MDS supporting tools
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#!/usr/bin/env python3
import sys
import argparse
import zmq
import io
import json
import csv
import datetime
import struct
import dateutil.tz
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def timeframe_to_seconds(tf):
if tf == 'M1':
return 60
elif tf == 'M5':
return 5 * 60
elif tf == 'M15':
return 15 * 60
elif tf == 'H1':
return 3600
elif tf == 'D':
return 86400
elif tf == 'W':
return 7 * 86400
else:
raise ValueError('Invalid value')
class BarAggregator:
def __init__(self, timeframe, tz):
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self.open_ = 0
self.high = 0
self.low = 0
self.close = 0
self.volume = 0
self.timestamp = None
self.current_bar_number = None
self.timeframe = timeframe
self.tz = tz
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def clear(self):
self.open_ = 0
self.high = 0
self.low = 0
self.close = 0
self.volume = 0
self.timestamp = None
self.current_bar_number = None
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def push_bar(self, timestamp, open_, high, low, close, volume):
bar_number = timestamp.timestamp() // self.timeframe
if bar_number != self.current_bar_number:
b_open = self.open_
b_high = self.high
b_low = self.low
b_close = self.close
b_volume = self.volume
if self.current_bar_number is not None:
b_timestamp = datetime.datetime.fromtimestamp(self.current_bar_number * self.timeframe, self.tz)
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self.open_ = open_
self.high = high
self.low = low
self.close = close
self.volume = volume
self.timestamp = timestamp
prev_bar_number = self.current_bar_number
self.current_bar_number = bar_number
if prev_bar_number is not None:
return (b_timestamp, b_open, b_high, b_low, b_close, b_volume)
else:
self.high = max(high, self.high)
self.low = min(low, self.low)
self.close = close
self.volume += volume
return None
def get_bar(self):
if self.timestamp is None:
return None
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b_open = self.open_
b_high = self.high
b_low = self.low
b_close = self.close
b_volume = self.volume
b_timestamp = datetime.datetime.fromtimestamp(self.timeframe * ( self.timestamp.timestamp() // self.timeframe), self.tz)
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return (b_timestamp, b_open, b_high, b_low, b_close, b_volume)
def get_data(qhp, ticker, start_time, end_time, period, tz, timedelta):
utctz = dateutil.tz.gettz('UTC')
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rq = {
"ticker" : ticker,
"from" : start_time.strftime("%Y-%m-%dT%H:%M:%S"),
"to" : end_time.strftime("%Y-%m-%dT%H:%M:%S"),
"timeframe" : period
}
qhp.send_multipart([bytes(json.dumps(rq), "utf-8")])
resp = qhp.recv()
if resp != b'OK':
errmsg = qhp.recv_string()
return None
bar_count = 0
result = []
while True:
if qhp.getsockopt(zmq.RCVMORE) == 0:
break
rawdata = qhp.recv()
for line in struct.iter_unpack("<qddddQ", rawdata):
timestamp = int(line[0])
open_ = float(line[1])
high = float(line[2])
low = float(line[3])
close = float(line[4])
volume = int(line[5])
dt = datetime.datetime.fromtimestamp(timestamp, utctz) + timedelta
dt = dt.astimezone(utctz)
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bar_count += 1
result.append((dt, open_, high, low, close, volume))
return result
def write_to_file(writer, bars, ticker, period, agg):
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for bar in bars:
if agg is not None:
mbar = agg.push_bar(bar[0], bar[1], bar[2], bar[3], bar[4], bar[5])
if mbar is not None:
writer.writerow([ticker, agg.timeframe, mbar[0].strftime("%Y%m%d"), mbar[0].strftime("%H%M%S"), mbar[1], mbar[2], mbar[3], mbar[4], mbar[5]])
else:
writer.writerow([ticker, period, bar[0].strftime("%Y%m%d"), bar[0].strftime("%H%M%S"), bar[1], bar[2], bar[3], bar[4], bar[5]])
if agg is not None:
mbar = agg.get_bar()
if mbar is not None:
writer.writerow([ticker, agg.timeframe, mbar[0].strftime("%Y%m%d"), mbar[0].strftime("%H%M%S"), mbar[1], mbar[2], mbar[3], mbar[4], mbar[5]])
agg.clear()
else:
print('none bar' ,ticker )
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def make_tickers_list(base, start_time, end_time, futures_interval):
result = []
month = start_time.date().month
year = start_time.date().year
while True:
if month % futures_interval == 0:
result.append(base + '-' + str(month) + '.' + str(year)[-2:])
if month > end_time.date().month and year >= end_time.date().year:
break
month += 1
if month > 12:
month = 1
year += 1
return result
def main():
parser = argparse.ArgumentParser(description='QHP client')
parser.add_argument('-o', '--output-file', action='store', dest='output_file', help='Output filename', required=True)
parser.add_argument('-p', '--timeframe', action='store', dest='timeframe', help='Data timeframe', required=True)
parser.add_argument('-q', '--qhp', action='store', dest='qhp', help='QHP endpoint', required=True)
parser.add_argument('-y', '--symbol', action='store', dest='symbol', help='Base symbol', required=True)
parser.add_argument('-f', '--from', action='store', dest='from_', help='Starting date', required=True)
parser.add_argument('-t', '--to', action='store', dest='to', help='Ending date', required=True)
parser.add_argument('-r', '--rescale', action='store', dest='rescale', help='Rescale to timeframe')
parser.add_argument('-d', '--time-delta', action='store', dest='time_delta', help='Add given time delta (in seconds)', required=False)
parser.add_argument('-i', '--futures-interval', action='store', dest='futures_interval', help='Futures interval between exprations in month', required=True)
parser.add_argument('-s', '--stitch-delta', action='store', dest='stitch_delta', help='Futures interval between exprations in month', required=True)
parser.add_argument('-e', '--replace-ticker', action='store', dest='replace_ticker', help='Replace ticker id in file', required=False)
parser.add_argument('-z', '--timezone', action='store', dest='timezone', help='Convert bar timestamps to given timezone', required=False)
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args = parser.parse_args()
period = args.timeframe
symbol = args.symbol
filename = args.output_file
ctx = zmq.Context.instance()
s = ctx.socket(zmq.REQ)
s.connect(args.qhp)
start_time = datetime.datetime.strptime(args.from_, "%Y%m%d")
end_time = datetime.datetime.strptime(args.to, "%Y%m%d")
if filename == "!":
if args.rescale is not None:
filename = "{}_{}_{}_{}.csv".format(symbol, args.from_, args.to, args.rescale)
else:
filename = "{}_{}_{}_{}.csv".format(symbol, args.from_, args.to, args.period)
print("Assuming filename: {}".format(filename))
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timedelta = datetime.timedelta()
if args.time_delta:
timedelta = datetime.timedelta(seconds=int(args.time_delta))
tz = dateutil.tz.gettz('UTC')
if args.timezone is not None:
tz = dateutil.tz.gettz(args.timezone)
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delta = int(args.stitch_delta)
agg = None
if args.rescale:
agg = BarAggregator(int(args.rescale), tz)
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data = {}
tickers = make_tickers_list(symbol, start_time, end_time, int(args.futures_interval))
print("Tickers: {}".format(tickers))
empty_tickers = []
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for ticker in tickers:
print("Requesting data: {}".format(ticker))
bars = get_data(s, ticker, start_time, end_time, period, tz, timedelta)
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if len(bars) > 0:
data[ticker] = { 'bars' : bars }
else:
empty_tickers.append(ticker)
tickers = [t for t in tickers if not (t in empty_tickers)]
for ticker in tickers:
print("Cutting off trailing data: {}".format(ticker))
end_date = data[ticker]['bars'][-1][0].date()
if ticker != tickers[-1]:
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cutoff_date = datetime.date.fromordinal(end_date.toordinal() - delta)
else:
cutoff_date = datetime.date.fromordinal(end_date.toordinal())
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data[ticker]['bars'] = [s for s in data[ticker]['bars'] if s[0].date() <= cutoff_date]
data[ticker]['end_date'] = cutoff_date
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prev_ticker = None
for k, v in sorted(data.items(), key=lambda x: x[1]['end_date']):
print("Cutting off starting data: {}".format(k))
if prev_ticker is not None:
start_date = data[prev_ticker]['bars'][-1][0]
v['bars'] = [s for s in data[k]['bars'] if s[0] > start_date]
print("{} : {}".format(data[prev_ticker]['bars'][-1][0], data[k]['bars'][0][0]), v['bars'][0][0])
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prev_ticker = k
with open(filename, 'w+') as f:
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writer = csv.writer(f)
writer.writerow(['<TICKER>', '<PER>', '<DATE>', '<TIME>', '<OPEN>', '<HIGH>', '<LOW>', '<CLOSE>', '<VOLUME>'])
for k, v in sorted(data.items(), key=lambda x: x[1]['end_date']):
ticker = args.replace_ticker
if ticker is None:
ticker = k
write_to_file(writer, v['bars'], ticker, period, agg)
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if __name__ == '__main__':
main()