[Add]embed talib into project

This commit is contained in:
vn.py 2019-03-14 09:44:59 +08:00
parent adb884e19f
commit 51166282d6
5 changed files with 294 additions and 1 deletions

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@ -10,5 +10,4 @@ matplotlib
seaborn
jupyter
ta-lib; platform_system=="Unix"
http://conda.vnpy.com/pip/wheels/TA_Lib-0.4.17-cp37-cp37m-win_amd64.whl; platform_system=="Windows"

265
vnpy/talib/__init__.py Normal file
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import atexit
from itertools import chain
from functools import wraps
# If pandas is available, wrap talib functions so that they support
# pandas.Series input
try:
from pandas import Series as _pd_Series
except ImportError:
# pandas not available, nothing to wrap
_pandas_wrapper = lambda x: x
else:
def _pandas_wrapper(func):
@wraps(func)
def wrapper(*args, **kwargs):
try:
# Get the index of the first Series object, if any
index = next(arg.index
for arg in chain(args, kwargs.values())
if isinstance(arg, _pd_Series))
except StopIteration:
# No pandas.Series passed in; short-circuit
return func(*args, **kwargs)
# Use Series' float64 values if pandas, else use values as passed
args = [arg.values.astype(float) if isinstance(arg, _pd_Series) else arg
for arg in args]
kwargs = {k: v.values.astype(float) if isinstance(v, _pd_Series) else v
for k, v in kwargs.items()}
result = func(*args, **kwargs)
# Series was passed in, Series gets out; re-apply index
if isinstance(result, tuple):
# Handle multi-array results such as BBANDS
return tuple(_pd_Series(arr, index=index)
for arr in result)
return _pd_Series(result, index=index)
return wrapper
from ._ta_lib import (
_ta_initialize, _ta_shutdown, MA_Type, __ta_version__,
_ta_set_unstable_period as set_unstable_period,
_ta_get_unstable_period as get_unstable_period,
__TA_FUNCTION_NAMES__
)
func = __import__("_ta_lib", globals(), locals(), __TA_FUNCTION_NAMES__, level=1)
for func_name in __TA_FUNCTION_NAMES__:
wrapped_func = _pandas_wrapper(getattr(func, func_name))
setattr(func, func_name, wrapped_func)
globals()[func_name] = wrapped_func
__version__ = '0.4.17'
# In order to use this python library, talib (i.e. this __file__) will be
# imported at some point, either explicitly or indirectly via talib.func
# or talib.abstract. Here, we handle initalizing and shutting down the
# underlying TA-Lib. Initialization happens on import, before any other TA-Lib
# functions are called. Finally, when the python process exits, we shutdown
# the underlying TA-Lib.
_ta_initialize()
atexit.register(_ta_shutdown)
__function_groups__ = {
'Cycle Indicators': [
'HT_DCPERIOD',
'HT_DCPHASE',
'HT_PHASOR',
'HT_SINE',
'HT_TRENDMODE',
],
'Math Operators': [
'ADD',
'DIV',
'MAX',
'MAXINDEX',
'MIN',
'MININDEX',
'MINMAX',
'MINMAXINDEX',
'MULT',
'SUB',
'SUM',
],
'Math Transform': [
'ACOS',
'ASIN',
'ATAN',
'CEIL',
'COS',
'COSH',
'EXP',
'FLOOR',
'LN',
'LOG10',
'SIN',
'SINH',
'SQRT',
'TAN',
'TANH',
],
'Momentum Indicators': [
'ADX',
'ADXR',
'APO',
'AROON',
'AROONOSC',
'BOP',
'CCI',
'CMO',
'DX',
'MACD',
'MACDEXT',
'MACDFIX',
'MFI',
'MINUS_DI',
'MINUS_DM',
'MOM',
'PLUS_DI',
'PLUS_DM',
'PPO',
'ROC',
'ROCP',
'ROCR',
'ROCR100',
'RSI',
'STOCH',
'STOCHF',
'STOCHRSI',
'TRIX',
'ULTOSC',
'WILLR',
],
'Overlap Studies': [
'BBANDS',
'DEMA',
'EMA',
'HT_TRENDLINE',
'KAMA',
'MA',
'MAMA',
'MAVP',
'MIDPOINT',
'MIDPRICE',
'SAR',
'SAREXT',
'SMA',
'T3',
'TEMA',
'TRIMA',
'WMA',
],
'Pattern Recognition': [
'CDL2CROWS',
'CDL3BLACKCROWS',
'CDL3INSIDE',
'CDL3LINESTRIKE',
'CDL3OUTSIDE',
'CDL3STARSINSOUTH',
'CDL3WHITESOLDIERS',
'CDLABANDONEDBABY',
'CDLADVANCEBLOCK',
'CDLBELTHOLD',
'CDLBREAKAWAY',
'CDLCLOSINGMARUBOZU',
'CDLCONCEALBABYSWALL',
'CDLCOUNTERATTACK',
'CDLDARKCLOUDCOVER',
'CDLDOJI',
'CDLDOJISTAR',
'CDLDRAGONFLYDOJI',
'CDLENGULFING',
'CDLEVENINGDOJISTAR',
'CDLEVENINGSTAR',
'CDLGAPSIDESIDEWHITE',
'CDLGRAVESTONEDOJI',
'CDLHAMMER',
'CDLHANGINGMAN',
'CDLHARAMI',
'CDLHARAMICROSS',
'CDLHIGHWAVE',
'CDLHIKKAKE',
'CDLHIKKAKEMOD',
'CDLHOMINGPIGEON',
'CDLIDENTICAL3CROWS',
'CDLINNECK',
'CDLINVERTEDHAMMER',
'CDLKICKING',
'CDLKICKINGBYLENGTH',
'CDLLADDERBOTTOM',
'CDLLONGLEGGEDDOJI',
'CDLLONGLINE',
'CDLMARUBOZU',
'CDLMATCHINGLOW',
'CDLMATHOLD',
'CDLMORNINGDOJISTAR',
'CDLMORNINGSTAR',
'CDLONNECK',
'CDLPIERCING',
'CDLRICKSHAWMAN',
'CDLRISEFALL3METHODS',
'CDLSEPARATINGLINES',
'CDLSHOOTINGSTAR',
'CDLSHORTLINE',
'CDLSPINNINGTOP',
'CDLSTALLEDPATTERN',
'CDLSTICKSANDWICH',
'CDLTAKURI',
'CDLTASUKIGAP',
'CDLTHRUSTING',
'CDLTRISTAR',
'CDLUNIQUE3RIVER',
'CDLUPSIDEGAP2CROWS',
'CDLXSIDEGAP3METHODS',
],
'Price Transform': [
'AVGPRICE',
'MEDPRICE',
'TYPPRICE',
'WCLPRICE',
],
'Statistic Functions': [
'BETA',
'CORREL',
'LINEARREG',
'LINEARREG_ANGLE',
'LINEARREG_INTERCEPT',
'LINEARREG_SLOPE',
'STDDEV',
'TSF',
'VAR',
],
'Volatility Indicators': [
'ATR',
'NATR',
'TRANGE',
],
'Volume Indicators': [
'AD',
'ADOSC',
'OBV'
],
}
def get_functions():
"""
Returns a list of all the functions supported by TALIB
"""
ret = []
for group in __function_groups__:
ret.extend(__function_groups__[group])
return ret
def get_function_groups():
"""
Returns a dict with keys of function-group names and values of lists
of function names ie {'group_names': ['function_names']}
"""
return __function_groups__.copy()
__all__ = ['get_functions', 'get_function_groups']

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vnpy/talib/abstract.py Normal file
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import talib._ta_lib as _ta_lib
from ._ta_lib import Function as _Function, __TA_FUNCTION_NAMES__, _get_defaults_and_docs
# add some backwards compat for backtrader
from ._ta_lib import TA_FUNC_FLAGS, TA_INPUT_FLAGS, TA_OUTPUT_FLAGS
_func_obj_mapping = {
func_name: getattr(_ta_lib, func_name)
for func_name in __TA_FUNCTION_NAMES__
}
def Function(function_name, *args, **kwargs):
func_name = function_name.upper()
if func_name not in _func_obj_mapping:
raise Exception('%s not supported by TA-LIB.' % func_name)
return _Function(
func_name, _func_obj_mapping[func_name], *args, **kwargs
)
for func_name in __TA_FUNCTION_NAMES__:
globals()[func_name] = Function(func_name)
__all__ = ["Function", "_get_defaults_and_docs"] + __TA_FUNCTION_NAMES__

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vnpy/talib/deprecated.py Normal file
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# TA_MAType enums
MA_SMA, MA_EMA, MA_WMA, MA_DEMA, MA_TEMA, MA_TRIMA, MA_KAMA, MA_MAMA, MA_T3 = range(9)