def testResampleNinjaTraderDay(self):
with common.TmpDir() as tmp_path:
# Resample.
feed = ninjatraderfeed.Feed(ninjatraderfeed.Frequency.MINUTE)
feed.addBarsFromCSV(
"spy", common.get_data_file_path("nt-spy-minute-2011.csv"))
resampledBarDS = resampled_ds.ResampledBarDataSeries(
feed["spy"], bar.Frequency.DAY)
resampledFile = os.path.join(tmp_path,
"day-nt-spy-minute-2011.csv")
resample.resample_to_csv(feed, bar.Frequency.DAY, resampledFile)
resampledBarDS.pushLast(
) # Need to manually push the last stot since time didn't change.
# Load the resampled file.
feed = csvfeed.GenericBarFeed(bar.Frequency.DAY)
feed.addBarsFromCSV("spy", resampledFile,
marketsession.USEquities.getTimezone())
feed.loadAll()
self.assertEqual(len(feed["spy"]), 25)
self.assertEqual(
feed["spy"][0].getDateTime(),
dt.localize(datetime.datetime(2011, 1, 3),
marketsession.USEquities.getTimezone()))
self.assertEqual(
feed["spy"][-1].getDateTime(),
dt.localize(datetime.datetime(2011, 2, 1),
marketsession.USEquities.getTimezone()))
self.assertEqual(len(resampledBarDS), len(feed["spy"]))
self.assertEqual(resampledBarDS[0].getDateTime(),
dt.as_utc(datetime.datetime(2011, 1, 3)))
self.assertEqual(resampledBarDS[-1].getDateTime(),
dt.as_utc(datetime.datetime(2011, 2, 1)))
def __loadBarFeed(self):
ret = ninjatraderfeed.Feed(ninjatraderfeed.Frequency.MINUTE)
barFilter = csvfeed.USEquitiesRTH()
ret.setBarFilter(barFilter)
ret.addBarsFromCSV(TradesAnalyzerTestCase.TestInstrument, common.get_data_file_path("nt-spy-minute-2011.csv"))
return ret
def testMaxRecursion(self):
barFeed = ninjatraderfeed.Feed(bar.Frequency.MINUTE)
barFeed.addBarsFromCSV(
"any", common.get_data_file_path("nt-spy-minute-2011.csv"))
ema = ma.EMA(barFeed["any"].getPriceDataSeries(), 10)
# Load all the feed.
barFeed.loadAll()
# Check that the max recursion limit bug is not hit when generating the last value first.
self.assertEqual(round(ema[-1], 2), 128.81)
def testWithIntegerTimezone(self):
try:
barFeed = ninjatraderfeed.Feed(ninjatraderfeed.Frequency.MINUTE,
-3)
self.assertTrue(False, "Exception expected")
except Exception as e:
self.assertTrue(
str(e).find(
"timezone as an int parameter is not supported anymore") ==
0)
try:
barFeed = ninjatraderfeed.Feed(ninjatraderfeed.Frequency.MINUTE)
barFeed.addBarsFromCSV(
"spy", common.get_data_file_path("nt-spy-minute-2011.csv"), -5)
self.assertTrue(False, "Exception expected")
except Exception as e:
self.assertTrue(
str(e).find(
"timezone as an int parameter is not supported anymore") ==
0)
def testBounded(self):
barFeed = ninjatraderfeed.Feed(ninjatraderfeed.Frequency.MINUTE,
maxLen=2)
barFeed.addBarsFromCSV(
"spy", common.get_data_file_path("nt-spy-minute-2011-03.csv"))
barFeed.loadAll()
barDS = barFeed["spy"]
self.assertEqual(len(barDS), 2)
self.assertEqual(len(barDS.getDateTimes()), 2)
self.assertEqual(len(barDS.getCloseDataSeries()), 2)
self.assertEqual(len(barDS.getCloseDataSeries().getDateTimes()), 2)
self.assertEqual(len(barDS.getOpenDataSeries()), 2)
self.assertEqual(len(barDS.getHighDataSeries()), 2)
self.assertEqual(len(barDS.getLowDataSeries()), 2)
self.assertEqual(len(barDS.getAdjCloseDataSeries()), 2)
def testResampleNinjaTraderHour(self):
with common.TmpDir() as tmp_path:
# Resample.
feed = ninjatraderfeed.Feed(ninjatraderfeed.Frequency.MINUTE)
feed.addBarsFromCSV(
"spy", common.get_data_file_path("nt-spy-minute-2011.csv"))
resampledBarDS = resampled_ds.ResampledBarDataSeries(
feed["spy"], bar.Frequency.HOUR)
resampledFile = os.path.join(tmp_path,
"hour-nt-spy-minute-2011.csv")
resample.resample_to_csv(feed, bar.Frequency.HOUR, resampledFile)
resampledBarDS.pushLast(
) # Need to manually push the last stot since time didn't change.
# Load the resampled file.
feed = csvfeed.GenericBarFeed(
bar.Frequency.HOUR, marketsession.USEquities.getTimezone())
feed.addBarsFromCSV("spy", resampledFile)
feed.loadAll()
self.assertEqual(len(feed["spy"]), 340)
self.assertEqual(
feed["spy"][0].getDateTime(),
dt.localize(datetime.datetime(2011, 1, 3, 9),
marketsession.USEquities.getTimezone()))
self.assertEqual(
feed["spy"][-1].getDateTime(),
dt.localize(datetime.datetime(2011, 2, 1, 1),
marketsession.USEquities.getTimezone()))
self.assertEqual(feed["spy"][0].getOpen(), 126.35)
self.assertEqual(feed["spy"][0].getHigh(), 126.45)
self.assertEqual(feed["spy"][0].getLow(), 126.3)
self.assertEqual(feed["spy"][0].getClose(), 126.4)
self.assertEqual(feed["spy"][0].getVolume(), 3397.0)
self.assertEqual(feed["spy"][0].getAdjClose(), None)
self.assertEqual(len(resampledBarDS), len(feed["spy"]))
self.assertEqual(resampledBarDS[0].getDateTime(),
dt.as_utc(datetime.datetime(2011, 1, 3, 9)))
self.assertEqual(resampledBarDS[-1].getDateTime(),
dt.as_utc(datetime.datetime(2011, 2, 1, 1)))
def testReset(self):
instrument = "spy"
barFeed = ninjatraderfeed.Feed(ninjatraderfeed.Frequency.MINUTE)
barFeed.addBarsFromCSV(
instrument, common.get_data_file_path("nt-spy-minute-2011.csv"))
barFeed.loadAll()
instruments = barFeed.getRegisteredInstruments()
ds = barFeed[instrument]
barFeed.reset()
barFeed.loadAll()
reloadedDs = barFeed[instrument]
self.assertEqual(len(reloadedDs), len(ds))
self.assertNotEqual(reloadedDs, ds)
self.assertEqual(instruments, barFeed.getRegisteredInstruments())
for i in range(len(ds)):
self.assertEqual(ds[i].getDateTime(), reloadedDs[i].getDateTime())
self.assertEqual(ds[i].getClose(), reloadedDs[i].getClose())
def testIntraDay(self):
barFeed = ninjatraderfeed.Feed(ninjatraderfeed.Frequency.MINUTE, marketsession.USEquities.getTimezone())
barFeed.setBarFilter(csvfeed.USEquitiesRTH())
barFeed.addBarsFromCSV("spy", common.get_data_file_path("nt-spy-minute-2011.csv"))
strat = strategy_test.MyTestStrategy(barFeed, 1000)
stratAnalyzer = sharpe.SharpeRatio(False)
strat.attachAnalyzer(stratAnalyzer)
strat.marketOrder("spy", 1)
strat.run()
tradingPeriods = 252*6.5*60
manualAnnualized = sharpe.sharpe_ratio(stratAnalyzer.getReturns(), 0.04, tradingPeriods, True)
manualNotAnnualized = sharpe.sharpe_ratio(stratAnalyzer.getReturns(), 0.04, tradingPeriods, False)
analyzerAnnualized = stratAnalyzer.getSharpeRatio(0.04)
analyzerNotAnnualized = stratAnalyzer.getSharpeRatio(0.04, False)
self.assertEqual(round(analyzerAnnualized, 10), -1.1814830854)
self.assertEqual(round(analyzerNotAnnualized, 10), -0.0037659686)
# They should be similar, but not identical because the analyzer uses 365 days/year
# when useDailyReturns is set to False.
self.assertEqual(round(analyzerAnnualized, 1), round(manualAnnualized, 1))
self.assertEqual(round(analyzerNotAnnualized, 3), round(manualNotAnnualized, 3))
def testLocalizeAndFilter(self):
timezone = marketsession.USEquities.getTimezone()
# The prices come from NinjaTrader interface when set to use 'US Equities RTH' session template.
prices = {
dt.localize(datetime.datetime(2011, 3, 9, 9, 31), timezone):
132.35,
dt.localize(datetime.datetime(2011, 3, 9, 16), timezone): 132.39,
dt.localize(datetime.datetime(2011, 3, 10, 9, 31), timezone):
130.81,
dt.localize(datetime.datetime(2011, 3, 10, 16), timezone): 129.92,
dt.localize(datetime.datetime(2011, 3, 11, 9, 31), timezone):
129.72,
dt.localize(datetime.datetime(2011, 3, 11, 16), timezone): 130.84,
}
barFeed = ninjatraderfeed.Feed(ninjatraderfeed.Frequency.MINUTE,
timezone)
barFeed.addBarsFromCSV(
"spy", common.get_data_file_path("nt-spy-minute-2011-03.csv"))
for dateTime, bars in barFeed:
price = prices.get(bars.getDateTime(), None)
if price is not None:
self.assertTrue(price == bars.getBar("spy").getClose())
def testBaseFeedInterface(self):
barFeed = ninjatraderfeed.Feed(ninjatraderfeed.Frequency.MINUTE)
barFeed.addBarsFromCSV(
"spy", common.get_data_file_path("nt-spy-minute-2011.csv"))
feed_test.tstBaseFeedInterface(self, barFeed)
def __loadIntradayBarFeed(self, timeZone=None):
ret = ninjatraderfeed.Feed(ninjatraderfeed.Frequency.MINUTE, timeZone)
ret.addBarsFromCSV("spy",
common.get_data_file_path("nt-spy-minute-2011.csv"))
ret.loadAll()
return ret
def testInvalidFrequency(self):
with self.assertRaisesRegex(Exception, "Invalid frequency.*"):
ninjatraderfeed.Feed(bar.Frequency.WEEK)
def testBaseBarFeed(self):
barFeed = ninjatraderfeed.Feed(ninjatraderfeed.Frequency.MINUTE)
barFeed.addBarsFromCSV(
"spy", common.get_data_file_path("nt-spy-minute-2011.csv"))
barfeed_test.check_base_barfeed(self, barFeed, False)