| 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 |  |  | import datetime | 
            
                                                                                                            
                            
            
                                    
            
            
                | 16 |  |  | from datetime import timedelta | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  | from mock import MagicMock | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  | from nose_parameterized import parameterized | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  | from six.moves import range | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  | from testfixtures import TempDirectory | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  | from textwrap import dedent | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  | from unittest import TestCase | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  | import numpy as np | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  | import pandas as pd | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  | from zipline.assets import Equity, Future | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  | from zipline.utils.api_support import ZiplineAPI | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  | from zipline.utils.control_flow import nullctx | 
            
                                                                                                            
                            
            
                                    
            
            
                | 30 |  |  | from zipline.utils.test_utils import ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 31 |  |  |     setup_logger, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 32 |  |  |     teardown_logger, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  |     FakeDataPortal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 34 |  |  | import zipline.utils.factory as factory | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  | from zipline.errors import ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  |     OrderDuringInitialize, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  |     RegisterTradingControlPostInit, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  |     TradingControlViolation, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  |     AccountControlViolation, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  |     SymbolNotFound, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  |     RootSymbolNotFound, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  |     UnsupportedDatetimeFormat, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  | ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  | from zipline.test_algorithms import ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |     access_account_in_init, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |     access_portfolio_in_init, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |     AmbitiousStopLimitAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |     EmptyPositionsAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |     InvalidOrderAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  |     RecordAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |     FutureFlipAlgo, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  |     TestAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  |     TestOrderAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  |     TestOrderPercentAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |     TestOrderStyleForwardingAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  |     TestOrderValueAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |     TestRegisterTransformAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |     TestTargetAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |     TestTargetPercentAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |     TestTargetValueAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |     SetLongOnlyAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |     SetAssetDateBoundsAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |     SetMaxPositionSizeAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |     SetMaxOrderCountAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |     SetMaxOrderSizeAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |     SetDoNotOrderListAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |     SetMaxLeverageAlgorithm, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  |     api_algo, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |     api_get_environment_algo, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |     api_symbol_algo, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |     call_all_order_methods, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |     call_order_in_init, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  |     handle_data_api, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |     handle_data_noop, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |     initialize_api, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |     initialize_noop, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |     noop_algo, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 79 |  |  |     record_float_magic, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 80 |  |  |     record_variables, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  | ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  | from zipline.utils.context_tricks import CallbackManager | 
            
                                                                                                            
                            
            
                                    
            
            
                | 83 |  |  | import zipline.utils.events | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  | from zipline.utils.test_utils import to_utc | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  | from zipline.finance.execution import LimitOrder | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  | from zipline.finance.trading import SimulationParameters | 
            
                                                                                                            
                            
            
                                    
            
            
                | 88 |  |  | from zipline.utils.api_support import set_algo_instance | 
            
                                                                                                            
                            
            
                                    
            
            
                | 89 |  |  | from zipline.utils.events import DateRuleFactory, TimeRuleFactory, Always | 
            
                                                                                                            
                            
            
                                    
            
            
                | 90 |  |  | from zipline.algorithm import TradingAlgorithm | 
            
                                                                                                            
                            
            
                                    
            
            
                | 91 |  |  | from zipline.finance.trading import TradingEnvironment | 
            
                                                                                                            
                            
            
                                    
            
            
                | 92 |  |  | from zipline.finance.commission import PerShare | 
            
                                                                                                            
                            
            
                                    
            
            
                | 93 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 94 |  |  | from zipline.utils.test_utils import ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 95 |  |  |     create_data_portal, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 96 |  |  |     create_data_portal_from_trade_history | 
            
                                                                                                            
                            
            
                                    
            
            
                | 97 |  |  | ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 98 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 99 |  |  | # Because test cases appear to reuse some resources. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 100 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 101 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 102 |  |  | _multiprocess_can_split_ = False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 103 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 104 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 105 |  |  | class TestRecordAlgorithm(TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 106 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 107 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 108 |  |  |     def setUpClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 109 |  |  |         cls.env = TradingEnvironment() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 110 |  |  |         cls.sids = [133] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 111 |  |  |         cls.env.write_data(equities_identifiers=cls.sids) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 112 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 113 |  |  |         cls.sim_params = factory.create_simulation_parameters( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 114 |  |  |             num_days=4, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 115 |  |  |             env=cls.env | 
            
                                                                                                            
                            
            
                                    
            
            
                | 116 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 117 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 118 |  |  |         cls.tempdir = TempDirectory() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 119 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 120 |  |  |         cls.data_portal = create_data_portal( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 121 |  |  |             cls.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 122 |  |  |             cls.tempdir, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 123 |  |  |             cls.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 124 |  |  |             cls.sids | 
            
                                                                                                            
                            
            
                                    
            
            
                | 125 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 126 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 127 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 128 |  |  |     def tearDownClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 129 |  |  |         del cls.env | 
            
                                                                                                            
                            
            
                                    
            
            
                | 130 |  |  |         cls.tempdir.cleanup() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 131 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 132 |  |  |     def test_record_incr(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 133 |  |  |         algo = RecordAlgorithm(sim_params=self.sim_params, env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 134 |  |  |         output = algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 135 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 136 |  |  |         np.testing.assert_array_equal(output['incr'].values, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 137 |  |  |                                       range(1, len(output) + 1)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 138 |  |  |         np.testing.assert_array_equal(output['name'].values, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 139 |  |  |                                       range(1, len(output) + 1)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 140 |  |  |         np.testing.assert_array_equal(output['name2'].values, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 141 |  |  |                                       [2] * len(output)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 142 |  |  |         np.testing.assert_array_equal(output['name3'].values, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 143 |  |  |                                       range(1, len(output) + 1)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 144 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 145 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 146 |  |  | class TestMiscellaneousAPI(TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 147 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 148 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 149 |  |  |     def setUpClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 150 |  |  |         cls.sids = [1, 2] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 151 |  |  |         cls.env = TradingEnvironment() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 152 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 153 |  |  |         metadata = {3: {'symbol': 'PLAY', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 154 |  |  |                         'start_date': '2002-01-01', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 155 |  |  |                         'end_date': '2004-01-01'}, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 156 |  |  |                     4: {'symbol': 'PLAY', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 157 |  |  |                         'start_date': '2005-01-01', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 158 |  |  |                         'end_date': '2006-01-01'}} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 159 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 160 |  |  |         futures_metadata = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 161 |  |  |             5: { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 162 |  |  |                 'symbol': 'CLG06', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 163 |  |  |                 'root_symbol': 'CL', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 164 |  |  |                 'start_date': pd.Timestamp('2005-12-01', tz='UTC'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 165 |  |  |                 'notice_date': pd.Timestamp('2005-12-20', tz='UTC'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 166 |  |  |                 'expiration_date': pd.Timestamp('2006-01-20', tz='UTC')}, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 167 |  |  |             6: { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 168 |  |  |                 'root_symbol': 'CL', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 169 |  |  |                 'symbol': 'CLK06', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 170 |  |  |                 'start_date': pd.Timestamp('2005-12-01', tz='UTC'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 171 |  |  |                 'notice_date': pd.Timestamp('2006-03-20', tz='UTC'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 172 |  |  |                 'expiration_date': pd.Timestamp('2006-04-20', tz='UTC')}, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 173 |  |  |             7: { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 174 |  |  |                 'symbol': 'CLQ06', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 175 |  |  |                 'root_symbol': 'CL', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 176 |  |  |                 'start_date': pd.Timestamp('2005-12-01', tz='UTC'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 177 |  |  |                 'notice_date': pd.Timestamp('2006-06-20', tz='UTC'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 178 |  |  |                 'expiration_date': pd.Timestamp('2006-07-20', tz='UTC')}, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 179 |  |  |             8: { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 180 |  |  |                 'symbol': 'CLX06', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 181 |  |  |                 'root_symbol': 'CL', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 182 |  |  |                 'start_date': pd.Timestamp('2006-02-01', tz='UTC'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 183 |  |  |                 'notice_date': pd.Timestamp('2006-09-20', tz='UTC'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 184 |  |  |                 'expiration_date': pd.Timestamp('2006-10-20', tz='UTC')} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 185 |  |  |         } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 186 |  |  |         cls.env.write_data(equities_identifiers=cls.sids, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 187 |  |  |                            equities_data=metadata, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 188 |  |  |                            futures_data=futures_metadata) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 189 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 190 |  |  |         setup_logger(cls) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 191 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 192 |  |  |         cls.sim_params = factory.create_simulation_parameters( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 193 |  |  |             num_days=2, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 194 |  |  |             data_frequency='minute', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 195 |  |  |             emission_rate='daily', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 196 |  |  |             env=cls.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 197 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 198 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 199 |  |  |         cls.temp_dir = TempDirectory() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 200 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 201 |  |  |         cls.data_portal = create_data_portal( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 202 |  |  |             cls.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 203 |  |  |             cls.temp_dir, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 204 |  |  |             cls.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 205 |  |  |             cls.sids | 
            
                                                                                                            
                            
            
                                    
            
            
                | 206 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 207 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 208 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 209 |  |  |     def tearDownClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 210 |  |  |         del cls.env | 
            
                                                                                                            
                            
            
                                    
            
            
                | 211 |  |  |         teardown_logger(cls) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 212 |  |  |         cls.temp_dir.cleanup() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 213 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 214 |  |  |     def test_zipline_api_resolves_dynamically(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 215 |  |  |         # Make a dummy algo. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 216 |  |  |         algo = TradingAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 217 |  |  |             initialize=lambda context: None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 218 |  |  |             handle_data=lambda context, data: None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 219 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 220 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 221 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 222 |  |  |         # Verify that api methods get resolved dynamically by patching them out | 
            
                                                                                                            
                            
            
                                    
            
            
                | 223 |  |  |         # and then calling them | 
            
                                                                                                            
                            
            
                                    
            
            
                | 224 |  |  |         for method in algo.all_api_methods(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 225 |  |  |             name = method.__name__ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 226 |  |  |             sentinel = object() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 227 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 228 |  |  |             def fake_method(*args, **kwargs): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 229 |  |  |                 return sentinel | 
            
                                                                                                            
                            
            
                                    
            
            
                | 230 |  |  |             setattr(algo, name, fake_method) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 231 |  |  |             with ZiplineAPI(algo): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 232 |  |  |                 self.assertIs(sentinel, getattr(zipline.api, name)()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 233 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 234 |  |  |     def test_get_environment(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 235 |  |  |         expected_env = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 236 |  |  |             'arena': 'backtest', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 237 |  |  |             'data_frequency': 'minute', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 238 |  |  |             'start': pd.Timestamp('2006-01-03 14:31:00+0000', tz='UTC'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 239 |  |  |             'end': pd.Timestamp('2006-01-04 21:00:00+0000', tz='UTC'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 240 |  |  |             'capital_base': 100000.0, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 241 |  |  |             'platform': 'zipline' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 242 |  |  |         } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 243 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 244 |  |  |         def initialize(algo): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 245 |  |  |             self.assertEqual('zipline', algo.get_environment()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 246 |  |  |             self.assertEqual(expected_env, algo.get_environment('*')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 247 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 248 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 249 |  |  |             pass | 
            
                                                                                                            
                            
            
                                    
            
            
                | 250 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 251 |  |  |         algo = TradingAlgorithm(initialize=initialize, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 252 |  |  |                                 handle_data=handle_data, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 253 |  |  |                                 sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 254 |  |  |                                 env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 255 |  |  |         algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 256 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 257 |  |  |     def test_get_open_orders(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 258 |  |  |         def initialize(algo): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 259 |  |  |             algo.minute = 0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 260 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 261 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 262 |  |  |             if algo.minute == 0: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 263 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 264 |  |  |                 # Should be filled by the next minute | 
            
                                                                                                            
                            
            
                                    
            
            
                | 265 |  |  |                 algo.order(algo.sid(1), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 266 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 267 |  |  |                 # Won't be filled because the price is too low. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 268 |  |  |                 algo.order(algo.sid(2), 1, style=LimitOrder(0.01)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 269 |  |  |                 algo.order(algo.sid(2), 1, style=LimitOrder(0.01)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 270 |  |  |                 algo.order(algo.sid(2), 1, style=LimitOrder(0.01)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 271 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 272 |  |  |                 all_orders = algo.get_open_orders() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 273 |  |  |                 self.assertEqual(list(all_orders.keys()), [1, 2]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 274 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 275 |  |  |                 self.assertEqual(all_orders[1], algo.get_open_orders(1)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 276 |  |  |                 self.assertEqual(len(all_orders[1]), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 277 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 278 |  |  |                 self.assertEqual(all_orders[2], algo.get_open_orders(2)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 279 |  |  |                 self.assertEqual(len(all_orders[2]), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 280 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 281 |  |  |             if algo.minute == 1: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 282 |  |  |                 # First order should have filled. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 283 |  |  |                 # Second order should still be open. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 284 |  |  |                 all_orders = algo.get_open_orders() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 285 |  |  |                 self.assertEqual(list(all_orders.keys()), [2]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 286 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 287 |  |  |                 self.assertEqual([], algo.get_open_orders(1)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 288 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 289 |  |  |                 orders_2 = algo.get_open_orders(2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 290 |  |  |                 self.assertEqual(all_orders[2], orders_2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 291 |  |  |                 self.assertEqual(len(all_orders[2]), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 292 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 293 |  |  |                 for order in orders_2: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 294 |  |  |                     algo.cancel_order(order) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 295 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 296 |  |  |                 all_orders = algo.get_open_orders() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 297 |  |  |                 self.assertEqual(all_orders, {}) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 298 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 299 |  |  |             algo.minute += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 300 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 301 |  |  |         algo = TradingAlgorithm(initialize=initialize, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 302 |  |  |                                 handle_data=handle_data, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 303 |  |  |                                 sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 304 |  |  |                                 env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 305 |  |  |         algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 306 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 307 |  |  |     def test_schedule_function(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 308 |  |  |         date_rules = DateRuleFactory | 
            
                                                                                                            
                            
            
                                    
            
            
                | 309 |  |  |         time_rules = TimeRuleFactory | 
            
                                                                                                            
                            
            
                                    
            
            
                | 310 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 311 |  |  |         def incrementer(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 312 |  |  |             algo.func_called += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 313 |  |  |             self.assertEqual( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 314 |  |  |                 algo.get_datetime().time(), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 315 |  |  |                 datetime.time(hour=14, minute=31), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 316 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 317 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 318 |  |  |         def initialize(algo): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 319 |  |  |             algo.func_called = 0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 320 |  |  |             algo.days = 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 321 |  |  |             algo.date = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 322 |  |  |             algo.schedule_function( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 323 |  |  |                 func=incrementer, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 324 |  |  |                 date_rule=date_rules.every_day(), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 325 |  |  |                 time_rule=time_rules.market_open(), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 326 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 327 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 328 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 329 |  |  |             if not algo.date: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 330 |  |  |                 algo.date = algo.get_datetime().date() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 331 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 332 |  |  |             if algo.date < algo.get_datetime().date(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 333 |  |  |                 algo.days += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 334 |  |  |                 algo.date = algo.get_datetime().date() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 335 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 336 |  |  |         algo = TradingAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 337 |  |  |             initialize=initialize, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 338 |  |  |             handle_data=handle_data, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 339 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 340 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 341 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 342 |  |  |         algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 343 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 344 |  |  |         self.assertEqual(algo.func_called, algo.days) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 345 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 346 |  |  |     def test_event_context(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 347 |  |  |         expected_data = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 348 |  |  |         collected_data_pre = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 349 |  |  |         collected_data_post = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 350 |  |  |         function_stack = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 351 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 352 |  |  |         def pre(data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 353 |  |  |             function_stack.append(pre) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 354 |  |  |             collected_data_pre.append(data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 355 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 356 |  |  |         def post(data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 357 |  |  |             function_stack.append(post) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 358 |  |  |             collected_data_post.append(data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 359 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 360 |  |  |         def initialize(context): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 361 |  |  |             context.add_event(Always(), f) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 362 |  |  |             context.add_event(Always(), g) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 363 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 364 |  |  |         def handle_data(context, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 365 |  |  |             function_stack.append(handle_data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 366 |  |  |             expected_data.append(data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 367 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 368 |  |  |         def f(context, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 369 |  |  |             function_stack.append(f) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 370 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 371 |  |  |         def g(context, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 372 |  |  |             function_stack.append(g) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 373 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 374 |  |  |         algo = TradingAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 375 |  |  |             initialize=initialize, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 376 |  |  |             handle_data=handle_data, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 377 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 378 |  |  |             create_event_context=CallbackManager(pre, post), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 379 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 380 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 381 |  |  |         algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 382 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 383 |  |  |         self.assertEqual(len(expected_data), 780) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 384 |  |  |         self.assertEqual(collected_data_pre, expected_data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 385 |  |  |         self.assertEqual(collected_data_post, expected_data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 386 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 387 |  |  |         self.assertEqual( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 388 |  |  |             len(function_stack), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 389 |  |  |             780 * 5, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 390 |  |  |             'Incorrect number of functions called: %s != 780' % | 
            
                                                                                                            
                            
            
                                    
            
            
                | 391 |  |  |             len(function_stack), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 392 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 393 |  |  |         expected_functions = [pre, handle_data, f, g, post] * 780 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 394 |  |  |         for n, (f, g) in enumerate(zip(function_stack, expected_functions)): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 395 |  |  |             self.assertEqual( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 396 |  |  |                 f, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 397 |  |  |                 g, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 398 |  |  |                 'function at position %d was incorrect, expected %s but got %s' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 399 |  |  |                 % (n, g.__name__, f.__name__), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 400 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 401 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 402 |  |  |     @parameterized.expand([ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 403 |  |  |         ('daily',), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 404 |  |  |         ('minute'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 405 |  |  |     ]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 406 |  |  |     def test_schedule_function_rule_creation(self, mode): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 407 |  |  |         def nop(*args, **kwargs): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 408 |  |  |             return None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 409 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 410 |  |  |         self.sim_params.data_frequency = mode | 
            
                                                                                                            
                            
            
                                    
            
            
                | 411 |  |  |         algo = TradingAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 412 |  |  |             initialize=nop, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 413 |  |  |             handle_data=nop, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 414 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 415 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 416 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 417 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 418 |  |  |         # Schedule something for NOT Always. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 419 |  |  |         algo.schedule_function(nop, time_rule=zipline.utils.events.Never()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 420 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 421 |  |  |         event_rule = algo.event_manager._events[1].rule | 
            
                                                                                                            
                            
            
                                    
            
            
                | 422 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 423 |  |  |         self.assertIsInstance(event_rule, zipline.utils.events.OncePerDay) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 424 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 425 |  |  |         inner_rule = event_rule.rule | 
            
                                                                                                            
                            
            
                                    
            
            
                | 426 |  |  |         self.assertIsInstance(inner_rule, zipline.utils.events.ComposedRule) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 427 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 428 |  |  |         first = inner_rule.first | 
            
                                                                                                            
                            
            
                                    
            
            
                | 429 |  |  |         second = inner_rule.second | 
            
                                                                                                            
                            
            
                                    
            
            
                | 430 |  |  |         composer = inner_rule.composer | 
            
                                                                                                            
                            
            
                                    
            
            
                | 431 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 432 |  |  |         self.assertIsInstance(first, zipline.utils.events.Always) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 433 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 434 |  |  |         if mode == 'daily': | 
            
                                                                                                            
                            
            
                                    
            
            
                | 435 |  |  |             self.assertIsInstance(second, zipline.utils.events.Always) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 436 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 437 |  |  |             self.assertIsInstance(second, zipline.utils.events.Never) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 438 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 439 |  |  |         self.assertIs(composer, zipline.utils.events.ComposedRule.lazy_and) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 440 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 441 |  |  |     def test_asset_lookup(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 442 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 443 |  |  |         algo = TradingAlgorithm(env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 444 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 445 |  |  |         # Test before either PLAY existed | 
            
                                                                                                            
                            
            
                                    
            
            
                | 446 |  |  |         algo.sim_params.period_end = pd.Timestamp('2001-12-01', tz='UTC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 447 |  |  |         with self.assertRaises(SymbolNotFound): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 448 |  |  |             algo.symbol('PLAY') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 449 |  |  |         with self.assertRaises(SymbolNotFound): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 450 |  |  |             algo.symbols('PLAY') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 451 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 452 |  |  |         # Test when first PLAY exists | 
            
                                                                                                            
                            
            
                                    
            
            
                | 453 |  |  |         algo.sim_params.period_end = pd.Timestamp('2002-12-01', tz='UTC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 454 |  |  |         list_result = algo.symbols('PLAY') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 455 |  |  |         self.assertEqual(3, list_result[0]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 456 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 457 |  |  |         # Test after first PLAY ends | 
            
                                                                                                            
                            
            
                                    
            
            
                | 458 |  |  |         algo.sim_params.period_end = pd.Timestamp('2004-12-01', tz='UTC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 459 |  |  |         self.assertEqual(3, algo.symbol('PLAY')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 460 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 461 |  |  |         # Test after second PLAY begins | 
            
                                                                                                            
                            
            
                                    
            
            
                | 462 |  |  |         algo.sim_params.period_end = pd.Timestamp('2005-12-01', tz='UTC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 463 |  |  |         self.assertEqual(4, algo.symbol('PLAY')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 464 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 465 |  |  |         # Test after second PLAY ends | 
            
                                                                                                            
                            
            
                                    
            
            
                | 466 |  |  |         algo.sim_params.period_end = pd.Timestamp('2006-12-01', tz='UTC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 467 |  |  |         self.assertEqual(4, algo.symbol('PLAY')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 468 |  |  |         list_result = algo.symbols('PLAY') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 469 |  |  |         self.assertEqual(4, list_result[0]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 470 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 471 |  |  |         # Test lookup SID | 
            
                                                                                                            
                            
            
                                    
            
            
                | 472 |  |  |         self.assertIsInstance(algo.sid(3), Equity) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 473 |  |  |         self.assertIsInstance(algo.sid(4), Equity) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 474 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 475 |  |  |         # Supplying a non-string argument to symbol() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 476 |  |  |         # should result in a TypeError. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 477 |  |  |         with self.assertRaises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 478 |  |  |             algo.symbol(1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 479 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 480 |  |  |         with self.assertRaises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 481 |  |  |             algo.symbol((1,)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 482 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 483 |  |  |         with self.assertRaises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 484 |  |  |             algo.symbol({1}) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 485 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 486 |  |  |         with self.assertRaises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 487 |  |  |             algo.symbol([1]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 488 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 489 |  |  |         with self.assertRaises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 490 |  |  |             algo.symbol({'foo': 'bar'}) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 491 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 492 |  |  |     def test_future_symbol(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 493 |  |  |         """ Tests the future_symbol API function. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 494 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 495 |  |  |         algo = TradingAlgorithm(env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 496 |  |  |         algo.datetime = pd.Timestamp('2006-12-01', tz='UTC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 497 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 498 |  |  |         # Check that we get the correct fields for the CLG06 symbol | 
            
                                                                                                            
                            
            
                                    
            
            
                | 499 |  |  |         cl = algo.future_symbol('CLG06') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 500 |  |  |         self.assertEqual(cl.sid, 5) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 501 |  |  |         self.assertEqual(cl.symbol, 'CLG06') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 502 |  |  |         self.assertEqual(cl.root_symbol, 'CL') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 503 |  |  |         self.assertEqual(cl.start_date, pd.Timestamp('2005-12-01', tz='UTC')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 504 |  |  |         self.assertEqual(cl.notice_date, pd.Timestamp('2005-12-20', tz='UTC')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 505 |  |  |         self.assertEqual(cl.expiration_date, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 506 |  |  |                          pd.Timestamp('2006-01-20', tz='UTC')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 507 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 508 |  |  |         with self.assertRaises(SymbolNotFound): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 509 |  |  |             algo.future_symbol('') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 510 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 511 |  |  |         with self.assertRaises(SymbolNotFound): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 512 |  |  |             algo.future_symbol('PLAY') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 513 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 514 |  |  |         with self.assertRaises(SymbolNotFound): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 515 |  |  |             algo.future_symbol('FOOBAR') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 516 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 517 |  |  |         # Supplying a non-string argument to future_symbol() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 518 |  |  |         # should result in a TypeError. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 519 |  |  |         with self.assertRaises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 520 |  |  |             algo.future_symbol(1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 521 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 522 |  |  |         with self.assertRaises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 523 |  |  |             algo.future_symbol((1,)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 524 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 525 |  |  |         with self.assertRaises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 526 |  |  |             algo.future_symbol({1}) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 527 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 528 |  |  |         with self.assertRaises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 529 |  |  |             algo.future_symbol([1]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 530 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 531 |  |  |         with self.assertRaises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 532 |  |  |             algo.future_symbol({'foo': 'bar'}) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 533 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 534 |  |  |     def test_future_chain(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 535 |  |  |         """ Tests the future_chain API function. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 536 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 537 |  |  |         algo = TradingAlgorithm(env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 538 |  |  |         algo.datetime = pd.Timestamp('2006-12-01', tz='UTC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 539 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 540 |  |  |         # Check that the fields of the FutureChain object are set correctly | 
            
                                                                                                            
                            
            
                                    
            
            
                | 541 |  |  |         cl = algo.future_chain('CL') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 542 |  |  |         self.assertEqual(cl.root_symbol, 'CL') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 543 |  |  |         self.assertEqual(cl.as_of_date, algo.datetime) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 544 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 545 |  |  |         # Check the fields are set correctly if an as_of_date is supplied | 
            
                                                                                                            
                            
            
                                    
            
            
                | 546 |  |  |         as_of_date = pd.Timestamp('1952-08-11', tz='UTC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 547 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 548 |  |  |         cl = algo.future_chain('CL', as_of_date=as_of_date) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 549 |  |  |         self.assertEqual(cl.root_symbol, 'CL') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 550 |  |  |         self.assertEqual(cl.as_of_date, as_of_date) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 551 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 552 |  |  |         cl = algo.future_chain('CL', as_of_date='1952-08-11') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 553 |  |  |         self.assertEqual(cl.root_symbol, 'CL') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 554 |  |  |         self.assertEqual(cl.as_of_date, as_of_date) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 555 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 556 |  |  |         # Check that weird capitalization is corrected | 
            
                                                                                                            
                            
            
                                    
            
            
                | 557 |  |  |         cl = algo.future_chain('cL') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 558 |  |  |         self.assertEqual(cl.root_symbol, 'CL') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 559 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 560 |  |  |         cl = algo.future_chain('cl') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 561 |  |  |         self.assertEqual(cl.root_symbol, 'CL') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 562 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 563 |  |  |         # Check that invalid root symbols raise RootSymbolNotFound | 
            
                                                                                                            
                            
            
                                    
            
            
                | 564 |  |  |         with self.assertRaises(RootSymbolNotFound): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 565 |  |  |             algo.future_chain('CLZ') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 566 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 567 |  |  |         with self.assertRaises(RootSymbolNotFound): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 568 |  |  |             algo.future_chain('') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 569 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 570 |  |  |         # Check that invalid dates raise UnsupportedDatetimeFormat | 
            
                                                                                                            
                            
            
                                    
            
            
                | 571 |  |  |         with self.assertRaises(UnsupportedDatetimeFormat): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 572 |  |  |             algo.future_chain('CL', 'my_finger_slipped') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 573 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 574 |  |  |         with self.assertRaises(UnsupportedDatetimeFormat): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 575 |  |  |             algo.future_chain('CL', '2015-09-') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 576 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 577 |  |  |         # Supplying a non-string argument to future_chain() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 578 |  |  |         # should result in a TypeError. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 579 |  |  |         with self.assertRaises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 580 |  |  |             algo.future_chain(1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 581 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 582 |  |  |         with self.assertRaises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 583 |  |  |             algo.future_chain((1,)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 584 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 585 |  |  |         with self.assertRaises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 586 |  |  |             algo.future_chain({1}) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 587 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 588 |  |  |         with self.assertRaises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 589 |  |  |             algo.future_chain([1]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 590 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 591 |  |  |         with self.assertRaises(TypeError): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 592 |  |  |             algo.future_chain({'foo': 'bar'}) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 593 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 594 |  |  |     def test_set_symbol_lookup_date(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 595 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 596 |  |  |         Test the set_symbol_lookup_date API method. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 597 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 598 |  |  |         # Note we start sid enumeration at i+3 so as not to | 
            
                                                                                                            
                            
            
                                    
            
            
                | 599 |  |  |         # collide with sids [1, 2] added in the setUp() method. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 600 |  |  |         dates = pd.date_range('2013-01-01', freq='2D', periods=2, tz='UTC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 601 |  |  |         # Create two assets with the same symbol but different | 
            
                                                                                                            
                            
            
                                    
            
            
                | 602 |  |  |         # non-overlapping date ranges. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 603 |  |  |         metadata = pd.DataFrame.from_records( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 604 |  |  |             [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 605 |  |  |                 { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 606 |  |  |                     'sid': i + 3, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 607 |  |  |                     'symbol': 'DUP', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 608 |  |  |                     'start_date': date.value, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 609 |  |  |                     'end_date': (date + timedelta(days=1)).value, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 610 |  |  |                 } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 611 |  |  |                 for i, date in enumerate(dates) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 612 |  |  |             ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 613 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 614 |  |  |         env = TradingEnvironment() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 615 |  |  |         env.write_data(equities_df=metadata) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 616 |  |  |         algo = TradingAlgorithm(env=env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 617 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 618 |  |  |         # Set the period end to a date after the period end | 
            
                                                                                                            
                            
            
                                    
            
            
                | 619 |  |  |         # dates for our assets. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 620 |  |  |         algo.sim_params.period_end = pd.Timestamp('2015-01-01', tz='UTC') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 621 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 622 |  |  |         # With no symbol lookup date set, we will use the period end date | 
            
                                                                                                            
                            
            
                                    
            
            
                | 623 |  |  |         # for the as_of_date, resulting here in the asset with the earlier | 
            
                                                                                                            
                            
            
                                    
            
            
                | 624 |  |  |         # start date being returned. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 625 |  |  |         result = algo.symbol('DUP') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 626 |  |  |         self.assertEqual(result.symbol, 'DUP') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 627 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 628 |  |  |         # By first calling set_symbol_lookup_date, the relevant asset | 
            
                                                                                                            
                            
            
                                    
            
            
                | 629 |  |  |         # should be returned by lookup_symbol | 
            
                                                                                                            
                            
            
                                    
            
            
                | 630 |  |  |         for i, date in enumerate(dates): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 631 |  |  |             algo.set_symbol_lookup_date(date) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 632 |  |  |             result = algo.symbol('DUP') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 633 |  |  |             self.assertEqual(result.symbol, 'DUP') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 634 |  |  |             self.assertEqual(result.sid, i + 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 635 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 636 |  |  |         with self.assertRaises(UnsupportedDatetimeFormat): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 637 |  |  |             algo.set_symbol_lookup_date('foobar') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 638 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 639 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 640 |  |  | class TestTransformAlgorithm(TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 641 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 642 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 643 |  |  |     def setUpClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 644 |  |  |         setup_logger(cls) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 645 |  |  |         cls.env = TradingEnvironment() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 646 |  |  |         cls.sim_params = factory.create_simulation_parameters(num_days=4, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 647 |  |  |                                                               env=cls.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 648 |  |  |         cls.sids = [0, 1, 133] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 649 |  |  |         cls.tempdir = TempDirectory() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 650 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 651 |  |  |         futures_metadata = {3: {'contract_multiplier': 10}} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 652 |  |  |         equities_metadata = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 653 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 654 |  |  |         for sid in cls.sids: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 655 |  |  |             equities_metadata[sid] = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 656 |  |  |                 'start_date': cls.sim_params.period_start, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 657 |  |  |                 'end_date': cls.sim_params.period_end | 
            
                                                                                                            
                            
            
                                    
            
            
                | 658 |  |  |             } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 659 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 660 |  |  |         cls.env.write_data(equities_data=equities_metadata, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 661 |  |  |                            futures_data=futures_metadata) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 662 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 663 |  |  |         trades_by_sid = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 664 |  |  |         for sid in cls.sids: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 665 |  |  |             trades_by_sid[sid] = factory.create_trade_history( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 666 |  |  |                 sid, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 667 |  |  |                 [10.0, 10.0, 11.0, 11.0], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 668 |  |  |                 [100, 100, 100, 300], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 669 |  |  |                 timedelta(days=1), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 670 |  |  |                 cls.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 671 |  |  |                 cls.env | 
            
                                                                                                            
                            
            
                                    
            
            
                | 672 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 673 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 674 |  |  |         cls.data_portal = create_data_portal_from_trade_history(cls.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 675 |  |  |                                                                 cls.tempdir, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 676 |  |  |                                                                 cls.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 677 |  |  |                                                                 trades_by_sid) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 678 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 679 |  |  |         cls.data_portal.current_day = cls.sim_params.trading_days[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 680 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 681 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 682 |  |  |     def tearDownClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 683 |  |  |         teardown_logger(cls) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 684 |  |  |         del cls.env | 
            
                                                                                                            
                            
            
                                    
            
            
                | 685 |  |  |         cls.tempdir.cleanup() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 686 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 687 |  |  |     def test_invalid_order_parameters(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 688 |  |  |         algo = InvalidOrderAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 689 |  |  |             sids=[133], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 690 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 691 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 692 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 693 |  |  |         algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 694 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 695 |  |  |     def test_run_twice(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 696 |  |  |         algo1 = TestRegisterTransformAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 697 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 698 |  |  |             sids=[0, 1] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 699 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 700 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 701 |  |  |         res1 = algo1.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 702 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 703 |  |  |         # Create a new trading algorithm, which will | 
            
                                                                                                            
                            
            
                                    
            
            
                | 704 |  |  |         # use the newly instantiated environment. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 705 |  |  |         algo2 = TestRegisterTransformAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 706 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 707 |  |  |             sids=[0, 1] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 708 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 709 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 710 |  |  |         res2 = algo2.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 711 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 712 |  |  |         # FIXME I think we are getting Nans due to fixed benchmark, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 713 |  |  |         # so dropping them for now. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 714 |  |  |         res1 = res1.fillna(method='ffill') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 715 |  |  |         res2 = res2.fillna(method='ffill') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 716 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 717 |  |  |         np.testing.assert_array_equal(res1, res2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 718 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 719 |  |  |     def test_data_frequency_setting(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 720 |  |  |         self.sim_params.data_frequency = 'daily' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 721 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 722 |  |  |         sim_params = factory.create_simulation_parameters( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 723 |  |  |             num_days=4, env=self.env, data_frequency='daily') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 724 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 725 |  |  |         algo = TestRegisterTransformAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 726 |  |  |             sim_params=sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 727 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 728 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 729 |  |  |         self.assertEqual(algo.sim_params.data_frequency, 'daily') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 730 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 731 |  |  |         sim_params = factory.create_simulation_parameters( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 732 |  |  |             num_days=4, env=self.env, data_frequency='minute') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 733 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 734 |  |  |         algo = TestRegisterTransformAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 735 |  |  |             sim_params=sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 736 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 737 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 738 |  |  |         self.assertEqual(algo.sim_params.data_frequency, 'minute') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 739 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 740 |  |  |     @parameterized.expand([ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 741 |  |  |         (TestOrderAlgorithm,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 742 |  |  |         (TestOrderValueAlgorithm,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 743 |  |  |         (TestTargetAlgorithm,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 744 |  |  |         (TestOrderPercentAlgorithm,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 745 |  |  |         (TestTargetPercentAlgorithm,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 746 |  |  |         (TestTargetValueAlgorithm,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 747 |  |  |     ]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 748 |  |  |     def test_order_methods(self, algo_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 749 |  |  |         algo = algo_class( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 750 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 751 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 752 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 753 |  |  |         # Ensure that the environment's asset 0 is an Equity | 
            
                                                                                                            
                            
            
                                    
            
            
                | 754 |  |  |         asset_to_test = algo.sid(0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 755 |  |  |         self.assertIsInstance(asset_to_test, Equity) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 756 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 757 |  |  |         algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 758 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 759 |  |  |     @parameterized.expand([ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 760 |  |  |         (TestOrderAlgorithm,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 761 |  |  |         (TestOrderValueAlgorithm,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 762 |  |  |         (TestTargetAlgorithm,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 763 |  |  |         (TestOrderPercentAlgorithm,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 764 |  |  |         (TestTargetValueAlgorithm,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 765 |  |  |     ]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 766 |  |  |     def test_order_methods_for_future(self, algo_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 767 |  |  |         algo = algo_class( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 768 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 769 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 770 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 771 |  |  |         # Ensure that the environment's asset 0 is a Future | 
            
                                                                                                            
                            
            
                                    
            
            
                | 772 |  |  |         asset_to_test = algo.sid(3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 773 |  |  |         self.assertIsInstance(asset_to_test, Future) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 774 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 775 |  |  |         algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 776 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 777 |  |  |     @parameterized.expand([ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 778 |  |  |         ("order",), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 779 |  |  |         ("order_value",), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 780 |  |  |         ("order_percent",), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 781 |  |  |         ("order_target",), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 782 |  |  |         ("order_target_percent",), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 783 |  |  |         ("order_target_value",), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 784 |  |  |     ]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 785 |  |  |     def test_order_method_style_forwarding(self, order_style): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 786 |  |  |         algo = TestOrderStyleForwardingAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 787 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 788 |  |  |             method_name=order_style, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 789 |  |  |             env=self.env | 
            
                                                                                                            
                            
            
                                    
            
            
                | 790 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 791 |  |  |         algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 792 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 793 |  |  |     @parameterized.expand([ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 794 |  |  |         (TestOrderAlgorithm,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 795 |  |  |         (TestOrderValueAlgorithm,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 796 |  |  |         (TestTargetAlgorithm,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 797 |  |  |         (TestOrderPercentAlgorithm,) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 798 |  |  |     ]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 799 |  |  |     def test_minute_data(self, algo_class): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 800 |  |  |         tempdir = TempDirectory() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 801 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 802 |  |  |         try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 803 |  |  |             env = TradingEnvironment() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 804 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 805 |  |  |             sim_params = SimulationParameters( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 806 |  |  |                 period_start=pd.Timestamp('2002-1-2', tz='UTC'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 807 |  |  |                 period_end=pd.Timestamp('2002-1-4', tz='UTC'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 808 |  |  |                 capital_base=float("1.0e5"), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 809 |  |  |                 data_frequency='minute', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 810 |  |  |                 env=env | 
            
                                                                                                            
                            
            
                                    
            
            
                | 811 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 812 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 813 |  |  |             equities_metadata = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 814 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 815 |  |  |             for sid in [0, 1]: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 816 |  |  |                 equities_metadata[sid] = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 817 |  |  |                     'start_date': sim_params.period_start, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 818 |  |  |                     'end_date': sim_params.period_end + timedelta(days=1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 819 |  |  |                 } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 820 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 821 |  |  |             env.write_data(equities_data=equities_metadata) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 822 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 823 |  |  |             data_portal = create_data_portal( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 824 |  |  |                 env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 825 |  |  |                 tempdir, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 826 |  |  |                 sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 827 |  |  |                 [0, 1] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 828 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 829 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 830 |  |  |             algo = algo_class(sim_params=sim_params, env=env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 831 |  |  |             algo.run(data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 832 |  |  |         finally: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 833 |  |  |             tempdir.cleanup() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 834 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 835 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 836 |  |  | class TestPositions(TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 837 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 838 |  |  |     def setUpClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 839 |  |  |         setup_logger(cls) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 840 |  |  |         cls.env = TradingEnvironment() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 841 |  |  |         cls.sim_params = factory.create_simulation_parameters(num_days=4, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 842 |  |  |                                                               env=cls.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 843 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 844 |  |  |         cls.sids = [1, 133] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 845 |  |  |         cls.tempdir = TempDirectory() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 846 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 847 |  |  |         equities_metadata = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 848 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 849 |  |  |         for sid in cls.sids: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 850 |  |  |             equities_metadata[sid] = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 851 |  |  |                 'start_date': cls.sim_params.period_start, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 852 |  |  |                 'end_date': cls.sim_params.period_end | 
            
                                                                                                            
                            
            
                                    
            
            
                | 853 |  |  |             } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 854 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 855 |  |  |         cls.env.write_data(equities_data=equities_metadata) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 856 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 857 |  |  |         cls.data_portal = create_data_portal( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 858 |  |  |             cls.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 859 |  |  |             cls.tempdir, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 860 |  |  |             cls.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 861 |  |  |             cls.sids | 
            
                                                                                                            
                            
            
                                    
            
            
                | 862 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 863 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 864 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 865 |  |  |     def tearDownClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 866 |  |  |         teardown_logger(cls) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 867 |  |  |         cls.tempdir.cleanup() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 868 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 869 |  |  |     def test_empty_portfolio(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 870 |  |  |         algo = EmptyPositionsAlgorithm(self.sids, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 871 |  |  |                                        sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 872 |  |  |                                        env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 873 |  |  |         daily_stats = algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 874 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 875 |  |  |         expected_position_count = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 876 |  |  |             0,  # Before entering the first position | 
            
                                                                                                            
                            
            
                                    
            
            
                | 877 |  |  |             2,  # After entering, exiting on this date | 
            
                                                                                                            
                            
            
                                    
            
            
                | 878 |  |  |             0,  # After exiting | 
            
                                                                                                            
                            
            
                                    
            
            
                | 879 |  |  |             0, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 880 |  |  |         ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 881 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 882 |  |  |         for i, expected in enumerate(expected_position_count): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 883 |  |  |             self.assertEqual(daily_stats.ix[i]['num_positions'], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 884 |  |  |                              expected) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 885 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 886 |  |  |     def test_noop_orders(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 887 |  |  |         algo = AmbitiousStopLimitAlgorithm(sid=1, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 888 |  |  |                                            sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 889 |  |  |                                            env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 890 |  |  |         daily_stats = algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 891 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 892 |  |  |         # Verify that positions are empty for all dates. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 893 |  |  |         empty_positions = daily_stats.positions.map(lambda x: len(x) == 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 894 |  |  |         self.assertTrue(empty_positions.all()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 895 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 896 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 897 |  |  | class TestAlgoScript(TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 898 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 899 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 900 |  |  |     def setUpClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 901 |  |  |         setup_logger(cls) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 902 |  |  |         cls.env = TradingEnvironment() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 903 |  |  |         cls.sim_params = factory.create_simulation_parameters(num_days=251, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 904 |  |  |                                                               env=cls.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 905 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 906 |  |  |         cls.sids = [0, 1, 3, 133] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 907 |  |  |         cls.tempdir = TempDirectory() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 908 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 909 |  |  |         equities_metadata = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 910 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 911 |  |  |         for sid in cls.sids: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 912 |  |  |             equities_metadata[sid] = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 913 |  |  |                 'start_date': cls.sim_params.period_start, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 914 |  |  |                 'end_date': cls.sim_params.period_end | 
            
                                                                                                            
                            
            
                                    
            
            
                | 915 |  |  |             } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 916 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 917 |  |  |             if sid == 3: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 918 |  |  |                 equities_metadata[sid]["symbol"] = "TEST" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 919 |  |  |                 equities_metadata[sid]["asset_type"] = "equity" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 920 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 921 |  |  |         cls.env.write_data(equities_data=equities_metadata) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 922 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 923 |  |  |         days = 251 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 924 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 925 |  |  |         trades_by_sid = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 926 |  |  |             0: factory.create_trade_history( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 927 |  |  |                 0, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 928 |  |  |                 [10.0] * days, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 929 |  |  |                 [100] * days, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 930 |  |  |                 timedelta(days=1), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 931 |  |  |                 cls.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 932 |  |  |                 cls.env), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 933 |  |  |             3: factory.create_trade_history( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 934 |  |  |                 3, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 935 |  |  |                 [10.0] * days, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 936 |  |  |                 [100] * days, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 937 |  |  |                 timedelta(days=1), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 938 |  |  |                 cls.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 939 |  |  |                 cls.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 940 |  |  |         } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 941 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 942 |  |  |         cls.data_portal = create_data_portal_from_trade_history(cls.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 943 |  |  |                                                                 cls.tempdir, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 944 |  |  |                                                                 cls.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 945 |  |  |                                                                 trades_by_sid) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 946 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 947 |  |  |         cls.zipline_test_config = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 948 |  |  |             'sid': 0, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 949 |  |  |         } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 950 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 951 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 952 |  |  |     def tearDownClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 953 |  |  |         del cls.env | 
            
                                                                                                            
                            
            
                                    
            
            
                | 954 |  |  |         cls.tempdir.cleanup() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 955 |  |  |         teardown_logger(cls) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 956 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 957 |  |  |     def test_noop(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 958 |  |  |         algo = TradingAlgorithm(initialize=initialize_noop, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 959 |  |  |                                 handle_data=handle_data_noop) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 960 |  |  |         algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 961 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 962 |  |  |     def test_noop_string(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 963 |  |  |         algo = TradingAlgorithm(script=noop_algo) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 964 |  |  |         algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 965 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 966 |  |  |     def test_api_calls(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 967 |  |  |         algo = TradingAlgorithm(initialize=initialize_api, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 968 |  |  |                                 handle_data=handle_data_api, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 969 |  |  |                                 env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 970 |  |  |         algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 971 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 972 |  |  |     def test_api_calls_string(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 973 |  |  |         algo = TradingAlgorithm(script=api_algo, env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 974 |  |  |         algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 975 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 976 |  |  |     def test_api_get_environment(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 977 |  |  |         platform = 'zipline' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 978 |  |  |         algo = TradingAlgorithm(script=api_get_environment_algo, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 979 |  |  |                                 platform=platform) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 980 |  |  |         algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 981 |  |  |         self.assertEqual(algo.environment, platform) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 982 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 983 |  |  |     def test_api_symbol(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 984 |  |  |         algo = TradingAlgorithm(script=api_symbol_algo, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 985 |  |  |                                 env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 986 |  |  |                                 sim_params=self.sim_params) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 987 |  |  |         algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 988 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 989 |  |  |     def test_fixed_slippage(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 990 |  |  |         # verify order -> transaction -> portfolio position. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 991 |  |  |         # -------------- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 992 |  |  |         test_algo = TradingAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 993 |  |  |             script=""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 994 |  |  | from zipline.api import (slippage, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 995 |  |  |                          commission, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 996 |  |  |                          set_slippage, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 997 |  |  |                          set_commission, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 998 |  |  |                          order, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 999 |  |  |                          record, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1000 |  |  |                          sid) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1001 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1002 |  |  | def initialize(context): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1003 |  |  |     model = slippage.FixedSlippage(spread=0.10) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1004 |  |  |     set_slippage(model) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1005 |  |  |     set_commission(commission.PerTrade(100.00)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1006 |  |  |     context.count = 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1007 |  |  |     context.incr = 0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1008 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1009 |  |  | def handle_data(context, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1010 |  |  |     if context.incr < context.count: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1011 |  |  |         order(sid(0), -1000) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1012 |  |  |     record(price=data[0].price) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1013 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1014 |  |  |     context.incr += 1""", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1015 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1016 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1017 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1018 |  |  |         results = test_algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1019 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1020 |  |  |         # flatten the list of txns | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1021 |  |  |         all_txns = [val for sublist in results["transactions"].tolist() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1022 |  |  |                     for val in sublist] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1023 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1024 |  |  |         self.assertEqual(len(all_txns), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1025 |  |  |         txn = all_txns[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1026 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1027 |  |  |         self.assertEqual(100.0, txn["commission"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1028 |  |  |         expected_spread = 0.05 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1029 |  |  |         expected_commish = 0.10 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1030 |  |  |         expected_price = test_algo.recorded_vars["price"] - expected_spread \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1031 |  |  |             - expected_commish | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1032 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1033 |  |  |         self.assertEqual(expected_price, txn['price']) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1034 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1035 |  |  |     @parameterized.expand( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1036 |  |  |         [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1037 |  |  |             ('no_minimum_commission', 0,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1038 |  |  |             ('default_minimum_commission', 1,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1039 |  |  |             ('alternate_minimum_commission', 2,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1040 |  |  |         ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1041 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1042 |  |  |     def test_volshare_slippage(self, name, minimum_commission): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1043 |  |  |         tempdir = TempDirectory() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1044 |  |  |         try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1045 |  |  |             if name == "default_minimum_commission": | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1046 |  |  |                 commission_line = "set_commission(commission.PerShare(0.02))" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1047 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1048 |  |  |                 commission_line = \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1049 |  |  |                     "set_commission(commission.PerShare(0.02, " \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1050 |  |  |                     "min_trade_cost={0}))".format(minimum_commission) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1051 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1052 |  |  |             # verify order -> transaction -> portfolio position. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1053 |  |  |             # -------------- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1054 |  |  |             test_algo = TradingAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1055 |  |  |                 script=""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1056 |  |  | from zipline.api import * | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1057 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1058 |  |  | def initialize(context): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1059 |  |  |     model = slippage.VolumeShareSlippage( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1060 |  |  |                             volume_limit=.3, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1061 |  |  |                             price_impact=0.05 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1062 |  |  |                        ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1063 |  |  |     set_slippage(model) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1064 |  |  |     {0} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1065 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1066 |  |  |     context.count = 2 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1067 |  |  |     context.incr = 0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1068 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1069 |  |  | def handle_data(context, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1070 |  |  |     if context.incr < context.count: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1071 |  |  |         # order small lots to be sure the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1072 |  |  |         # order will fill in a single transaction | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1073 |  |  |         order(sid(0), 5000) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1074 |  |  |     record(price=data[0].price) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1075 |  |  |     record(volume=data[0].volume) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1076 |  |  |     record(incr=context.incr) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1077 |  |  |     context.incr += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1078 |  |  |     """.format(commission_line), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1079 |  |  |                 sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1080 |  |  |                 env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1081 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1082 |  |  |             set_algo_instance(test_algo) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1083 |  |  |             trades = factory.create_daily_trade_source( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1084 |  |  |                 [0], self.sim_params, self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1085 |  |  |             data_portal = create_data_portal_from_trade_history( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1086 |  |  |                 self.env, tempdir, self.sim_params, {0: trades}) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1087 |  |  |             results = test_algo.run(data_portal=data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1088 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1089 |  |  |             all_txns = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1090 |  |  |                 val for sublist in results["transactions"].tolist() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1091 |  |  |                 for val in sublist] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1092 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1093 |  |  |             self.assertEqual(len(all_txns), 67) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1094 |  |  |             first_txn = all_txns[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1095 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1096 |  |  |             if minimum_commission == 0: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1097 |  |  |                 commish = first_txn["amount"] * 0.02 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1098 |  |  |                 self.assertEqual(commish, first_txn["commission"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1099 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1100 |  |  |                 self.assertEqual(minimum_commission, first_txn["commission"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1101 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1102 |  |  |             # import pdb; pdb.set_trace() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1103 |  |  |             # commish = first_txn["amount"] * per_share_commish | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1104 |  |  |             # self.assertEqual(commish, first_txn["commission"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1105 |  |  |             # self.assertEqual(2.029, first_txn["price"]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1106 |  |  |         finally: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1107 |  |  |             tempdir.cleanup() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1108 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1109 |  |  |     def test_algo_record_vars(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1110 |  |  |         test_algo = TradingAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1111 |  |  |             script=record_variables, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1112 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1113 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1114 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1115 |  |  |         results = test_algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1116 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1117 |  |  |         for i in range(1, 252): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1118 |  |  |             self.assertEqual(results.iloc[i-1]["incr"], i) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1119 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1120 |  |  |     def test_algo_record_allow_mock(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1121 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1122 |  |  |         Test that values from "MagicMock"ed methods can be passed to record. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1123 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1124 |  |  |         Relevant for our basic/validation and methods like history, which | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1125 |  |  |         will end up returning a MagicMock instead of a DataFrame. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1126 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1127 |  |  |         test_algo = TradingAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1128 |  |  |             script=record_variables, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1129 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1130 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1131 |  |  |         set_algo_instance(test_algo) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1132 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1133 |  |  |         test_algo.record(foo=MagicMock()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1134 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1135 |  |  |     def test_algo_record_nan(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1136 |  |  |         test_algo = TradingAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1137 |  |  |             script=record_float_magic % 'nan', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1138 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1139 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1140 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1141 |  |  |         results = test_algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1142 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1143 |  |  |         for i in range(1, 252): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1144 |  |  |             self.assertTrue(np.isnan(results.iloc[i-1]["data"])) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1145 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1146 |  |  |     def test_order_methods(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1147 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1148 |  |  |         Only test that order methods can be called without error. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1149 |  |  |         Correct filling of orders is tested in zipline. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1150 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1151 |  |  |         test_algo = TradingAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1152 |  |  |             script=call_all_order_methods, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1153 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1154 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1155 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1156 |  |  |         test_algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1157 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1158 |  |  |     def test_order_in_init(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1159 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1160 |  |  |         Test that calling order in initialize | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1161 |  |  |         will raise an error. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1162 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1163 |  |  |         with self.assertRaises(OrderDuringInitialize): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1164 |  |  |             test_algo = TradingAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1165 |  |  |                 script=call_order_in_init, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1166 |  |  |                 sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1167 |  |  |                 env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1168 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1169 |  |  |             test_algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1170 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1171 |  |  |     def test_portfolio_in_init(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1172 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1173 |  |  |         Test that accessing portfolio in init doesn't break. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1174 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1175 |  |  |         test_algo = TradingAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1176 |  |  |             script=access_portfolio_in_init, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1177 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1178 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1179 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1180 |  |  |         test_algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1181 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1182 |  |  |     def test_account_in_init(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1183 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1184 |  |  |         Test that accessing account in init doesn't break. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1185 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1186 |  |  |         test_algo = TradingAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1187 |  |  |             script=access_account_in_init, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1188 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1189 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1190 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1191 |  |  |         test_algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1192 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1193 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1194 |  |  | class TestGetDatetime(TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1195 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1196 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1197 |  |  |     def setUpClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1198 |  |  |         cls.env = TradingEnvironment() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1199 |  |  |         cls.env.write_data(equities_identifiers=[0, 1]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1200 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1201 |  |  |         setup_logger(cls) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1202 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1203 |  |  |         cls.sim_params = factory.create_simulation_parameters( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1204 |  |  |             data_frequency='minute', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1205 |  |  |             env=cls.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1206 |  |  |             start=to_utc('2014-01-02 9:31'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1207 |  |  |             end=to_utc('2014-01-03 9:31') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1208 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1209 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1210 |  |  |         cls.tempdir = TempDirectory() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1211 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1212 |  |  |         cls.data_portal = create_data_portal( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1213 |  |  |             cls.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1214 |  |  |             cls.tempdir, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1215 |  |  |             cls.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1216 |  |  |             [1] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1217 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1218 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1219 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1220 |  |  |     def tearDownClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1221 |  |  |         del cls.env | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1222 |  |  |         teardown_logger(cls) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1223 |  |  |         cls.tempdir.cleanup() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1224 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1225 |  |  |     @parameterized.expand( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1226 |  |  |         [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1227 |  |  |             ('default', None,), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1228 |  |  |             ('utc', 'UTC',), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1229 |  |  |             ('us_east', 'US/Eastern',), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1230 |  |  |         ] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1231 |  |  |     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1232 |  |  |     def test_get_datetime(self, name, tz): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1233 |  |  |         algo = dedent( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1234 |  |  |             """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1235 |  |  |             import pandas as pd | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1236 |  |  |             from zipline.api import get_datetime | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1237 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1238 |  |  |             def initialize(context): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1239 |  |  |                 context.tz = {tz} or 'UTC' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1240 |  |  |                 context.first_bar = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1241 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1242 |  |  |             def handle_data(context, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1243 |  |  |                 if context.first_bar: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1244 |  |  |                     dt = get_datetime({tz}) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1245 |  |  |                     if dt.tz.zone != context.tz: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1246 |  |  |                         raise ValueError("Mismatched Zone") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1247 |  |  |                     elif dt.tz_convert("US/Eastern").hour != 9: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1248 |  |  |                         raise ValueError("Mismatched Hour") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1249 |  |  |                     elif dt.tz_convert("US/Eastern").minute != 31: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1250 |  |  |                         raise ValueError("Mismatched Minute") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1251 |  |  |                 context.first_bar = False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1252 |  |  |             """.format(tz=repr(tz)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1253 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1254 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1255 |  |  |         algo = TradingAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1256 |  |  |             script=algo, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1257 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1258 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1259 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1260 |  |  |         algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1261 |  |  |         self.assertFalse(algo.first_bar) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1262 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1263 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1264 |  |  | class TestTradingControls(TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1265 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1266 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1267 |  |  |     def setUpClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1268 |  |  |         cls.sid = 133 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1269 |  |  |         cls.env = TradingEnvironment() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1270 |  |  |         cls.sim_params = factory.create_simulation_parameters(num_days=4, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1271 |  |  |                                                               env=cls.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1272 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1273 |  |  |         cls.env.write_data(equities_data={ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1274 |  |  |             133: { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1275 |  |  |                 'start_date': cls.sim_params.period_start, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1276 |  |  |                 'end_date': cls.sim_params.period_end | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1277 |  |  |             } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1278 |  |  |         }) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1279 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1280 |  |  |         cls.tempdir = TempDirectory() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1281 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1282 |  |  |         cls.data_portal = create_data_portal( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1283 |  |  |             cls.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1284 |  |  |             cls.tempdir, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1285 |  |  |             cls.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1286 |  |  |             [cls.sid] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1287 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1288 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1289 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1290 |  |  |     def tearDownClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1291 |  |  |         del cls.env | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1292 |  |  |         cls.tempdir.cleanup() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1293 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1294 |  |  |     def _check_algo(self, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1295 |  |  |                     algo, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1296 |  |  |                     handle_data, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1297 |  |  |                     expected_order_count, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1298 |  |  |                     expected_exc): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1299 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1300 |  |  |         algo._handle_data = handle_data | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1301 |  |  |         with self.assertRaises(expected_exc) if expected_exc else nullctx(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1302 |  |  |             algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1303 |  |  |         self.assertEqual(algo.order_count, expected_order_count) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1304 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1305 |  |  |     def check_algo_succeeds(self, algo, handle_data, order_count=4): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1306 |  |  |         # Default for order_count assumes one order per handle_data call. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1307 |  |  |         self._check_algo(algo, handle_data, order_count, None) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1308 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1309 |  |  |     def check_algo_fails(self, algo, handle_data, order_count): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1310 |  |  |         self._check_algo(algo, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1311 |  |  |                          handle_data, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1312 |  |  |                          order_count, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1313 |  |  |                          TradingControlViolation) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1314 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1315 |  |  |     def test_set_max_position_size(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1316 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1317 |  |  |         # Buy one share four times.  Should be fine. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1318 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1319 |  |  |             algo.order(algo.sid(self.sid), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1320 |  |  |             algo.order_count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1321 |  |  |         algo = SetMaxPositionSizeAlgorithm(sid=self.sid, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1322 |  |  |                                            max_shares=10, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1323 |  |  |                                            max_notional=500.0, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1324 |  |  |                                            sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1325 |  |  |                                            env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1326 |  |  |         self.check_algo_succeeds(algo, handle_data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1327 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1328 |  |  |         # Buy three shares four times.  Should bail on the fourth before it's | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1329 |  |  |         # placed. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1330 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1331 |  |  |             algo.order(algo.sid(self.sid), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1332 |  |  |             algo.order_count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1333 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1334 |  |  |         algo = SetMaxPositionSizeAlgorithm(sid=self.sid, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1335 |  |  |                                            max_shares=10, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1336 |  |  |                                            max_notional=500.0, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1337 |  |  |                                            sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1338 |  |  |                                            env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1339 |  |  |         self.check_algo_fails(algo, handle_data, 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1340 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1341 |  |  |         # Buy three shares four times. Should bail due to max_notional on the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1342 |  |  |         # third attempt. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1343 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1344 |  |  |             algo.order(algo.sid(self.sid), 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1345 |  |  |             algo.order_count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1346 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1347 |  |  |         algo = SetMaxPositionSizeAlgorithm(sid=self.sid, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1348 |  |  |                                            max_shares=10, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1349 |  |  |                                            max_notional=67.0, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1350 |  |  |                                            sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1351 |  |  |                                            env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1352 |  |  |         self.check_algo_fails(algo, handle_data, 2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1353 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1354 |  |  |         # Set the trading control to a different sid, then BUY ALL THE THINGS!. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1355 |  |  |         # Should continue normally. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1356 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1357 |  |  |             algo.order(algo.sid(self.sid), 10000) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1358 |  |  |             algo.order_count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1359 |  |  |         algo = SetMaxPositionSizeAlgorithm(sid=self.sid + 1, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1360 |  |  |                                            max_shares=10, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1361 |  |  |                                            max_notional=67.0, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1362 |  |  |                                            sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1363 |  |  |                                            env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1364 |  |  |         self.check_algo_succeeds(algo, handle_data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1365 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1366 |  |  |         # Set the trading control sid to None, then BUY ALL THE THINGS!. Should | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1367 |  |  |         # fail because setting sid to None makes the control apply to all sids. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1368 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1369 |  |  |             algo.order(algo.sid(self.sid), 10000) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1370 |  |  |             algo.order_count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1371 |  |  |         algo = SetMaxPositionSizeAlgorithm(max_shares=10, max_notional=61.0, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1372 |  |  |                                            sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1373 |  |  |                                            env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1374 |  |  |         self.check_algo_fails(algo, handle_data, 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1375 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1376 |  |  |     def test_set_do_not_order_list(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1377 |  |  |         # set the restricted list to be the sid, and fail. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1378 |  |  |         algo = SetDoNotOrderListAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1379 |  |  |             sid=self.sid, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1380 |  |  |             restricted_list=[self.sid], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1381 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1382 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1383 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1384 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1385 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1386 |  |  |             algo.order(algo.sid(self.sid), 100) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1387 |  |  |             algo.order_count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1388 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1389 |  |  |         self.check_algo_fails(algo, handle_data, 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1390 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1391 |  |  |         # set the restricted list to exclude the sid, and succeed | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1392 |  |  |         algo = SetDoNotOrderListAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1393 |  |  |             sid=self.sid, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1394 |  |  |             restricted_list=[134, 135, 136], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1395 |  |  |             sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1396 |  |  |             env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1397 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1398 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1399 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1400 |  |  |             algo.order(algo.sid(self.sid), 100) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1401 |  |  |             algo.order_count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1402 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1403 |  |  |         self.check_algo_succeeds(algo, handle_data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1404 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1405 |  |  |     def test_set_max_order_size(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1406 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1407 |  |  |         # Buy one share. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1408 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1409 |  |  |             algo.order(algo.sid(self.sid), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1410 |  |  |             algo.order_count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1411 |  |  |         algo = SetMaxOrderSizeAlgorithm(sid=self.sid, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1412 |  |  |                                         max_shares=10, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1413 |  |  |                                         max_notional=500.0, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1414 |  |  |                                         sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1415 |  |  |                                         env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1416 |  |  |         self.check_algo_succeeds(algo, handle_data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1417 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1418 |  |  |         # Buy 1, then 2, then 3, then 4 shares.  Bail on the last attempt | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1419 |  |  |         # because we exceed shares. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1420 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1421 |  |  |             algo.order(algo.sid(self.sid), algo.order_count + 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1422 |  |  |             algo.order_count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1423 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1424 |  |  |         algo = SetMaxOrderSizeAlgorithm(sid=self.sid, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1425 |  |  |                                         max_shares=3, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1426 |  |  |                                         max_notional=500.0, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1427 |  |  |                                         sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1428 |  |  |                                         env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1429 |  |  |         self.check_algo_fails(algo, handle_data, 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1430 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1431 |  |  |         # Buy 1, then 2, then 3, then 4 shares.  Bail on the last attempt | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1432 |  |  |         # because we exceed notional. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1433 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1434 |  |  |             algo.order(algo.sid(self.sid), algo.order_count + 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1435 |  |  |             algo.order_count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1436 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1437 |  |  |         algo = SetMaxOrderSizeAlgorithm(sid=self.sid, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1438 |  |  |                                         max_shares=10, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1439 |  |  |                                         max_notional=40.0, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1440 |  |  |                                         sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1441 |  |  |                                         env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1442 |  |  |         self.check_algo_fails(algo, handle_data, 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1443 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1444 |  |  |         # Set the trading control to a different sid, then BUY ALL THE THINGS!. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1445 |  |  |         # Should continue normally. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1446 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1447 |  |  |             algo.order(algo.sid(self.sid), 10000) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1448 |  |  |             algo.order_count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1449 |  |  |         algo = SetMaxOrderSizeAlgorithm(sid=self.sid + 1, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1450 |  |  |                                         max_shares=1, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1451 |  |  |                                         max_notional=1.0, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1452 |  |  |                                         sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1453 |  |  |                                         env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1454 |  |  |         self.check_algo_succeeds(algo, handle_data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1455 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1456 |  |  |         # Set the trading control sid to None, then BUY ALL THE THINGS!. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1457 |  |  |         # Should fail because not specifying a sid makes the trading control | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1458 |  |  |         # apply to all sids. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1459 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1460 |  |  |             algo.order(algo.sid(self.sid), 10000) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1461 |  |  |             algo.order_count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1462 |  |  |         algo = SetMaxOrderSizeAlgorithm(max_shares=1, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1463 |  |  |                                         max_notional=1.0, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1464 |  |  |                                         sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1465 |  |  |                                         env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1466 |  |  |         self.check_algo_fails(algo, handle_data, 0) | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 1467 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1468 |  |  |     def test_set_max_order_count(self): | 
            
                                                                        
                            
            
                                    
            
            
                | 1469 |  |  |         tempdir = TempDirectory() | 
            
                                                                        
                            
            
                                    
            
            
                | 1470 |  |  |         try: | 
            
                                                                        
                            
            
                                    
            
            
                | 1471 |  |  |             env = TradingEnvironment() | 
            
                                                                        
                            
            
                                    
            
            
                | 1472 |  |  |             sim_params = factory.create_simulation_parameters( | 
            
                                                                        
                            
            
                                    
            
            
                | 1473 |  |  |                 num_days=4, env=env, data_frequency="minute") | 
            
                                                                        
                            
            
                                    
            
            
                | 1474 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1475 |  |  |             env.write_data(equities_data={ | 
            
                                                                        
                            
            
                                    
            
            
                | 1476 |  |  |                 1: { | 
            
                                                                        
                            
            
                                    
            
            
                | 1477 |  |  |                     'start_date': sim_params.period_start, | 
            
                                                                        
                            
            
                                    
            
            
                | 1478 |  |  |                     'end_date': sim_params.period_end + timedelta(days=1) | 
            
                                                                        
                            
            
                                    
            
            
                | 1479 |  |  |                 } | 
            
                                                                        
                            
            
                                    
            
            
                | 1480 |  |  |             }) | 
            
                                                                        
                            
            
                                    
            
            
                | 1481 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1482 |  |  |             data_portal = create_data_portal( | 
            
                                                                        
                            
            
                                    
            
            
                | 1483 |  |  |                 env, | 
            
                                                                        
                            
            
                                    
            
            
                | 1484 |  |  |                 tempdir, | 
            
                                                                        
                            
            
                                    
            
            
                | 1485 |  |  |                 sim_params, | 
            
                                                                        
                            
            
                                    
            
            
                | 1486 |  |  |                 [1] | 
            
                                                                        
                            
            
                                    
            
            
                | 1487 |  |  |             ) | 
            
                                                                        
                            
            
                                    
            
            
                | 1488 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1489 |  |  |             def handle_data(algo, data): | 
            
                                                                        
                            
            
                                    
            
            
                | 1490 |  |  |                 for i in range(5): | 
            
                                                                        
                            
            
                                    
            
            
                | 1491 |  |  |                     algo.order(algo.sid(1), 1) | 
            
                                                                        
                            
            
                                    
            
            
                | 1492 |  |  |                     algo.order_count += 1 | 
            
                                                                        
                            
            
                                    
            
            
                | 1493 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1494 |  |  |             algo = SetMaxOrderCountAlgorithm(3, sim_params=sim_params, | 
            
                                                                        
                            
            
                                    
            
            
                | 1495 |  |  |                                              env=env) | 
            
                                                                        
                            
            
                                    
            
            
                | 1496 |  |  |             with self.assertRaises(TradingControlViolation): | 
            
                                                                        
                            
            
                                    
            
            
                | 1497 |  |  |                 algo._handle_data = handle_data | 
            
                                                                        
                            
            
                                    
            
            
                | 1498 |  |  |                 algo.run(data_portal) | 
            
                                                                        
                            
            
                                    
            
            
                | 1499 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1500 |  |  |             self.assertEqual(algo.order_count, 3) | 
            
                                                                        
                            
            
                                    
            
            
                | 1501 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1502 |  |  |             # This time, order 5 times twice in a single day. The last order | 
            
                                                                        
                            
            
                                    
            
            
                | 1503 |  |  |             # of the second batch should fail. | 
            
                                                                        
                            
            
                                    
            
            
                | 1504 |  |  |             def handle_data2(algo, data): | 
            
                                                                        
                            
            
                                    
            
            
                | 1505 |  |  |                 if algo.minute_count == 0 or algo.minute_count == 100: | 
            
                                                                        
                            
            
                                    
            
            
                | 1506 |  |  |                     for i in range(5): | 
            
                                                                        
                            
            
                                    
            
            
                | 1507 |  |  |                         algo.order(algo.sid(1), 1) | 
            
                                                                        
                            
            
                                    
            
            
                | 1508 |  |  |                         algo.order_count += 1 | 
            
                                                                        
                            
            
                                    
            
            
                | 1509 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1510 |  |  |                 algo.minute_count += 1 | 
            
                                                                        
                            
            
                                    
            
            
                | 1511 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1512 |  |  |             algo = SetMaxOrderCountAlgorithm(9, sim_params=sim_params, | 
            
                                                                        
                            
            
                                    
            
            
                | 1513 |  |  |                                              env=env) | 
            
                                                                        
                            
            
                                    
            
            
                | 1514 |  |  |             with self.assertRaises(TradingControlViolation): | 
            
                                                                        
                            
            
                                    
            
            
                | 1515 |  |  |                 algo._handle_data = handle_data2 | 
            
                                                                        
                            
            
                                    
            
            
                | 1516 |  |  |                 algo.run(data_portal) | 
            
                                                                        
                            
            
                                    
            
            
                | 1517 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1518 |  |  |             self.assertEqual(algo.order_count, 9) | 
            
                                                                        
                            
            
                                    
            
            
                | 1519 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1520 |  |  |             def handle_data3(algo, data): | 
            
                                                                        
                            
            
                                    
            
            
                | 1521 |  |  |                 if (algo.minute_count % 390) == 0: | 
            
                                                                        
                            
            
                                    
            
            
                | 1522 |  |  |                     for i in range(5): | 
            
                                                                        
                            
            
                                    
            
            
                | 1523 |  |  |                         algo.order(algo.sid(1), 1) | 
            
                                                                        
                            
            
                                    
            
            
                | 1524 |  |  |                         algo.order_count += 1 | 
            
                                                                        
                            
            
                                    
            
            
                | 1525 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1526 |  |  |                 algo.minute_count += 1 | 
            
                                                                        
                            
            
                                    
            
            
                | 1527 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 1528 |  |  |             # Only 5 orders are placed per day, so this should pass even | 
            
                                                                        
                            
            
                                    
            
            
                | 1529 |  |  |             # though in total more than 20 orders are placed. | 
            
                                                                        
                            
            
                                    
            
            
                | 1530 |  |  |             algo = SetMaxOrderCountAlgorithm(5, sim_params=sim_params, | 
            
                                                                        
                            
            
                                    
            
            
                | 1531 |  |  |                                              env=env) | 
            
                                                                        
                            
            
                                    
            
            
                | 1532 |  |  |             algo._handle_data = handle_data3 | 
            
                                                                        
                            
            
                                    
            
            
                | 1533 |  |  |             algo.run(data_portal) | 
            
                                                                        
                            
            
                                    
            
            
                | 1534 |  |  |         finally: | 
            
                                                                        
                            
            
                                    
            
            
                | 1535 |  |  |             tempdir.cleanup() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1536 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1537 |  |  |     def test_long_only(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1538 |  |  |         # Sell immediately -> fail immediately. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1539 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1540 |  |  |             algo.order(algo.sid(self.sid), -1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1541 |  |  |             algo.order_count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1542 |  |  |         algo = SetLongOnlyAlgorithm(sim_params=self.sim_params, env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1543 |  |  |         self.check_algo_fails(algo, handle_data, 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1544 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1545 |  |  |         # Buy on even days, sell on odd days.  Never takes a short position, so | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1546 |  |  |         # should succeed. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1547 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1548 |  |  |             if (algo.order_count % 2) == 0: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1549 |  |  |                 algo.order(algo.sid(self.sid), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1550 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1551 |  |  |                 algo.order(algo.sid(self.sid), -1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1552 |  |  |             algo.order_count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1553 |  |  |         algo = SetLongOnlyAlgorithm(sim_params=self.sim_params, env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1554 |  |  |         self.check_algo_succeeds(algo, handle_data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1555 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1556 |  |  |         # Buy on first three days, then sell off holdings.  Should succeed. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1557 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1558 |  |  |             amounts = [1, 1, 1, -3] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1559 |  |  |             algo.order(algo.sid(self.sid), amounts[algo.order_count]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1560 |  |  |             algo.order_count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1561 |  |  |         algo = SetLongOnlyAlgorithm(sim_params=self.sim_params, env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1562 |  |  |         self.check_algo_succeeds(algo, handle_data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1563 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1564 |  |  |         # Buy on first three days, then sell off holdings plus an extra share. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1565 |  |  |         # Should fail on the last sale. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1566 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1567 |  |  |             amounts = [1, 1, 1, -4] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1568 |  |  |             algo.order(algo.sid(self.sid), amounts[algo.order_count]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1569 |  |  |             algo.order_count += 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1570 |  |  |         algo = SetLongOnlyAlgorithm(sim_params=self.sim_params, env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1571 |  |  |         self.check_algo_fails(algo, handle_data, 3) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1572 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1573 |  |  |     def test_register_post_init(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1574 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1575 |  |  |         def initialize(algo): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1576 |  |  |             algo.initialized = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1577 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1578 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1579 |  |  |             with self.assertRaises(RegisterTradingControlPostInit): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1580 |  |  |                 algo.set_max_position_size(self.sid, 1, 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1581 |  |  |             with self.assertRaises(RegisterTradingControlPostInit): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1582 |  |  |                 algo.set_max_order_size(self.sid, 1, 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1583 |  |  |             with self.assertRaises(RegisterTradingControlPostInit): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1584 |  |  |                 algo.set_max_order_count(1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1585 |  |  |             with self.assertRaises(RegisterTradingControlPostInit): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1586 |  |  |                 algo.set_long_only() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1587 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1588 |  |  |         algo = TradingAlgorithm(initialize=initialize, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1589 |  |  |                                 handle_data=handle_data, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1590 |  |  |                                 sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1591 |  |  |                                 env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1592 |  |  |         algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1593 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1594 |  |  |     def test_asset_date_bounds(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1595 |  |  |         tempdir = TempDirectory() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1596 |  |  |         try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1597 |  |  |             # Run the algorithm with a sid that ends far in the future | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1598 |  |  |             temp_env = TradingEnvironment() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1599 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1600 |  |  |             data_portal = create_data_portal( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1601 |  |  |                 temp_env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1602 |  |  |                 tempdir, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1603 |  |  |                 self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1604 |  |  |                 [0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1605 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1606 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1607 |  |  |             metadata = {0: {'start_date': self.sim_params.period_start, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1608 |  |  |                             'end_date': '2020-01-01'}} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1609 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1610 |  |  |             algo = SetAssetDateBoundsAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1611 |  |  |                 equities_metadata=metadata, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1612 |  |  |                 sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1613 |  |  |                 env=temp_env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1614 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1615 |  |  |             algo.run(data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1616 |  |  |         finally: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1617 |  |  |             tempdir.cleanup() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1618 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1619 |  |  |         # Run the algorithm with a sid that has already ended | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1620 |  |  |         tempdir = TempDirectory() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1621 |  |  |         try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1622 |  |  |             temp_env = TradingEnvironment() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1623 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1624 |  |  |             data_portal = create_data_portal( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1625 |  |  |                 temp_env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1626 |  |  |                 tempdir, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1627 |  |  |                 self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1628 |  |  |                 [0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1629 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1630 |  |  |             metadata = {0: {'start_date': '1989-01-01', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1631 |  |  |                             'end_date': '1990-01-01'}} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1632 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1633 |  |  |             algo = SetAssetDateBoundsAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1634 |  |  |                 equities_metadata=metadata, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1635 |  |  |                 sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1636 |  |  |                 env=temp_env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1637 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1638 |  |  |             with self.assertRaises(TradingControlViolation): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1639 |  |  |                 algo.run(data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1640 |  |  |         finally: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1641 |  |  |             tempdir.cleanup() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1642 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1643 |  |  |         # Run the algorithm with a sid that has not started | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1644 |  |  |         tempdir = TempDirectory() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1645 |  |  |         try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1646 |  |  |             temp_env = TradingEnvironment() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1647 |  |  |             data_portal = create_data_portal( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1648 |  |  |                 temp_env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1649 |  |  |                 tempdir, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1650 |  |  |                 self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1651 |  |  |                 [0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1652 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1653 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1654 |  |  |             metadata = {0: {'start_date': '2020-01-01', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1655 |  |  |                             'end_date': '2021-01-01'}} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1656 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1657 |  |  |             algo = SetAssetDateBoundsAlgorithm( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1658 |  |  |                 equities_metadata=metadata, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1659 |  |  |                 sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1660 |  |  |                 env=temp_env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1661 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1662 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1663 |  |  |             with self.assertRaises(TradingControlViolation): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1664 |  |  |                 algo.run(data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1665 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1666 |  |  |         finally: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1667 |  |  |             tempdir.cleanup() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1668 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1669 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1670 |  |  | class TestAccountControls(TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1671 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1672 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1673 |  |  |     def setUpClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1674 |  |  |         cls.sidint = 133 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1675 |  |  |         cls.env = TradingEnvironment() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1676 |  |  |         cls.sim_params = factory.create_simulation_parameters( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1677 |  |  |             num_days=4, env=cls.env | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1678 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1679 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1680 |  |  |         cls.env.write_data(equities_data={ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1681 |  |  |             133: { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1682 |  |  |                 'start_date': cls.sim_params.period_start, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1683 |  |  |                 'end_date': cls.sim_params.period_end + timedelta(days=1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1684 |  |  |             } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1685 |  |  |         }) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1686 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1687 |  |  |         cls.tempdir = TempDirectory() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1688 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1689 |  |  |         trades_by_sid = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1690 |  |  |             cls.sidint: factory.create_trade_history( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1691 |  |  |                 cls.sidint, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1692 |  |  |                 [10.0, 10.0, 11.0, 11.0], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1693 |  |  |                 [100, 100, 100, 300], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1694 |  |  |                 timedelta(days=1), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1695 |  |  |                 cls.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1696 |  |  |                 cls.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1697 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1698 |  |  |         } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1699 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1700 |  |  |         cls.data_portal = create_data_portal_from_trade_history(cls.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1701 |  |  |                                                                 cls.tempdir, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1702 |  |  |                                                                 cls.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1703 |  |  |                                                                 trades_by_sid) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1704 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1705 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1706 |  |  |     def tearDownClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1707 |  |  |         del cls.env | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1708 |  |  |         cls.tempdir.cleanup() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1709 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1710 |  |  |     def _check_algo(self, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1711 |  |  |                     algo, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1712 |  |  |                     handle_data, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1713 |  |  |                     expected_exc): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1714 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1715 |  |  |         algo._handle_data = handle_data | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1716 |  |  |         with self.assertRaises(expected_exc) if expected_exc else nullctx(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1717 |  |  |             algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1718 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1719 |  |  |     def check_algo_succeeds(self, algo, handle_data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1720 |  |  |         # Default for order_count assumes one order per handle_data call. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1721 |  |  |         self._check_algo(algo, handle_data, None) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1722 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1723 |  |  |     def check_algo_fails(self, algo, handle_data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1724 |  |  |         self._check_algo(algo, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1725 |  |  |                          handle_data, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1726 |  |  |                          AccountControlViolation) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1727 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1728 |  |  |     def test_set_max_leverage(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1729 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1730 |  |  |         # Set max leverage to 0 so buying one share fails. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1731 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1732 |  |  |             algo.order(algo.sid(self.sidint), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1733 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1734 |  |  |         algo = SetMaxLeverageAlgorithm(0, sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1735 |  |  |                                        env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1736 |  |  |         self.check_algo_fails(algo, handle_data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1737 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1738 |  |  |         # Set max leverage to 1 so buying one share passes | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1739 |  |  |         def handle_data(algo, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1740 |  |  |             algo.order(algo.sid(self.sidint), 1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1741 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1742 |  |  |         algo = SetMaxLeverageAlgorithm(1,  sim_params=self.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1743 |  |  |                                        env=self.env) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1744 |  |  |         self.check_algo_succeeds(algo, handle_data) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1745 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1746 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1747 |  |  | class TestClosePosAlgo(TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1748 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1749 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1750 |  |  |     def setUpClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1751 |  |  |         cls.tempdir = TempDirectory() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1752 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1753 |  |  |         cls.env = TradingEnvironment() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1754 |  |  |         cls.days = pd.date_range(start=pd.Timestamp("2006-01-09", tz='UTC'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1755 |  |  |                                  end=pd.Timestamp("2006-01-12", tz='UTC')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1756 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1757 |  |  |         cls.sid = 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1758 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1759 |  |  |         cls.sim_params = factory.create_simulation_parameters( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1760 |  |  |             start=cls.days[0], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1761 |  |  |             end=cls.days[-1] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1762 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1763 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1764 |  |  |         trades_by_sid = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1765 |  |  |         trades_by_sid[cls.sid] = factory.create_trade_history( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1766 |  |  |             cls.sid, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1767 |  |  |             [1, 1, 2, 4], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1768 |  |  |             [1e9, 1e9, 1e9, 1e9], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1769 |  |  |             timedelta(days=1), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1770 |  |  |             cls.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1771 |  |  |             cls.env | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1772 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1773 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1774 |  |  |         cls.data_portal = create_data_portal_from_trade_history( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1775 |  |  |             cls.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1776 |  |  |             cls.tempdir, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1777 |  |  |             cls.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1778 |  |  |             trades_by_sid | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1779 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1780 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1781 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1782 |  |  |     def tearDownClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1783 |  |  |         cls.tempdir.cleanup() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1784 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1785 |  |  |     def test_auto_close_future(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1786 |  |  |         self.env.write_data(futures_data={ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1787 |  |  |             1: { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1788 |  |  |                 "start_date": self.sim_params.trading_days[0], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1789 |  |  |                 "end_date": self.env.next_trading_day( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1790 |  |  |                     self.sim_params.trading_days[-1]), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1791 |  |  |                 'symbol': 'TEST', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1792 |  |  |                 'asset_type': 'future', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1793 |  |  |                 'auto_close_date': self.env.next_trading_day( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1794 |  |  |                     self.sim_params.trading_days[-1]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1795 |  |  |             } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1796 |  |  |         }) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1797 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1798 |  |  |         algo = TestAlgorithm(sid=1, amount=1, order_count=1, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1799 |  |  |                              commission=PerShare(0), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1800 |  |  |                              env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1801 |  |  |                              sim_params=self.sim_params) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1802 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1803 |  |  |         # Check results | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1804 |  |  |         results = algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1805 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1806 |  |  |         expected_pnl = [0, 0, 1, 2] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1807 |  |  |         self.check_algo_pnl(results, expected_pnl) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1808 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1809 |  |  |         expected_positions = [0, 1, 1, 0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1810 |  |  |         self.check_algo_positions(results, expected_positions) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1811 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1812 |  |  |         expected_pnl = [0, 0, 1, 2] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1813 |  |  |         self.check_algo_pnl(results, expected_pnl) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1814 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1815 |  |  |     def check_algo_pnl(self, results, expected_pnl): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1816 |  |  |         np.testing.assert_array_almost_equal(results.pnl, expected_pnl) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1817 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1818 |  |  |     def check_algo_positions(self, results, expected_positions): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1819 |  |  |         for i, amount in enumerate(results.positions): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1820 |  |  |             if amount: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1821 |  |  |                 actual_position = amount[0]['amount'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1822 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1823 |  |  |                 actual_position = 0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1824 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1825 |  |  |             self.assertEqual( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1826 |  |  |                 actual_position, expected_positions[i], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1827 |  |  |                 "position for day={0} not equal, actual={1}, expected={2}". | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1828 |  |  |                 format(i, actual_position, expected_positions[i])) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1829 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1830 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1831 |  |  | class TestFutureFlip(TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1832 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1833 |  |  |     def setUpClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1834 |  |  |         cls.tempdir = TempDirectory() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1835 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1836 |  |  |         cls.env = TradingEnvironment() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1837 |  |  |         cls.days = pd.date_range(start=pd.Timestamp("2006-01-09", tz='UTC'), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1838 |  |  |                                  end=pd.Timestamp("2006-01-12", tz='UTC')) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1839 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1840 |  |  |         cls.sid = 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1841 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1842 |  |  |         cls.sim_params = factory.create_simulation_parameters( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1843 |  |  |             start=cls.days[0], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1844 |  |  |             end=cls.days[-2] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1845 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1846 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1847 |  |  |         trades = factory.create_trade_history( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1848 |  |  |             cls.sid, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1849 |  |  |             [1, 2, 4], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1850 |  |  |             [1e9, 1e9, 1e9], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1851 |  |  |             timedelta(days=1), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1852 |  |  |             cls.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1853 |  |  |             cls.env | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1854 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1855 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1856 |  |  |         trades_by_sid = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1857 |  |  |             cls.sid: trades | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1858 |  |  |         } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1859 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1860 |  |  |         cls.data_portal = create_data_portal_from_trade_history( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1861 |  |  |             cls.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1862 |  |  |             cls.tempdir, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1863 |  |  |             cls.sim_params, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1864 |  |  |             trades_by_sid | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1865 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1866 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1867 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1868 |  |  |     def tearDownClass(cls): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1869 |  |  |         cls.tempdir.cleanup() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1870 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1871 |  |  |     def test_flip_algo(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1872 |  |  |         metadata = {1: {'symbol': 'TEST', | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1873 |  |  |                         'start_date': self.sim_params.trading_days[0], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1874 |  |  |                         'end_date': self.env.next_trading_day( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1875 |  |  |                             self.sim_params.trading_days[-1]), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1876 |  |  |                         'contract_multiplier': 5}} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1877 |  |  |         self.env.write_data(futures_data=metadata) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1878 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1879 |  |  |         algo = FutureFlipAlgo(sid=1, amount=1, env=self.env, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1880 |  |  |                               commission=PerShare(0), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1881 |  |  |                               order_count=0,  # not applicable but required | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1882 |  |  |                               sim_params=self.sim_params) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1883 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1884 |  |  |         results = algo.run(self.data_portal) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1885 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1886 |  |  |         expected_positions = [0, 1, -1] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1887 |  |  |         self.check_algo_positions(results, expected_positions) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1888 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1889 |  |  |         expected_pnl = [0, 5, -10] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1890 |  |  |         self.check_algo_pnl(results, expected_pnl) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1891 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1892 |  |  |     def check_algo_pnl(self, results, expected_pnl): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1893 |  |  |         np.testing.assert_array_almost_equal(results.pnl, expected_pnl) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1894 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1895 |  |  |     def check_algo_positions(self, results, expected_positions): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1896 |  |  |         for i, amount in enumerate(results.positions): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1897 |  |  |             if amount: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1898 |  |  |                 actual_position = amount[0]['amount'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1899 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1900 |  |  |                 actual_position = 0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1901 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1902 |  |  |             self.assertEqual( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1903 |  |  |                 actual_position, expected_positions[i], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1904 |  |  |                 "position for day={0} not equal, actual={1}, expected={2}". | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1905 |  |  |                 format(i, actual_position, expected_positions[i])) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1906 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1907 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1908 |  |  | class TestTradingAlgorithm(TestCase): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1909 |  |  |     def setUp(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1910 |  |  |         self.env = TradingEnvironment() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1911 |  |  |         self.days = self.env.trading_days[:4] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1912 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1913 |  |  |     def test_analyze_called(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1914 |  |  |         self.perf_ref = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1915 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1916 |  |  |         def initialize(context): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1917 |  |  |             pass | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1918 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1919 |  |  |         def handle_data(context, data): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1920 |  |  |             pass | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1921 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1922 |  |  |         def analyze(context, perf): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1923 |  |  |             self.perf_ref = perf | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1924 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1925 |  |  |         algo = TradingAlgorithm(initialize=initialize, handle_data=handle_data, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1926 |  |  |                                 analyze=analyze) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1927 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1928 |  |  |         data_portal = FakeDataPortal() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1929 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 1930 |  |  |         results = algo.run(data_portal) | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 1931 |  |  |         self.assertIs(results, self.perf_ref) | 
            
                                                        
            
                                    
            
            
                | 1932 |  |  |  |