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SmootherFactory, SmoothedIndicator and SOBV
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from typing import List, Any | ||
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from talipp.indicator_util import has_valid_values | ||
from talipp.indicators.Indicator import Indicator, InputModifierType | ||
from talipp.indicators.OBV import OBV | ||
from talipp.input import SamplingPeriodType | ||
from talipp.ohlcv import OHLCV | ||
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class SOBV(Indicator): | ||
"""Smoothed On Balance Volume. | ||
Input type: [OHLCV][talipp.ohlcv.OHLCV] | ||
Output type: `float` | ||
Args: | ||
period: Moving average period. | ||
input_values: List of input values. | ||
input_indicator: Input indicator. | ||
input_modifier: Input modifier. | ||
input_sampling: Input sampling type. | ||
""" | ||
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def __init__(self, period: int, | ||
input_values: List[OHLCV] = None, | ||
input_indicator: Indicator = None, | ||
input_modifier: InputModifierType = None, | ||
input_sampling: SamplingPeriodType = None): | ||
super().__init__(input_modifier=input_modifier, | ||
input_sampling=input_sampling) | ||
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self.period = period | ||
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self.obv = OBV() | ||
self.add_sub_indicator(self.obv) | ||
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self.initialize(input_values, input_indicator) | ||
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def _calculate_new_value(self) -> Any: | ||
if not has_valid_values(self.obv, self.period): | ||
return None | ||
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return sum(self.obv[-self.period:]) / float(self.period) | ||
from talipp.indicators.Smoother import SmootherFactory | ||
from talipp.ma import MAType | ||
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"""Smoothed On Balance Volume. | ||
Input type: [OHLCV][talipp.ohlcv.OHLCV] | ||
Output type: `float` | ||
Args: | ||
period: Moving average period. | ||
input_values: List of input values. | ||
input_indicator: Input indicator. | ||
input_modifier: Input modifier. | ||
input_sampling: Input sampling type. | ||
""" | ||
SOBV = SmootherFactory.get_smoother(OBV, MAType.SMA) |
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from typing import Any | ||
from talipp.indicators.Indicator import Indicator | ||
from talipp.ma import MAFactory, MAType | ||
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class SmoothedIndicator(Indicator): | ||
def __init__(self, indicator_class, ma_type: MAType): | ||
super().__init__() | ||
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self.indicator_class = indicator_class | ||
self.ma_type = ma_type | ||
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def __call__( | ||
self, | ||
smoothing_period: int, | ||
input_values=None, | ||
input_indicator=None, | ||
*args: Any, | ||
**kwargs | ||
) -> Any: | ||
self.ma = MAFactory.get_ma(self.ma_type, smoothing_period) | ||
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self.internal_indicator = self.indicator_class(*args, **kwargs) | ||
self.add_sub_indicator(self.internal_indicator) | ||
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self.initialize(input_values, input_indicator) | ||
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return self | ||
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def _calculate_new_value(self) -> Any: | ||
self.ma.add(self.internal_indicator.output_values) | ||
return self.ma.output_values[-1] | ||
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class SmootherFactory: | ||
"""Smoother factory.""" | ||
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@staticmethod | ||
def get_smoother(indicator_class, ma_type: MAType = MAType.SMA): | ||
""" | ||
Return a smoother indicator | ||
Args: | ||
indicator_class: indicator class | ||
smoothing_period: Smoothing period. | ||
ma_type: Moving average type. | ||
""" | ||
return SmoothedIndicator(indicator_class, ma_type) |
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