Unit tested a daily reader/writer based on the minute bundle

This commit is contained in:
fredfortier
2017-10-18 04:29:22 -04:00
parent 188a4a3f3d
commit 86f892eade
+113 -3
View File
@@ -1,11 +1,17 @@
from logging import Logger
import numpy as np
import pandas as pd
from catalyst.data.minute_bars import BcolzMinuteBarReader
from catalyst.exchange.bundle_utils import get_bcolz_chunk
from catalyst.exchange.exchange_bundle import ExchangeBundle
from catalyst import get_calendar
from catalyst.data.minute_bars import BcolzMinuteBarReader, \
BcolzMinuteBarWriter
from catalyst.exchange.bundle_utils import get_bcolz_chunk, get_periods_range
from catalyst.exchange.exchange_bundle import ExchangeBundle, \
BUNDLE_NAME_TEMPLATE
from catalyst.exchange.exchange_utils import get_exchange_folder
from catalyst.exchange.init_utils import get_exchange
from catalyst.utils.paths import ensure_directory
log = Logger('test_exchange_bundle')
@@ -144,6 +150,110 @@ class ExchangeBundleTestCase:
)
pass
def test_daily_data_to_minute_table(self):
exchange_name = 'poloniex'
# Switch between daily and minute for testing
data_frequency = 'daily'
# data_frequency = 'minute'
exchange = get_exchange(exchange_name)
assets = [
exchange.get_asset('eth_btc'),
exchange.get_asset('etc_btc'),
]
start = pd.to_datetime('2017-9-1', utc=True)
end = pd.to_datetime('2017-9-30', utc=True)
# Preparing the bundle folder
root = get_exchange_folder(exchange.name)
path = BUNDLE_NAME_TEMPLATE.format(
root=root,
frequency=data_frequency
)
ensure_directory(path)
exchange_bundle = ExchangeBundle(exchange)
calendar = get_calendar('OPEN')
# We are using a BcolzMinuteBarWriter even though the data is daily
# Each day has a maximum of one bar
# I tried setting the minutes_per_day to 1 will not create
# unnecessary bars
writer = BcolzMinuteBarWriter(
rootdir=path,
calendar=calendar,
minutes_per_day=1,
start_session=start,
end_session=end,
write_metadata=True,
default_ohlc_ratio=exchange_bundle.default_ohlc_ratio
)
# This will read the daily data in a bundle created by
# the daily writer. It will write to the minute writer which
# we are passing.
# Ingesting a second asset to ensure that multiple chunks
# don't override each other
for asset in assets:
exchange_bundle.ingest_ctable(
asset=asset,
data_frequency=data_frequency,
period='2017',
start_dt=start,
end_dt=end,
writer=writer,
empty_rows_behavior='strip'
)
# Simplifying the data reader to play nice with 1 minute per day
class BcolzDayBarReader(BcolzMinuteBarReader):
def load_raw_arrays(self, fields, start_dt, end_dt, sids):
start_idx = self._find_position_of_minute(start_dt)
end_idx = self._find_position_of_minute(end_dt)
num_days = (end_idx - start_idx + 1)
shape = num_days, len(sids)
data = []
for field in fields:
out = np.full(shape, np.nan)
for i, sid in enumerate(sids):
carray = reader._open_minute_file(field, sid)
a = carray[start_idx:end_idx + 1]
where = a != 0
out[:len(where), i][where] = (
a[where] * self._ohlc_ratio_inverse_for_sid(sid)
)
data.append(out)
return data
reader = BcolzDayBarReader(path)
# Reading the two assets to ensure that no data was lost
for asset in assets:
sid = asset.sid
daily_values = reader.load_raw_arrays(
fields=['open', 'high', 'low', 'close', 'volume'],
start_dt=start,
end_dt=end,
sids=[sid],
)
print('found {} rows for last ingestion'.format(
len(daily_values[0]))
)
pass
def test_minute_bundle(self):
exchange_name = 'poloniex'
data_frequency = 'minute'