stable/tests/strategy/test_strategy_loading.py

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# pragma pylint: disable=missing-docstring, protected-access, C0103
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import logging
import warnings
from base64 import urlsafe_b64encode
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from pathlib import Path
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import pytest
from pandas import DataFrame
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from freqtrade.exceptions import OperationalException
from freqtrade.resolvers import StrategyResolver
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from freqtrade.strategy.interface import IStrategy
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from tests.conftest import log_has, log_has_re
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def test_search_strategy():
default_location = Path(__file__).parent / 'strats'
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s, _ = StrategyResolver._search_object(
directory=default_location,
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object_name='DefaultStrategy',
add_source=True,
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)
assert issubclass(s, IStrategy)
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s, _ = StrategyResolver._search_object(
directory=default_location,
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object_name='NotFoundStrategy',
add_source=True,
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)
assert s is None
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def test_search_all_strategies_no_failed():
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directory = Path(__file__).parent / "strats"
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strategies = StrategyResolver.search_all_objects(directory, enum_failed=False)
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assert isinstance(strategies, list)
assert len(strategies) == 3
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assert isinstance(strategies[0], dict)
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def test_search_all_strategies_with_failed():
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directory = Path(__file__).parent / "strats"
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strategies = StrategyResolver.search_all_objects(directory, enum_failed=True)
assert isinstance(strategies, list)
assert len(strategies) == 4
# with enum_failed=True search_all_objects() shall find 2 good strategies
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# and 1 which fails to load
assert len([x for x in strategies if x['class'] is not None]) == 3
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assert len([x for x in strategies if x['class'] is None]) == 1
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def test_load_strategy(default_conf, result):
default_conf.update({'strategy': 'SampleStrategy',
'strategy_path': str(Path(__file__).parents[2] / 'freqtrade/templates')
})
strategy = StrategyResolver.load_strategy(default_conf)
assert isinstance(strategy.__source__, str)
assert 'class SampleStrategy' in strategy.__source__
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assert isinstance(strategy.__file__, str)
assert 'rsi' in strategy.advise_indicators(result, {'pair': 'ETH/BTC'})
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def test_load_strategy_base64(result, caplog, default_conf):
with (Path(__file__).parents[2] / 'freqtrade/templates/sample_strategy.py').open("rb") as file:
encoded_string = urlsafe_b64encode(file.read()).decode("utf-8")
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default_conf.update({'strategy': 'SampleStrategy:{}'.format(encoded_string)})
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strategy = StrategyResolver.load_strategy(default_conf)
assert 'rsi' in strategy.advise_indicators(result, {'pair': 'ETH/BTC'})
# Make sure strategy was loaded from base64 (using temp directory)!!
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assert log_has_re(r"Using resolved strategy SampleStrategy from '"
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r".*(/|\\).*(/|\\)SampleStrategy\.py'\.\.\.", caplog)
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def test_load_strategy_invalid_directory(result, caplog, default_conf):
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default_conf['strategy'] = 'DefaultStrategy'
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extra_dir = Path.cwd() / 'some/path'
with pytest.raises(OperationalException):
StrategyResolver._load_strategy('DefaultStrategy', config=default_conf,
extra_dir=extra_dir)
assert log_has_re(r'Path .*' + r'some.*path.*' + r'.* does not exist', caplog)
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def test_load_not_found_strategy(default_conf):
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default_conf['strategy'] = 'NotFoundStrategy'
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with pytest.raises(OperationalException,
match=r"Impossible to load Strategy 'NotFoundStrategy'. "
r"This class does not exist or contains Python code errors."):
StrategyResolver.load_strategy(default_conf)
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def test_load_strategy_noname(default_conf):
default_conf['strategy'] = ''
with pytest.raises(OperationalException,
match="No strategy set. Please use `--strategy` to specify "
"the strategy class to use."):
StrategyResolver.load_strategy(default_conf)
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def test_strategy(result, default_conf):
default_conf.update({'strategy': 'DefaultStrategy'})
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strategy = StrategyResolver.load_strategy(default_conf)
metadata = {'pair': 'ETH/BTC'}
assert strategy.minimal_roi[0] == 0.04
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assert default_conf["minimal_roi"]['0'] == 0.04
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assert strategy.stoploss == -0.10
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assert default_conf['stoploss'] == -0.10
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assert strategy.timeframe == '5m'
assert strategy.ticker_interval == '5m'
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assert default_conf['timeframe'] == '5m'
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df_indicators = strategy.advise_indicators(result, metadata=metadata)
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assert 'adx' in df_indicators
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dataframe = strategy.advise_buy(df_indicators, metadata=metadata)
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assert 'buy' in dataframe.columns
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assert 'enter_short' in dataframe.columns
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dataframe = strategy.advise_sell(df_indicators, metadata=metadata)
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assert 'sell' in dataframe.columns
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assert 'exit_short' in dataframe.columns
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def test_strategy_override_minimal_roi(caplog, default_conf):
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caplog.set_level(logging.INFO)
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default_conf.update({
'strategy': 'DefaultStrategy',
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'minimal_roi': {
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"20": 0.1,
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"0": 0.5
}
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})
strategy = StrategyResolver.load_strategy(default_conf)
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assert strategy.minimal_roi[0] == 0.5
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assert log_has(
"Override strategy 'minimal_roi' with value in config file: {'20': 0.1, '0': 0.5}.",
caplog)
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def test_strategy_override_stoploss(caplog, default_conf):
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caplog.set_level(logging.INFO)
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default_conf.update({
'strategy': 'DefaultStrategy',
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'stoploss': -0.5
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})
strategy = StrategyResolver.load_strategy(default_conf)
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assert strategy.stoploss == -0.5
assert log_has("Override strategy 'stoploss' with value in config file: -0.5.", caplog)
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def test_strategy_override_trailing_stop(caplog, default_conf):
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caplog.set_level(logging.INFO)
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default_conf.update({
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'strategy': 'DefaultStrategy',
'trailing_stop': True
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})
strategy = StrategyResolver.load_strategy(default_conf)
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assert strategy.trailing_stop
assert isinstance(strategy.trailing_stop, bool)
assert log_has("Override strategy 'trailing_stop' with value in config file: True.", caplog)
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def test_strategy_override_trailing_stop_positive(caplog, default_conf):
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caplog.set_level(logging.INFO)
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default_conf.update({
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'strategy': 'DefaultStrategy',
'trailing_stop_positive': -0.1,
'trailing_stop_positive_offset': -0.2
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})
strategy = StrategyResolver.load_strategy(default_conf)
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assert strategy.trailing_stop_positive == -0.1
assert log_has("Override strategy 'trailing_stop_positive' with value in config file: -0.1.",
caplog)
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assert strategy.trailing_stop_positive_offset == -0.2
assert log_has("Override strategy 'trailing_stop_positive' with value in config file: -0.1.",
caplog)
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def test_strategy_override_timeframe(caplog, default_conf):
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caplog.set_level(logging.INFO)
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default_conf.update({
'strategy': 'DefaultStrategy',
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'timeframe': 60,
'stake_currency': 'ETH'
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})
strategy = StrategyResolver.load_strategy(default_conf)
assert strategy.timeframe == 60
assert strategy.stake_currency == 'ETH'
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assert log_has("Override strategy 'timeframe' with value in config file: 60.",
caplog)
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def test_strategy_override_process_only_new_candles(caplog, default_conf):
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caplog.set_level(logging.INFO)
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default_conf.update({
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'strategy': 'DefaultStrategy',
'process_only_new_candles': True
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})
strategy = StrategyResolver.load_strategy(default_conf)
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assert strategy.process_only_new_candles
assert log_has("Override strategy 'process_only_new_candles' with value in config file: True.",
caplog)
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def test_strategy_override_order_types(caplog, default_conf):
caplog.set_level(logging.INFO)
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# TODO-lev: Maybe change
order_types = {
'buy': 'market',
'sell': 'limit',
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'stoploss': 'limit',
'stoploss_on_exchange': True,
}
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default_conf.update({
'strategy': 'DefaultStrategy',
'order_types': order_types
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})
strategy = StrategyResolver.load_strategy(default_conf)
assert strategy.order_types
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for method in ['buy', 'sell', 'stoploss', 'stoploss_on_exchange']:
assert strategy.order_types[method] == order_types[method]
assert log_has("Override strategy 'order_types' with value in config file:"
" {'buy': 'market', 'sell': 'limit', 'stoploss': 'limit',"
" 'stoploss_on_exchange': True}.", caplog)
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default_conf.update({
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'strategy': 'DefaultStrategy',
'order_types': {'buy': 'market'}
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})
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# Raise error for invalid configuration
with pytest.raises(ImportError,
match=r"Impossible to load Strategy 'DefaultStrategy'. "
r"Order-types mapping is incomplete."):
StrategyResolver.load_strategy(default_conf)
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def test_strategy_override_order_tif(caplog, default_conf):
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caplog.set_level(logging.INFO)
order_time_in_force = {
'buy': 'fok',
'sell': 'gtc',
}
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default_conf.update({
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'strategy': 'DefaultStrategy',
'order_time_in_force': order_time_in_force
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})
strategy = StrategyResolver.load_strategy(default_conf)
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assert strategy.order_time_in_force
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for method in ['buy', 'sell']:
assert strategy.order_time_in_force[method] == order_time_in_force[method]
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assert log_has("Override strategy 'order_time_in_force' with value in config file:"
" {'buy': 'fok', 'sell': 'gtc'}.", caplog)
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default_conf.update({
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'strategy': 'DefaultStrategy',
'order_time_in_force': {'buy': 'fok'}
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})
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# Raise error for invalid configuration
with pytest.raises(ImportError,
match=r"Impossible to load Strategy 'DefaultStrategy'. "
r"Order-time-in-force mapping is incomplete."):
StrategyResolver.load_strategy(default_conf)
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def test_strategy_override_use_sell_signal(caplog, default_conf):
caplog.set_level(logging.INFO)
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default_conf.update({
'strategy': 'DefaultStrategy',
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})
strategy = StrategyResolver.load_strategy(default_conf)
assert strategy.use_sell_signal
assert isinstance(strategy.use_sell_signal, bool)
# must be inserted to configuration
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assert 'use_sell_signal' in default_conf
assert default_conf['use_sell_signal']
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default_conf.update({
'strategy': 'DefaultStrategy',
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'use_sell_signal': False,
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})
strategy = StrategyResolver.load_strategy(default_conf)
assert not strategy.use_sell_signal
assert isinstance(strategy.use_sell_signal, bool)
assert log_has("Override strategy 'use_sell_signal' with value in config file: False.", caplog)
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def test_strategy_override_use_sell_profit_only(caplog, default_conf):
caplog.set_level(logging.INFO)
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default_conf.update({
'strategy': 'DefaultStrategy',
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})
strategy = StrategyResolver.load_strategy(default_conf)
assert not strategy.sell_profit_only
assert isinstance(strategy.sell_profit_only, bool)
# must be inserted to configuration
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assert 'sell_profit_only' in default_conf
assert not default_conf['sell_profit_only']
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default_conf.update({
'strategy': 'DefaultStrategy',
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'sell_profit_only': True,
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})
strategy = StrategyResolver.load_strategy(default_conf)
assert strategy.sell_profit_only
assert isinstance(strategy.sell_profit_only, bool)
assert log_has("Override strategy 'sell_profit_only' with value in config file: True.", caplog)
@pytest.mark.filterwarnings("ignore:deprecated")
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def test_deprecate_populate_indicators(result, default_conf):
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default_location = Path(__file__).parent / "strats"
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default_conf.update({'strategy': 'TestStrategyLegacy',
'strategy_path': default_location})
strategy = StrategyResolver.load_strategy(default_conf)
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with warnings.catch_warnings(record=True) as w:
# Cause all warnings to always be triggered.
warnings.simplefilter("always")
indicators = strategy.advise_indicators(result, {'pair': 'ETH/BTC'})
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assert len(w) == 1
assert issubclass(w[-1].category, DeprecationWarning)
assert "deprecated - check out the Sample strategy to see the current function headers!" \
in str(w[-1].message)
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with warnings.catch_warnings(record=True) as w:
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# Cause all warnings to always be triggered.
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warnings.simplefilter("always")
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strategy.advise_buy(indicators, {'pair': 'ETH/BTC'})
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assert len(w) == 1
assert issubclass(w[-1].category, DeprecationWarning)
assert "deprecated - check out the Sample strategy to see the current function headers!" \
in str(w[-1].message)
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with warnings.catch_warnings(record=True) as w:
# Cause all warnings to always be triggered.
warnings.simplefilter("always")
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strategy.advise_sell(indicators, {'pair': 'ETH_BTC'})
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assert len(w) == 1
assert issubclass(w[-1].category, DeprecationWarning)
assert "deprecated - check out the Sample strategy to see the current function headers!" \
in str(w[-1].message)
@pytest.mark.filterwarnings("ignore:deprecated")
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def test_call_deprecated_function(result, monkeypatch, default_conf, caplog):
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default_location = Path(__file__).parent / "strats"
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del default_conf['timeframe']
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default_conf.update({'strategy': 'TestStrategyLegacy',
'strategy_path': default_location})
strategy = StrategyResolver.load_strategy(default_conf)
metadata = {'pair': 'ETH/BTC'}
# Make sure we are using a legacy function
assert strategy._populate_fun_len == 2
assert strategy._buy_fun_len == 2
assert strategy._sell_fun_len == 2
assert strategy.INTERFACE_VERSION == 1
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assert strategy.timeframe == '5m'
assert strategy.ticker_interval == '5m'
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indicator_df = strategy.advise_indicators(result, metadata=metadata)
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assert isinstance(indicator_df, DataFrame)
assert 'adx' in indicator_df.columns
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buydf = strategy.advise_buy(result, metadata=metadata)
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assert isinstance(buydf, DataFrame)
assert 'buy' in buydf.columns
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selldf = strategy.advise_sell(result, metadata=metadata)
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assert isinstance(selldf, DataFrame)
assert 'sell' in selldf
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assert log_has("DEPRECATED: Please migrate to using 'timeframe' instead of 'ticker_interval'.",
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caplog)
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def test_strategy_interface_versioning(result, monkeypatch, default_conf):
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default_conf.update({'strategy': 'DefaultStrategy'})
strategy = StrategyResolver.load_strategy(default_conf)
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metadata = {'pair': 'ETH/BTC'}
# Make sure we are using a legacy function
assert strategy._populate_fun_len == 3
assert strategy._buy_fun_len == 3
assert strategy._sell_fun_len == 3
assert strategy.INTERFACE_VERSION == 2
indicator_df = strategy.advise_indicators(result, metadata=metadata)
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assert isinstance(indicator_df, DataFrame)
assert 'adx' in indicator_df.columns
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enterdf = strategy.advise_buy(result, metadata=metadata)
assert isinstance(enterdf, DataFrame)
assert 'buy' in enterdf.columns
assert 'enter_short' in enterdf.columns
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exitdf = strategy.advise_sell(result, metadata=metadata)
assert isinstance(exitdf, DataFrame)
assert 'sell' in exitdf
assert 'exit_short' in exitdf.columns