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bitmex.py
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bitmex.py
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"""
trading-server is a multi-asset, multi-strategy, event-driven execution
and backtesting platform (OEMS) for trading common markets.
Copyright (C) 2020 Sam Breznikar <sam@sdbgroup.io>
Licensed under GNU General Public License 3.0 or later.
Some rights reserved. See LICENSE.md, AUTHORS.md.
"""
from requests.packages.urllib3.util.retry import Retry
from datetime import timezone, datetime, timedelta
from requests.adapters import HTTPAdapter
from requests import Request, Session
from requests.auth import AuthBase
from urllib.parse import urlparse
from bitmex_ws import Bitmex_WS
from exchange import Exchange
from dateutil import parser
import traceback
import requests
import hashlib
import json
import hmac
import time
class Bitmex(Exchange):
"""
BitMEX exchange model.
"""
MAX_BARS_PER_REQUEST = 750
TIMESTAMP_FORMAT = '%Y-%m-%d%H:%M:%S.%f'
REQUEST_TIMEOUT = 10
BASE_URL = "https://www.bitmex.com/api/v1"
BASE_URL_TESTNET = "https://testnet.bitmex.com/api/v1"
WS_URL = "wss://www.bitmex.com/realtime"
BARS_URL = "/trade/bucketed?binSize="
TICKS_URL = "/trade?symbol="
POSITIONS_URL = "/position"
ORDERS_URL = "/order"
BULK_ORDERS_URL = "/order/bulk"
TRADE_HIST_URL = "/execution/tradeHistory"
def __init__(self, logger):
super()
self.logger = logger
self.name = "BitMEX"
self.symbols = ["XBTUSD"] # "ETHUSD", "XRPUSD", "BCHUSD", "LTCUSD", "LINKUSDT"]
# Minimum price increment for each instrument.
self.symbol_min_increment = {
'XBTUSD': 0.5,
'ETHUSD': 0.05,
'XRPUSD': 0.0001,
'BCHUSD': 0.05,
'LTCUSD': 0.01,
'LINKUSDT': 0.0005}
# Websocket subscription channels.
self.channels = ["trade"]
# Not needed but saves a few rest polls/saves time.
self.origin_tss = {
"XBTUSD": 1483228800,
"ETHUSD": 1533200520,
"XRPUSD": 1580875200,
'BCHUSD': 1592280000,
'LTCUSD': 1596081600,
'LINKUSDT': 1602820800}
self.api_key, self.api_secret = self.load_api_keys()
# Connect to websocket stream.
self.ws = Bitmex_WS(
self.logger, self.symbols, self.channels, self.WS_URL,
self.api_key, self.api_secret)
if not self.ws.ws.sock.connected:
self.logger.info("Failed to to connect to BitMEX websocket.")
# Set default https request retry behaviour.
retries = Retry(
total=5,
backoff_factor=0.25,
status_forcelist=[502, 503, 504],
method_whitelist=False)
self.session = Session()
self.session.mount('https://', HTTPAdapter(max_retries=retries))
# Non persistent storage for ticks and new 1 min bars.
self.bars = {}
self.ticks = {}
# Note, for future channel subs, create new Bitmex_WS in new process.
def parse_ticks(self):
if not self.ws.ws:
self.logger.info("BitMEX websocket disconnected.")
else:
all_ticks = self.ws.get_ticks()
target_minute = datetime.now().minute - 1
ticks_target_minute = []
tcount = 0
# Search from end of tick list to grab newest ticks first.
for i in reversed(all_ticks):
try:
ts = i['timestamp']
if type(ts) is not datetime:
ts = parser.parse(ts)
except Exception:
self.logger.info(traceback.format_exc())
# Scrape prev minutes ticks.
if ts.minute == target_minute:
ticks_target_minute.append(i)
ticks_target_minute[tcount]['timestamp'] = ts
tcount += 1
# Store the previous-to-target bar's last
# traded price to use as the open price for target bar.
if ts.minute == target_minute - 1:
ticks_target_minute.append(i)
ticks_target_minute[tcount]['timestamp'] = ts
break
ticks_target_minute.reverse()
# Group ticks by symbol.
self.ticks = {i: [] for i in self.symbols}
for tick in ticks_target_minute:
self.ticks[tick['symbol']].append(tick)
# Build bars from ticks.
self.bars = {i: [] for i in self.symbols}
for symbol in self.symbols:
bar = self.build_OHLCV(self.ticks[symbol], symbol)
self.bars[symbol].append(bar)
def get_bars_in_period(self, symbol, start_time, total):
if total >= self.MAX_BARS_PER_REQUEST:
total = self.MAX_BARS_PER_REQUEST
# Convert epoch timestamp to ISO 8601.
start = datetime.utcfromtimestamp(start_time).isoformat()
timeframe = "1m"
payload = (
f"{self.BASE_URL}{self.BARS_URL}{timeframe}&"
f"symbol={symbol}&filter=&count={total}&"
f"startTime={start}&reverse=false")
# self.logger.info("API request string: " + payload)
bars_to_parse = requests.get(payload).json()
# Store only required values (OHLCV) and convert timestamp to epoch.
new_bars = []
for bar in bars_to_parse:
new_bars.append({
'symbol': symbol,
'timestamp': int(parser.parse(bar['timestamp']).timestamp()),
'open': bar['open'],
'high': bar['high'],
'low': bar['low'],
'close': bar['close'],
'volume': bar['volume']})
return new_bars
def get_origin_timestamp(self, symbol: str):
if self.origin_tss[symbol] is not None:
return self.origin_tss[symbol]
else:
payload = (
f"{self.BASE_URL}{self.BARS_URL}1m&symbol={symbol}&filter=&"
f"count=1&startTime=&reverse=false")
response = requests.get(payload).json()[0]['timestamp']
timestamp = int(parser.parse(response).timestamp())
self.logger.info(
"BitMEX" + symbol + " origin timestamp: " + str(timestamp))
return timestamp
def get_recent_bars(self, timeframe, symbol, n=1):
payload = str(
self.BASE_URL + self.BARS_URL + timeframe +
"&partial=false&symbol=" + symbol + "&count=" +
str(n) + "&reverse=true")
result = requests.get(payload).json()
bars = []
for i in result:
bars.append({
'symbol': symbol,
'timestamp': i['timestamp'],
'open': i['open'],
'high': i['high'],
'low': i['low'],
'close': i['close'],
'volume': i['volume']})
return bars
def get_recent_ticks(self, symbol, n=1):
# Find difference between start and end of period.
delta = n * 60
# Find start timestamp and convert to ISO1806.
start_epoch = self.previous_minute() + 60 - delta
start_iso = datetime.utcfromtimestamp(start_epoch).isoformat()
# find end timestamp and convert to ISO1806
end_epoch = self.previous_minute() + 60
end_iso = datetime.utcfromtimestamp(end_epoch).isoformat()
# Initial poll.
time.sleep(1)
payload = str(
self.BASE_URL + self.TICKS_URL + symbol + "&count=" +
"1000&reverse=false&startTime=" + start_iso + "&endTime" + end_iso)
ticks = []
initial_result = requests.get(payload).json()
for tick in initial_result:
ticks.append(tick)
# If 1000 ticks in result (max size), keep polling until
# we get a response with length <1000.
if len(initial_result) == 1000:
maxed_out = True
while maxed_out:
# Dont use endTime as it seems to cut off the final few ticks.
payload = str(
self.BASE_URL + self.TICKS_URL + symbol + "&count=" +
"1000&reverse=false&startTime=" + ticks[-1]['timestamp'])
interim_result = requests.get(payload).json()
for tick in interim_result:
ticks.append(tick)
if len(interim_result) != 1000:
maxed_out = False
# Check median tick timestamp matches start_iso.
median_dt = parser.parse(ticks[int((len(ticks) / 2))]['timestamp'])
match_dt = parser.parse(start_iso)
if median_dt.minute != match_dt.minute:
raise Exception("Tick data timestamp error: timestamp mismatch.")
# Populate list with matching-timestamped ticks only.
final_ticks = [
i for i in ticks if parser.parse(
i['timestamp']).minute == match_dt.minute]
return final_ticks
def get_position(self, symbol):
prepared_request = Request(
'GET',
self.BASE_URL_TESTNET + self.POSITIONS_URL,
params='').prepare()
request = self.generate_request_headers(prepared_request, self.api_key,
self.api_secret)
response = self.session.send(request).json()
for pos in response:
if pos['symbol'] == symbol:
status = "OPEN" if pos['isOpen'] is True else "CLOSED"
direction = "LONG" if pos['currentQty'] > 0 else "SHORT"
return {
'size': pos['currentQty'],
'avg_entry_price': pos['avgEntryPrice'],
'symbol': symbol,
'direction': direction,
'currency': pos['quoteCurrency'],
'opening_timestamp': pos['openingTimestamp'],
'opening_size': pos['openingQty'],
'status': status}
def get_executions(self, symbol, start_timestamp=None, end_timestamp=None, count=500):
# Convert epoch ts's to utc human-readable
start = str(datetime.utcfromtimestamp(start_timestamp)) if start_timestamp else None
end = str(datetime.utcfromtimestamp(end_timestamp)) if end_timestamp else None
payload = {
'symbol': symbol,
'count': count,
'startTime': start,
'endTime': end,
'reverse': True}
prepared_request = Request(
'GET',
self.BASE_URL_TESTNET + self.TRADE_HIST_URL,
json=payload,
params='').prepare()
request = self.generate_request_headers(
prepared_request,
self.api_key,
self.api_secret)
response = self.session.send(request).json()
executions = []
for res in response:
fee_type = "TAKER" if res['lastLiquidityInd'] == "RemovedLiquidity" else "MAKER"
direction = "LONG" if res['side'] == "Buy" else "SHORT"
if res['ordStatus'] == "Filled":
fill = "FILLED"
elif res['ordStatus'] == "Canceled":
fill = "CANCELLED"
elif res['ordStatus'] == "New":
fill = "NEW"
elif res['ordStatus'] == "PartiallyFilled":
fill = "PARTIAL"
else:
raise Exception(res['ordStatus'])
if res['ordType'] == "Limit":
order_type = "LIMIT"
elif res['ordType'] == "Market":
order_type = "MARKET"
elif res['ordType'] == "StopLimit":
order_type = "STOP_LIMIT"
elif res['ordType'] == "Stop":
order_type = "STOP"
else:
raise Exception(res['ordType'])
executions.append({
'order_id': res['clOrdID'],
'venue_id': res['orderID'],
'timestamp': int(parser.parse(res['timestamp']).timestamp()),
'avg_exc_price': res['avgPx'],
'currency': res['currency'],
'symbol': res['symbol'],
'direction': direction,
'size': res['lastQty'],
'order_type': order_type,
'fee_type': fee_type,
'fee_amt': res['commission'],
'total_fee': res['execComm'] / res['avgPx'],
'status': fill})
return executions
def close_position(self, symbol, qty=None, direction=None):
position = self.get_position(symbol)
if direction == "LONG":
amt = -qty
elif direction == "SHORT":
amt = qty
else:
raise Exception(direction)
if qty and direction:
payload = {
'symbol': symbol,
'orderQty': amt,
'ordType': "Market"}
else:
payload = {
'symbol': symbol,
'orderQty': -position['currentQty'],
'ordType': "Market"}
# Don't do anything if closing size or position size is 0.
if payload['orderQty'] != 0 and position['currentQty'] != 0:
prepared_request = Request(
'POST',
self.BASE_URL_TESTNET + self.ORDERS_URL,
json=payload,
params='').prepare()
request = self.generate_request_headers(
prepared_request,
self.api_key,
self.api_secret)
response = self.session.send(request).json()
if response['ordStatus'] == "Filled":
return True
else:
return False
else:
return False
def get_orders(self, symbol=None, start_timestamp=None, count=500):
# Convert epoch ts's to utc human-readable
start = str(datetime.utcfromtimestamp(start_timestamp)) if start_timestamp else None
payload = {
'symbol': symbol,
'count': count,
'startTime': start,
'reverse': True}
prepared_request = Request(
'GET',
self.BASE_URL_TESTNET + self.ORDERS_URL,
params='', json=payload).prepare()
request = self.generate_request_headers(prepared_request, self.api_key,
self.api_secret)
response = self.session.send(request).json()
orders = []
for res in response:
if res['clOrdID']:
direction = "LONG" if res['side'] == "Buy" else "SHORT"
if res['ordStatus'] == "Filled":
fill = "FILLED"
elif res['ordStatus'] == "Canceled":
fill = "CANCELLED"
elif res['ordStatus'] == "New":
fill = "NEW"
elif res['ordStatus'] == "PartiallyFilled":
fill = "PARTIAL"
else:
raise Exception(res['ordStatus'])
if res['ordType'] == "Limit":
order_type = "LIMIT"
elif res['ordType'] == "Market":
order_type = "MARKET"
elif res['ordType'] == "StopLimit":
order_type = "STOP_LIMIT"
elif res['ordType'] == "Stop":
order_type = "STOP"
else:
raise Exception(res['ordType'])
# If "\n" in response text field, use substring after "\n".
if "\n" in res['text']:
text = res['text'].split("\n")
metatype = text[1]
elif (
res['text'] == "ENTRY" or res['text'] == "STOP" or
res['text'] == "TAKE_PROFIT" or
res['text'] == "FINAL_TAKE_PROFIT"):
metatype = res['text']
else:
# raise Exception("Order metatype error:", res['text'])
metatype = None
orders.append({
'order_id': res['clOrdID'],
'venue_id': res['orderID'],
'timestamp': int(parser.parse(res['timestamp']).timestamp()),
'price': res['price'],
'avg_fill_price': res['avgPx'],
'currency': res['currency'],
'venue': "BitMEX",
'symbol': res['symbol'],
'direction': direction,
'size': res['orderQty'],
'order_type': order_type,
'metatype': metatype,
'void_price': res['stopPx'],
'status': fill})
return orders
def place_single_order(self, order):
payload = self.format_orders([order])[0]
prepared_request = Request(
'POST',
self.BASE_URL_TESTNET + self.ORDERS_URL,
json=payload,
params='').prepare()
request = self.generate_request_headers(
prepared_request,
self.api_key,
self.api_secret)
response = self.session.send(request)
return response
def place_bulk_orders(self, orders):
# Separate market orders as BitMEX doesnt allow bulk market orders.
m_o = [o for o in orders if o['order_type'] == "MARKET"]
nm_o = [o for o in orders if o not in m_o]
# Send market orders individually amd store responses.
responses = [self.place_single_order(o) for o in m_o if m_o]
# Submit non-market orders in a single batch.
response = None
if nm_o:
payload = {'orders': self.format_orders(nm_o)}
prepared_request = Request(
'POST',
self.BASE_URL_TESTNET + self.BULK_ORDERS_URL,
json=payload,
params='').prepare()
request = self.generate_request_headers(
prepared_request,
self.api_key,
self.api_secret)
response = self.session.send(request)
# Unpack successful order confirmations and handle errors.
order_confirmations = []
for r in responses + [response]:
if r.status_code == 200:
res = r.json()
if isinstance(res, list):
for item in res:
order_confirmations.append(item)
elif isinstance(res, dict):
order_confirmations.append(res)
elif 401 <= r.status_code <= 404:
# Syntax, auth or system limit error messages, raise exception.
# Code likely wrong if this occurs.
raise Exception(r.status_code, r.json()['error']['message'])
elif r.status_code == 503:
# Server overloaded, retry after 500ms, dont raise exception.
self.logger.info(
str(r.status_code) + " " + r.json()['error']['message'])
else:
self.logger.info(str(r.status_code) + " " + str(r.json()))
updated_orders = []
if order_confirmations:
for res in order_confirmations:
for order in orders:
if order['order_id'] == res['clOrdID']:
if res['ordStatus'] == "Filled":
fill = "FILLED"
elif res['ordStatus'] == "Canceled":
fill = "CANCELLED"
elif res['ordStatus'] == "New":
fill = "NEW"
elif res['ordStatus'] == "PartiallyFilled":
fill = "PARTIAL"
else:
raise Exception(res['ordStatus'])
price = res['stopPx'] if res['stopPx'] else res['price']
new = {
'trade_id': order['trade_id'],
'order_id': order['order_id'],
'venue': order['venue'],
'symbol': order['symbol'],
'order_type': order['order_type'],
'metatype': order['metatype'],
'void_price': order['void_price'],
'direction': order['direction'],
'reduce_only': order['reduce_only'],
'post_only': order['post_only'],
'batch_size': order['batch_size'],
'size': order['size'],
'trail': order['trail'],
'timestamp': int(parser.parse(res['timestamp']).timestamp()),
'avg_fill_price': res['avgPx'],
'currency': res['currency'],
'venue_id': res['orderID'],
'price': price,
'status': fill}
updated_orders.append(new)
return updated_orders
def cancel_orders(self, order_ids: list):
if order_ids[0] is not None:
payload = {"orderID": order_ids}
prepared_request = Request(
"DELETE",
self.BASE_URL_TESTNET + self.ORDERS_URL,
json=payload,
params='').prepare()
request = self.generate_request_headers(
prepared_request,
self.api_key,
self.api_secret)
response = self.session.send(request).json()
response = [response] if not isinstance(response, list) else response
cancel_confs = {}
for i in response:
try:
price = i['stopPx'] if i['ordType'] == "Stop" else i['price']
except KeyError:
print(json.dumps(response, indent=2))
raise Exception("Unexpected response format: ", i)
try:
# Order was filled or cancelled previously.
if i['error'] is not None:
if i['error'] == "Unable to cancel order due to existing state: Filled":
cancel_confs[i['orderID']] = {
'venue_id': i['orderID'],
'order_id': i['clOrdID'],
'status': "FILLED",
'order_type': i['ordType'],
'price': price
}
elif i['error'] == "Unable to cancel order due to existing state: Canceled":
cancel_confs[i['orderID']] = {
'venue_id': i['orderID'],
'order_id': i['clOrdID'],
'status': "CANCELLED",
'order_type': i['ordType'],
'price': price
}
else:
print(json.dumps(i['error'], indent=2))
raise Exception("Unhandled cancellation message case: ", i['error'])
# Order state unchanged since placement.
except KeyError:
if i['ordStatus'] == "Canceled":
cancel_confs[i['orderID']] = {
'venue_id': i['orderID'],
'order_id': i['clOrdID'],
'status': "CANCELLED",
'order_type': i['ordType'],
'price': price
}
else:
print(json.dumps(i['ordStatus'], indent=2))
raise Exception("Unhandled cancellation message case: ", i['ordStatus'])
return cancel_confs
else:
return None
def format_orders(self, orders):
formatted = []
for order in orders:
price = self.round_increment(order['price'], order['symbol'])
# TODO: add logic for execInst and stopPx
execInst = None
stopPx = None
timeInForce = None
symbol = order['symbol']
side = "Buy" if order['direction'] == "LONG" else "Sell"
orderQty = self.round_increment(order['size'], order['symbol'])
clOrdID = order['order_id']
text = order['metatype']
if order['order_type'] == "LIMIT":
ordType = "Limit"
timeInForce = 'GoodTillCancel'
elif order['order_type'] == "MARKET":
ordType = "Market"
price = None
timeInForce = 'ImmediateOrCancel'
elif order['order_type'] == "STOP_LIMIT":
ordType = "StopLimit"
timeInForce = 'GoodTillCancel'
elif order['order_type'] == "STOP":
ordType = "Stop"
stopPx = price
price = None
timeInForce = 'ImmediateOrCancel'
else:
raise Exception("Incorrect order type specified.")
formatted.append({
'symbol': symbol,
'side': side,
'orderQty': orderQty,
'price': price,
'stopPx': stopPx,
'clOrdID': order['order_id'],
'ordType': ordType,
'timeInForce': timeInForce,
'execInst': execInst,
'text': text})
return formatted
def generate_request_signature(self, secret, request_type, url, nonce,
data):
"""
Generate BitMEX-compatible authenticated request signature header.
Args:
secret: API secret key.
request_type: Request type (GET, POST, etc).
url: full request url.
validity: seconds request will be valid for after creation.
Returns:
signature: hex(HMAC_SHA256(apiSecret, verb + path + expires + data)
Raises:
None.
"""
parsed_url = urlparse(url)
path = parsed_url.path
if parsed_url.query:
path = path + '?' + parsed_url.query
if isinstance(data, (bytes, bytearray)):
data = data.decode('utf8')
message = str(request_type).upper() + path + str(nonce) + data
signature = hmac.new(bytes(secret, 'utf8'), bytes(message, 'utf8'),
digestmod=hashlib.sha256).hexdigest()
return signature
def generate_request_headers(self, request, api_key, api_secret):
"""
Add BitMEX-compatible authentication headers to a request object.
Args:
api_key: API key.
api_secret: API secret key.
request: Request object to be amended.
Returns:
request: Modified request object.
Raises:
None.
"""
nonce = str(int(round(time.time()) + self.REQUEST_TIMEOUT))
request.headers['api-expires'] = nonce
request.headers['api-key'] = self.api_key
request.headers['api-signature'] = self.generate_request_signature(
self.api_secret, request.method, request.url, nonce, request.body or '') # noqa
request.headers['Content-Type'] = 'application/json'
request.headers['Accept'] = 'application/json'
request.headers['X-Requested-With'] = 'XMLHttpRequest'
return request