
import warnings
warnings.filterwarnings('ignore')


%matplotlib inline

from datetime import datetime
import pandas as pd
import pandas_datareader.data as web

# replaces pyfinance.ols.PandasRollingOLS (no longer maintained)
from statsmodels.regression.rolling import RollingOLS
import statsmodels.api as sm

import matplotlib.pyplot as plt
import seaborn as sns


sns.set_style('whitegrid')
idx = pd.IndexSlice


from google.colab import drive
drive.mount('/content/drive') # 구글 드라이브를 사용하는 경우

DATA_STORE = 'assets.h5'

Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount("/content/drive", force_remount=True).


!cp /content/drive/MyDrive/스터디/금융공학_퀀트_스터디/data/assets.h5 ./assets.h5


START = 2000
END = 2018


with pd.HDFStore(DATA_STORE) as store:
    prices = (store['quandl/wiki/prices']
              .loc[idx[str(START):str(END), :], 'adj_close']
              .unstack('ticker'))
    stocks = store['us_equities/stocks'].loc[:, ['marketcap', 'ipoyear', 'sector']]


prices.info()

<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 4706 entries, 2000-01-03 to 2018-03-27
Columns: 3199 entries, A to ZUMZ
dtypes: float64(3199)
memory usage: 114.9 MB


stocks.info()

<class 'pandas.core.frame.DataFrame'>
Index: 6834 entries, PIH to ZYME
Data columns (total 3 columns):
 #   Column     Non-Null Count  Dtype  
---  ------     --------------  -----  
 0   marketcap  5766 non-null   float64
 1   ipoyear    3038 non-null   float64
 2   sector     5288 non-null   object 
dtypes: float64(2), object(1)
memory usage: 213.6+ KB


stocks = stocks[~stocks.index.duplicated()]
stocks.index.name = 'ticker'


shared = prices.columns.intersection(stocks.index)


stocks = stocks.loc[shared, :]
stocks.info()

<class 'pandas.core.frame.DataFrame'>
Index: 2412 entries, A to ZUMZ
Data columns (total 3 columns):
 #   Column     Non-Null Count  Dtype  
---  ------     --------------  -----  
 0   marketcap  2407 non-null   float64
 1   ipoyear    1065 non-null   float64
 2   sector     2372 non-null   object 
dtypes: float64(2), object(1)
memory usage: 75.4+ KB


prices = prices.loc[:, shared]
prices.info()

<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 4706 entries, 2000-01-03 to 2018-03-27
Columns: 2412 entries, A to ZUMZ
dtypes: float64(2412)
memory usage: 86.6 MB


assert prices.shape[1] == stocks.shape[0]


monthly_prices = prices.resample('M').last()


monthly_prices.info()

<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 219 entries, 2000-01-31 to 2018-03-31
Freq: M
Columns: 2412 entries, A to ZUMZ
dtypes: float64(2412)
memory usage: 4.0 MB


outlier_cutoff = 0.01
data = pd.DataFrame()
lags = [1, 2, 3, 6, 9, 12]
for lag in lags:
    data[f'return_{lag}m'] = (monthly_prices
                           .pct_change(lag)
                           .stack()
                           .pipe(lambda x: x.clip(lower=x.quantile(outlier_cutoff),
                                                  upper=x.quantile(1-outlier_cutoff)))
                           .add(1)
                           .pow(1/lag)
                           .sub(1)
                           )
data = data.swaplevel().dropna()
data.info()

<class 'pandas.core.frame.DataFrame'>
MultiIndex: 399525 entries, ('A', Timestamp('2001-01-31 00:00:00', freq='M')) to ('ZUMZ', Timestamp('2018-03-31 00:00:00', freq='M'))
Data columns (total 6 columns):
 #   Column      Non-Null Count   Dtype  
---  ------      --------------   -----  
 0   return_1m   399525 non-null  float64
 1   return_2m   399525 non-null  float64
 2   return_3m   399525 non-null  float64
 3   return_6m   399525 non-null  float64
 4   return_9m   399525 non-null  float64
 5   return_12m  399525 non-null  float64
dtypes: float64(6)
memory usage: 19.9+ MB


min_obs = 120
nobs = data.groupby(level='ticker').size()
keep = nobs[nobs>min_obs].index

data = data.loc[idx[keep,:], :]
data.info()

<class 'pandas.core.frame.DataFrame'>
MultiIndex: 360752 entries, ('A', Timestamp('2001-01-31 00:00:00', freq='M')) to ('ZUMZ', Timestamp('2018-03-31 00:00:00', freq='M'))
Data columns (total 6 columns):
 #   Column      Non-Null Count   Dtype  
---  ------      --------------   -----  
 0   return_1m   360752 non-null  float64
 1   return_2m   360752 non-null  float64
 2   return_3m   360752 non-null  float64
 3   return_6m   360752 non-null  float64
 4   return_9m   360752 non-null  float64
 5   return_12m  360752 non-null  float64
dtypes: float64(6)
memory usage: 18.0+ MB


data.describe()


# cmap = sns.diverging_palette(10, 220, as_cmap=True)
sns.clustermap(data.corr('spearman'), annot=True, center=0, cmap='Blues');


data.index.get_level_values('ticker').nunique()

1838


factors = ['Mkt-RF', 'SMB', 'HML', 'RMW', 'CMA']
factor_data = web.DataReader('F-F_Research_Data_5_Factors_2x3', 'famafrench', start='2000')[0].drop('RF', axis=1)
factor_data.index = factor_data.index.to_timestamp()
factor_data = factor_data.resample('M').last().div(100)
factor_data.index.name = 'date'
factor_data.info()

<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 280 entries, 2000-01-31 to 2023-04-30
Freq: M
Data columns (total 5 columns):
 #   Column  Non-Null Count  Dtype  
---  ------  --------------  -----  
 0   Mkt-RF  280 non-null    float64
 1   SMB     280 non-null    float64
 2   HML     280 non-null    float64
 3   RMW     280 non-null    float64
 4   CMA     280 non-null    float64
dtypes: float64(5)
memory usage: 13.1 KB


factor_data = factor_data.join(data['return_1m']).sort_index()
factor_data.info()

<class 'pandas.core.frame.DataFrame'>
MultiIndex: 360752 entries, ('A', Timestamp('2001-01-31 00:00:00', freq='M')) to ('ZUMZ', Timestamp('2018-03-31 00:00:00', freq='M'))
Data columns (total 6 columns):
 #   Column     Non-Null Count   Dtype  
---  ------     --------------   -----  
 0   Mkt-RF     360752 non-null  float64
 1   SMB        360752 non-null  float64
 2   HML        360752 non-null  float64
 3   RMW        360752 non-null  float64
 4   CMA        360752 non-null  float64
 5   return_1m  360752 non-null  float64
dtypes: float64(6)
memory usage: 18.0+ MB


T = 24
betas = (factor_data.groupby(level='ticker',
                             group_keys=False)
         .apply(lambda x: RollingOLS(endog=x.return_1m,
                                     exog=sm.add_constant(x.drop('return_1m', axis=1)),
                                     window=min(T, x.shape[0]-1))
                .fit(params_only=True)
                .params
                .drop('const', axis=1)))


betas.describe().join(betas.sum(1).describe().to_frame('total'))


cmap = sns.diverging_palette(10, 220, as_cmap=True)
sns.clustermap(betas.corr(), annot=True, cmap=cmap, center=0);


data = (data
        .join(betas
              .groupby(level='ticker')
              .shift()))
data.info()

<class 'pandas.core.frame.DataFrame'>
MultiIndex: 360752 entries, ('A', Timestamp('2001-01-31 00:00:00', freq='M')) to ('ZUMZ', Timestamp('2018-03-31 00:00:00', freq='M'))
Data columns (total 11 columns):
 #   Column      Non-Null Count   Dtype  
---  ------      --------------   -----  
 0   return_1m   360752 non-null  float64
 1   return_2m   360752 non-null  float64
 2   return_3m   360752 non-null  float64
 3   return_6m   360752 non-null  float64
 4   return_9m   360752 non-null  float64
 5   return_12m  360752 non-null  float64
 6   Mkt-RF      316640 non-null  float64
 7   SMB         316640 non-null  float64
 8   HML         316640 non-null  float64
 9   RMW         316640 non-null  float64
 10  CMA         316640 non-null  float64
dtypes: float64(11)
memory usage: 39.8+ MB


data.loc[:, factors] = data.groupby('ticker')[factors].apply(lambda x: x.fillna(x.mean()))
data.info()

<class 'pandas.core.frame.DataFrame'>
MultiIndex: 360752 entries, ('A', Timestamp('2001-01-31 00:00:00', freq='M')) to ('ZUMZ', Timestamp('2018-03-31 00:00:00', freq='M'))
Data columns (total 11 columns):
 #   Column      Non-Null Count   Dtype  
---  ------      --------------   -----  
 0   return_1m   360752 non-null  float64
 1   return_2m   360752 non-null  float64
 2   return_3m   360752 non-null  float64
 3   return_6m   360752 non-null  float64
 4   return_9m   360752 non-null  float64
 5   return_12m  360752 non-null  float64
 6   Mkt-RF      360752 non-null  float64
 7   SMB         360752 non-null  float64
 8   HML         360752 non-null  float64
 9   RMW         360752 non-null  float64
 10  CMA         360752 non-null  float64
dtypes: float64(11)
memory usage: 39.8+ MB


for lag in [2,3,6,9,12]:
    data[f'momentum_{lag}'] = data[f'return_{lag}m'].sub(data.return_1m)
data[f'momentum_3_12'] = data[f'return_12m'].sub(data.return_3m)


dates = data.index.get_level_values('date')
data['year'] = dates.year
data['month'] = dates.month


for t in range(1, 7):
    data[f'return_1m_t-{t}'] = data.groupby(level='ticker').return_1m.shift(t)
data.info()

<class 'pandas.core.frame.DataFrame'>
MultiIndex: 360752 entries, ('A', Timestamp('2001-01-31 00:00:00', freq='M')) to ('ZUMZ', Timestamp('2018-03-31 00:00:00', freq='M'))
Data columns (total 25 columns):
 #   Column         Non-Null Count   Dtype  
---  ------         --------------   -----  
 0   return_1m      360752 non-null  float64
 1   return_2m      360752 non-null  float64
 2   return_3m      360752 non-null  float64
 3   return_6m      360752 non-null  float64
 4   return_9m      360752 non-null  float64
 5   return_12m     360752 non-null  float64
 6   Mkt-RF         360752 non-null  float64
 7   SMB            360752 non-null  float64
 8   HML            360752 non-null  float64
 9   RMW            360752 non-null  float64
 10  CMA            360752 non-null  float64
 11  momentum_2     360752 non-null  float64
 12  momentum_3     360752 non-null  float64
 13  momentum_6     360752 non-null  float64
 14  momentum_9     360752 non-null  float64
 15  momentum_12    360752 non-null  float64
 16  momentum_3_12  360752 non-null  float64
 17  year           360752 non-null  int64  
 18  month          360752 non-null  int64  
 19  return_1m_t-1  358914 non-null  float64
 20  return_1m_t-2  357076 non-null  float64
 21  return_1m_t-3  355238 non-null  float64
 22  return_1m_t-4  353400 non-null  float64
 23  return_1m_t-5  351562 non-null  float64
 24  return_1m_t-6  349724 non-null  float64
dtypes: float64(23), int64(2)
memory usage: 78.3+ MB


for t in [1,2,3,6,12]:
    data[f'target_{t}m'] = data.groupby(level='ticker')[f'return_{t}m'].shift(-t)


cols = ['target_1m',
        'target_2m',
        'target_3m',
        'return_1m',
        'return_2m',
        'return_3m',
        'return_1m_t-1',
        'return_1m_t-2',
        'return_1m_t-3']

data[cols].dropna().sort_index().head(10)


data.info()

<class 'pandas.core.frame.DataFrame'>
MultiIndex: 360752 entries, ('A', Timestamp('2001-01-31 00:00:00', freq='M')) to ('ZUMZ', Timestamp('2018-03-31 00:00:00', freq='M'))
Data columns (total 30 columns):
 #   Column         Non-Null Count   Dtype  
---  ------         --------------   -----  
 0   return_1m      360752 non-null  float64
 1   return_2m      360752 non-null  float64
 2   return_3m      360752 non-null  float64
 3   return_6m      360752 non-null  float64
 4   return_9m      360752 non-null  float64
 5   return_12m     360752 non-null  float64
 6   Mkt-RF         360752 non-null  float64
 7   SMB            360752 non-null  float64
 8   HML            360752 non-null  float64
 9   RMW            360752 non-null  float64
 10  CMA            360752 non-null  float64
 11  momentum_2     360752 non-null  float64
 12  momentum_3     360752 non-null  float64
 13  momentum_6     360752 non-null  float64
 14  momentum_9     360752 non-null  float64
 15  momentum_12    360752 non-null  float64
 16  momentum_3_12  360752 non-null  float64
 17  year           360752 non-null  int64  
 18  month          360752 non-null  int64  
 19  return_1m_t-1  358914 non-null  float64
 20  return_1m_t-2  357076 non-null  float64
 21  return_1m_t-3  355238 non-null  float64
 22  return_1m_t-4  353400 non-null  float64
 23  return_1m_t-5  351562 non-null  float64
 24  return_1m_t-6  349724 non-null  float64
 25  target_1m      358914 non-null  float64
 26  target_2m      357076 non-null  float64
 27  target_3m      355238 non-null  float64
 28  target_6m      349724 non-null  float64
 29  target_12m     338696 non-null  float64
dtypes: float64(28), int64(2)
memory usage: 92.1+ MB


data = (data
        .join(pd.qcut(stocks.ipoyear, q=5, labels=list(range(1, 6)))
              .astype(float)
              .fillna(0)
              .astype(int)
              .to_frame('age')))
data.age = data.age.fillna(-1)


stocks.info()

<class 'pandas.core.frame.DataFrame'>
Index: 2412 entries, A to ZUMZ
Data columns (total 3 columns):
 #   Column     Non-Null Count  Dtype  
---  ------     --------------  -----  
 0   marketcap  2407 non-null   float64
 1   ipoyear    1065 non-null   float64
 2   sector     2372 non-null   object 
dtypes: float64(2), object(1)
memory usage: 139.9+ KB


size_factor = (monthly_prices
               .loc[data.index.get_level_values('date').unique(),
                    data.index.get_level_values('ticker').unique()]
               .sort_index(ascending=False)
               .pct_change()
               .fillna(0)
               .add(1)
               .cumprod())
size_factor.info()

<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 207 entries, 2018-03-31 to 2001-01-31
Columns: 1838 entries, A to ZUMZ
dtypes: float64(1838)
memory usage: 2.9 MB


msize = (size_factor
         .mul(stocks
              .loc[size_factor.columns, 'marketcap'])).dropna(axis=1, how='all')


data['msize'] = (msize
                 .apply(lambda x: pd.qcut(x, q=10, labels=list(range(1, 11)))
                        .astype(int), axis=1)
                 .stack()
                 .swaplevel())
data.msize = data.msize.fillna(-1)


data = data.join(stocks[['sector']])
data.sector = data.sector.fillna('Unknown')


data.info()

<class 'pandas.core.frame.DataFrame'>
MultiIndex: 360752 entries, ('A', Timestamp('2001-01-31 00:00:00', freq='M')) to ('ZUMZ', Timestamp('2018-03-31 00:00:00', freq='M'))
Data columns (total 33 columns):
 #   Column         Non-Null Count   Dtype  
---  ------         --------------   -----  
 0   return_1m      360752 non-null  float64
 1   return_2m      360752 non-null  float64
 2   return_3m      360752 non-null  float64
 3   return_6m      360752 non-null  float64
 4   return_9m      360752 non-null  float64
 5   return_12m     360752 non-null  float64
 6   Mkt-RF         360752 non-null  float64
 7   SMB            360752 non-null  float64
 8   HML            360752 non-null  float64
 9   RMW            360752 non-null  float64
 10  CMA            360752 non-null  float64
 11  momentum_2     360752 non-null  float64
 12  momentum_3     360752 non-null  float64
 13  momentum_6     360752 non-null  float64
 14  momentum_9     360752 non-null  float64
 15  momentum_12    360752 non-null  float64
 16  momentum_3_12  360752 non-null  float64
 17  year           360752 non-null  int64  
 18  month          360752 non-null  int64  
 19  return_1m_t-1  358914 non-null  float64
 20  return_1m_t-2  357076 non-null  float64
 21  return_1m_t-3  355238 non-null  float64
 22  return_1m_t-4  353400 non-null  float64
 23  return_1m_t-5  351562 non-null  float64
 24  return_1m_t-6  349724 non-null  float64
 25  target_1m      358914 non-null  float64
 26  target_2m      357076 non-null  float64
 27  target_3m      355238 non-null  float64
 28  target_6m      349724 non-null  float64
 29  target_12m     338696 non-null  float64
 30  age            360752 non-null  int64  
 31  msize          360752 non-null  float64
 32  sector         360752 non-null  object 
dtypes: float64(29), int64(3), object(1)
memory usage: 100.4+ MB


with pd.HDFStore(DATA_STORE) as store:
    store.put('engineered_features', data.sort_index().loc[idx[:, :datetime(2018, 3, 1)], :])
    print(store.info())

<class 'pandas.io.pytables.HDFStore'>
File path: assets.h5
/engineered_features            frame        (shape->[358914,33])  
/quandl/wiki/prices             frame        (shape->[15389314,12])
/quandl/wiki/stocks             frame        (shape->[1,2])        
/sp500/fred                     frame        (shape->[2610,1])     
/sp500/stocks                   frame        (shape->[503,7])      
/sp500/stooq                    frame        (shape->[17700,5])    
/us_equities/stocks             frame        (shape->[6834,6])


dummy_data = pd.get_dummies(data,
                            columns=['year','month', 'msize', 'age',  'sector'],
                            prefix=['year','month', 'msize', 'age', ''],
                            prefix_sep=['_', '_', '_', '_', ''])
dummy_data = dummy_data.rename(columns={c:c.replace('.0', '') for c in dummy_data.columns})
dummy_data.info()

<class 'pandas.core.frame.DataFrame'>
MultiIndex: 360752 entries, ('A', Timestamp('2001-01-31 00:00:00', freq='M')) to ('ZUMZ', Timestamp('2018-03-31 00:00:00', freq='M'))
Data columns (total 88 columns):
 #   Column                 Non-Null Count   Dtype  
---  ------                 --------------   -----  
 0   return_1m              360752 non-null  float64
 1   return_2m              360752 non-null  float64
 2   return_3m              360752 non-null  float64
 3   return_6m              360752 non-null  float64
 4   return_9m              360752 non-null  float64
 5   return_12m             360752 non-null  float64
 6   Mkt-RF                 360752 non-null  float64
 7   SMB                    360752 non-null  float64
 8   HML                    360752 non-null  float64
 9   RMW                    360752 non-null  float64
 10  CMA                    360752 non-null  float64
 11  momentum_2             360752 non-null  float64
 12  momentum_3             360752 non-null  float64
 13  momentum_6             360752 non-null  float64
 14  momentum_9             360752 non-null  float64
 15  momentum_12            360752 non-null  float64
 16  momentum_3_12          360752 non-null  float64
 17  return_1m_t-1          358914 non-null  float64
 18  return_1m_t-2          357076 non-null  float64
 19  return_1m_t-3          355238 non-null  float64
 20  return_1m_t-4          353400 non-null  float64
 21  return_1m_t-5          351562 non-null  float64
 22  return_1m_t-6          349724 non-null  float64
 23  target_1m              358914 non-null  float64
 24  target_2m              357076 non-null  float64
 25  target_3m              355238 non-null  float64
 26  target_6m              349724 non-null  float64
 27  target_12m             338696 non-null  float64
 28  year_2001              360752 non-null  uint8  
 29  year_2002              360752 non-null  uint8  
 30  year_2003              360752 non-null  uint8  
 31  year_2004              360752 non-null  uint8  
 32  year_2005              360752 non-null  uint8  
 33  year_2006              360752 non-null  uint8  
 34  year_2007              360752 non-null  uint8  
 35  year_2008              360752 non-null  uint8  
 36  year_2009              360752 non-null  uint8  
 37  year_2010              360752 non-null  uint8  
 38  year_2011              360752 non-null  uint8  
 39  year_2012              360752 non-null  uint8  
 40  year_2013              360752 non-null  uint8  
 41  year_2014              360752 non-null  uint8  
 42  year_2015              360752 non-null  uint8  
 43  year_2016              360752 non-null  uint8  
 44  year_2017              360752 non-null  uint8  
 45  year_2018              360752 non-null  uint8  
 46  month_1                360752 non-null  uint8  
 47  month_2                360752 non-null  uint8  
 48  month_3                360752 non-null  uint8  
 49  month_4                360752 non-null  uint8  
 50  month_5                360752 non-null  uint8  
 51  month_6                360752 non-null  uint8  
 52  month_7                360752 non-null  uint8  
 53  month_8                360752 non-null  uint8  
 54  month_9                360752 non-null  uint8  
 55  month_10               360752 non-null  uint8  
 56  month_11               360752 non-null  uint8  
 57  month_12               360752 non-null  uint8  
 58  msize_-1               360752 non-null  uint8  
 59  msize_1                360752 non-null  uint8  
 60  msize_2                360752 non-null  uint8  
 61  msize_3                360752 non-null  uint8  
 62  msize_4                360752 non-null  uint8  
 63  msize_5                360752 non-null  uint8  
 64  msize_6                360752 non-null  uint8  
 65  msize_7                360752 non-null  uint8  
 66  msize_8                360752 non-null  uint8  
 67  msize_9                360752 non-null  uint8  
 68  msize_10               360752 non-null  uint8  
 69  age_0                  360752 non-null  uint8  
 70  age_1                  360752 non-null  uint8  
 71  age_2                  360752 non-null  uint8  
 72  age_3                  360752 non-null  uint8  
 73  age_4                  360752 non-null  uint8  
 74  age_5                  360752 non-null  uint8  
 75  Basic Industries       360752 non-null  uint8  
 76  Capital Goods          360752 non-null  uint8  
 77  Consumer Durables      360752 non-null  uint8  
 78  Consumer Non-Durables  360752 non-null  uint8  
 79  Consumer Services      360752 non-null  uint8  
 80  Energy                 360752 non-null  uint8  
 81  Finance                360752 non-null  uint8  
 82  Health Care            360752 non-null  uint8  
 83  Miscellaneous          360752 non-null  uint8  
 84  Public Utilities       360752 non-null  uint8  
 85  Technology             360752 non-null  uint8  
 86  Transportation         360752 non-null  uint8  
 87  Unknown                360752 non-null  uint8  
dtypes: float64(28), uint8(60)
memory usage: 107.2+ MB


import warnings
warnings.filterwarnings('ignore')


# colab에서 talib 설치
!wget http://prdownloads.sourceforge.net/ta-lib/ta-lib-0.4.0-src.tar.gz
!tar -xzvf ta-lib-0.4.0-src.tar.gz
%cd ta-lib
!./configure --prefix=/usr
!make
!make install
!pip install Ta-Lib
import talib

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ta-lib/
ta-lib/config.sub
ta-lib/aclocal.m4
ta-lib/CHANGELOG.TXT
ta-lib/include/
ta-lib/include/ta_abstract.h
ta-lib/include/ta_func.h
ta-lib/include/ta_common.h
ta-lib/include/ta_config.h.in
ta-lib/include/Makefile.am
ta-lib/include/ta_libc.h
ta-lib/include/ta_defs.h
ta-lib/missing
ta-lib/ta-lib.spec.in
ta-lib/config.guess
ta-lib/Makefile.in
ta-lib/ta-lib.dpkg.in
ta-lib/Makefile.am
ta-lib/autogen.sh
ta-lib/install-sh
ta-lib/configure
ta-lib/depcomp
ta-lib/HISTORY.TXT
ta-lib/configure.in
ta-lib/autom4te.cache/
ta-lib/autom4te.cache/output.0
ta-lib/autom4te.cache/requests
ta-lib/autom4te.cache/output.1
ta-lib/autom4te.cache/traces.0
ta-lib/autom4te.cache/traces.1
ta-lib/ltmain.sh
ta-lib/ta-lib-config.in
ta-lib/src/
ta-lib/src/ta_func/
ta-lib/src/ta_func/ta_MACDFIX.c
ta-lib/src/ta_func/ta_CDLPIERCING.c
ta-lib/src/ta_func/ta_DIV.c
ta-lib/src/ta_func/ta_ROCR100.c
ta-lib/src/ta_func/ta_ADXR.c
ta-lib/src/ta_func/ta_MAVP.c
ta-lib/src/ta_func/ta_CDLCLOSINGMARUBOZU.c
ta-lib/src/ta_func/ta_COSH.c
ta-lib/src/ta_func/ta_EXP.c
ta-lib/src/ta_func/ta_MINMAXINDEX.c
ta-lib/src/ta_func/ta_SQRT.c
ta-lib/src/ta_func/ta_FLOOR.c
ta-lib/src/ta_func/ta_CDLCONCEALBABYSWALL.c
ta-lib/src/ta_func/ta_NATR.c
ta-lib/src/ta_func/ta_CDLHARAMICROSS.c
ta-lib/src/ta_func/ta_MINUS_DM.c
ta-lib/src/ta_func/ta_LOG10.c
ta-lib/src/ta_func/ta_LINEARREG_ANGLE.c
ta-lib/src/ta_func/ta_RSI.c
ta-lib/src/ta_func/ta_CDLABANDONEDBABY.c
ta-lib/src/ta_func/ta_SAR.c
ta-lib/src/ta_func/ta_CDLBREAKAWAY.c
ta-lib/src/ta_func/ta_CDLDRAGONFLYDOJI.c
ta-lib/src/ta_func/ta_CDLHIGHWAVE.c
ta-lib/src/ta_func/ta_CDLKICKING.c
ta-lib/src/ta_func/ta_CDLDOJISTAR.c
ta-lib/src/ta_func/ta_VAR.c
ta-lib/src/ta_func/ta_CDLMATCHINGLOW.c
ta-lib/src/ta_func/ta_CDLGAPSIDESIDEWHITE.c
ta-lib/src/ta_func/ta_CDLMARUBOZU.c
ta-lib/src/ta_func/ta_AROONOSC.c
ta-lib/src/ta_func/ta_WCLPRICE.c
ta-lib/src/ta_func/ta_CDLEVENINGDOJISTAR.c
ta-lib/src/ta_func/ta_CDL3INSIDE.c
ta-lib/src/ta_func/ta_OBV.c
ta-lib/src/ta_func/ta_AROON.c
ta-lib/src/ta_func/ta_CDLBELTHOLD.c
ta-lib/src/ta_func/ta_CDLSPINNINGTOP.c
ta-lib/src/ta_func/ta_AD.c
ta-lib/src/ta_func/ta_MAX.c
ta-lib/src/ta_func/ta_CDLENGULFING.c
ta-lib/src/ta_func/ta_MINMAX.c
ta-lib/src/ta_func/ta_CDLINNECK.c
ta-lib/src/ta_func/ta_STDDEV.c
ta-lib/src/ta_func/ta_NVI.c
ta-lib/src/ta_func/ta_CDLHAMMER.c
ta-lib/src/ta_func/ta_ASIN.c
ta-lib/src/ta_func/ta_SUM.c
ta-lib/src/ta_func/ta_STOCH.c
ta-lib/src/ta_func/ta_CDLLONGLEGGEDDOJI.c
ta-lib/src/ta_func/ta_MEDPRICE.c
ta-lib/src/ta_func/ta_CDL3STARSINSOUTH.c
ta-lib/src/ta_func/ta_HT_TRENDMODE.c
ta-lib/src/ta_func/ta_BBANDS.c
ta-lib/src/ta_func/ta_CDLMORNINGSTAR.c
ta-lib/src/ta_func/ta_HT_DCPHASE.c
ta-lib/src/ta_func/ta_CDLLONGLINE.c
ta-lib/src/ta_func/ta_TAN.c
ta-lib/src/ta_func/ta_SMA.c
ta-lib/src/ta_func/ta_DX.c
ta-lib/src/ta_func/ta_MIDPOINT.c
ta-lib/src/ta_func/ta_CDL2CROWS.c
ta-lib/src/ta_func/ta_CORREL.c
ta-lib/src/ta_func/ta_CDL3BLACKCROWS.c
ta-lib/src/ta_func/ta_ADD.c
ta-lib/src/ta_func/Makefile.in
ta-lib/src/ta_func/ta_CDLTHRUSTING.c
ta-lib/src/ta_func/ta_SUB.c
ta-lib/src/ta_func/ta_CDLSTALLEDPATTERN.c
ta-lib/src/ta_func/ta_CDLTRISTAR.c
ta-lib/src/ta_func/ta_MA.c
ta-lib/src/ta_func/ta_HT_SINE.c
ta-lib/src/ta_func/ta_ACOS.c
ta-lib/src/ta_func/ta_CDLSTICKSANDWICH.c
ta-lib/src/ta_func/ta_SINH.c
ta-lib/src/ta_func/ta_utility.h
ta-lib/src/ta_func/ta_CDLSHORTLINE.c
ta-lib/src/ta_func/ta_ATAN.c
ta-lib/src/ta_func/ta_CDLADVANCEBLOCK.c
ta-lib/src/ta_func/ta_CDLKICKINGBYLENGTH.c
ta-lib/src/ta_func/ta_CDLSHOOTINGSTAR.c
ta-lib/src/ta_func/ta_ROCR.c
ta-lib/src/ta_func/ta_WMA.c
ta-lib/src/ta_func/ta_CDLDARKCLOUDCOVER.c
ta-lib/src/ta_func/ta_CDLXSIDEGAP3METHODS.c
ta-lib/src/ta_func/ta_TYPPRICE.c
ta-lib/src/ta_func/ta_CDL3WHITESOLDIERS.c
ta-lib/src/ta_func/Makefile.am
ta-lib/src/ta_func/ta_MACDEXT.c
ta-lib/src/ta_func/ta_ADX.c
ta-lib/src/ta_func/ta_PLUS_DM.c
ta-lib/src/ta_func/ta_CDLUPSIDEGAP2CROWS.c
ta-lib/src/ta_func/ta_LN.c
ta-lib/src/ta_func/ta_DEMA.c
ta-lib/src/ta_func/ta_CDL3OUTSIDE.c
ta-lib/src/ta_func/ta_CDLTASUKIGAP.c
ta-lib/src/ta_func/ta_MAMA.c
ta-lib/src/ta_func/ta_CDLMORNINGDOJISTAR.c
ta-lib/src/ta_func/ta_PLUS_DI.c
ta-lib/src/ta_func/ta_MININDEX.c
ta-lib/src/ta_func/ta_COS.c
ta-lib/src/ta_func/ta_HT_TRENDLINE.c
ta-lib/src/ta_func/ta_MIDPRICE.c
ta-lib/src/ta_func/ta_CEIL.c
ta-lib/src/ta_func/ta_TRIMA.c
ta-lib/src/ta_func/ta_CDLSEPARATINGLINES.c
ta-lib/src/ta_func/ta_ROCP.c
ta-lib/src/ta_func/ta_CDLHOMINGPIGEON.c
ta-lib/src/ta_func/ta_CDLHANGINGMAN.c
ta-lib/src/ta_func/ta_AVGPRICE.c
ta-lib/src/ta_func/ta_APO.c
ta-lib/src/ta_func/ta_CDLRISEFALL3METHODS.c
ta-lib/src/ta_func/ta_TRANGE.c
ta-lib/src/ta_func/ta_TSF.c
ta-lib/src/ta_func/ta_LINEARREG.c
ta-lib/src/ta_func/ta_PVI.c
ta-lib/src/ta_func/ta_CDLHIKKAKEMOD.c
ta-lib/src/ta_func/ta_MFI.c
ta-lib/src/ta_func/ta_CDLHARAMI.c
ta-lib/src/ta_func/ta_MACD.c
ta-lib/src/ta_func/ta_BETA.c
ta-lib/src/ta_func/ta_CDLINVERTEDHAMMER.c
ta-lib/src/ta_func/ta_LINEARREG_SLOPE.c
ta-lib/src/ta_func/ta_STOCHF.c
ta-lib/src/ta_func/ta_MIN.c
ta-lib/src/ta_func/ta_CDLIDENTICAL3CROWS.c
ta-lib/src/ta_func/ta_CDLRICKSHAWMAN.c
ta-lib/src/ta_func/ta_T3.c
ta-lib/src/ta_func/ta_CDLMATHOLD.c
ta-lib/src/ta_func/ta_CDLUNIQUE3RIVER.c
ta-lib/src/ta_func/ta_ADOSC.c
ta-lib/src/ta_func/ta_MAXINDEX.c
ta-lib/src/ta_func/ta_ULTOSC.c
ta-lib/src/ta_func/ta_TRIX.c
ta-lib/src/ta_func/ta_MOM.c
ta-lib/src/ta_func/ta_CDLDOJI.c
ta-lib/src/ta_func/ta_EMA.c
ta-lib/src/ta_func/ta_STOCHRSI.c
ta-lib/src/ta_func/ta_ROC.c
ta-lib/src/ta_func/ta_CDLEVENINGSTAR.c
ta-lib/src/ta_func/ta_CDLCOUNTERATTACK.c
ta-lib/src/ta_func/ta_LINEARREG_INTERCEPT.c
ta-lib/src/ta_func/ta_SAREXT.c
ta-lib/src/ta_func/ta_WILLR.c
ta-lib/src/ta_func/ta_MULT.c
ta-lib/src/ta_func/ta_ATR.c
ta-lib/src/ta_func/ta_BOP.c
ta-lib/src/ta_func/ta_CMO.c
ta-lib/src/ta_func/ta_CDLONNECK.c
ta-lib/src/ta_func/ta_CCI.c
ta-lib/src/ta_func/ta_CDLLADDERBOTTOM.c
ta-lib/src/ta_func/ta_HT_PHASOR.c
ta-lib/src/ta_func/ta_utility.c
ta-lib/src/ta_func/ta_PPO.c
ta-lib/src/ta_func/ta_CDLHIKKAKE.c
ta-lib/src/ta_func/ta_HT_DCPERIOD.c
ta-lib/src/ta_func/ta_CDL3LINESTRIKE.c
ta-lib/src/ta_func/ta_TEMA.c
ta-lib/src/ta_func/ta_SIN.c
ta-lib/src/ta_func/ta_MINUS_DI.c
ta-lib/src/ta_func/ta_KAMA.c
ta-lib/src/ta_func/ta_TANH.c
ta-lib/src/ta_func/ta_CDLTAKURI.c
ta-lib/src/ta_func/ta_CDLGRAVESTONEDOJI.c
ta-lib/src/ta_common/
ta-lib/src/ta_common/ta_pragma.h
ta-lib/src/ta_common/ta_magic_nb.h
ta-lib/src/ta_common/ta_retcode.csv
ta-lib/src/ta_common/Makefile.in
ta-lib/src/ta_common/Makefile.am
ta-lib/src/ta_common/ta_memory.h
ta-lib/src/ta_common/ta_version.c
ta-lib/src/ta_common/ta_global.h
ta-lib/src/ta_common/ta_global.c
ta-lib/src/ta_common/ta_retcode.c
ta-lib/src/Makefile.in
ta-lib/src/ta_abstract/
ta-lib/src/ta_abstract/frames/
ta-lib/src/ta_abstract/frames/ta_frame.c
ta-lib/src/ta_abstract/frames/ta_frame.h
ta-lib/src/ta_abstract/excel_glue.c
ta-lib/src/ta_abstract/ta_frame_priv.h
ta-lib/src/ta_abstract/ta_func_api.c
ta-lib/src/ta_abstract/Makefile.in
ta-lib/src/ta_abstract/ta_def_ui.h
ta-lib/src/ta_abstract/Makefile.am
ta-lib/src/ta_abstract/ta_abstract.c
ta-lib/src/ta_abstract/ta_group_idx.c
ta-lib/src/ta_abstract/tables/
ta-lib/src/ta_abstract/tables/table_u.c
ta-lib/src/ta_abstract/tables/table_x.c
ta-lib/src/ta_abstract/tables/table_r.c
ta-lib/src/ta_abstract/tables/table_f.c
ta-lib/src/ta_abstract/tables/table_j.c
ta-lib/src/ta_abstract/tables/table_e.c
ta-lib/src/ta_abstract/tables/table_t.c
ta-lib/src/ta_abstract/tables/table_n.c
ta-lib/src/ta_abstract/tables/table_i.c
ta-lib/src/ta_abstract/tables/table_c.c
ta-lib/src/ta_abstract/tables/table_l.c
ta-lib/src/ta_abstract/tables/table_k.c
ta-lib/src/ta_abstract/tables/table_g.c
ta-lib/src/ta_abstract/tables/table_d.c
ta-lib/src/ta_abstract/tables/table_h.c
ta-lib/src/ta_abstract/tables/table_o.c
ta-lib/src/ta_abstract/tables/table_b.c
ta-lib/src/ta_abstract/tables/table_q.c
ta-lib/src/ta_abstract/tables/table_v.c
ta-lib/src/ta_abstract/tables/table_m.c
ta-lib/src/ta_abstract/tables/table_s.c
ta-lib/src/ta_abstract/tables/table_y.c
ta-lib/src/ta_abstract/tables/table_p.c
ta-lib/src/ta_abstract/tables/table_z.c
ta-lib/src/ta_abstract/tables/table_a.c
ta-lib/src/ta_abstract/tables/table_w.c
ta-lib/src/ta_abstract/ta_def_ui.c
ta-lib/src/ta_abstract/templates/
ta-lib/src/ta_abstract/templates/ta_x.c.template
ta-lib/src/ta_abstract/templates/ta_java_defs.h.template
ta-lib/src/ta_abstract/templates/excel_glue.c.template
ta-lib/src/ta_abstract/templates/ta_group_idx.c.template
ta-lib/src/ta_abstract/templates/ta_frame.c.template
ta-lib/src/ta_abstract/templates/CoreAnnotated.java.template
ta-lib/src/ta_abstract/templates/ta_func.h.template
ta-lib/src/ta_abstract/templates/ta_frame.h.template
ta-lib/src/ta_abstract/templates/Makefile.am.template
ta-lib/src/ta_abstract/templates/ta_func_api.c.template
ta-lib/src/ta_abstract/templates/ta_func.swg.template
ta-lib/src/ta_abstract/templates/ta_retcode.c.template
ta-lib/src/ta_abstract/ta_java_defs.h
ta-lib/src/Makefile.am
ta-lib/src/tools/
ta-lib/src/tools/ta_regtest/
ta-lib/src/tools/ta_regtest/test_util.c
ta-lib/src/tools/ta_regtest/ta_test_func.h
ta-lib/src/tools/ta_regtest/test_data.c
ta-lib/src/tools/ta_regtest/ta_gDataHigh.c
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ta-lib/src/tools/ta_regtest/ta_gDataOpen.c
ta-lib/src/tools/ta_regtest/ta_gDataClose.c
ta-lib/src/tools/ta_regtest/test_abstract.c
ta-lib/src/tools/ta_regtest/ta_test_func/
ta-lib/src/tools/ta_regtest/ta_test_func/test_bbands.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_stddev.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_1in_2out.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_sar.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_1in_1out.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_trange.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_macd.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_po.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_per_hlc.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_mom.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_per_ohlc.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_adx.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_candlestick.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_rsi.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_per_ema.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_minmax.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_per_hlcv.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_per_hl.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_stoch.c
ta-lib/src/tools/ta_regtest/ta_test_func/test_ma.c
ta-lib/src/tools/ta_regtest/ta_error_number.h
ta-lib/src/tools/ta_regtest/ta_test_priv.h
ta-lib/src/tools/ta_regtest/ReadMe.txt
ta-lib/src/tools/ta_regtest/ta_gDataLow.c
ta-lib/src/tools/Makefile.in
ta-lib/src/tools/Makefile.am
ta-lib/src/tools/gen_code/
ta-lib/src/tools/gen_code/java/
ta-lib/src/tools/gen_code/java/PrettyCode.java
ta-lib/src/tools/gen_code/java/Main.java
ta-lib/src/tools/gen_code/gen_code.c
ta-lib/src/tools/gen_code/Makefile.in
ta-lib/src/tools/gen_code/Makefile.am
ta-lib/src/tools/gen_code/mcpp.exe
/content/ta-lib
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checking wchar.h usability... yes
checking wchar.h presence... yes
checking for wchar.h... yes
checking wctype.h usability... yes
checking wctype.h presence... yes
checking for wctype.h... yes
checking for an ANSI C-conforming const... yes
checking for size_t... yes
checking whether struct tm is in sys/time.h or time.h... time.h
checking for working volatile... yes
checking for ptrdiff_t... yes
checking return type of signal handlers... void
checking for working strcoll... yes
checking for strftime... yes
checking for working strtod... yes
checking for vprintf... yes
checking for _doprnt... no
checking for floor... no
checking for isascii... yes
checking for localeconv... yes
checking for mblen... yes
checking for memmove... yes
checking for memset... yes
checking for modf... yes
checking for pow... no
checking for sqrt... no
checking for strcasecmp... yes
checking for strchr... yes
checking for strerror... yes
checking for strncasecmp... yes
checking for strrchr... yes
checking for strstr... yes
checking for strtol... yes
checking for strtoul... yes
configure: creating ./config.status
config.status: creating Makefile
config.status: creating src/Makefile
config.status: creating src/ta_abstract/Makefile
config.status: creating src/ta_common/Makefile
config.status: creating src/ta_func/Makefile
config.status: creating src/tools/Makefile
config.status: creating src/tools/gen_code/Makefile
config.status: creating src/tools/ta_regtest/Makefile
config.status: creating ta-lib-config
config.status: creating ta-lib.spec
config.status: creating ta-lib.dpkg
config.status: creating include/ta_config.h
config.status: executing depfiles commands
Making all in src
make[1]: Entering directory '/content/ta-lib/src'
Making all in ta_abstract
make[2]: Entering directory '/content/ta-lib/src/ta_abstract'
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/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_la-table_d.lo -MD -MP -MF .deps/libta_abstract_la-table_d.Tpo -c -o libta_abstract_la-table_d.lo `test -f 'tables/table_d.c' || echo './'`tables/table_d.c
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/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_la-table_e.lo -MD -MP -MF .deps/libta_abstract_la-table_e.Tpo -c -o libta_abstract_la-table_e.lo `test -f 'tables/table_e.c' || echo './'`tables/table_e.c
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/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_la-table_g.lo -MD -MP -MF .deps/libta_abstract_la-table_g.Tpo -c -o libta_abstract_la-table_g.lo `test -f 'tables/table_g.c' || echo './'`tables/table_g.c
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mv -f .deps/libta_abstract_la-table_o.Tpo .deps/libta_abstract_la-table_o.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_la-table_p.lo -MD -MP -MF .deps/libta_abstract_la-table_p.Tpo -c -o libta_abstract_la-table_p.lo `test -f 'tables/table_p.c' || echo './'`tables/table_p.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_p.lo -MD -MP -MF .deps/libta_abstract_la-table_p.Tpo -c tables/table_p.c  -fPIC -DPIC -o .libs/libta_abstract_la-table_p.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_p.lo -MD -MP -MF .deps/libta_abstract_la-table_p.Tpo -c tables/table_p.c -o libta_abstract_la-table_p.o >/dev/null 2>&1
mv -f .deps/libta_abstract_la-table_p.Tpo .deps/libta_abstract_la-table_p.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_la-table_q.lo -MD -MP -MF .deps/libta_abstract_la-table_q.Tpo -c -o libta_abstract_la-table_q.lo `test -f 'tables/table_q.c' || echo './'`tables/table_q.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_q.lo -MD -MP -MF .deps/libta_abstract_la-table_q.Tpo -c tables/table_q.c  -fPIC -DPIC -o .libs/libta_abstract_la-table_q.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_q.lo -MD -MP -MF .deps/libta_abstract_la-table_q.Tpo -c tables/table_q.c -o libta_abstract_la-table_q.o >/dev/null 2>&1
mv -f .deps/libta_abstract_la-table_q.Tpo .deps/libta_abstract_la-table_q.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_la-table_r.lo -MD -MP -MF .deps/libta_abstract_la-table_r.Tpo -c -o libta_abstract_la-table_r.lo `test -f 'tables/table_r.c' || echo './'`tables/table_r.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_r.lo -MD -MP -MF .deps/libta_abstract_la-table_r.Tpo -c tables/table_r.c  -fPIC -DPIC -o .libs/libta_abstract_la-table_r.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_r.lo -MD -MP -MF .deps/libta_abstract_la-table_r.Tpo -c tables/table_r.c -o libta_abstract_la-table_r.o >/dev/null 2>&1
mv -f .deps/libta_abstract_la-table_r.Tpo .deps/libta_abstract_la-table_r.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_la-table_s.lo -MD -MP -MF .deps/libta_abstract_la-table_s.Tpo -c -o libta_abstract_la-table_s.lo `test -f 'tables/table_s.c' || echo './'`tables/table_s.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_s.lo -MD -MP -MF .deps/libta_abstract_la-table_s.Tpo -c tables/table_s.c  -fPIC -DPIC -o .libs/libta_abstract_la-table_s.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_s.lo -MD -MP -MF .deps/libta_abstract_la-table_s.Tpo -c tables/table_s.c -o libta_abstract_la-table_s.o >/dev/null 2>&1
mv -f .deps/libta_abstract_la-table_s.Tpo .deps/libta_abstract_la-table_s.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_la-table_t.lo -MD -MP -MF .deps/libta_abstract_la-table_t.Tpo -c -o libta_abstract_la-table_t.lo `test -f 'tables/table_t.c' || echo './'`tables/table_t.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_t.lo -MD -MP -MF .deps/libta_abstract_la-table_t.Tpo -c tables/table_t.c  -fPIC -DPIC -o .libs/libta_abstract_la-table_t.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_t.lo -MD -MP -MF .deps/libta_abstract_la-table_t.Tpo -c tables/table_t.c -o libta_abstract_la-table_t.o >/dev/null 2>&1
mv -f .deps/libta_abstract_la-table_t.Tpo .deps/libta_abstract_la-table_t.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_la-table_u.lo -MD -MP -MF .deps/libta_abstract_la-table_u.Tpo -c -o libta_abstract_la-table_u.lo `test -f 'tables/table_u.c' || echo './'`tables/table_u.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_u.lo -MD -MP -MF .deps/libta_abstract_la-table_u.Tpo -c tables/table_u.c  -fPIC -DPIC -o .libs/libta_abstract_la-table_u.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_u.lo -MD -MP -MF .deps/libta_abstract_la-table_u.Tpo -c tables/table_u.c -o libta_abstract_la-table_u.o >/dev/null 2>&1
mv -f .deps/libta_abstract_la-table_u.Tpo .deps/libta_abstract_la-table_u.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_la-table_v.lo -MD -MP -MF .deps/libta_abstract_la-table_v.Tpo -c -o libta_abstract_la-table_v.lo `test -f 'tables/table_v.c' || echo './'`tables/table_v.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_v.lo -MD -MP -MF .deps/libta_abstract_la-table_v.Tpo -c tables/table_v.c  -fPIC -DPIC -o .libs/libta_abstract_la-table_v.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_v.lo -MD -MP -MF .deps/libta_abstract_la-table_v.Tpo -c tables/table_v.c -o libta_abstract_la-table_v.o >/dev/null 2>&1
mv -f .deps/libta_abstract_la-table_v.Tpo .deps/libta_abstract_la-table_v.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_la-table_w.lo -MD -MP -MF .deps/libta_abstract_la-table_w.Tpo -c -o libta_abstract_la-table_w.lo `test -f 'tables/table_w.c' || echo './'`tables/table_w.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_w.lo -MD -MP -MF .deps/libta_abstract_la-table_w.Tpo -c tables/table_w.c  -fPIC -DPIC -o .libs/libta_abstract_la-table_w.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_w.lo -MD -MP -MF .deps/libta_abstract_la-table_w.Tpo -c tables/table_w.c -o libta_abstract_la-table_w.o >/dev/null 2>&1
mv -f .deps/libta_abstract_la-table_w.Tpo .deps/libta_abstract_la-table_w.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_la-table_x.lo -MD -MP -MF .deps/libta_abstract_la-table_x.Tpo -c -o libta_abstract_la-table_x.lo `test -f 'tables/table_x.c' || echo './'`tables/table_x.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_x.lo -MD -MP -MF .deps/libta_abstract_la-table_x.Tpo -c tables/table_x.c  -fPIC -DPIC -o .libs/libta_abstract_la-table_x.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_x.lo -MD -MP -MF .deps/libta_abstract_la-table_x.Tpo -c tables/table_x.c -o libta_abstract_la-table_x.o >/dev/null 2>&1
mv -f .deps/libta_abstract_la-table_x.Tpo .deps/libta_abstract_la-table_x.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_la-table_y.lo -MD -MP -MF .deps/libta_abstract_la-table_y.Tpo -c -o libta_abstract_la-table_y.lo `test -f 'tables/table_y.c' || echo './'`tables/table_y.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_y.lo -MD -MP -MF .deps/libta_abstract_la-table_y.Tpo -c tables/table_y.c  -fPIC -DPIC -o .libs/libta_abstract_la-table_y.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_y.lo -MD -MP -MF .deps/libta_abstract_la-table_y.Tpo -c tables/table_y.c -o libta_abstract_la-table_y.o >/dev/null 2>&1
mv -f .deps/libta_abstract_la-table_y.Tpo .deps/libta_abstract_la-table_y.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_la-table_z.lo -MD -MP -MF .deps/libta_abstract_la-table_z.Tpo -c -o libta_abstract_la-table_z.lo `test -f 'tables/table_z.c' || echo './'`tables/table_z.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_z.lo -MD -MP -MF .deps/libta_abstract_la-table_z.Tpo -c tables/table_z.c  -fPIC -DPIC -o .libs/libta_abstract_la-table_z.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_z.lo -MD -MP -MF .deps/libta_abstract_la-table_z.Tpo -c tables/table_z.c -o libta_abstract_la-table_z.o >/dev/null 2>&1
mv -f .deps/libta_abstract_la-table_z.Tpo .deps/libta_abstract_la-table_z.Plo
/bin/bash ../../libtool --tag=CC   --mode=link gcc  -g -O2 -version-info 0:0:0  -o libta_abstract.la  libta_abstract_la-ta_group_idx.lo libta_abstract_la-ta_def_ui.lo libta_abstract_la-ta_abstract.lo libta_abstract_la-ta_func_api.lo libta_abstract_la-ta_frame.lo libta_abstract_la-table_a.lo libta_abstract_la-table_b.lo libta_abstract_la-table_c.lo libta_abstract_la-table_d.lo libta_abstract_la-table_e.lo libta_abstract_la-table_f.lo libta_abstract_la-table_g.lo libta_abstract_la-table_h.lo libta_abstract_la-table_i.lo libta_abstract_la-table_j.lo libta_abstract_la-table_k.lo libta_abstract_la-table_l.lo libta_abstract_la-table_m.lo libta_abstract_la-table_n.lo libta_abstract_la-table_o.lo libta_abstract_la-table_p.lo libta_abstract_la-table_q.lo libta_abstract_la-table_r.lo libta_abstract_la-table_s.lo libta_abstract_la-table_t.lo libta_abstract_la-table_u.lo libta_abstract_la-table_v.lo libta_abstract_la-table_w.lo libta_abstract_la-table_x.lo libta_abstract_la-table_y.lo libta_abstract_la-table_z.lo  -lpthread -ldl 
libtool: link: warning: `-version-info/-version-number' is ignored for convenience libraries
ar cru .libs/libta_abstract.a .libs/libta_abstract_la-ta_group_idx.o .libs/libta_abstract_la-ta_def_ui.o .libs/libta_abstract_la-ta_abstract.o .libs/libta_abstract_la-ta_func_api.o .libs/libta_abstract_la-ta_frame.o .libs/libta_abstract_la-table_a.o .libs/libta_abstract_la-table_b.o .libs/libta_abstract_la-table_c.o .libs/libta_abstract_la-table_d.o .libs/libta_abstract_la-table_e.o .libs/libta_abstract_la-table_f.o .libs/libta_abstract_la-table_g.o .libs/libta_abstract_la-table_h.o .libs/libta_abstract_la-table_i.o .libs/libta_abstract_la-table_j.o .libs/libta_abstract_la-table_k.o .libs/libta_abstract_la-table_l.o .libs/libta_abstract_la-table_m.o .libs/libta_abstract_la-table_n.o .libs/libta_abstract_la-table_o.o .libs/libta_abstract_la-table_p.o .libs/libta_abstract_la-table_q.o .libs/libta_abstract_la-table_r.o .libs/libta_abstract_la-table_s.o .libs/libta_abstract_la-table_t.o .libs/libta_abstract_la-table_u.o .libs/libta_abstract_la-table_v.o .libs/libta_abstract_la-table_w.o .libs/libta_abstract_la-table_x.o .libs/libta_abstract_la-table_y.o .libs/libta_abstract_la-table_z.o
ar: `u' modifier ignored since `D' is the default (see `U')
ranlib .libs/libta_abstract.a
creating libta_abstract.la
(cd .libs && rm -f libta_abstract.la && ln -s ../libta_abstract.la libta_abstract.la)
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -DTA_GEN_CODE -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_gc_la-ta_group_idx.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_group_idx.Tpo -c -o libta_abstract_gc_la-ta_group_idx.lo `test -f 'ta_group_idx.c' || echo './'`ta_group_idx.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_group_idx.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_group_idx.Tpo -c ta_group_idx.c  -fPIC -DPIC -o .libs/libta_abstract_gc_la-ta_group_idx.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_group_idx.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_group_idx.Tpo -c ta_group_idx.c -o libta_abstract_gc_la-ta_group_idx.o >/dev/null 2>&1
mv -f .deps/libta_abstract_gc_la-ta_group_idx.Tpo .deps/libta_abstract_gc_la-ta_group_idx.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -DTA_GEN_CODE -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_gc_la-ta_def_ui.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_def_ui.Tpo -c -o libta_abstract_gc_la-ta_def_ui.lo `test -f 'ta_def_ui.c' || echo './'`ta_def_ui.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_def_ui.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_def_ui.Tpo -c ta_def_ui.c  -fPIC -DPIC -o .libs/libta_abstract_gc_la-ta_def_ui.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_def_ui.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_def_ui.Tpo -c ta_def_ui.c -o libta_abstract_gc_la-ta_def_ui.o >/dev/null 2>&1
mv -f .deps/libta_abstract_gc_la-ta_def_ui.Tpo .deps/libta_abstract_gc_la-ta_def_ui.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -DTA_GEN_CODE -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_gc_la-ta_abstract.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_abstract.Tpo -c -o libta_abstract_gc_la-ta_abstract.lo `test -f 'ta_abstract.c' || echo './'`ta_abstract.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_abstract.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_abstract.Tpo -c ta_abstract.c  -fPIC -DPIC -o .libs/libta_abstract_gc_la-ta_abstract.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_abstract.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_abstract.Tpo -c ta_abstract.c -o libta_abstract_gc_la-ta_abstract.o >/dev/null 2>&1
mv -f .deps/libta_abstract_gc_la-ta_abstract.Tpo .deps/libta_abstract_gc_la-ta_abstract.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -DTA_GEN_CODE -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_gc_la-ta_func_api.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_func_api.Tpo -c -o libta_abstract_gc_la-ta_func_api.lo `test -f 'ta_func_api.c' || echo './'`ta_func_api.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_func_api.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_func_api.Tpo -c ta_func_api.c  -fPIC -DPIC -o .libs/libta_abstract_gc_la-ta_func_api.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_func_api.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_func_api.Tpo -c ta_func_api.c -o libta_abstract_gc_la-ta_func_api.o >/dev/null 2>&1
mv -f .deps/libta_abstract_gc_la-ta_func_api.Tpo .deps/libta_abstract_gc_la-ta_func_api.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -DTA_GEN_CODE -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_gc_la-ta_frame.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_frame.Tpo -c -o libta_abstract_gc_la-ta_frame.lo `test -f 'frames/ta_frame.c' || echo './'`frames/ta_frame.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_frame.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_frame.Tpo -c frames/ta_frame.c  -fPIC -DPIC -o .libs/libta_abstract_gc_la-ta_frame.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_frame.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_frame.Tpo -c frames/ta_frame.c -o libta_abstract_gc_la-ta_frame.o >/dev/null 2>&1
mv -f .deps/libta_abstract_gc_la-ta_frame.Tpo .deps/libta_abstract_gc_la-ta_frame.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -DTA_GEN_CODE -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_gc_la-table_a.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_a.Tpo -c -o libta_abstract_gc_la-table_a.lo `test -f 'tables/table_a.c' || echo './'`tables/table_a.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_a.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_a.Tpo -c tables/table_a.c  -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_a.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_a.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_a.Tpo -c tables/table_a.c -o libta_abstract_gc_la-table_a.o >/dev/null 2>&1
mv -f .deps/libta_abstract_gc_la-table_a.Tpo .deps/libta_abstract_gc_la-table_a.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -DTA_GEN_CODE -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_gc_la-table_b.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_b.Tpo -c -o libta_abstract_gc_la-table_b.lo `test -f 'tables/table_b.c' || echo './'`tables/table_b.c
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mv -f .deps/libta_abstract_gc_la-table_u.Tpo .deps/libta_abstract_gc_la-table_u.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -DTA_GEN_CODE -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_gc_la-table_v.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_v.Tpo -c -o libta_abstract_gc_la-table_v.lo `test -f 'tables/table_v.c' || echo './'`tables/table_v.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_v.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_v.Tpo -c tables/table_v.c  -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_v.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_v.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_v.Tpo -c tables/table_v.c -o libta_abstract_gc_la-table_v.o >/dev/null 2>&1
mv -f .deps/libta_abstract_gc_la-table_v.Tpo .deps/libta_abstract_gc_la-table_v.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -DTA_GEN_CODE -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_gc_la-table_w.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_w.Tpo -c -o libta_abstract_gc_la-table_w.lo `test -f 'tables/table_w.c' || echo './'`tables/table_w.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_w.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_w.Tpo -c tables/table_w.c  -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_w.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_w.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_w.Tpo -c tables/table_w.c -o libta_abstract_gc_la-table_w.o >/dev/null 2>&1
mv -f .deps/libta_abstract_gc_la-table_w.Tpo .deps/libta_abstract_gc_la-table_w.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -DTA_GEN_CODE -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_gc_la-table_x.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_x.Tpo -c -o libta_abstract_gc_la-table_x.lo `test -f 'tables/table_x.c' || echo './'`tables/table_x.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_x.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_x.Tpo -c tables/table_x.c  -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_x.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_x.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_x.Tpo -c tables/table_x.c -o libta_abstract_gc_la-table_x.o >/dev/null 2>&1
mv -f .deps/libta_abstract_gc_la-table_x.Tpo .deps/libta_abstract_gc_la-table_x.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -DTA_GEN_CODE -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_gc_la-table_y.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_y.Tpo -c -o libta_abstract_gc_la-table_y.lo `test -f 'tables/table_y.c' || echo './'`tables/table_y.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_y.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_y.Tpo -c tables/table_y.c  -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_y.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_y.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_y.Tpo -c tables/table_y.c -o libta_abstract_gc_la-table_y.o >/dev/null 2>&1
mv -f .deps/libta_abstract_gc_la-table_y.Tpo .deps/libta_abstract_gc_la-table_y.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -DTA_GEN_CODE -I../ta_common/ -Iframes/   -g -O2 -MT libta_abstract_gc_la-table_z.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_z.Tpo -c -o libta_abstract_gc_la-table_z.lo `test -f 'tables/table_z.c' || echo './'`tables/table_z.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_z.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_z.Tpo -c tables/table_z.c  -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_z.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_z.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_z.Tpo -c tables/table_z.c -o libta_abstract_gc_la-table_z.o >/dev/null 2>&1
mv -f .deps/libta_abstract_gc_la-table_z.Tpo .deps/libta_abstract_gc_la-table_z.Plo
/bin/bash ../../libtool --tag=CC   --mode=link gcc  -g -O2 -version-info 0:0:0  -o libta_abstract_gc.la  libta_abstract_gc_la-ta_group_idx.lo libta_abstract_gc_la-ta_def_ui.lo libta_abstract_gc_la-ta_abstract.lo libta_abstract_gc_la-ta_func_api.lo libta_abstract_gc_la-ta_frame.lo libta_abstract_gc_la-table_a.lo libta_abstract_gc_la-table_b.lo libta_abstract_gc_la-table_c.lo libta_abstract_gc_la-table_d.lo libta_abstract_gc_la-table_e.lo libta_abstract_gc_la-table_f.lo libta_abstract_gc_la-table_g.lo libta_abstract_gc_la-table_h.lo libta_abstract_gc_la-table_i.lo libta_abstract_gc_la-table_j.lo libta_abstract_gc_la-table_k.lo libta_abstract_gc_la-table_l.lo libta_abstract_gc_la-table_m.lo libta_abstract_gc_la-table_n.lo libta_abstract_gc_la-table_o.lo libta_abstract_gc_la-table_p.lo libta_abstract_gc_la-table_q.lo libta_abstract_gc_la-table_r.lo libta_abstract_gc_la-table_s.lo libta_abstract_gc_la-table_t.lo libta_abstract_gc_la-table_u.lo libta_abstract_gc_la-table_v.lo libta_abstract_gc_la-table_w.lo libta_abstract_gc_la-table_x.lo libta_abstract_gc_la-table_y.lo libta_abstract_gc_la-table_z.lo  -lpthread -ldl 
libtool: link: warning: `-version-info/-version-number' is ignored for convenience libraries
ar cru .libs/libta_abstract_gc.a .libs/libta_abstract_gc_la-ta_group_idx.o .libs/libta_abstract_gc_la-ta_def_ui.o .libs/libta_abstract_gc_la-ta_abstract.o .libs/libta_abstract_gc_la-ta_func_api.o .libs/libta_abstract_gc_la-ta_frame.o .libs/libta_abstract_gc_la-table_a.o .libs/libta_abstract_gc_la-table_b.o .libs/libta_abstract_gc_la-table_c.o .libs/libta_abstract_gc_la-table_d.o .libs/libta_abstract_gc_la-table_e.o .libs/libta_abstract_gc_la-table_f.o .libs/libta_abstract_gc_la-table_g.o .libs/libta_abstract_gc_la-table_h.o .libs/libta_abstract_gc_la-table_i.o .libs/libta_abstract_gc_la-table_j.o .libs/libta_abstract_gc_la-table_k.o .libs/libta_abstract_gc_la-table_l.o .libs/libta_abstract_gc_la-table_m.o .libs/libta_abstract_gc_la-table_n.o .libs/libta_abstract_gc_la-table_o.o .libs/libta_abstract_gc_la-table_p.o .libs/libta_abstract_gc_la-table_q.o .libs/libta_abstract_gc_la-table_r.o .libs/libta_abstract_gc_la-table_s.o .libs/libta_abstract_gc_la-table_t.o .libs/libta_abstract_gc_la-table_u.o .libs/libta_abstract_gc_la-table_v.o .libs/libta_abstract_gc_la-table_w.o .libs/libta_abstract_gc_la-table_x.o .libs/libta_abstract_gc_la-table_y.o .libs/libta_abstract_gc_la-table_z.o
ar: `u' modifier ignored since `D' is the default (see `U')
ranlib .libs/libta_abstract_gc.a
creating libta_abstract_gc.la
(cd .libs && rm -f libta_abstract_gc.la && ln -s ../libta_abstract_gc.la libta_abstract_gc.la)
make[2]: Leaving directory '/content/ta-lib/src/ta_abstract'
Making all in ta_common
make[2]: Entering directory '/content/ta-lib/src/ta_common'
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_global.lo -MD -MP -MF .deps/ta_global.Tpo -c -o ta_global.lo ta_global.c
mkdir .libs
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_global.lo -MD -MP -MF .deps/ta_global.Tpo -c ta_global.c  -fPIC -DPIC -o .libs/ta_global.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_global.lo -MD -MP -MF .deps/ta_global.Tpo -c ta_global.c -o ta_global.o >/dev/null 2>&1
mv -f .deps/ta_global.Tpo .deps/ta_global.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_retcode.lo -MD -MP -MF .deps/ta_retcode.Tpo -c -o ta_retcode.lo ta_retcode.c
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 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_retcode.lo -MD -MP -MF .deps/ta_retcode.Tpo -c ta_retcode.c -o ta_retcode.o >/dev/null 2>&1
mv -f .deps/ta_retcode.Tpo .deps/ta_retcode.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_version.lo -MD -MP -MF .deps/ta_version.Tpo -c -o ta_version.lo ta_version.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_version.lo -MD -MP -MF .deps/ta_version.Tpo -c ta_version.c  -fPIC -DPIC -o .libs/ta_version.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_version.lo -MD -MP -MF .deps/ta_version.Tpo -c ta_version.c -o ta_version.o >/dev/null 2>&1
mv -f .deps/ta_version.Tpo .deps/ta_version.Plo
/bin/bash ../../libtool --tag=CC   --mode=link gcc  -g -O2 -version-info 0:0:0  -o libta_common.la  ta_global.lo ta_retcode.lo ta_version.lo  -lpthread -ldl 
libtool: link: warning: `-version-info/-version-number' is ignored for convenience libraries
ar cru .libs/libta_common.a .libs/ta_global.o .libs/ta_retcode.o .libs/ta_version.o
ar: `u' modifier ignored since `D' is the default (see `U')
ranlib .libs/libta_common.a
creating libta_common.la
(cd .libs && rm -f libta_common.la && ln -s ../libta_common.la libta_common.la)
make[2]: Leaving directory '/content/ta-lib/src/ta_common'
Making all in ta_func
make[2]: Entering directory '/content/ta-lib/src/ta_func'
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_utility.lo -MD -MP -MF .deps/ta_utility.Tpo -c -o ta_utility.lo ta_utility.c
mkdir .libs
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_utility.lo -MD -MP -MF .deps/ta_utility.Tpo -c ta_utility.c  -fPIC -DPIC -o .libs/ta_utility.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_utility.lo -MD -MP -MF .deps/ta_utility.Tpo -c ta_utility.c -o ta_utility.o >/dev/null 2>&1
mv -f .deps/ta_utility.Tpo .deps/ta_utility.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_ACOS.lo -MD -MP -MF .deps/ta_ACOS.Tpo -c -o ta_ACOS.lo ta_ACOS.c
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 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ACOS.lo -MD -MP -MF .deps/ta_ACOS.Tpo -c ta_ACOS.c -o ta_ACOS.o >/dev/null 2>&1
mv -f .deps/ta_ACOS.Tpo .deps/ta_ACOS.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_AD.lo -MD -MP -MF .deps/ta_AD.Tpo -c -o ta_AD.lo ta_AD.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AD.lo -MD -MP -MF .deps/ta_AD.Tpo -c ta_AD.c  -fPIC -DPIC -o .libs/ta_AD.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AD.lo -MD -MP -MF .deps/ta_AD.Tpo -c ta_AD.c -o ta_AD.o >/dev/null 2>&1
mv -f .deps/ta_AD.Tpo .deps/ta_AD.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_ADD.lo -MD -MP -MF .deps/ta_ADD.Tpo -c -o ta_ADD.lo ta_ADD.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADD.lo -MD -MP -MF .deps/ta_ADD.Tpo -c ta_ADD.c  -fPIC -DPIC -o .libs/ta_ADD.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADD.lo -MD -MP -MF .deps/ta_ADD.Tpo -c ta_ADD.c -o ta_ADD.o >/dev/null 2>&1
mv -f .deps/ta_ADD.Tpo .deps/ta_ADD.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_ADOSC.lo -MD -MP -MF .deps/ta_ADOSC.Tpo -c -o ta_ADOSC.lo ta_ADOSC.c
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mv -f .deps/ta_ADOSC.Tpo .deps/ta_ADOSC.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_ADX.lo -MD -MP -MF .deps/ta_ADX.Tpo -c -o ta_ADX.lo ta_ADX.c
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 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADX.lo -MD -MP -MF .deps/ta_ADX.Tpo -c ta_ADX.c -o ta_ADX.o >/dev/null 2>&1
mv -f .deps/ta_ADX.Tpo .deps/ta_ADX.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_ADXR.lo -MD -MP -MF .deps/ta_ADXR.Tpo -c -o ta_ADXR.lo ta_ADXR.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADXR.lo -MD -MP -MF .deps/ta_ADXR.Tpo -c ta_ADXR.c  -fPIC -DPIC -o .libs/ta_ADXR.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADXR.lo -MD -MP -MF .deps/ta_ADXR.Tpo -c ta_ADXR.c -o ta_ADXR.o >/dev/null 2>&1
mv -f .deps/ta_ADXR.Tpo .deps/ta_ADXR.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_APO.lo -MD -MP -MF .deps/ta_APO.Tpo -c -o ta_APO.lo ta_APO.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_APO.lo -MD -MP -MF .deps/ta_APO.Tpo -c ta_APO.c  -fPIC -DPIC -o .libs/ta_APO.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_APO.lo -MD -MP -MF .deps/ta_APO.Tpo -c ta_APO.c -o ta_APO.o >/dev/null 2>&1
mv -f .deps/ta_APO.Tpo .deps/ta_APO.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_AROON.lo -MD -MP -MF .deps/ta_AROON.Tpo -c -o ta_AROON.lo ta_AROON.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AROON.lo -MD -MP -MF .deps/ta_AROON.Tpo -c ta_AROON.c  -fPIC -DPIC -o .libs/ta_AROON.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AROON.lo -MD -MP -MF .deps/ta_AROON.Tpo -c ta_AROON.c -o ta_AROON.o >/dev/null 2>&1
mv -f .deps/ta_AROON.Tpo .deps/ta_AROON.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_AROONOSC.lo -MD -MP -MF .deps/ta_AROONOSC.Tpo -c -o ta_AROONOSC.lo ta_AROONOSC.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AROONOSC.lo -MD -MP -MF .deps/ta_AROONOSC.Tpo -c ta_AROONOSC.c  -fPIC -DPIC -o .libs/ta_AROONOSC.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AROONOSC.lo -MD -MP -MF .deps/ta_AROONOSC.Tpo -c ta_AROONOSC.c -o ta_AROONOSC.o >/dev/null 2>&1
mv -f .deps/ta_AROONOSC.Tpo .deps/ta_AROONOSC.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_ASIN.lo -MD -MP -MF .deps/ta_ASIN.Tpo -c -o ta_ASIN.lo ta_ASIN.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ASIN.lo -MD -MP -MF .deps/ta_ASIN.Tpo -c ta_ASIN.c  -fPIC -DPIC -o .libs/ta_ASIN.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ASIN.lo -MD -MP -MF .deps/ta_ASIN.Tpo -c ta_ASIN.c -o ta_ASIN.o >/dev/null 2>&1
mv -f .deps/ta_ASIN.Tpo .deps/ta_ASIN.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_ATAN.lo -MD -MP -MF .deps/ta_ATAN.Tpo -c -o ta_ATAN.lo ta_ATAN.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ATAN.lo -MD -MP -MF .deps/ta_ATAN.Tpo -c ta_ATAN.c  -fPIC -DPIC -o .libs/ta_ATAN.o
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ATAN.lo -MD -MP -MF .deps/ta_ATAN.Tpo -c ta_ATAN.c -o ta_ATAN.o >/dev/null 2>&1
mv -f .deps/ta_ATAN.Tpo .deps/ta_ATAN.Plo
/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_ATR.lo -MD -MP -MF .deps/ta_ATR.Tpo -c -o ta_ATR.lo ta_ATR.c
 gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ATR.lo -MD -MP -MF .deps/ta_ATR.Tpo -c ta_ATR.c  -fPIC -DPIC -o .libs/ta_ATR.o
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/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_CDLHARAMI.lo -MD -MP -MF .deps/ta_CDLHARAMI.Tpo -c -o ta_CDLHARAMI.lo ta_CDLHARAMI.c
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/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_CDLINNECK.lo -MD -MP -MF .deps/ta_CDLINNECK.Tpo -c -o ta_CDLINNECK.lo ta_CDLINNECK.c
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/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_CDLKICKING.lo -MD -MP -MF .deps/ta_CDLKICKING.Tpo -c -o ta_CDLKICKING.lo ta_CDLKICKING.c
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/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_CDLLADDERBOTTOM.lo -MD -MP -MF .deps/ta_CDLLADDERBOTTOM.Tpo -c -o ta_CDLLADDERBOTTOM.lo ta_CDLLADDERBOTTOM.c
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/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_CDLLONGLEGGEDDOJI.lo -MD -MP -MF .deps/ta_CDLLONGLEGGEDDOJI.Tpo -c -o ta_CDLLONGLEGGEDDOJI.lo ta_CDLLONGLEGGEDDOJI.c
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/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_CDLLONGLINE.lo -MD -MP -MF .deps/ta_CDLLONGLINE.Tpo -c -o ta_CDLLONGLINE.lo ta_CDLLONGLINE.c
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/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_CDLMARUBOZU.lo -MD -MP -MF .deps/ta_CDLMARUBOZU.Tpo -c -o ta_CDLMARUBOZU.lo ta_CDLMARUBOZU.c
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/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_CDLMATCHINGLOW.lo -MD -MP -MF .deps/ta_CDLMATCHINGLOW.Tpo -c -o ta_CDLMATCHINGLOW.lo ta_CDLMATCHINGLOW.c
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/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_VAR.lo -MD -MP -MF .deps/ta_VAR.Tpo -c -o ta_VAR.lo ta_VAR.c
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/bin/bash ../../libtool --tag=CC   --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include  -I../ta_common/   -g -O2 -MT ta_WCLPRICE.lo -MD -MP -MF .deps/ta_WCLPRICE.Tpo -c -o ta_WCLPRICE.lo ta_WCLPRICE.c
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/bin/bash ../../libtool --tag=CC   --mode=link gcc  -g -O2 -version-info 0:0:0  -o libta_func.la  ta_utility.lo ta_ACOS.lo ta_AD.lo ta_ADD.lo ta_ADOSC.lo ta_ADX.lo ta_ADXR.lo ta_APO.lo ta_AROON.lo ta_AROONOSC.lo ta_ASIN.lo ta_ATAN.lo ta_ATR.lo ta_AVGPRICE.lo ta_BBANDS.lo ta_BETA.lo ta_BOP.lo ta_CCI.lo ta_CDL2CROWS.lo ta_CDL3BLACKCROWS.lo ta_CDL3INSIDE.lo ta_CDL3LINESTRIKE.lo ta_CDL3OUTSIDE.lo ta_CDL3STARSINSOUTH.lo ta_CDL3WHITESOLDIERS.lo ta_CDLABANDONEDBABY.lo ta_CDLADVANCEBLOCK.lo ta_CDLBELTHOLD.lo ta_CDLBREAKAWAY.lo ta_CDLCLOSINGMARUBOZU.lo ta_CDLCONCEALBABYSWALL.lo ta_CDLCOUNTERATTACK.lo ta_CDLDARKCLOUDCOVER.lo ta_CDLDOJI.lo ta_CDLDOJISTAR.lo ta_CDLDRAGONFLYDOJI.lo ta_CDLENGULFING.lo ta_CDLEVENINGDOJISTAR.lo ta_CDLEVENINGSTAR.lo ta_CDLGAPSIDESIDEWHITE.lo ta_CDLGRAVESTONEDOJI.lo ta_CDLHAMMER.lo ta_CDLHANGINGMAN.lo ta_CDLHARAMI.lo ta_CDLHARAMICROSS.lo ta_CDLHIGHWAVE.lo ta_CDLHIKKAKE.lo ta_CDLHIKKAKEMOD.lo ta_CDLHOMINGPIGEON.lo ta_CDLIDENTICAL3CROWS.lo ta_CDLINNECK.lo ta_CDLINVERTEDHAMMER.lo ta_CDLKICKING.lo ta_CDLKICKINGBYLENGTH.lo ta_CDLLADDERBOTTOM.lo ta_CDLLONGLEGGEDDOJI.lo ta_CDLLONGLINE.lo ta_CDLMARUBOZU.lo ta_CDLMATCHINGLOW.lo ta_CDLMATHOLD.lo ta_CDLMORNINGDOJISTAR.lo ta_CDLMORNINGSTAR.lo ta_CDLONNECK.lo ta_CDLPIERCING.lo ta_CDLRICKSHAWMAN.lo ta_CDLRISEFALL3METHODS.lo ta_CDLSEPARATINGLINES.lo ta_CDLSHOOTINGSTAR.lo ta_CDLSHORTLINE.lo ta_CDLSPINNINGTOP.lo ta_CDLSTALLEDPATTERN.lo ta_CDLSTICKSANDWICH.lo ta_CDLTAKURI.lo ta_CDLTASUKIGAP.lo ta_CDLTHRUSTING.lo ta_CDLTRISTAR.lo ta_CDLUNIQUE3RIVER.lo ta_CDLUPSIDEGAP2CROWS.lo ta_CDLXSIDEGAP3METHODS.lo ta_CEIL.lo ta_CMO.lo ta_CORREL.lo ta_COS.lo ta_COSH.lo ta_DEMA.lo ta_DIV.lo ta_DX.lo ta_EMA.lo ta_EXP.lo ta_FLOOR.lo ta_HT_DCPERIOD.lo ta_HT_DCPHASE.lo ta_HT_PHASOR.lo ta_HT_SINE.lo ta_HT_TRENDLINE.lo ta_HT_TRENDMODE.lo ta_KAMA.lo ta_LINEARREG.lo ta_LINEARREG_ANGLE.lo ta_LINEARREG_INTERCEPT.lo ta_LINEARREG_SLOPE.lo ta_LN.lo ta_LOG10.lo ta_MA.lo ta_MACD.lo ta_MACDEXT.lo ta_MACDFIX.lo ta_MAMA.lo ta_MAVP.lo ta_MAX.lo ta_MAXINDEX.lo ta_MEDPRICE.lo ta_MFI.lo ta_MIDPOINT.lo ta_MIDPRICE.lo ta_MIN.lo ta_MININDEX.lo ta_MINMAX.lo ta_MINMAXINDEX.lo ta_MINUS_DI.lo ta_MINUS_DM.lo ta_MOM.lo ta_MULT.lo ta_NATR.lo ta_OBV.lo ta_PLUS_DI.lo ta_PLUS_DM.lo ta_PPO.lo ta_ROC.lo ta_ROCP.lo ta_ROCR.lo ta_ROCR100.lo ta_RSI.lo ta_SAR.lo ta_SAREXT.lo ta_SIN.lo ta_SINH.lo ta_SMA.lo ta_SQRT.lo ta_STDDEV.lo ta_STOCH.lo ta_STOCHF.lo ta_STOCHRSI.lo ta_SUB.lo ta_SUM.lo ta_T3.lo ta_TAN.lo ta_TANH.lo ta_TEMA.lo ta_TRANGE.lo ta_TRIMA.lo ta_TRIX.lo ta_TSF.lo ta_TYPPRICE.lo ta_ULTOSC.lo ta_VAR.lo ta_WCLPRICE.lo ta_WILLR.lo ta_WMA.lo  -lpthread -ldl 
libtool: link: warning: `-version-info/-version-number' is ignored for convenience libraries
ar cru .libs/libta_func.a .libs/ta_utility.o .libs/ta_ACOS.o .libs/ta_AD.o .libs/ta_ADD.o .libs/ta_ADOSC.o .libs/ta_ADX.o .libs/ta_ADXR.o .libs/ta_APO.o .libs/ta_AROON.o .libs/ta_AROONOSC.o .libs/ta_ASIN.o .libs/ta_ATAN.o .libs/ta_ATR.o .libs/ta_AVGPRICE.o .libs/ta_BBANDS.o .libs/ta_BETA.o .libs/ta_BOP.o .libs/ta_CCI.o .libs/ta_CDL2CROWS.o .libs/ta_CDL3BLACKCROWS.o .libs/ta_CDL3INSIDE.o .libs/ta_CDL3LINESTRIKE.o .libs/ta_CDL3OUTSIDE.o .libs/ta_CDL3STARSINSOUTH.o .libs/ta_CDL3WHITESOLDIERS.o .libs/ta_CDLABANDONEDBABY.o .libs/ta_CDLADVANCEBLOCK.o .libs/ta_CDLBELTHOLD.o .libs/ta_CDLBREAKAWAY.o .libs/ta_CDLCLOSINGMARUBOZU.o .libs/ta_CDLCONCEALBABYSWALL.o .libs/ta_CDLCOUNTERATTACK.o .libs/ta_CDLDARKCLOUDCOVER.o .libs/ta_CDLDOJI.o .libs/ta_CDLDOJISTAR.o .libs/ta_CDLDRAGONFLYDOJI.o .libs/ta_CDLENGULFING.o .libs/ta_CDLEVENINGDOJISTAR.o .libs/ta_CDLEVENINGSTAR.o .libs/ta_CDLGAPSIDESIDEWHITE.o .libs/ta_CDLGRAVESTONEDOJI.o .libs/ta_CDLHAMMER.o .libs/ta_CDLHANGINGMAN.o .libs/ta_CDLHARAMI.o .libs/ta_CDLHARAMICROSS.o .libs/ta_CDLHIGHWAVE.o .libs/ta_CDLHIKKAKE.o .libs/ta_CDLHIKKAKEMOD.o .libs/ta_CDLHOMINGPIGEON.o .libs/ta_CDLIDENTICAL3CROWS.o .libs/ta_CDLINNECK.o .libs/ta_CDLINVERTEDHAMMER.o .libs/ta_CDLKICKING.o .libs/ta_CDLKICKINGBYLENGTH.o .libs/ta_CDLLADDERBOTTOM.o .libs/ta_CDLLONGLEGGEDDOJI.o .libs/ta_CDLLONGLINE.o .libs/ta_CDLMARUBOZU.o .libs/ta_CDLMATCHINGLOW.o .libs/ta_CDLMATHOLD.o .libs/ta_CDLMORNINGDOJISTAR.o .libs/ta_CDLMORNINGSTAR.o .libs/ta_CDLONNECK.o .libs/ta_CDLPIERCING.o .libs/ta_CDLRICKSHAWMAN.o .libs/ta_CDLRISEFALL3METHODS.o .libs/ta_CDLSEPARATINGLINES.o .libs/ta_CDLSHOOTINGSTAR.o .libs/ta_CDLSHORTLINE.o .libs/ta_CDLSPINNINGTOP.o .libs/ta_CDLSTALLEDPATTERN.o .libs/ta_CDLSTICKSANDWICH.o .libs/ta_CDLTAKURI.o .libs/ta_CDLTASUKIGAP.o .libs/ta_CDLTHRUSTING.o .libs/ta_CDLTRISTAR.o .libs/ta_CDLUNIQUE3RIVER.o .libs/ta_CDLUPSIDEGAP2CROWS.o .libs/ta_CDLXSIDEGAP3METHODS.o .libs/ta_CEIL.o .libs/ta_CMO.o .libs/ta_CORREL.o .libs/ta_COS.o .libs/ta_COSH.o .libs/ta_DEMA.o .libs/ta_DIV.o .libs/ta_DX.o .libs/ta_EMA.o .libs/ta_EXP.o .libs/ta_FLOOR.o .libs/ta_HT_DCPERIOD.o .libs/ta_HT_DCPHASE.o .libs/ta_HT_PHASOR.o .libs/ta_HT_SINE.o .libs/ta_HT_TRENDLINE.o .libs/ta_HT_TRENDMODE.o .libs/ta_KAMA.o .libs/ta_LINEARREG.o .libs/ta_LINEARREG_ANGLE.o .libs/ta_LINEARREG_INTERCEPT.o .libs/ta_LINEARREG_SLOPE.o .libs/ta_LN.o .libs/ta_LOG10.o .libs/ta_MA.o .libs/ta_MACD.o .libs/ta_MACDEXT.o .libs/ta_MACDFIX.o .libs/ta_MAMA.o .libs/ta_MAVP.o .libs/ta_MAX.o .libs/ta_MAXINDEX.o .libs/ta_MEDPRICE.o .libs/ta_MFI.o .libs/ta_MIDPOINT.o .libs/ta_MIDPRICE.o .libs/ta_MIN.o .libs/ta_MININDEX.o .libs/ta_MINMAX.o .libs/ta_MINMAXINDEX.o .libs/ta_MINUS_DI.o .libs/ta_MINUS_DM.o .libs/ta_MOM.o .libs/ta_MULT.o .libs/ta_NATR.o .libs/ta_OBV.o .libs/ta_PLUS_DI.o .libs/ta_PLUS_DM.o .libs/ta_PPO.o .libs/ta_ROC.o .libs/ta_ROCP.o .libs/ta_ROCR.o .libs/ta_ROCR100.o .libs/ta_RSI.o .libs/ta_SAR.o .libs/ta_SAREXT.o .libs/ta_SIN.o .libs/ta_SINH.o .libs/ta_SMA.o .libs/ta_SQRT.o .libs/ta_STDDEV.o .libs/ta_STOCH.o .libs/ta_STOCHF.o .libs/ta_STOCHRSI.o .libs/ta_SUB.o .libs/ta_SUM.o .libs/ta_T3.o .libs/ta_TAN.o .libs/ta_TANH.o .libs/ta_TEMA.o .libs/ta_TRANGE.o .libs/ta_TRIMA.o .libs/ta_TRIX.o .libs/ta_TSF.o .libs/ta_TYPPRICE.o .libs/ta_ULTOSC.o .libs/ta_VAR.o .libs/ta_WCLPRICE.o .libs/ta_WILLR.o .libs/ta_WMA.o
ar: `u' modifier ignored since `D' is the default (see `U')
ranlib .libs/libta_func.a
creating libta_func.la
(cd .libs && rm -f libta_func.la && ln -s ../libta_func.la libta_func.la)
make[2]: Leaving directory '/content/ta-lib/src/ta_func'
make[2]: Entering directory '/content/ta-lib/src'
/bin/bash ../libtool --tag=CC   --mode=link gcc  -g -O2 -version-info 0:0:0  -o libta_lib.la -rpath /usr/lib  ta_abstract/libta_abstract.la ta_func/libta_func.la ta_common/libta_common.la -lpthread -ldl 
mkdir .libs
gcc -shared  -Wl,--whole-archive ta_abstract/.libs/libta_abstract.a ta_func/.libs/libta_func.a ta_common/.libs/libta_common.a -Wl,--no-whole-archive  -lpthread -ldl  -Wl,-soname -Wl,libta_lib.so.0 -o .libs/libta_lib.so.0.0.0
(cd .libs && rm -f libta_lib.so.0 && ln -s libta_lib.so.0.0.0 libta_lib.so.0)
(cd .libs && rm -f libta_lib.so && ln -s libta_lib.so.0.0.0 libta_lib.so)
rm -fr .libs/libta_lib.lax
mkdir .libs/libta_lib.lax
rm -fr .libs/libta_lib.lax/libta_abstract.a
mkdir .libs/libta_lib.lax/libta_abstract.a
(cd .libs/libta_lib.lax/libta_abstract.a && ar x /content/ta-lib/src/ta_abstract/.libs/libta_abstract.a)
rm -fr .libs/libta_lib.lax/libta_func.a
mkdir .libs/libta_lib.lax/libta_func.a
(cd .libs/libta_lib.lax/libta_func.a && ar x /content/ta-lib/src/ta_func/.libs/libta_func.a)
rm -fr .libs/libta_lib.lax/libta_common.a
mkdir .libs/libta_lib.lax/libta_common.a
(cd .libs/libta_lib.lax/libta_common.a && ar x /content/ta-lib/src/ta_common/.libs/libta_common.a)
ar cru .libs/libta_lib.a   .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_n.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_q.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_x.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_j.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-ta_abstract.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_i.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_v.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_z.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_t.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_r.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_w.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-ta_frame.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_b.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-ta_func_api.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_l.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_g.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_e.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_u.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-ta_group_idx.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_p.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_k.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_h.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_f.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_a.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_s.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-ta_def_ui.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_c.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_o.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_d.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_m.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_y.o  .libs/libta_lib.lax/libta_func.a/ta_DX.o .libs/libta_lib.lax/libta_func.a/ta_PPO.o .libs/libta_lib.lax/libta_func.a/ta_ATAN.o .libs/libta_lib.lax/libta_func.a/ta_BOP.o .libs/libta_lib.lax/libta_func.a/ta_T3.o .libs/libta_lib.lax/libta_func.a/ta_CDLHARAMICROSS.o .libs/libta_lib.lax/libta_func.a/ta_ADXR.o .libs/libta_lib.lax/libta_func.a/ta_CDLMARUBOZU.o .libs/libta_lib.lax/libta_func.a/ta_ROC.o .libs/libta_lib.lax/libta_func.a/ta_MININDEX.o .libs/libta_lib.lax/libta_func.a/ta_SUM.o .libs/libta_lib.lax/libta_func.a/ta_APO.o .libs/libta_lib.lax/libta_func.a/ta_CMO.o .libs/libta_lib.lax/libta_func.a/ta_CDLONNECK.o .libs/libta_lib.lax/libta_func.a/ta_ADOSC.o .libs/libta_lib.lax/libta_func.a/ta_STOCHF.o .libs/libta_lib.lax/libta_func.a/ta_CDLHIKKAKE.o .libs/libta_lib.lax/libta_func.a/ta_SQRT.o .libs/libta_lib.lax/libta_func.a/ta_PLUS_DM.o .libs/libta_lib.lax/libta_func.a/ta_CEIL.o .libs/libta_lib.lax/libta_func.a/ta_CDLRICKSHAWMAN.o .libs/libta_lib.lax/libta_func.a/ta_TRANGE.o .libs/libta_lib.lax/libta_func.a/ta_BETA.o .libs/libta_lib.lax/libta_func.a/ta_CDL3BLACKCROWS.o .libs/libta_lib.lax/libta_func.a/ta_CDLDOJISTAR.o .libs/libta_lib.lax/libta_func.a/ta_CDLHIKKAKEMOD.o .libs/libta_lib.lax/libta_func.a/ta_SINH.o .libs/libta_lib.lax/libta_func.a/ta_SAREXT.o .libs/libta_lib.lax/libta_func.a/ta_CDLHARAMI.o .libs/libta_lib.lax/libta_func.a/ta_ADX.o .libs/libta_lib.lax/libta_func.a/ta_CDLTRISTAR.o .libs/libta_lib.lax/libta_func.a/ta_CDLMATHOLD.o .libs/libta_lib.lax/libta_func.a/ta_CDLXSIDEGAP3METHODS.o .libs/libta_lib.lax/libta_func.a/ta_MOM.o .libs/libta_lib.lax/libta_func.a/ta_MEDPRICE.o .libs/libta_lib.lax/libta_func.a/ta_CDLHAMMER.o .libs/libta_lib.lax/libta_func.a/ta_STDDEV.o .libs/libta_lib.lax/libta_func.a/ta_AD.o .libs/libta_lib.lax/libta_func.a/ta_ROCR.o .libs/libta_lib.lax/libta_func.a/ta_MACDEXT.o .libs/libta_lib.lax/libta_func.a/ta_HT_TRENDLINE.o .libs/libta_lib.lax/libta_func.a/ta_LINEARREG_ANGLE.o .libs/libta_lib.lax/libta_func.a/ta_CDLCLOSINGMARUBOZU.o .libs/libta_lib.lax/libta_func.a/ta_CDLDRAGONFLYDOJI.o .libs/libta_lib.lax/libta_func.a/ta_CDLSTALLEDPATTERN.o .libs/libta_lib.lax/libta_func.a/ta_WMA.o .libs/libta_lib.lax/libta_func.a/ta_MINMAX.o .libs/libta_lib.lax/libta_func.a/ta_HT_PHASOR.o .libs/libta_lib.lax/libta_func.a/ta_CDLUPSIDEGAP2CROWS.o .libs/libta_lib.lax/libta_func.a/ta_MINUS_DI.o .libs/libta_lib.lax/libta_func.a/ta_CDLDOJI.o .libs/libta_lib.lax/libta_func.a/ta_FLOOR.o .libs/libta_lib.lax/libta_func.a/ta_WCLPRICE.o .libs/libta_lib.lax/libta_func.a/ta_CDLADVANCEBLOCK.o .libs/libta_lib.lax/libta_func.a/ta_MACD.o .libs/libta_lib.lax/libta_func.a/ta_CDL3WHITESOLDIERS.o .libs/libta_lib.lax/libta_func.a/ta_CDLRISEFALL3METHODS.o .libs/libta_lib.lax/libta_func.a/ta_CDLHIGHWAVE.o .libs/libta_lib.lax/libta_func.a/ta_DEMA.o .libs/libta_lib.lax/libta_func.a/ta_MA.o .libs/libta_lib.lax/libta_func.a/ta_CDLSTICKSANDWICH.o .libs/libta_lib.lax/libta_func.a/ta_SMA.o .libs/libta_lib.lax/libta_func.a/ta_ROCR100.o .libs/libta_lib.lax/libta_func.a/ta_CDLINVERTEDHAMMER.o .libs/libta_lib.lax/libta_func.a/ta_CDL3STARSINSOUTH.o .libs/libta_lib.lax/libta_func.a/ta_DIV.o .libs/libta_lib.lax/libta_func.a/ta_PLUS_DI.o .libs/libta_lib.lax/libta_func.a/ta_CDLUNIQUE3RIVER.o .libs/libta_lib.lax/libta_func.a/ta_LOG10.o .libs/libta_lib.lax/libta_func.a/ta_STOCH.o .libs/libta_lib.lax/libta_func.a/ta_MINMAXINDEX.o .libs/libta_lib.lax/libta_func.a/ta_CDL3INSIDE.o .libs/libta_lib.lax/libta_func.a/ta_CDLSHORTLINE.o .libs/libta_lib.lax/libta_func.a/ta_COSH.o .libs/libta_lib.lax/libta_func.a/ta_SUB.o .libs/libta_lib.lax/libta_func.a/ta_CDLTHRUSTING.o .libs/libta_lib.lax/libta_func.a/ta_CDL3OUTSIDE.o .libs/libta_lib.lax/libta_func.a/ta_LINEARREG.o .libs/libta_lib.lax/libta_func.a/ta_VAR.o .libs/libta_lib.lax/libta_func.a/ta_CDLIDENTICAL3CROWS.o .libs/libta_lib.lax/libta_func.a/ta_CDLTASUKIGAP.o .libs/libta_lib.lax/libta_func.a/ta_RSI.o .libs/libta_lib.lax/libta_func.a/ta_MAXINDEX.o .libs/libta_lib.lax/libta_func.a/ta_CDLKICKINGBYLENGTH.o .libs/libta_lib.lax/libta_func.a/ta_TEMA.o .libs/libta_lib.lax/libta_func.a/ta_CDLMORNINGDOJISTAR.o .libs/libta_lib.lax/libta_func.a/ta_BBANDS.o .libs/libta_lib.lax/libta_func.a/ta_AROONOSC.o .libs/libta_lib.lax/libta_func.a/ta_CDLENGULFING.o .libs/libta_lib.lax/libta_func.a/ta_CDLEVENINGDOJISTAR.o .libs/libta_lib.lax/libta_func.a/ta_MIDPRICE.o .libs/libta_lib.lax/libta_func.a/ta_CDLSHOOTINGSTAR.o .libs/libta_lib.lax/libta_func.a/ta_CDLGAPSIDESIDEWHITE.o .libs/libta_lib.lax/libta_func.a/ta_CDLCONCEALBABYSWALL.o .libs/libta_lib.lax/libta_func.a/ta_ATR.o .libs/libta_lib.lax/libta_func.a/ta_EXP.o .libs/libta_lib.lax/libta_func.a/ta_CDLCOUNTERATTACK.o .libs/libta_lib.lax/libta_func.a/ta_MINUS_DM.o .libs/libta_lib.lax/libta_func.a/ta_CDLSEPARATINGLINES.o .libs/libta_lib.lax/libta_func.a/ta_CDLTAKURI.o .libs/libta_lib.lax/libta_func.a/ta_CDLMORNINGSTAR.o .libs/libta_lib.lax/libta_func.a/ta_TRIMA.o .libs/libta_lib.lax/libta_func.a/ta_MACDFIX.o .libs/libta_lib.lax/libta_func.a/ta_CDLABANDONEDBABY.o .libs/libta_lib.lax/libta_func.a/ta_SAR.o .libs/libta_lib.lax/libta_func.a/ta_CDLKICKING.o .libs/libta_lib.lax/libta_func.a/ta_utility.o .libs/libta_lib.lax/libta_func.a/ta_CORREL.o .libs/libta_lib.lax/libta_func.a/ta_CDLLONGLINE.o .libs/libta_lib.lax/libta_func.a/ta_HT_TRENDMODE.o .libs/libta_lib.lax/libta_func.a/ta_TRIX.o .libs/libta_lib.lax/libta_func.a/ta_CDLSPINNINGTOP.o .libs/libta_lib.lax/libta_func.a/ta_CDL3LINESTRIKE.o .libs/libta_lib.lax/libta_func.a/ta_MIN.o .libs/libta_lib.lax/libta_func.a/ta_ADD.o .libs/libta_lib.lax/libta_func.a/ta_MULT.o .libs/libta_lib.lax/libta_func.a/ta_ULTOSC.o .libs/libta_lib.lax/libta_func.a/ta_TAN.o .libs/libta_lib.lax/libta_func.a/ta_ACOS.o .libs/libta_lib.lax/libta_func.a/ta_CDLLADDERBOTTOM.o .libs/libta_lib.lax/libta_func.a/ta_CDLLONGLEGGEDDOJI.o .libs/libta_lib.lax/libta_func.a/ta_MFI.o .libs/libta_lib.lax/libta_func.a/ta_CDLDARKCLOUDCOVER.o .libs/libta_lib.lax/libta_func.a/ta_HT_SINE.o .libs/libta_lib.lax/libta_func.a/ta_OBV.o .libs/libta_lib.lax/libta_func.a/ta_CDLEVENINGSTAR.o .libs/libta_lib.lax/libta_func.a/ta_SIN.o .libs/libta_lib.lax/libta_func.a/ta_COS.o .libs/libta_lib.lax/libta_func.a/ta_AVGPRICE.o .libs/libta_lib.lax/libta_func.a/ta_ASIN.o .libs/libta_lib.lax/libta_func.a/ta_LINEARREG_SLOPE.o .libs/libta_lib.lax/libta_func.a/ta_CDLHOMINGPIGEON.o .libs/libta_lib.lax/libta_func.a/ta_STOCHRSI.o .libs/libta_lib.lax/libta_func.a/ta_HT_DCPHASE.o .libs/libta_lib.lax/libta_func.a/ta_MAX.o .libs/libta_lib.lax/libta_func.a/ta_CDL2CROWS.o .libs/libta_lib.lax/libta_func.a/ta_TSF.o .libs/libta_lib.lax/libta_func.a/ta_CDLHANGINGMAN.o .libs/libta_lib.lax/libta_func.a/ta_MAVP.o .libs/libta_lib.lax/libta_func.a/ta_CDLGRAVESTONEDOJI.o .libs/libta_lib.lax/libta_func.a/ta_CDLBELTHOLD.o .libs/libta_lib.lax/libta_func.a/ta_EMA.o .libs/libta_lib.lax/libta_func.a/ta_MIDPOINT.o .libs/libta_lib.lax/libta_func.a/ta_KAMA.o .libs/libta_lib.lax/libta_func.a/ta_LN.o .libs/libta_lib.lax/libta_func.a/ta_TYPPRICE.o .libs/libta_lib.lax/libta_func.a/ta_CDLBREAKAWAY.o .libs/libta_lib.lax/libta_func.a/ta_CDLMATCHINGLOW.o .libs/libta_lib.lax/libta_func.a/ta_MAMA.o .libs/libta_lib.lax/libta_func.a/ta_CDLPIERCING.o .libs/libta_lib.lax/libta_func.a/ta_LINEARREG_INTERCEPT.o .libs/libta_lib.lax/libta_func.a/ta_NATR.o .libs/libta_lib.lax/libta_func.a/ta_ROCP.o .libs/libta_lib.lax/libta_func.a/ta_AROON.o .libs/libta_lib.lax/libta_func.a/ta_CCI.o .libs/libta_lib.lax/libta_func.a/ta_HT_DCPERIOD.o .libs/libta_lib.lax/libta_func.a/ta_TANH.o .libs/libta_lib.lax/libta_func.a/ta_CDLINNECK.o .libs/libta_lib.lax/libta_func.a/ta_WILLR.o  .libs/libta_lib.lax/libta_common.a/ta_global.o .libs/libta_lib.lax/libta_common.a/ta_version.o .libs/libta_lib.lax/libta_common.a/ta_retcode.o 
ar: `u' modifier ignored since `D' is the default (see `U')
ranlib .libs/libta_lib.a
rm -fr .libs/libta_lib.lax
creating libta_lib.la
(cd .libs && rm -f libta_lib.la && ln -s ../libta_lib.la libta_lib.la)
make[2]: Leaving directory '/content/ta-lib/src'
make[1]: Leaving directory '/content/ta-lib/src'
Making all in src/tools
make[1]: Entering directory '/content/ta-lib/src/tools'
Making all in gen_code
make[2]: Entering directory '/content/ta-lib/src/tools/gen_code'
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_common   -g -O2 -MT gen_code-gen_code.o -MD -MP -MF .deps/gen_code-gen_code.Tpo -c -o gen_code-gen_code.o `test -f 'gen_code.c' || echo './'`gen_code.c
gen_code.c: In function ‘printFuncHeaderDoc’:
gen_code.c:3456:4: warning: format not a string literal and no format arguments [-Wformat-security]
 3456 |    fprintf( out, prefix );
      |    ^~~~~~~
mv -f .deps/gen_code-gen_code.Tpo .deps/gen_code-gen_code.Po
/bin/bash ../../../libtool --tag=CC   --mode=link gcc  -g -O2 -L../../ta_common -L../../ta_abstract -L../../ta_func  -o gen_code gen_code-gen_code.o -lta_common -lta_abstract_gc -lta_func -lm -lpthread -ldl 
mkdir .libs
gcc -g -O2 -o gen_code gen_code-gen_code.o  -L/content/ta-lib/src/ta_common -L/content/ta-lib/src/ta_abstract -L/content/ta-lib/src/ta_func /content/ta-lib/src/ta_common/.libs/libta_common.a /content/ta-lib/src/ta_abstract/.libs/libta_abstract_gc.a /content/ta-lib/src/ta_func/.libs/libta_func.a -lm -lpthread -ldl
make  gen_code
make[3]: Entering directory '/content/ta-lib/src/tools/gen_code'
make[3]: 'gen_code' is up to date.
make[3]: Leaving directory '/content/ta-lib/src/tools/gen_code'
cp gen_code ../../../bin
make[2]: Leaving directory '/content/ta-lib/src/tools/gen_code'
Making all in ta_regtest
make[2]: Entering directory '/content/ta-lib/src/tools/ta_regtest'
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-ta_regtest.o -MD -MP -MF .deps/ta_regtest-ta_regtest.Tpo -c -o ta_regtest-ta_regtest.o `test -f 'ta_regtest.c' || echo './'`ta_regtest.c
mv -f .deps/ta_regtest-ta_regtest.Tpo .deps/ta_regtest-ta_regtest.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_data.o -MD -MP -MF .deps/ta_regtest-test_data.Tpo -c -o ta_regtest-test_data.o `test -f 'test_data.c' || echo './'`test_data.c
mv -f .deps/ta_regtest-test_data.Tpo .deps/ta_regtest-test_data.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_util.o -MD -MP -MF .deps/ta_regtest-test_util.Tpo -c -o ta_regtest-test_util.o `test -f 'test_util.c' || echo './'`test_util.c
mv -f .deps/ta_regtest-test_util.Tpo .deps/ta_regtest-test_util.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_abstract.o -MD -MP -MF .deps/ta_regtest-test_abstract.Tpo -c -o ta_regtest-test_abstract.o `test -f 'test_abstract.c' || echo './'`test_abstract.c
mv -f .deps/ta_regtest-test_abstract.Tpo .deps/ta_regtest-test_abstract.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_adx.o -MD -MP -MF .deps/ta_regtest-test_adx.Tpo -c -o ta_regtest-test_adx.o `test -f 'ta_test_func/test_adx.c' || echo './'`ta_test_func/test_adx.c
mv -f .deps/ta_regtest-test_adx.Tpo .deps/ta_regtest-test_adx.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_mom.o -MD -MP -MF .deps/ta_regtest-test_mom.Tpo -c -o ta_regtest-test_mom.o `test -f 'ta_test_func/test_mom.c' || echo './'`ta_test_func/test_mom.c
mv -f .deps/ta_regtest-test_mom.Tpo .deps/ta_regtest-test_mom.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_sar.o -MD -MP -MF .deps/ta_regtest-test_sar.Tpo -c -o ta_regtest-test_sar.o `test -f 'ta_test_func/test_sar.c' || echo './'`ta_test_func/test_sar.c
mv -f .deps/ta_regtest-test_sar.Tpo .deps/ta_regtest-test_sar.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_rsi.o -MD -MP -MF .deps/ta_regtest-test_rsi.Tpo -c -o ta_regtest-test_rsi.o `test -f 'ta_test_func/test_rsi.c' || echo './'`ta_test_func/test_rsi.c
mv -f .deps/ta_regtest-test_rsi.Tpo .deps/ta_regtest-test_rsi.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_candlestick.o -MD -MP -MF .deps/ta_regtest-test_candlestick.Tpo -c -o ta_regtest-test_candlestick.o `test -f 'ta_test_func/test_candlestick.c' || echo './'`ta_test_func/test_candlestick.c
mv -f .deps/ta_regtest-test_candlestick.Tpo .deps/ta_regtest-test_candlestick.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_per_ema.o -MD -MP -MF .deps/ta_regtest-test_per_ema.Tpo -c -o ta_regtest-test_per_ema.o `test -f 'ta_test_func/test_per_ema.c' || echo './'`ta_test_func/test_per_ema.c
mv -f .deps/ta_regtest-test_per_ema.Tpo .deps/ta_regtest-test_per_ema.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_per_hlc.o -MD -MP -MF .deps/ta_regtest-test_per_hlc.Tpo -c -o ta_regtest-test_per_hlc.o `test -f 'ta_test_func/test_per_hlc.c' || echo './'`ta_test_func/test_per_hlc.c
mv -f .deps/ta_regtest-test_per_hlc.Tpo .deps/ta_regtest-test_per_hlc.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_stoch.o -MD -MP -MF .deps/ta_regtest-test_stoch.Tpo -c -o ta_regtest-test_stoch.o `test -f 'ta_test_func/test_stoch.c' || echo './'`ta_test_func/test_stoch.c
mv -f .deps/ta_regtest-test_stoch.Tpo .deps/ta_regtest-test_stoch.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_macd.o -MD -MP -MF .deps/ta_regtest-test_macd.Tpo -c -o ta_regtest-test_macd.o `test -f 'ta_test_func/test_macd.c' || echo './'`ta_test_func/test_macd.c
mv -f .deps/ta_regtest-test_macd.Tpo .deps/ta_regtest-test_macd.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_minmax.o -MD -MP -MF .deps/ta_regtest-test_minmax.Tpo -c -o ta_regtest-test_minmax.o `test -f 'ta_test_func/test_minmax.c' || echo './'`ta_test_func/test_minmax.c
mv -f .deps/ta_regtest-test_minmax.Tpo .deps/ta_regtest-test_minmax.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_per_hlcv.o -MD -MP -MF .deps/ta_regtest-test_per_hlcv.Tpo -c -o ta_regtest-test_per_hlcv.o `test -f 'ta_test_func/test_per_hlcv.c' || echo './'`ta_test_func/test_per_hlcv.c
mv -f .deps/ta_regtest-test_per_hlcv.Tpo .deps/ta_regtest-test_per_hlcv.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_1in_1out.o -MD -MP -MF .deps/ta_regtest-test_1in_1out.Tpo -c -o ta_regtest-test_1in_1out.o `test -f 'ta_test_func/test_1in_1out.c' || echo './'`ta_test_func/test_1in_1out.c
mv -f .deps/ta_regtest-test_1in_1out.Tpo .deps/ta_regtest-test_1in_1out.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_1in_2out.o -MD -MP -MF .deps/ta_regtest-test_1in_2out.Tpo -c -o ta_regtest-test_1in_2out.o `test -f 'ta_test_func/test_1in_2out.c' || echo './'`ta_test_func/test_1in_2out.c
mv -f .deps/ta_regtest-test_1in_2out.Tpo .deps/ta_regtest-test_1in_2out.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_per_ohlc.o -MD -MP -MF .deps/ta_regtest-test_per_ohlc.Tpo -c -o ta_regtest-test_per_ohlc.o `test -f 'ta_test_func/test_per_ohlc.c' || echo './'`ta_test_func/test_per_ohlc.c
mv -f .deps/ta_regtest-test_per_ohlc.Tpo .deps/ta_regtest-test_per_ohlc.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_stddev.o -MD -MP -MF .deps/ta_regtest-test_stddev.Tpo -c -o ta_regtest-test_stddev.o `test -f 'ta_test_func/test_stddev.c' || echo './'`ta_test_func/test_stddev.c
mv -f .deps/ta_regtest-test_stddev.Tpo .deps/ta_regtest-test_stddev.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_bbands.o -MD -MP -MF .deps/ta_regtest-test_bbands.Tpo -c -o ta_regtest-test_bbands.o `test -f 'ta_test_func/test_bbands.c' || echo './'`ta_test_func/test_bbands.c
mv -f .deps/ta_regtest-test_bbands.Tpo .deps/ta_regtest-test_bbands.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_ma.o -MD -MP -MF .deps/ta_regtest-test_ma.Tpo -c -o ta_regtest-test_ma.o `test -f 'ta_test_func/test_ma.c' || echo './'`ta_test_func/test_ma.c
mv -f .deps/ta_regtest-test_ma.Tpo .deps/ta_regtest-test_ma.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_po.o -MD -MP -MF .deps/ta_regtest-test_po.Tpo -c -o ta_regtest-test_po.o `test -f 'ta_test_func/test_po.c' || echo './'`ta_test_func/test_po.c
mv -f .deps/ta_regtest-test_po.Tpo .deps/ta_regtest-test_po.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_per_hl.o -MD -MP -MF .deps/ta_regtest-test_per_hl.Tpo -c -o ta_regtest-test_per_hl.o `test -f 'ta_test_func/test_per_hl.c' || echo './'`ta_test_func/test_per_hl.c
mv -f .deps/ta_regtest-test_per_hl.Tpo .deps/ta_regtest-test_per_hl.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_trange.o -MD -MP -MF .deps/ta_regtest-test_trange.Tpo -c -o ta_regtest-test_trange.o `test -f 'ta_test_func/test_trange.c' || echo './'`ta_test_func/test_trange.c
mv -f .deps/ta_regtest-test_trange.Tpo .deps/ta_regtest-test_trange.Po
gcc -DHAVE_CONFIG_H -I. -I../../../include  -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract   -g -O2 -MT ta_regtest-test_internals.o -MD -MP -MF .deps/ta_regtest-test_internals.Tpo -c -o ta_regtest-test_internals.o `test -f 'test_internals.c' || echo './'`test_internals.c
mv -f .deps/ta_regtest-test_internals.Tpo .deps/ta_regtest-test_internals.Po
/bin/bash ../../../libtool --tag=CC   --mode=link gcc  -g -O2 -L../.. -lta_lib -lm  -o ta_regtest ta_regtest-ta_regtest.o ta_regtest-test_data.o ta_regtest-test_util.o ta_regtest-test_abstract.o ta_regtest-test_adx.o ta_regtest-test_mom.o ta_regtest-test_sar.o ta_regtest-test_rsi.o ta_regtest-test_candlestick.o ta_regtest-test_per_ema.o ta_regtest-test_per_hlc.o ta_regtest-test_stoch.o ta_regtest-test_macd.o ta_regtest-test_minmax.o ta_regtest-test_per_hlcv.o ta_regtest-test_1in_1out.o ta_regtest-test_1in_2out.o ta_regtest-test_per_ohlc.o ta_regtest-test_stddev.o ta_regtest-test_bbands.o ta_regtest-test_ma.o ta_regtest-test_po.o ta_regtest-test_per_hl.o ta_regtest-test_trange.o ta_regtest-test_internals.o  -lpthread -ldl 
mkdir .libs
gcc -g -O2 -o .libs/ta_regtest ta_regtest-ta_regtest.o ta_regtest-test_data.o ta_regtest-test_util.o ta_regtest-test_abstract.o ta_regtest-test_adx.o ta_regtest-test_mom.o ta_regtest-test_sar.o ta_regtest-test_rsi.o ta_regtest-test_candlestick.o ta_regtest-test_per_ema.o ta_regtest-test_per_hlc.o ta_regtest-test_stoch.o ta_regtest-test_macd.o ta_regtest-test_minmax.o ta_regtest-test_per_hlcv.o ta_regtest-test_1in_1out.o ta_regtest-test_1in_2out.o ta_regtest-test_per_ohlc.o ta_regtest-test_stddev.o ta_regtest-test_bbands.o ta_regtest-test_ma.o ta_regtest-test_po.o ta_regtest-test_per_hl.o ta_regtest-test_trange.o ta_regtest-test_internals.o  -L/content/ta-lib/src /content/ta-lib/src/.libs/libta_lib.so -lm -lpthread -ldl
creating ta_regtest
make[2]: Leaving directory '/content/ta-lib/src/tools/ta_regtest'
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Making install in src
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Making install in ta_abstract
make[2]: Entering directory '/content/ta-lib/src/ta_abstract'
make[3]: Entering directory '/content/ta-lib/src/ta_abstract'
make[3]: Nothing to be done for 'install-exec-am'.
test -z "/usr/include/ta-lib/" || /usr/bin/mkdir -p "/usr/include/ta-lib/"
 /usr/bin/install -c -m 644 '../../include/ta_defs.h' '/usr/include/ta-lib//ta_defs.h'
 /usr/bin/install -c -m 644 '../../include/ta_libc.h' '/usr/include/ta-lib//ta_libc.h'
 /usr/bin/install -c -m 644 '../../include/ta_abstract.h' '/usr/include/ta-lib//ta_abstract.h'
make[3]: Leaving directory '/content/ta-lib/src/ta_abstract'
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Making install in ta_common
make[2]: Entering directory '/content/ta-lib/src/ta_common'
make[3]: Entering directory '/content/ta-lib/src/ta_common'
make[3]: Nothing to be done for 'install-exec-am'.
test -z "/usr/include/ta-lib/" || /usr/bin/mkdir -p "/usr/include/ta-lib/"
 /usr/bin/install -c -m 644 '../../include/ta_defs.h' '/usr/include/ta-lib//ta_defs.h'
 /usr/bin/install -c -m 644 '../../include/ta_libc.h' '/usr/include/ta-lib//ta_libc.h'
 /usr/bin/install -c -m 644 '../../include/ta_common.h' '/usr/include/ta-lib//ta_common.h'
make[3]: Leaving directory '/content/ta-lib/src/ta_common'
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make[3]: Nothing to be done for 'install-exec-am'.
test -z "/usr/include/ta-lib/" || /usr/bin/mkdir -p "/usr/include/ta-lib/"
 /usr/bin/install -c -m 644 '../../include/ta_defs.h' '/usr/include/ta-lib//ta_defs.h'
 /usr/bin/install -c -m 644 '../../include/ta_libc.h' '/usr/include/ta-lib//ta_libc.h'
 /usr/bin/install -c -m 644 '../../include/ta_func.h' '/usr/include/ta-lib//ta_func.h'
make[3]: Leaving directory '/content/ta-lib/src/ta_func'
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test -z "/usr/lib" || /usr/bin/mkdir -p "/usr/lib"
 /bin/bash ../libtool --mode=install /usr/bin/install -c  'libta_lib.la' '/usr/lib/libta_lib.la'
/usr/bin/install -c .libs/libta_lib.so.0.0.0 /usr/lib/libta_lib.so.0.0.0
(cd /usr/lib && { ln -s -f libta_lib.so.0.0.0 libta_lib.so.0 || { rm -f libta_lib.so.0 && ln -s libta_lib.so.0.0.0 libta_lib.so.0; }; })
(cd /usr/lib && { ln -s -f libta_lib.so.0.0.0 libta_lib.so || { rm -f libta_lib.so && ln -s libta_lib.so.0.0.0 libta_lib.so; }; })
/usr/bin/install -c .libs/libta_lib.lai /usr/lib/libta_lib.la
/usr/bin/install -c .libs/libta_lib.a /usr/lib/libta_lib.a
chmod 644 /usr/lib/libta_lib.a
ranlib /usr/lib/libta_lib.a
PATH="$PATH:/sbin" ldconfig -n /usr/lib
----------------------------------------------------------------------
Libraries have been installed in:
   /usr/lib

If you ever happen to want to link against installed libraries
in a given directory, LIBDIR, you must either use libtool, and
specify the full pathname of the library, or use the `-LLIBDIR'
flag during linking and do at least one of the following:
   - add LIBDIR to the `LD_LIBRARY_PATH' environment variable
     during execution
   - add LIBDIR to the `LD_RUN_PATH' environment variable
     during linking
   - use the `-Wl,--rpath -Wl,LIBDIR' linker flag
   - have your system administrator add LIBDIR to `/etc/ld.so.conf'

See any operating system documentation about shared libraries for
more information, such as the ld(1) and ld.so(8) manual pages.
----------------------------------------------------------------------
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make  gen_code
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cp gen_code ../../../bin
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test -z "/usr/bin" || /usr/bin/mkdir -p "/usr/bin"
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make[1]: Leaving directory '/content/ta-lib'
Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
Collecting Ta-Lib
  Downloading TA-Lib-0.4.26.tar.gz (272 kB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 272.6/272.6 kB 6.2 MB/s eta 0:00:00
  Installing build dependencies ... done
  Getting requirements to build wheel ... done
  Installing backend dependencies ... done
  Preparing metadata (pyproject.toml) ... done
Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from Ta-Lib) (1.22.4)
Building wheels for collected packages: Ta-Lib
  Building wheel for Ta-Lib (pyproject.toml) ... done
  Created wheel for Ta-Lib: filename=TA_Lib-0.4.26-cp310-cp310-linux_x86_64.whl size=2238946 sha256=b5dd38952f911f9a1f90407ed8f49917161fa0c616b87662aa7872474ef0434e
  Stored in directory: /root/.cache/pip/wheels/ad/be/fe/93a0b4e4efd7fbb963157b79d512c747e935be08fc7b9e3a53
Successfully built Ta-Lib
Installing collected packages: Ta-Lib
Successfully installed Ta-Lib-0.4.26


%matplotlib inline

import matplotlib.pyplot as plt
import seaborn as sns
import pandas as pd
from talib import RSI, BBANDS, MACD


sns.set_style('whitegrid')
idx = pd.IndexSlice


DATA_STORE = 'assets.h5'


!unzip /content/drive/MyDrive/스터디/금융공학_퀀트_스터디/data/WIKI_PRICES.zip
!mv WIKI_PRICES_212b326a081eacca455e13140d7bb9db.csv wiki_prices.csv

Archive:  /content/drive/MyDrive/스터디/금융공학_퀀트_스터디/data/WIKI_PRICES.zip
  inflating: WIKI_PRICES_212b326a081eacca455e13140d7bb9db.csv


df = (pd.read_csv('wiki_prices.csv',
                 parse_dates=['date'],
                 index_col=['date', 'ticker'],
                 infer_datetime_format=True)
     .sort_index())

print(df.info(null_counts=True))
with pd.HDFStore(DATA_STORE) as store:
    store.put('quandl/wiki/prices', df)

<class 'pandas.core.frame.DataFrame'>
MultiIndex: 15389314 entries, (Timestamp('1962-01-02 00:00:00'), 'ARNC') to (Timestamp('2018-03-27 00:00:00'), 'ZUMZ')
Data columns (total 12 columns):
 #   Column       Non-Null Count     Dtype  
---  ------       --------------     -----  
 0   open         15388776 non-null  float64
 1   high         15389259 non-null  float64
 2   low          15389259 non-null  float64
 3   close        15389313 non-null  float64
 4   volume       15389314 non-null  float64
 5   ex-dividend  15389314 non-null  float64
 6   split_ratio  15389313 non-null  float64
 7   adj_open     15388776 non-null  float64
 8   adj_high     15389259 non-null  float64
 9   adj_low      15389259 non-null  float64
 10  adj_close    15389313 non-null  float64
 11  adj_volume   15389314 non-null  float64
dtypes: float64(12)
memory usage: 1.4+ GB
None


with pd.HDFStore(DATA_STORE) as store:
    data = (store['quandl/wiki/prices']
            .loc[idx['2007':'2010', 'AAPL'],
                 ['adj_open', 'adj_high', 'adj_low', 'adj_close', 'adj_volume']]
            .unstack('ticker')
            .swaplevel(axis=1)
            .loc[:, 'AAPL']
            .rename(columns=lambda x: x.replace('adj_', '')))


data.info()

<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 1008 entries, 2007-01-03 to 2010-12-31
Data columns (total 5 columns):
 #   Column  Non-Null Count  Dtype  
---  ------  --------------  -----  
 0   open    1008 non-null   float64
 1   high    1008 non-null   float64
 2   low     1008 non-null   float64
 3   close   1008 non-null   float64
 4   volume  1008 non-null   float64
dtypes: float64(5)
memory usage: 47.2 KB


up, mid, low = BBANDS(data.close, timeperiod=21, nbdevup=2, nbdevdn=2, matype=0)


rsi = RSI(data.close, timeperiod=14)


macd, macdsignal, macdhist = MACD(data.close, fastperiod=12, slowperiod=26, signalperiod=9)


macd_data = pd.DataFrame({'AAPL': data.close, 'MACD': macd, 'MACD Signal': macdsignal, 'MACD History': macdhist})

fig, axes= plt.subplots(nrows=2, figsize=(15, 8))
macd_data.AAPL.plot(ax=axes[0])
macd_data.drop('AAPL', axis=1).plot(ax=axes[1])
fig.tight_layout()
sns.despine();


data = pd.DataFrame({'AAPL': data.close, 'BB Up': up, 'BB Mid': mid, 'BB down': low, 'RSI': rsi, 'MACD': macd})


fig, axes= plt.subplots(nrows=3, figsize=(15, 10), sharex=True)
data.drop(['RSI', 'MACD'], axis=1).plot(ax=axes[0], lw=1, title='Bollinger Bands')
data['RSI'].plot(ax=axes[1], lw=1, title='Relative Strength Index')
axes[1].axhline(70, lw=1, ls='--', c='k')
axes[1].axhline(30, lw=1, ls='--', c='k')
data.MACD.plot(ax=axes[2], lw=1, title='Moving Average Convergence/Divergence', rot=0)
axes[2].set_xlabel('')
fig.tight_layout()
sns.despine();


import warnings
warnings.filterwarnings('ignore')


!pip install pykalman

Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
Collecting pykalman
  Downloading pykalman-0.9.5.tar.gz (228 kB)
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Successfully installed pykalman-0.9.5


%matplotlib inline

from datetime import datetime
import itertools

import pandas as pd
import pandas_datareader.data as web
from pykalman import KalmanFilter
import pywt

import matplotlib.pyplot as plt
import seaborn as sns


warnings.filterwarnings('ignore')
sns.set_style('whitegrid')
idx = pd.IndexSlice


DATA_STORE = 'assets.h5'


df = web.DataReader(name='SP500', data_source='fred', start=2009).squeeze().to_frame('close')
print(df.info())
with pd.HDFStore(DATA_STORE) as store:
    store.put('sp500/fred', df)

sp500_stooq = (pd.read_csv('/content/drive/MyDrive/스터디/금융공학_퀀트_스터디/data/^spx_d.csv', index_col=0,
                     parse_dates=True).loc['1950':'2019'].rename(columns=str.lower))
print(sp500_stooq.info())

with pd.HDFStore(DATA_STORE) as store:
    store.put('sp500/stooq', sp500_stooq)

url = 'https://en.wikipedia.org/wiki/List_of_S%26P_500_companies'
df = pd.read_html(url, header=0)[0]

df.columns = ['ticker', 'name', 'gics_sector', 'gics_sub_industry',
              'location', 'first_added', 'cik', 'founded']
df = df.set_index('ticker')
# sec_filings이 사라짐

with pd.HDFStore(DATA_STORE) as store:
    store.put('sp500/stocks', df)

<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 2610 entries, 2013-06-17 to 2023-06-16
Data columns (total 1 columns):
 #   Column  Non-Null Count  Dtype  
---  ------  --------------  -----  
 0   close   2519 non-null   float64
dtypes: float64(1)
memory usage: 40.8 KB
None
<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 17700 entries, 1950-01-03 to 2019-12-31
Data columns (total 5 columns):
 #   Column  Non-Null Count  Dtype  
---  ------  --------------  -----  
 0   open    17700 non-null  float64
 1   high    17700 non-null  float64
 2   low     17700 non-null  float64
 3   close   17700 non-null  float64
 4   volume  17700 non-null  float64
dtypes: float64(5)
memory usage: 829.7 KB
None


with pd.HDFStore(DATA_STORE) as store:
    sp500 = store['sp500/stooq'].loc['2009': '2010', 'close']


kf = KalmanFilter(transition_matrices = [1],
                  observation_matrices = [1],
                  initial_state_mean = 0,
                  initial_state_covariance = 1,
                  observation_covariance=1,
                  transition_covariance=.01)


state_means, _ = kf.filter(sp500)


sp500_smoothed = sp500.to_frame('close')
sp500_smoothed['Kalman Filter'] = state_means
for months in [1,2,3]:
    sp500_smoothed[f'MA ({months}m)'] = sp500.rolling(window=months*21).mean()

ax = sp500_smoothed.plot(title='Kalman Filter vs Moving Average', figsize=(14,6), lw=1, rot=0)
ax.set_xlabel('')
ax.set_ylabel('S&P 500')
plt.tight_layout()
sns.despine();


wavelet = pywt.Wavelet('db6')
phi, psi, x = wavelet.wavefun(level=5)
df = pd.DataFrame({'$\phi$': phi, '$\psi$': psi}, index=x)
df.plot(title='Daubechies', subplots=True, layout=(1, 2), figsize=(14, 4), lw=2, rot=0)
plt.tight_layout()
sns.despine();


plot_data = [('db', (4, 3)),
             ('sym', (4, 3)),
             ('coif', (3, 2))]


for family, (rows, cols) in plot_data:
    fig = plt.figure(figsize=(24, 12))
    fig.subplots_adjust(hspace=0.2, wspace=0.2, bottom=.02, left=.06,
                        right=.97, top=.94)
    colors = itertools.cycle('bgrcmyk')

    wnames = pywt.wavelist(family)
    i = iter(wnames)
    for col in range(cols):
        for row in range(rows):
            try:
                wavelet = pywt.Wavelet(next(i))
            except StopIteration:
                break
            phi, psi, x = wavelet.wavefun(level=5)

            color = next(colors)
            ax = fig.add_subplot(rows, 2 * cols, 1 + 2 * (col + row * cols))
            ax.set_title(wavelet.name + " phi")
            ax.plot(x, phi, color, lw=1)
            ax.set_xlim(min(x), max(x))

            ax = fig.add_subplot(rows, 2*cols, 1 + 2*(col + row*cols) + 1)
            ax.set_title(wavelet.name + " psi")
            ax.plot(x, psi, color, lw=1)
            ax.set_xlim(min(x), max(x))
    sns.despine()

for family, (rows, cols) in [('bior', (4, 3)), ('rbio', (4, 3))]:
    fig = plt.figure(figsize=(24, 12))
    fig.subplots_adjust(hspace=0.5, wspace=0.2, bottom=.02, left=.06,
                        right=.97, top=.94)

    colors = itertools.cycle('bgrcmyk')
    wnames = pywt.wavelist(family)
    i = iter(wnames)
    for col in range(cols):
        for row in range(rows):
            try:
                wavelet = pywt.Wavelet(next(i))
            except StopIteration:
                break
            phi, psi, phi_r, psi_r, x = wavelet.wavefun(level=5)
            row *= 2

            color = next(colors)
            ax = fig.add_subplot(2*rows, 2*cols, 1 + 2*(col + row*cols))
            ax.set_title(wavelet.name + " phi")
            ax.plot(x, phi, color, lw=1)
            ax.set_xlim(min(x), max(x))

            ax = fig.add_subplot(2*rows, 2*cols, 2*(1 + col + row*cols))
            ax.set_title(wavelet.name + " psi")
            ax.plot(x, psi, color, lw=1)
            ax.set_xlim(min(x), max(x))

            row += 1
            ax = fig.add_subplot(2*rows, 2*cols, 1 + 2*(col + row*cols))
            ax.set_title(wavelet.name + " phi_r")
            ax.plot(x, phi_r, color, lw=1)
            ax.set_xlim(min(x), max(x))

            ax = fig.add_subplot(2*rows, 2*cols, 1 + 2*(col + row*cols) + 1)
            ax.set_title(wavelet.name + " psi_r")
            ax.plot(x, psi_r, color, lw=1)
            ax.set_xlim(min(x), max(x))
    sns.despine()

plt.show()


pywt.families(short=False)

['Haar',
 'Daubechies',
 'Symlets',
 'Coiflets',
 'Biorthogonal',
 'Reverse biorthogonal',
 'Discrete Meyer (FIR Approximation)',
 'Gaussian',
 'Mexican hat wavelet',
 'Morlet wavelet',
 'Complex Gaussian wavelets',
 'Shannon wavelets',
 'Frequency B-Spline wavelets',
 'Complex Morlet wavelets']


signal = (pd.read_hdf(DATA_STORE, 'sp500/stooq')
          .loc['2008': '2009']
          .close.pct_change()
          .dropna())

fig, axes = plt.subplots(ncols=2, figsize=(14, 5))

wavelet = "db6"
for i, scale in enumerate([.1, .5]):

    coefficients = pywt.wavedec(signal, wavelet, mode='per')
    coefficients[1:] = [pywt.threshold(i, value=scale*signal.max(), mode='soft') for i in coefficients[1:]]
    reconstructed_signal = pywt.waverec(coefficients, wavelet, mode='per')
    signal.plot(color="b", alpha=0.5, label='original signal', lw=2,
                 title=f'Threshold Scale: {scale:.1f}', ax=axes[i])
    pd.Series(reconstructed_signal, index=signal.index).plot(c='k', label='DWT smoothing}', linewidth=1, ax=axes[i])
    axes[i].legend()
fig.tight_layout()
sns.despine();


import warnings
warnings.filterwarnings('ignore')


%matplotlib inline
import matplotlib.pyplot as plt
import seaborn as sns


sns.set_style('whitegrid')


!wget https://launchpad.net/~mario-mariomedina/+archive/ubuntu/talib/+files/libta-lib0_0.4.0-oneiric1_amd64.deb -qO libta.deb
!wget https://launchpad.net/~mario-mariomedina/+archive/ubuntu/talib/+files/ta-lib0-dev_0.4.0-oneiric1_amd64.deb -qO ta.deb
!dpkg -i libta.deb ta.deb
!pip install ta-lib
import talib
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!pip install pyfolio

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Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
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Successfully installed pyfolio-0.9.2


import os
os.environ['QUANDL_API_KEY'] = 'Your Key'


%load_ext zipline


# !zipline ingest --bundle quandl


%%writefile algorithm.py

from zipline.api import (
    attach_pipeline,
    date_rules,
    time_rules,
    order_target_percent,
    pipeline_output,
    record,
    schedule_function,
    get_open_orders,
    calendars
)
from zipline.finance import commission, slippage
from zipline.pipeline import Pipeline, CustomFactor
from zipline.pipeline.factors import Returns, AverageDollarVolume
import numpy as np
import pandas as pd

MONTH = 21
YEAR = 12 * MONTH
N_LONGS = N_SHORTS = 25
VOL_SCREEN = 1000


class MeanReversion(CustomFactor):
    """Compute ratio of latest monthly return to 12m average,
       normalized by std dev of monthly returns"""
    inputs = [Returns(window_length=MONTH)]
    window_length = YEAR

    def compute(self, today, assets, out, monthly_returns):
        df = pd.DataFrame(monthly_returns)
        out[:] = df.iloc[-1].sub(df.mean()).div(df.std())


def compute_factors():
    """Create factor pipeline incl. mean reversion,
        filtered by 30d Dollar Volume; capture factor ranks"""
    mean_reversion = MeanReversion()
    dollar_volume = AverageDollarVolume(window_length=30)
    return Pipeline(columns={'longs': mean_reversion.bottom(N_LONGS),
                             'shorts': mean_reversion.top(N_SHORTS),
                             'ranking': mean_reversion.rank(ascending=False)},
                    screen=dollar_volume.top(VOL_SCREEN))


def exec_trades(data, assets, target_percent):
    """Place orders for assets using target portfolio percentage"""
    for asset in assets:
        if data.can_trade(asset) and not get_open_orders(asset):
            order_target_percent(asset, target_percent)


def rebalance(context, data):
    """Compute long, short and obsolete holdings; place trade orders"""
    factor_data = context.factor_data
    record(factor_data=factor_data.ranking)

    assets = factor_data.index
    record(prices=data.current(assets, 'price'))

    longs = assets[factor_data.longs]
    shorts = assets[factor_data.shorts]
    divest = set(context.portfolio.positions.keys()) - set(longs.union(shorts))

    exec_trades(data, assets=divest, target_percent=0)
    exec_trades(data, assets=longs, target_percent=1 / N_LONGS)
    exec_trades(data, assets=shorts, target_percent=-1 / N_SHORTS)


def initialize(context):
    """Setup: register pipeline, schedule rebalancing,
        and set trading params"""
    attach_pipeline(compute_factors(), 'factor_pipeline')
    schedule_function(rebalance,
                      date_rules.week_start(),
                      time_rules.market_open(),
                      calendar=calendars.US_EQUITIES)
    context.set_commission(commission.PerShare(cost=.01, min_trade_cost=0))
    context.set_slippage(slippage.VolumeShareSlippage())


def before_trading_start(context, data):
    """Run factor pipeline"""
    context.factor_data = pipeline_output('factor_pipeline')

Writing algorithm.py


!zipline run -f algorithm.py --start 2015-01-01 --end 2018-01-01 --output single_factor.pickle --no-benchmark --bundle quandl

[2023-06-18T14:45:32+0000-INFO][zipline.finance.metrics.tracker]
 Simulated 755 trading days
 first open: 2015-01-02 14:30:00+00:00
 last close: 2017-12-29 21:00:00+00:00


import pandas as pd
import pickle

# single_factor.pickle 파일을 열고 데이터를 로드
with open('single_factor.pickle', 'rb') as f:
    data = pickle.load(f)

# DataFrame으로 변환
result = pd.DataFrame(data)


result.info()

<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 755 entries, 2015-01-02 21:00:00+00:00 to 2017-12-29 21:00:00+00:00
Data columns (total 39 columns):
 #   Column                   Non-Null Count  Dtype              
---  ------                   --------------  -----              
 0   period_open              755 non-null    datetime64[ns, UTC]
 1   period_close             755 non-null    datetime64[ns, UTC]
 2   short_value              755 non-null    float64            
 3   long_exposure            755 non-null    float64            
 4   pnl                      755 non-null    float64            
 5   short_exposure           755 non-null    float64            
 6   capital_used             755 non-null    float64            
 7   orders                   755 non-null    object             
 8   transactions             755 non-null    object             
 9   gross_leverage           755 non-null    float64            
 10  positions                755 non-null    object             
 11  net_leverage             755 non-null    float64            
 12  starting_exposure        755 non-null    float64            
 13  returns                  755 non-null    float64            
 14  ending_exposure          755 non-null    float64            
 15  starting_value           755 non-null    float64            
 16  ending_value             755 non-null    float64            
 17  starting_cash            755 non-null    float64            
 18  ending_cash              755 non-null    float64            
 19  portfolio_value          755 non-null    float64            
 20  longs_count              755 non-null    int64              
 21  shorts_count             755 non-null    int64              
 22  long_value               755 non-null    float64            
 23  algo_volatility          754 non-null    float64            
 24  benchmark_period_return  755 non-null    float64            
 25  benchmark_volatility     754 non-null    float64            
 26  algorithm_period_return  755 non-null    float64            
 27  alpha                    0 non-null      object             
 28  beta                     0 non-null      object             
 29  sharpe                   753 non-null    float64            
 30  sortino                  753 non-null    float64            
 31  max_drawdown             755 non-null    float64            
 32  max_leverage             755 non-null    float64            
 33  excess_return            755 non-null    float64            
 34  treasury_period_return   755 non-null    float64            
 35  trading_days             755 non-null    int64              
 36  period_label             755 non-null    object             
 37  factor_data              754 non-null    object             
 38  prices                   754 non-null    object             
dtypes: datetime64[ns, UTC](2), float64(26), int64(3), object(8)
memory usage: 235.9+ KB


fig, axes = plt.subplots(nrows=2, figsize=(14,6))
result.algorithm_period_return.plot(ax=axes[0], title='Cumulative Return')
result.algo_volatility.plot(ax=axes[1], title='Volatility')
sns.despine()
fig.tight_layout();


import warnings
warnings.filterwarnings('ignore')


%matplotlib inline
import re
from alphalens.utils import get_clean_factor_and_forward_returns
from alphalens.performance import *
from alphalens.plotting import *
from alphalens.tears import *

import seaborn as sns
import matplotlib.pyplot as plt


sns.set_style('whitegrid')


performance = pd.read_pickle('single_factor.pickle')


performance.info()

<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 755 entries, 2015-01-02 21:00:00+00:00 to 2017-12-29 21:00:00+00:00
Data columns (total 39 columns):
 #   Column                   Non-Null Count  Dtype              
---  ------                   --------------  -----              
 0   period_open              755 non-null    datetime64[ns, UTC]
 1   period_close             755 non-null    datetime64[ns, UTC]
 2   short_value              755 non-null    float64            
 3   long_exposure            755 non-null    float64            
 4   pnl                      755 non-null    float64            
 5   short_exposure           755 non-null    float64            
 6   capital_used             755 non-null    float64            
 7   orders                   755 non-null    object             
 8   transactions             755 non-null    object             
 9   gross_leverage           755 non-null    float64            
 10  positions                755 non-null    object             
 11  net_leverage             755 non-null    float64            
 12  starting_exposure        755 non-null    float64            
 13  returns                  755 non-null    float64            
 14  ending_exposure          755 non-null    float64            
 15  starting_value           755 non-null    float64            
 16  ending_value             755 non-null    float64            
 17  starting_cash            755 non-null    float64            
 18  ending_cash              755 non-null    float64            
 19  portfolio_value          755 non-null    float64            
 20  longs_count              755 non-null    int64              
 21  shorts_count             755 non-null    int64              
 22  long_value               755 non-null    float64            
 23  algo_volatility          754 non-null    float64            
 24  benchmark_period_return  755 non-null    float64            
 25  benchmark_volatility     754 non-null    float64            
 26  algorithm_period_return  755 non-null    float64            
 27  alpha                    0 non-null      object             
 28  beta                     0 non-null      object             
 29  sharpe                   753 non-null    float64            
 30  sortino                  753 non-null    float64            
 31  max_drawdown             755 non-null    float64            
 32  max_leverage             755 non-null    float64            
 33  excess_return            755 non-null    float64            
 34  treasury_period_return   755 non-null    float64            
 35  trading_days             755 non-null    int64              
 36  period_label             755 non-null    object             
 37  factor_data              754 non-null    object             
 38  prices                   754 non-null    object             
dtypes: datetime64[ns, UTC](2), float64(26), int64(3), object(8)
memory usage: 235.9+ KB


prices = pd.concat([df.to_frame(d) for d, df in performance.prices.dropna().items()],axis=1).T
prices.columns = [re.findall(r"\[(.+)\]", str(col))[0] for col in prices.columns]
prices.index = prices.index.normalize()
prices.info()

<class 'pandas.core.frame.DataFrame'>
DatetimeIndex: 754 entries, 2015-01-05 00:00:00+00:00 to 2017-12-29 00:00:00+00:00
Columns: 1649 entries, A to NETE
dtypes: float64(1649)
memory usage: 9.5 MB


factor_data = pd.concat([df.to_frame(d) for d, df in performance.factor_data.dropna().items()],axis=1).T
factor_data.columns = [re.findall(r"\[(.+)\]", str(col))[0] for col in factor_data.columns]
factor_data.index = factor_data.index.normalize()
factor_data = factor_data.stack()
factor_data.index.names = ['date', 'asset']
factor_data.head()

date                       asset
2015-01-05 00:00:00+00:00  A        2707.0
                           AAL       870.0
                           AAP      1253.0
                           AAPL     2977.0
                           ABBV     2806.0
dtype: float64


with pd.HDFStore('./assets.h5') as store:
    sp500 = store['sp500/stooq'].close
sp500 = sp500.resample('D').ffill().tz_localize('utc').filter(prices.index.get_level_values(0))
sp500.head()

Date
2015-01-05 00:00:00+00:00    2020.58
2015-01-06 00:00:00+00:00    2002.61
2015-01-07 00:00:00+00:00    2025.90
2015-01-08 00:00:00+00:00    2062.14
2015-01-09 00:00:00+00:00    2044.81
Name: close, dtype: float64


HOLDING_PERIODS = (5, 10, 21, 42)
QUANTILES = 5
alphalens_data = get_clean_factor_and_forward_returns(factor=factor_data,
                                                      prices=prices,
                                                      periods=HOLDING_PERIODS,
                                                      quantiles=QUANTILES)

Dropped 5.6% entries from factor data: 5.6% in forward returns computation and 0.0% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).
max_loss is 35.0%, not exceeded: OK!


alphalens_data.head()


alphalens_data.reset_index().head().to_csv('factor_data.csv', index=False)


create_summary_tear_sheet(alphalens_data)

Quantiles Statistics

Returns Analysis

Information Analysis

Turnover Analysis

<Figure size 640x480 with 0 Axes>


mean_return_by_q, std_err = mean_return_by_quantile(alphalens_data)
mean_return_by_q_norm = mean_return_by_q.apply(lambda x: x.add(1).pow(1/int(x.name[:-1])).sub(1))


plot_quantile_returns_bar(mean_return_by_q)
plt.tight_layout()
sns.despine();


mean_return_by_q_daily, std_err = mean_return_by_quantile(alphalens_data, by_date=True)


plot_cumulative_returns_by_quantile(mean_return_by_q_daily['5D'], period='5D', freq=None)
plt.tight_layout()
sns.despine();


plot_quantile_returns_violin(mean_return_by_q_daily)
plt.tight_layout()
sns.despine();


ic = factor_information_coefficient(alphalens_data)
plot_ic_ts(ic[['5D']])
plt.tight_layout()
sns.despine();


ic = factor_information_coefficient(alphalens_data)
ic_by_year = ic.resample('A').mean()
ic_by_year.index = ic_by_year.index.year
ic_by_year.plot.bar(figsize=(14, 6))
plt.tight_layout();


create_turnover_tear_sheet(alphalens_data);

팩터	설명	공식
상대 강도 지수 (RSI)	주가 상승과 하락의 강도를 비교하여 추세의 강도를 측정하는 지표, RSI는 최근 가격 변화를 종목 간 비교해 과매수 또는 과매도한 종목을 확인한다. 높은 RSI(70 이상)는 과매수, 낮은 RSI(30이하)는 과매도를 나타낸다.	RSI = 100 - (100 / (1 + RS)), RS = (avg_gain / avg_loss)
가격 모멘텀	주가의 현재 가격을 이전 기간의 가격과 비교하여 추세를 판단하는 지표, 주어진 과거 거래일수에 대한 총 수익률을 계산한다.	Momentum = (현재 가격 / 이전 기간 가격) - 1
변동성 조정 12개월 가격 모멘텀	12개월 동안의 가격 모멘텀을 변동성으로 조정한 지표 수익률을 표준편차로 나눔으로써 과거 12개월의 총수익률을 정규화한다.	Volatility Adjusted Momentum = (현재 가격 / 이전 기간 가격 - 1) / Volatility
가격 가속도	주가의 가속도를 측정하여 추세의 세기를 나타내는 지표, 장단와 단기에 대한 일일 가격에 대한 선형 회귀식을 이용해 (변동성이 조정된) 추세의 기울기를 계산하고, 가격 가속도의 척도로 기울기의 변화를 계산한다.	가격 가속도 = (현재 가격 / 이전 기간 가격) ** (1 / 기간) - 1
52주 최고가 대비 변화률	주가의 52주 최고가에 대한 현재 가격의 변화를 나타내는 지표	52주 최고가 대비 변화률 = (현재 가격 - 52주 최고가) / 52주 최고가 * 100

지표	설명
이익 추정수	애널리스트 커버와 정보 불확실성의 대체적 척도로서 컨센서스 추정치의 수를 사용해 주식의 순위를 매긴다.
N개월간 종목 추천의 변화	과거 N개월간의 컨센서스 추천의 변화로 주식의 순위를 매기는데, 강한 매도에서 매도 또는 매수에서 강한 매수 등 개선된 경우를 바람직한 경우로 본다.
12개월 발생 주식수의 변화	최근 12개월 동안의 분할 조정된 발행 주식수의 변화를 측정한다. 음의 변화는 자사주 매입(stock bayback)를 의미한다.
6개월간 목표 주가의 변화	평균 애널리스트의 목표 가격에 대한 6개월간 변화를 추적한다. 양의 변화가 클수록 바람직하다.
순이익의 조정	이익 추정치에 대한 상향 조정과 하향 조정의 차이를 총조정수의 %로 표현한다.
발행 주식 대비 대차잔고 비율	현재 공매도 돼 있는 주식을 차입해 매도하고 이후 다시 매입할 주식의 발행 주식 대비 %를 측정한다.

	return_1m	return_2m	return_3m	return_6m	return_9m	return_12m
count	360752.000000	360752.000000	360752.000000	360752.000000	360752.000000	360752.000000
mean	0.012255	0.009213	0.008181	0.007025	0.006552	0.006296
std	0.114236	0.081170	0.066584	0.048474	0.039897	0.034792
min	-0.329564	-0.255452	-0.214783	-0.162063	-0.131996	-0.114283
25%	-0.046464	-0.030716	-0.023961	-0.014922	-0.011182	-0.009064
50%	0.009448	0.009748	0.009744	0.009378	0.008982	0.008726
75%	0.066000	0.049249	0.042069	0.031971	0.027183	0.024615
max	0.430943	0.281819	0.221789	0.154555	0.124718	0.106371

	Mkt-RF	SMB	HML	RMW	CMA	total
count	318478.000000	318478.000000	318478.000000	318478.000000	318478.000000	360752.000000
mean	0.978877	0.626574	0.123491	-0.062149	0.016887	1.486381
std	0.917586	1.254663	1.602559	1.907059	2.155855	3.305914
min	-9.825518	-10.420754	-15.215922	-23.005713	-18.423557	-33.251810
25%	0.463498	-0.119207	-0.706456	-0.973597	-1.071361	0.000000
50%	0.928597	0.541546	0.096100	0.038055	0.040629	1.214857
75%	1.444065	1.303979	0.947862	0.949469	1.135087	3.146895
max	10.858294	10.459489	15.094963	16.977443	16.657684	34.097389

		target_1m	target_2m	target_3m	return_1m	return_2m	return_3m	return_1m_t-1	return_1m_t-2	return_1m_t-3
ticker	date
A	2001-04-30	-0.140220	-0.087246	-0.098192	0.269444	0.040966	-0.105747	-0.146389	-0.329564	-0.003653
	2001-05-31	-0.031008	-0.076414	-0.075527	-0.140220	0.044721	-0.023317	0.269444	-0.146389	-0.329564
	2001-06-30	-0.119692	-0.097014	-0.155847	-0.031008	-0.087246	0.018842	-0.140220	0.269444	-0.146389
	2001-07-31	-0.073750	-0.173364	-0.080114	-0.119692	-0.076414	-0.098192	-0.031008	-0.140220	0.269444
	2001-08-31	-0.262264	-0.083279	0.009593	-0.073750	-0.097014	-0.075527	-0.119692	-0.031008	-0.140220
	2001-09-30	0.139130	0.181052	0.134010	-0.262264	-0.173364	-0.155847	-0.073750	-0.119692	-0.031008
	2001-10-31	0.224517	0.131458	0.108697	0.139130	-0.083279	-0.080114	-0.262264	-0.073750	-0.119692
	2001-11-30	0.045471	0.054962	0.045340	0.224517	0.181052	0.009593	0.139130	-0.262264	-0.073750
	2001-12-31	0.064539	0.045275	0.070347	0.045471	0.131458	0.134010	0.224517	0.139130	-0.262264
	2002-01-31	0.026359	0.073264	-0.003306	0.064539	0.054962	0.108697	0.045471	0.224517	0.139130

		5D	10D	21D	42D	factor	factor_quantile
date	asset
2015-01-05 00:00:00+00:00	A	0.007789	-0.046985	-0.027889	0.072864	2707.0	5
	AAL	-0.079722	-0.020882	-0.095684	-0.103295	870.0	1
	AAP	0.015722	-0.024350	-0.003196	-0.010865	1253.0	2
	AAPL	0.028235	0.023247	0.116518	0.214965	2977.0	5
	ABBV	0.017169	-0.018561	-0.061098	-0.064811	2806.0	5

	min	max	mean	std	count	count %
factor_quantile
1	1.0	1011.0	303.057978	188.562449	142313	20.020145
2	352.0	1636.0	856.678631	234.705707	142117	19.992572
3	794.0	2153.0	1417.174265	259.942787	142019	19.978786
4	1273.0	2621.0	1979.178578	253.504821	142117	19.992572
5	1827.0	3050.0	2519.578804	227.348609	142283	20.015925

	5D	10D	21D	42D
Ann. alpha	0.046	0.036	0.009	0.001
beta	0.083	0.098	0.077	0.019
Mean Period Wise Return Top Quantile (bps)	11.724	9.110	3.948	-0.376
Mean Period Wise Return Bottom Quantile (bps)	-16.862	-13.259	-4.742	-1.979
Mean Period Wise Spread (bps)	28.587	22.343	8.711	1.582

	5D	10D	21D	42D
IC Mean	0.022	0.026	0.017	0.003
IC Std.	0.140	0.127	0.116	0.115
Risk-Adjusted IC	0.160	0.207	0.148	0.027
t-stat(IC)	4.261	5.529	3.953	0.729
p-value(IC)	0.000	0.000	0.000	0.466
IC Skew	0.372	0.266	0.115	0.113
IC Kurtosis	0.054	-0.515	-0.333	-0.557

	5D	10D	21D	42D
Quantile 1 Mean Turnover	0.411	0.590	0.830	0.831
Quantile 2 Mean Turnover	0.645	0.740	0.804	0.812
Quantile 3 Mean Turnover	0.679	0.765	0.808	0.812
Quantile 4 Mean Turnover	0.642	0.741	0.810	0.814
Quantile 5 Mean Turnover	0.394	0.569	0.811	0.819

CH04 금융 특성 공학: 알파 팩터 리서치

CH04 금융 특성 공학: 알파 팩터 리서치¶

알파 팩터 실무: 데이터부터 신호까지¶

알파 팩터 공학¶

수십 년간의 팩터 리서치를 바탕으로 구축¶

모멘텀과 심리: 추세는 당신의 친구다¶

모멘텀과 심리가 초과 수익률을 낳는 이유¶

모멘텀과 심리를 측정하는 방법¶

가치 팩터¶

상대적 가치 전략¶

가치 팩터가 수익률을 예측하는데 데 도움이 되는 이유¶

가치 효과를 포착하는 방법¶

변동성과 규모 이례 현상¶

변동성과 규모가 수익률을 예측하는 이유¶

주요 척도¶

우량주 팩터¶

우량주 팩터가 중요한 이유¶

주요 척도¶

수익률을 예측하는 알파 팩터 공학¶

판다스와 넘파이를 사용한 팩터 공학¶

01_feature_engineering.ipynb¶

How to transform data into factors¶

Imports & Settings¶

Get Data¶

Keep data with stock info¶

Create monthly return series¶

Drop stocks with less than 10 yrs of returns¶

Rolling Factor Betas¶

Impute mean for missing factor betas¶

Momentum factors¶

Date Indicators¶

Lagged returns¶

Target: Holding Period Returns¶

Create age proxy¶

Create dynamic size proxy¶

Create Size indicator as deciles per period¶

Combine data¶

Store data¶

Create Dummy variables¶

TA-Lib를 사용해 기술적 알파 팩터를 만드는 방법¶

02_how_to_use_talib.ipynb¶

How to use TA-Lib to generate Alpha Factors¶

Imports & Settings¶

Get Data¶

Compute Bollinger Bands¶

Compute Relative Strength Index¶

Moving Average Convergence/Divergence¶

Plot Result¶

칼만 필터를 사용한 알파 팩터의 잡음 제거¶

칼만 필터의 작동 원리¶

03_kalman_filter_and_wavelets.ipynb¶

How to use the Kalman Filter and Wavelets¶

Imports & Settings¶

Get Data¶

Kalman Filter¶

Configuration¶

Estimate the hidden state¶

Compare with moving average¶

Wavelets¶

Available Wavelet Families¶

Smoothing the S&P 500¶

신호에서 트레이딩으로: 백테스트를 위한 집라인¶

단일 팩터 전략을 백테스트 하는 방법¶

04_single_factor_zipline.ipynb¶

Zipline Backtest with Single Factor¶

Imports & Settings¶

Inspect Results¶

다양한 데이터 소스의 팩터 결합¶

alphalens_tutorial_on_quantopian.ipynb¶

알파렌즈를 사용한 신호와 잡음 분리¶

미래 수익률과 팩터 분위수의 생성¶

06_performance_eval_alphalens.ipynb¶

Separating signal and noise – how to use alphalens¶

Imports & Settings¶

Creating forward returns and factor quantiles¶

Summary Tear Sheet¶

Predictive performance by factor quantiles - Returns Analysis¶

Mean Return by Holding Period and Quintile¶

Cumulative 5D Return¶

Return Distribution by Holding Period and Quintile¶