mirror of
https://github.com/wassname/catalyst.git
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fce97176d6
* Updated cython build scripts * Updated setup.py to to install catalyst package * Updated momentum example to use catalyst package * catalyst executable now supports loading pipelines from multiple bundles
799 lines
22 KiB
Python
799 lines
22 KiB
Python
#
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# Copyright 2015 Quantopian, Inc.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from textwrap import dedent
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from catalyst.utils.memoize import lazyval
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class ZiplineError(Exception):
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msg = None
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def __init__(self, **kwargs):
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self.kwargs = kwargs
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@lazyval
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def message(self):
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return str(self)
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def __str__(self):
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msg = self.msg.format(**self.kwargs)
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return msg
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__unicode__ = __str__
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__repr__ = __str__
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class NoTradeDataAvailable(ZiplineError):
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pass
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class NoTradeDataAvailableTooEarly(NoTradeDataAvailable):
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msg = "{sid} does not exist on {dt}. It started trading on {start_dt}."
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class NoTradeDataAvailableTooLate(NoTradeDataAvailable):
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msg = "{sid} does not exist on {dt}. It stopped trading on {end_dt}."
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class BenchmarkAssetNotAvailableTooEarly(NoTradeDataAvailableTooEarly):
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pass
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class BenchmarkAssetNotAvailableTooLate(NoTradeDataAvailableTooLate):
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pass
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class InvalidBenchmarkAsset(ZiplineError):
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msg = """
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{sid} cannot be used as the benchmark because it has a stock \
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dividend on {dt}. Choose another asset to use as the benchmark.
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""".strip()
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class WrongDataForTransform(ZiplineError):
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"""
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Raised whenever a rolling transform is called on an event that
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does not have the necessary properties.
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"""
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msg = "{transform} requires {fields}. Event cannot be processed."
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class UnsupportedSlippageModel(ZiplineError):
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"""
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Raised if a user script calls the set_slippage magic
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with a slipage object that isn't a VolumeShareSlippage or
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FixedSlipapge
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"""
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msg = """
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You attempted to set slippage with an unsupported class. \
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Please use VolumeShareSlippage or FixedSlippage.
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""".strip()
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class IncompatibleSlippageModel(ZiplineError):
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"""
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Raised if a user tries to set a futures slippage model for equities or vice
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versa.
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"""
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msg = """
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You attempted to set an incompatible slippage model for {asset_type}. \
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The slippage model '{given_model}' only supports {supported_asset_types}.
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""".strip()
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class SetSlippagePostInit(ZiplineError):
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# Raised if a users script calls set_slippage magic
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# after the initialize method has returned.
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msg = """
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You attempted to set slippage outside of `initialize`. \
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You may only call 'set_slippage' in your initialize method.
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""".strip()
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class SetCancelPolicyPostInit(ZiplineError):
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# Raised if a users script calls set_cancel_policy
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# after the initialize method has returned.
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msg = """
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You attempted to set the cancel policy outside of `initialize`. \
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You may only call 'set_cancel_policy' in your initialize method.
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""".strip()
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class RegisterTradingControlPostInit(ZiplineError):
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# Raised if a user's script register's a trading control after initialize
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# has been run.
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msg = """
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You attempted to set a trading control outside of `initialize`. \
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Trading controls may only be set in your initialize method.
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""".strip()
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class RegisterAccountControlPostInit(ZiplineError):
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# Raised if a user's script register's a trading control after initialize
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# has been run.
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msg = """
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You attempted to set an account control outside of `initialize`. \
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Account controls may only be set in your initialize method.
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""".strip()
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class UnsupportedCommissionModel(ZiplineError):
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"""
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Raised if a user script calls the set_commission magic
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with a commission object that isn't a PerShare, PerTrade or
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PerDollar commission
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"""
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msg = """
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You attempted to set commission with an unsupported class. \
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Please use PerShare or PerTrade.
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""".strip()
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class IncompatibleCommissionModel(ZiplineError):
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"""
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Raised if a user tries to set a futures commission model for equities or
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vice versa.
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"""
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msg = """
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You attempted to set an incompatible commission model for {asset_type}. \
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The commission model '{given_model}' only supports {supported_asset_types}.
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""".strip()
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class UnsupportedCancelPolicy(ZiplineError):
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"""
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Raised if a user script calls set_cancel_policy with an object that isn't
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a CancelPolicy.
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"""
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msg = """
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You attempted to set the cancel policy with an unsupported class. Please use
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an instance of CancelPolicy.
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""".strip()
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class SetCommissionPostInit(ZiplineError):
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"""
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Raised if a users script calls set_commission magic
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after the initialize method has returned.
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"""
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msg = """
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You attempted to override commission outside of `initialize`. \
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You may only call 'set_commission' in your initialize method.
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""".strip()
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class TransactionWithNoVolume(ZiplineError):
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"""
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Raised if a transact call returns a transaction with zero volume.
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"""
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msg = """
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Transaction {txn} has a volume of zero.
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""".strip()
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class TransactionWithWrongDirection(ZiplineError):
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"""
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Raised if a transact call returns a transaction with a direction that
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does not match the order.
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"""
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msg = """
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Transaction {txn} not in same direction as corresponding order {order}.
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""".strip()
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class TransactionWithNoAmount(ZiplineError):
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"""
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Raised if a transact call returns a transaction with zero amount.
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"""
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msg = """
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Transaction {txn} has an amount of zero.
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""".strip()
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class TransactionVolumeExceedsOrder(ZiplineError):
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"""
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Raised if a transact call returns a transaction with a volume greater than
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the corresponding order.
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"""
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msg = """
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Transaction volume of {txn} exceeds the order volume of {order}.
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""".strip()
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class UnsupportedOrderParameters(ZiplineError):
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"""
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Raised if a set of mutually exclusive parameters are passed to an order
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call.
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"""
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msg = "{msg}"
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class CannotOrderDelistedAsset(ZiplineError):
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"""
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Raised if an order is for a delisted asset.
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"""
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msg = "{msg}"
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class BadOrderParameters(ZiplineError):
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"""
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Raised if any impossible parameters (nan, negative limit/stop)
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are passed to an order call.
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"""
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msg = "{msg}"
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class OrderDuringInitialize(ZiplineError):
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"""
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Raised if order is called during initialize()
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"""
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msg = "{msg}"
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class SetBenchmarkOutsideInitialize(ZiplineError):
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"""
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Raised if set_benchmark is called outside initialize()
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"""
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msg = "'set_benchmark' can only be called within initialize function."
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class AccountControlViolation(ZiplineError):
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"""
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Raised if the account violates a constraint set by a AccountControl.
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"""
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msg = """
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Account violates account constraint {constraint}.
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""".strip()
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class TradingControlViolation(ZiplineError):
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"""
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Raised if an order would violate a constraint set by a TradingControl.
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"""
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msg = """
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Order for {amount} shares of {asset} at {datetime} violates trading constraint
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{constraint}.
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""".strip()
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class IncompatibleHistoryFrequency(ZiplineError):
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"""
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Raised when a frequency is given to history which is not supported.
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At least, not yet.
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"""
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msg = """
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Requested history at frequency '{frequency}' cannot be created with data
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at frequency '{data_frequency}'.
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""".strip()
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class HistoryInInitialize(ZiplineError):
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"""
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Raised when an algorithm calls history() in initialize.
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"""
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msg = "history() should only be called in handle_data()"
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class OrderInBeforeTradingStart(ZiplineError):
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"""
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Raised when an algorithm calls an order method in before_trading_start.
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"""
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msg = "Cannot place orders inside before_trading_start."
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class MultipleSymbolsFound(ZiplineError):
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"""
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Raised when a symbol() call contains a symbol that changed over
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time and is thus not resolvable without additional information
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provided via as_of_date.
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"""
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msg = """
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Multiple symbols with the name '{symbol}' found. Use the
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as_of_date' argument to to specify when the date symbol-lookup
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should be valid.
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Possible options: {options}
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""".strip()
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class SymbolNotFound(ZiplineError):
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"""
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Raised when a symbol() call contains a non-existant symbol.
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"""
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msg = """
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Symbol '{symbol}' was not found.
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""".strip()
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class RootSymbolNotFound(ZiplineError):
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"""
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Raised when a lookup_future_chain() call contains a non-existant symbol.
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"""
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msg = """
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Root symbol '{root_symbol}' was not found.
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""".strip()
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class ValueNotFoundForField(ZiplineError):
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"""
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Raised when a lookup_by_supplementary_mapping() call contains a
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value does not exist for the specified mapping type.
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"""
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msg = """
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Value '{value}' was not found for field '{field}'.
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""".strip()
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class MultipleValuesFoundForField(ZiplineError):
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"""
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Raised when a lookup_by_supplementary_mapping() call contains a
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value that changed over time for the specified field and is
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thus not resolvable without additional information provided via
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as_of_date.
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"""
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msg = """
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Multiple occurrences of the value '{value}' found for field '{field}'.
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Use the as_of_date' argument to specify when the lookup should be valid.
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Possible options: {options}
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""".strip()
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class NoValueForSid(ZiplineError):
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"""
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Raised when a get_supplementary_field() call contains a sid that
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does not have a value for the specified mapping type.
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"""
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msg = """
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No '{field}' value found for sid '{sid}'.
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""".strip()
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class MultipleValuesFoundForSid(ZiplineError):
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"""
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Raised when a get_supplementary_field() call contains a value that
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changed over time for the specified field and is thus not resolvable
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without additional information provided via as_of_date.
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"""
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msg = """
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Multiple '{field}' values found for sid '{sid}'. Use the as_of_date' argument
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to specify when the lookup should be valid.
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Possible options: {options}
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""".strip()
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class SidsNotFound(ZiplineError):
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"""
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Raised when a retrieve_asset() or retrieve_all() call contains a
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non-existent sid.
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"""
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@lazyval
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def plural(self):
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return len(self.sids) > 1
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@lazyval
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def sids(self):
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return self.kwargs['sids']
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@lazyval
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def msg(self):
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if self.plural:
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return "No assets found for sids: {sids}."
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return "No asset found for sid: {sids[0]}."
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class EquitiesNotFound(SidsNotFound):
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"""
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Raised when a call to `retrieve_equities` fails to find an asset.
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"""
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@lazyval
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def msg(self):
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if self.plural:
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return "No equities found for sids: {sids}."
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return "No equity found for sid: {sids[0]}."
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class FutureContractsNotFound(SidsNotFound):
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"""
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Raised when a call to `retrieve_futures_contracts` fails to find an asset.
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"""
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@lazyval
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def msg(self):
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if self.plural:
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return "No future contracts found for sids: {sids}."
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return "No future contract found for sid: {sids[0]}."
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class ConsumeAssetMetaDataError(ZiplineError):
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"""
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Raised when AssetFinder.consume() is called on an invalid object.
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"""
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msg = """
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AssetFinder can not consume metadata of type {obj}. Metadata must be a dict, a
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DataFrame, or a tables.Table. If the provided metadata is a Table, the rows
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must contain both or one of 'sid' or 'symbol'.
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""".strip()
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class MapAssetIdentifierIndexError(ZiplineError):
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"""
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Raised when AssetMetaData.map_identifier_index_to_sids() is called on an
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index of invalid objects.
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"""
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msg = """
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AssetFinder can not map an index with values of type {obj}. Asset indices of
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DataFrames or Panels must be integer sids, string symbols, or Asset objects.
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""".strip()
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class SidAssignmentError(ZiplineError):
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"""
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Raised when an AssetFinder tries to build an Asset that does not have a sid
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and that AssetFinder is not permitted to assign sids.
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"""
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msg = """
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AssetFinder metadata is missing a SID for identifier '{identifier}'.
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""".strip()
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class NoSourceError(ZiplineError):
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"""
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Raised when no source is given to the pipeline
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"""
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msg = """
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No data source given.
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""".strip()
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class PipelineDateError(ZiplineError):
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"""
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Raised when only one date is passed to the pipeline
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"""
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msg = """
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Only one simulation date given. Please specify both the 'start' and 'end' for
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the simulation, or neither. If neither is given, the start and end of the
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DataSource will be used. Given start = '{start}', end = '{end}'
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""".strip()
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class WindowLengthTooLong(ZiplineError):
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"""
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Raised when a trailing window is instantiated with a lookback greater than
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the length of the underlying array.
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"""
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msg = (
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"Can't construct a rolling window of length "
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"{window_length} on an array of length {nrows}."
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).strip()
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class WindowLengthNotPositive(ZiplineError):
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"""
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Raised when a trailing window would be instantiated with a length less than
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1.
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"""
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msg = (
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"Expected a window_length greater than 0, got {window_length}."
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).strip()
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class NonWindowSafeInput(ZiplineError):
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"""
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Raised when a Pipeline API term that is not deemed window safe is specified
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as an input to another windowed term.
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This is an error because it's generally not safe to compose windowed
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functions on split/dividend adjusted data.
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"""
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msg = (
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"Can't compute windowed expression {parent} with "
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"windowed input {child}."
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)
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class TermInputsNotSpecified(ZiplineError):
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"""
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Raised if a user attempts to construct a term without specifying inputs and
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that term does not have class-level default inputs.
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"""
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msg = "{termname} requires inputs, but no inputs list was passed."
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class TermOutputsEmpty(ZiplineError):
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"""
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Raised if a user attempts to construct a term with an empty outputs list.
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"""
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msg = (
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"{termname} requires at least one output when passed an outputs "
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"argument."
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)
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class InvalidOutputName(ZiplineError):
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"""
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Raised if a term's output names conflict with any of its attributes.
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"""
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msg = (
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"{output_name!r} cannot be used as an output name for {termname}. "
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"Output names cannot start with an underscore or be contained in the "
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"following list: {disallowed_names}."
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)
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class WindowLengthNotSpecified(ZiplineError):
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"""
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Raised if a user attempts to construct a term without specifying window
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length and that term does not have a class-level default window length.
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"""
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msg = (
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"{termname} requires a window_length, but no window_length was passed."
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)
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class InvalidTermParams(ZiplineError):
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"""
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Raised if a user attempts to construct a Term using ParameterizedTermMixin
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without specifying a `params` list in the class body.
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"""
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msg = (
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"Expected a list of strings as a class-level attribute for "
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"{termname}.params, but got {value} instead."
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)
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class DTypeNotSpecified(ZiplineError):
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"""
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Raised if a user attempts to construct a term without specifying dtype and
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that term does not have class-level default dtype.
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"""
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msg = (
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"{termname} requires a dtype, but no dtype was passed."
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)
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class NotDType(ZiplineError):
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"""
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Raised when a pipeline Term is constructed with a dtype that isn't a numpy
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dtype object.
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"""
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msg = (
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"{termname} expected a numpy dtype "
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"object for a dtype, but got {dtype} instead."
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)
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class UnsupportedDType(ZiplineError):
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"""
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Raised when a pipeline Term is constructed with a dtype that's not
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supported.
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"""
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msg = (
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"Failed to construct {termname}.\n"
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"Pipeline terms of dtype {dtype} are not yet supported."
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)
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class BadPercentileBounds(ZiplineError):
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"""
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Raised by API functions accepting percentile bounds when the passed bounds
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are invalid.
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"""
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msg = (
|
|
"Percentile bounds must fall between 0.0 and {upper_bound}, and min "
|
|
"must be less than max."
|
|
"\nInputs were min={min_percentile}, max={max_percentile}."
|
|
)
|
|
|
|
|
|
class UnknownRankMethod(ZiplineError):
|
|
"""
|
|
Raised during construction of a Rank factor when supplied a bad Rank
|
|
method.
|
|
"""
|
|
msg = (
|
|
"Unknown ranking method: '{method}'. "
|
|
"`method` must be one of {choices}"
|
|
)
|
|
|
|
|
|
class AttachPipelineAfterInitialize(ZiplineError):
|
|
"""
|
|
Raised when a user tries to call add_pipeline outside of initialize.
|
|
"""
|
|
msg = (
|
|
"Attempted to attach a pipeline after initialize()."
|
|
"attach_pipeline() can only be called during initialize."
|
|
)
|
|
|
|
|
|
class PipelineOutputDuringInitialize(ZiplineError):
|
|
"""
|
|
Raised when a user tries to call `pipeline_output` during initialize.
|
|
"""
|
|
msg = (
|
|
"Attempted to call pipeline_output() during initialize. "
|
|
"pipeline_output() can only be called once initialize has completed."
|
|
)
|
|
|
|
|
|
class NoSuchPipeline(ZiplineError, KeyError):
|
|
"""
|
|
Raised when a user tries to access a non-existent pipeline by name.
|
|
"""
|
|
msg = (
|
|
"No pipeline named '{name}' exists. Valid pipeline names are {valid}. "
|
|
"Did you forget to call attach_pipeline()?"
|
|
)
|
|
|
|
|
|
class UnsupportedDataType(ZiplineError):
|
|
"""
|
|
Raised by CustomFactors with unsupported dtypes.
|
|
"""
|
|
msg = "{typename} instances with dtype {dtype} are not supported."
|
|
|
|
|
|
class NoFurtherDataError(ZiplineError):
|
|
"""
|
|
Raised by calendar operations that would ask for dates beyond the extent of
|
|
our known data.
|
|
"""
|
|
# This accepts an arbitrary message string because it's used in more places
|
|
# that can be usefully templated.
|
|
msg = '{msg}'
|
|
|
|
@classmethod
|
|
def from_lookback_window(cls,
|
|
initial_message,
|
|
first_date,
|
|
lookback_start,
|
|
lookback_length):
|
|
return cls(
|
|
msg=dedent(
|
|
"""
|
|
{initial_message}
|
|
|
|
lookback window started at {lookback_start}
|
|
earliest known date was {first_date}
|
|
{lookback_length} extra rows of data were required
|
|
"""
|
|
).format(
|
|
initial_message=initial_message,
|
|
first_date=first_date,
|
|
lookback_start=lookback_start,
|
|
lookback_length=lookback_length,
|
|
)
|
|
)
|
|
|
|
|
|
class UnsupportedDatetimeFormat(ZiplineError):
|
|
"""
|
|
Raised when an unsupported datetime is passed to an API method.
|
|
"""
|
|
msg = ("The input '{input}' passed to '{method}' is not "
|
|
"coercible to a pandas.Timestamp object.")
|
|
|
|
|
|
class AssetDBVersionError(ZiplineError):
|
|
"""
|
|
Raised by an AssetDBWriter or AssetFinder if the version number in the
|
|
versions table does not match the ASSET_DB_VERSION in asset_writer.py.
|
|
"""
|
|
msg = (
|
|
"The existing Asset database has an incorrect version: {db_version}. "
|
|
"Expected version: {expected_version}. Try rebuilding your asset "
|
|
"database or updating your version of Zipline."
|
|
)
|
|
|
|
|
|
class AssetDBImpossibleDowngrade(ZiplineError):
|
|
msg = (
|
|
"The existing Asset database is version: {db_version} which is lower "
|
|
"than the desired downgrade version: {desired_version}."
|
|
)
|
|
|
|
|
|
class HistoryWindowStartsBeforeData(ZiplineError):
|
|
msg = (
|
|
"History window extends before {first_trading_day}. To use this "
|
|
"history window, start the backtest on or after {suggested_start_day}."
|
|
)
|
|
|
|
|
|
class NonExistentAssetInTimeFrame(ZiplineError):
|
|
msg = (
|
|
"The target asset '{asset}' does not exist for the entire timeframe "
|
|
"between {start_date} and {end_date}."
|
|
)
|
|
|
|
|
|
class InvalidCalendarName(ZiplineError):
|
|
"""
|
|
Raised when a calendar with an invalid name is requested.
|
|
"""
|
|
msg = (
|
|
"The requested TradingCalendar, {calendar_name}, does not exist."
|
|
)
|
|
|
|
|
|
class CalendarNameCollision(ZiplineError):
|
|
"""
|
|
Raised when the static calendar registry already has a calendar with a
|
|
given name.
|
|
"""
|
|
msg = (
|
|
"A calendar with the name {calendar_name} is already registered."
|
|
)
|
|
|
|
|
|
class CyclicCalendarAlias(ZiplineError):
|
|
"""
|
|
Raised when calendar aliases form a cycle.
|
|
"""
|
|
msg = "Cycle in calendar aliases: [{cycle}]"
|
|
|
|
|
|
class ScheduleFunctionWithoutCalendar(ZiplineError):
|
|
"""
|
|
Raised when schedule_function is called but there is not a calendar to be
|
|
used in the construction of an event rule.
|
|
"""
|
|
# TODO update message when new TradingSchedules are built
|
|
msg = (
|
|
"To use schedule_function, the TradingAlgorithm must be running on an "
|
|
"ExchangeTradingSchedule, rather than {schedule}."
|
|
)
|
|
|
|
|
|
class ScheduleFunctionInvalidCalendar(ZiplineError):
|
|
"""
|
|
Raised when schedule_function is called with an invalid calendar argument.
|
|
"""
|
|
msg = (
|
|
"Invalid calendar '{given_calendar}' passed to schedule_function. "
|
|
"Allowed options are {allowed_calendars}."
|
|
)
|
|
|
|
|
|
class UnsupportedPipelineOutput(ZiplineError):
|
|
"""
|
|
Raised when a 1D term is added as a column to a pipeline.
|
|
"""
|
|
msg = (
|
|
"Cannot add column {column_name!r} with term {term}. Adding slices or "
|
|
"single-column-output terms as pipeline columns is not currently "
|
|
"supported."
|
|
)
|
|
|
|
|
|
class NonSliceableTerm(ZiplineError):
|
|
"""
|
|
Raised when attempting to index into a non-sliceable term, e.g. instances
|
|
of `catalyst.pipeline.term.LoadableTerm`.
|
|
"""
|
|
msg = "Taking slices of {term} is not currently supported."
|
|
|
|
|
|
class IncompatibleTerms(ZiplineError):
|
|
"""
|
|
Raised when trying to compute correlations/regressions between two 2D
|
|
factors with different masks.
|
|
"""
|
|
msg = (
|
|
"{term_1} and {term_2} must have the same mask in order to compute "
|
|
"correlations and regressions asset-wise."
|
|
)
|