 550 |  |  |         if self.month == dt.month: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 551 |  |  |             # We already computed the last day for this month. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 552 |  |  |             return self.day | 
            
                                                                                                            
                            
            
                                    
            
            
                | 553 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 554 |  |  |         if not self.td_delta: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 555 |  |  |             self.day = self.get_last_trading_day_of_month(dt, env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 556 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 557 |  |  |             self.day = env.add_trading_days( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 558 |  |  |                 self.td_delta, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 559 |  |  |                 self.get_last_trading_day_of_month(dt, env), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 560 |  |  |             ).date() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 561 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 562 |  |  |         return self.day | 
            
                                                                                                            
                            
            
                                    
            
            
                | 563 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 564 |  |  |     def get_last_trading_day_of_month(self, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 565 |  |  |         self.month = dt.month | 
            
                                                                                                            
                            
            
                                    
            
            
                | 566 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 567 |  |  |         if dt.month == 12: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 568 |  |  |             # Roll the year forward and start in January. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 569 |  |  |             year = dt.year + 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 570 |  |  |             month = 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 571 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 572 |  |  |             # Increment the month in the same year. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 573 |  |  |             year = dt.year | 
            
                                                                                                            
                            
            
                                    
            
            
                | 574 |  |  |             month = dt.month + 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 575 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 576 |  |  |         self.last_day = env.previous_trading_day( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 577 |  |  |             dt.replace(year=year, month=month, day=1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 578 |  |  |         ).date() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 579 |  |  |         return self.last_day | 
            
                                                                                                            
                            
            
                                    
            
            
                | 580 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 581 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 582 |  |  | # Stateful rules | 
            
                                                                                                            
                            
            
                                    
            
            
                | 583 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 584 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 585 |  |  | class StatefulRule(EventRule): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 586 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 587 |  |  |     A stateful rule has state. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 588 |  |  |     This rule will give different results for the same datetimes depending | 
            
                                                                                                            
                            
            
                                    
            
            
                | 589 |  |  |     on the internal state that this holds. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 590 |  |  |     StatefulRules wrap other rules as state transformers. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 591 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 592 |  |  |     def __init__(self, rule=None): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 593 |  |  |         self.rule = rule or Always() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 594 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 595 |  |  |     def new_should_trigger(self, callable_): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 596 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 597 |  |  |         Replace the should trigger implementation for the current rule. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 598 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 599 |  |  |         self.should_trigger = callable_ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 600 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 601 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 602 |  |  | class OncePerDay(StatefulRule): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 603 |  |  |     def __init__(self, rule=None): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 604 |  |  |         self.triggered = False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 605 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 606 |  |  |         self.date = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 607 |  |  |         self.next_date = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 608 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 609 |  |  |         super(OncePerDay, self).__init__(rule) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 610 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 611 |  |  |     def should_trigger(self, dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 612 |  |  |         if self.date is None or dt >= self.next_date: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 613 |  |  |             # initialize or reset for new date | 
            
                                                                                                            
                            
            
                                    
            
            
                | 614 |  |  |             self.triggered = False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 615 |  |  |             self.date = dt | 
            
                                                                                                            
                            
            
                                    
            
            
                | 616 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 617 |  |  |             # record the timestamp for the next day, so that we can use it | 
            
                                                                                                            
                            
            
                                    
            
            
                | 618 |  |  |             # to know if we've moved to the next day | 
            
                                                                                                            
                            
            
                                    
            
            
                | 619 |  |  |             self.next_date = dt + pd.Timedelta(1, unit="d") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 620 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 621 |  |  |         if not self.triggered and self.rule.should_trigger(dt, env): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 622 |  |  |             self.triggered = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 623 |  |  |             return True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 624 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 625 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 626 |  |  | # Factory API | 
            
                                                                                                            
                            
            
                                    
            
            
                | 627 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 628 |  |  | class DateRuleFactory(object): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 629 |  |  |     every_day = Always | 
            
                                                                                                            
                            
            
                                    
            
            
                | 630 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 631 |  |  |     @staticmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 632 |  |  |     def month_start(days_offset=0): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 633 |  |  |         return NthTradingDayOfMonth(n=days_offset) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 634 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 635 |  |  |     @staticmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 636 |  |  |     def month_end(days_offset=0): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 637 |  |  |         return NDaysBeforeLastTradingDayOfMonth(n=days_offset) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 638 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 639 |  |  |     @staticmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 640 |  |  |     def week_start(days_offset=0): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 641 |  |  |         return NthTradingDayOfWeek(n=days_offset) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 642 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 643 |  |  |     @staticmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 644 |  |  |     def week_end(days_offset=0): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 645 |  |  |         return NDaysBeforeLastTradingDayOfWeek(n=days_offset) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 646 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 647 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 648 |  |  | class TimeRuleFactory(object): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 649 |  |  |     market_open = AfterOpen | 
            
                                                                                                            
                            
            
                                    
            
            
                | 650 |  |  |     market_close = BeforeClose | 
            
                                                                                                            
                            
            
                                    
            
            
                | 651 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 652 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 653 |  |  | # Convenience aliases. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 654 |  |  | date_rules = DateRuleFactory | 
            
                                                                                                            
                            
            
                                    
            
            
                | 655 |  |  | time_rules = TimeRuleFactory | 
            
                                                                                                            
                            
            
                                    
            
            
                | 656 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 657 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 658 |  |  | def make_eventrule(date_rule, time_rule, half_days=True): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 659 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 660 |  |  |     Constructs an event rule from the factory api. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 661 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 662 |  |  |     if half_days: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 663 |  |  |         inner_rule = date_rule & time_rule | 
            
                                                                                                            
                            
            
                                    
            
            
                | 664 |  |  |     else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 665 |  |  |         inner_rule = date_rule & time_rule & NotHalfDay() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 666 |  |  |  | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 667 |  |  |     return OncePerDay(rule=inner_rule) | 
            
                                                        
            
                                    
            
            
                | 668 |  |  |  | 
            
                        
Duplicated code is one of the most pungent code smells. If you need to duplicate the same code in three or more different places, we strongly encourage you to look into extracting the code into a single class or operation.
You can also find more detailed suggestions in the “Code” section of your repository.