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#!/usr/bin/env python3 | ||
# coding: utf-8 | ||
# @Author: ArthurBernard | ||
# @Email: arthur.bernard.92@gmail.com | ||
# @Date: 2019-03-25 19:31:56 | ||
# @Last modified by: ArthurBernard | ||
# @Last modified time: 2019-08-10 10:47:22 | ||
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""" Objects to download data from Bitfinex exchange. | ||
""" | ||
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# Built-in packages | ||
import os | ||
import pathlib | ||
import time | ||
import asyncio | ||
import logging | ||
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# Third party packages | ||
import requests | ||
import json | ||
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# Local packages | ||
# from dccd.time_tools import * | ||
from dccd.exchange import ImportDataCryptoCurrencies | ||
from dccd.io_tools import IODataBase | ||
from dccd.websocket_tools import DownloadDataWebSocket | ||
from dccd.process_data import set_marketdepth, set_trades | ||
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__all__ = [ | ||
'FromBitfinex', 'DownloadBitfinexData', 'get_data_bitfinex', | ||
'get_orderbook_bitfinex', 'get_trades_bitfinex', | ||
] | ||
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# TODO : - get_raw_orderbook; get_ohlc; | ||
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class FromBitfinex(ImportDataCryptoCurrencies): | ||
pass | ||
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# =========================================================================== # | ||
# Parser functions # | ||
# =========================================================================== # | ||
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def _parser_trades(tData): | ||
return { | ||
'tid': tData[0], | ||
'timestamp': tData[1], | ||
'price': tData[3], | ||
'amount': abs(tData[2]), | ||
'type': 'buy' if tData[2] > 0. else 'sell', | ||
} | ||
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def _parser_book(tData): | ||
return {'price': str(tData[0]), 'count': tData[1], 'amount': tData[2]} | ||
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# =========================================================================== # | ||
# Download objects # | ||
# =========================================================================== # | ||
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class DownloadBitfinexData(DownloadDataWebSocket): | ||
# TODO : docstring | ||
# TODO : add more parser methods | ||
def __init__(self, time_step=60, until=3600): | ||
# TODO : set until parser to convert date, time, etc | ||
if until > time.time(): | ||
until -= int(time.time()) | ||
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DownloadDataWebSocket.__init__(self, 'bitfinex', time_step=time_step, | ||
STOP=until) | ||
self.logger = logging.getLogger(__name__) | ||
self._parser_data = { | ||
'book': self.parser_book, | ||
'trades': self.parser_trades, | ||
# 'candles': None, | ||
} | ||
self.d = {} | ||
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def parser_book(self, data): | ||
""" Parse data of order book. """ | ||
if isinstance(data[1], list): | ||
data = _parser_book(data[1]) | ||
else: | ||
data = _parser_book(data) | ||
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if data['count'] > 0: | ||
if data['price'] in self.d.keys(): | ||
self.d[data['price']]['amount'] += data['amount'] | ||
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else: | ||
self.d[data['price']] = data | ||
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else: | ||
self.d.pop(data['price']) | ||
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self._data[self.t] = {v['price']: v['amount'] for v in self.d.values()} | ||
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def parser_trades(self, data): | ||
""" Parse data of trades. """ | ||
if data[1] == 'tu': | ||
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return | ||
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elif data[1] == 'te': | ||
data = _parser_trades(data[2]) | ||
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else: | ||
data = _parser_trades(data) | ||
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if self.t in self._data.keys(): | ||
self._data[self.t] += [data] | ||
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else: | ||
self._data[self.t] = [data] | ||
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async def on_message(self, data): | ||
""" Set data to order book. """ | ||
if isinstance(data, list): | ||
if data[1] == 'hb': | ||
self.logger.info('HeartBeat') | ||
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elif isinstance(data[1][0], list): | ||
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for d in data[1]: | ||
self.parser(d) | ||
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else: | ||
self.parser(data) | ||
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else: | ||
self.logger.info('{}'.format(data)) | ||
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def __call__(self, channel, **kwargs): | ||
""" Open a websocket connection. """ | ||
self.parser = self.get_parser(channel) # self.parse_data[channel] | ||
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self.logger.info('Try connect WS and set {} stream.'.format(channel)) | ||
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self.loop = asyncio.get_event_loop() | ||
self.loop.run_until_complete(asyncio.gather( | ||
self._connect(channel=channel, **kwargs), | ||
self._loop() | ||
)) | ||
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return self | ||
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# =========================================================================== # | ||
# High level functions # | ||
# =========================================================================== # | ||
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# TODO : Finish docstring | ||
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def get_data_bitfinex(channel, process_func, time_step=60, until=None, | ||
path=None, save_method='dataframe', io_params={}, | ||
**kwargs): | ||
""" Download orderbook from Bitfinex exchange. """ | ||
# Set database connector object | ||
if path is None: | ||
path = f'database/orders/{pair}' | ||
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# Set saver object | ||
saver = IODataBase(path, method=save_method) | ||
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# Set websocket downloader object | ||
downloader = DownloadBitfinexData(time_step=time_step, until=until) | ||
downloader.set_process_data(process_func) | ||
downloader.set_saver(saver, **io_params) | ||
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downloader(channel, **kwargs) | ||
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def get_orderbook_bitfinex(symbol, precision='P0', frequency='F0', lenght='25', | ||
time_step=60, until=None, path=None, | ||
save_method='dataframe', io_params={}): | ||
""" Download orderbook from Bitfinex exchange. """ | ||
get_data_bitfinex('book', set_marketdepth, time_step=time_step, | ||
until=until, path=path, save_method=save_method, | ||
io_params=io_params, symbol=symbol, precision=precision, | ||
frequency=frequency, lenght=lenght) | ||
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def get_trades_bitfinex(symbol, time_step=60, until=None, path=None, | ||
save_method='dataframe', io_params={}): | ||
""" Download trades tick by tick from Bitfinex exchange. """ | ||
get_data_bitfinex('trades', set_trades, time_step=time_step, until=until, | ||
path=path, save_method=save_method, io_params=io_params, | ||
symbol=symbol) | ||
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# =========================================================================== # | ||
# Tests # | ||
# =========================================================================== # | ||
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# TODO : Clean this part | ||
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if __name__ == '__main__': | ||
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import yaml | ||
import logging.config | ||
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logging_path = '/home/arthur/Data/bitfinex_data_bot/scripts/logging.ini' | ||
with open(logging_path, 'rb') as f: | ||
config = yaml.safe_load(f.read()) | ||
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logging.config.dictConfig(config) | ||
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pair = 'tBTCUSD' | ||
time_step = 1 | ||
until = 10 | ||
path_ord = '/home/arthur/database/bitfinex/orders/tBTCUSD/' | ||
path_tra = '/home/arthur/database/bitfinex/trades/tBTCUSD/' | ||
save_method = 'dataframe' | ||
io_params = {'name': '2019'} | ||
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def f(x): | ||
return x | ||
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# get_data_bitfinex('candles', f, symbol=pair, key='trade:1m:tBTCUSD', | ||
# time_step=time_step, until=until, path=path, | ||
# save_method=save_method, io_params=io_params) | ||
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get_orderbook_bitfinex(pair, time_step=time_step, until=until, | ||
path=path_ord, save_method=save_method, | ||
io_params=io_params) | ||
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get_trades_bitfinex(pair, time_step=time_step, until=until, | ||
path=path_tra, save_method=save_method, | ||
io_params=io_params) |