def _serve(self, nodes=None): #XXX: should be STATE method; use id
"""Create a new server if one isn't already initialized"""
if nodes is None: nodes = self.__nodes
_pool = __STATE['pool']
if not _pool or nodes != _pool.__nodes:
_pool = Pool(nodes)
_pool.__nodes = nodes
__STATE['pool'] = _pool
return _pool
def restart(self, force=False):
"restart a closed pool"
_pool = __STATE.get(self._id, None)
if _pool and self.__nodes == _pool.__nodes:
RUN = 0
if not force:
assert _pool._state != RUN
# essentially, 'clear' and 'serve'
self._clear()
_pool = Pool(self.__nodes)
_pool.__nodes = self.__nodes
__STATE[self._id] = _pool
return _pool
def get_returns(tickers, folder=None, freq='d', fromdate='2000-01-01',
todate='2018-12-31', forward_bars=None, data_col=None,
is_log=False, is_debug=False, is_multiprocess=False):
if data_col is None:
data_col = 'Adj Close'
res = {}
tqdm, ascii = get_tqdm()
logger = get_logger()
logger.info('Loading Yahoo Labels...')
def _get_return(ticker, res=res, folder=folder, freq=freq,
fromdate=fromdate, todate=todate, is_debug=is_debug,
forward_bars=forward_bars, data_col=data_col,
is_log=is_log):
if is_debug:
logger = get_logger()
logger.info('Loading %s' % ticker)
res[ticker] = YahooProcessor._get_return(ticker, folder, freq,
fromdate, todate,
forward_bars, data_col,
is_log)
return ticker, res[ticker]
if is_multiprocess:
logger.info('Initalized Multiprocess To Get Returns...')
with Pool(cpu_count()) as p:
res_pool = list(tqdm(p.imap(_get_return, tickers),
total=len(tickers), ascii=ascii))
res = {item[0]: item[1] for item in res_pool}
else:
list(tqdm(map(_get_return, tickers), total=len(tickers),
ascii=ascii))
return res