Last active
October 4, 2024 21:50
-
-
Save wrighter/dd201adb09518b3c1d862255238d2534 to your computer and use it in GitHub Desktop.
A command line utility to download historical data from Interactive Brokers
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
#!/usr/bin/env python | |
import os | |
import sys | |
import argparse | |
import logging | |
from datetime import datetime, timedelta | |
from typing import List, Optional | |
from collections import defaultdict | |
from dateutil.parser import parse | |
import numpy as np | |
import pandas as pd | |
from ibapi import wrapper | |
from ibapi.common import TickerId, BarData | |
from ibapi.client import EClient | |
from ibapi.contract import Contract | |
from ibapi.utils import iswrapper | |
ContractList = List[Contract] | |
BarDataList = List[BarData] | |
OptionalDate = Optional[datetime] | |
def make_download_path(args: argparse.Namespace, contract: Contract) -> str: | |
"""Make path for saving csv files. | |
Files to be stored in base_directory/<security_type>/<size>/<symbol>/ | |
""" | |
path = os.path.sep.join( | |
[ | |
args.base_directory, | |
args.security_type, | |
args.size.replace(" ", "_"), | |
contract.symbol, | |
] | |
) | |
return path | |
class DownloadApp(EClient, wrapper.EWrapper): | |
def __init__(self, contracts: ContractList, args: argparse.Namespace): | |
EClient.__init__(self, wrapper=self) | |
wrapper.EWrapper.__init__(self) | |
self.request_id = 0 | |
self.started = False | |
self.next_valid_order_id = None | |
self.contracts = contracts | |
self.requests = {} | |
self.bar_data = defaultdict(list) | |
self.pending_ends = set() | |
self.args = args | |
self.current = self.args.end_date | |
self.duration = self.args.duration | |
self.useRTH = 0 | |
def next_request_id(self, contract: Contract) -> int: | |
self.request_id += 1 | |
self.requests[self.request_id] = contract | |
return self.request_id | |
def historicalDataRequest(self, contract: Contract) -> None: | |
cid = self.next_request_id(contract) | |
self.pending_ends.add(cid) | |
self.reqHistoricalData( | |
cid, # tickerId, used to identify incoming data | |
contract, | |
self.current.strftime("%Y%m%d 00:00:00"), # always go to midnight | |
self.duration, # amount of time to go back | |
self.args.size, # bar size | |
self.args.data_type, # historical data type | |
self.useRTH, # useRTH (regular trading hours) | |
1, # format the date in yyyyMMdd HH:mm:ss | |
False, # keep up to date after snapshot | |
[], # chart options | |
) | |
def save_data(self, contract: Contract, bars: BarDataList) -> None: | |
data = [ | |
[b.date, b.open, b.high, b.low, b.close, b.volume, b.barCount, b.average] | |
for b in bars | |
] | |
df = pd.DataFrame( | |
data, | |
columns=[ | |
"date", | |
"open", | |
"high", | |
"low", | |
"close", | |
"volume", | |
"barCount", | |
"average", | |
], | |
) | |
if self.daily_files(): | |
path = "%s.csv" % make_download_path(self.args, contract) | |
else: | |
# since we fetched data until midnight, store data in | |
# date file to which it belongs | |
last = (self.current - timedelta(days=1)).strftime("%Y%m%d") | |
path = os.path.sep.join( | |
[make_download_path(self.args, contract), "%s.csv" % last,] | |
) | |
df.to_csv(path, index=False) | |
def daily_files(self): | |
return SIZES.index(self.args.size.split()[1]) >= 5 | |
@iswrapper | |
def headTimestamp(self, reqId: int, headTimestamp: str) -> None: | |
contract = self.requests.get(reqId) | |
ts = datetime.strptime(headTimestamp, "%Y%m%d %H:%M:%S") | |
logging.info("Head Timestamp for %s is %s", contract, ts) | |
if ts > self.args.start_date or self.args.max_days: | |
logging.warning("Overriding start date, setting to %s", ts) | |
self.args.start_date = ts # TODO make this per contract | |
if ts > self.args.end_date: | |
logging.warning("Data for %s is not available before %s", contract, ts) | |
self.done = True | |
return | |
# if we are getting daily data or longer, we'll grab the entire amount at once | |
if self.daily_files(): | |
days = (self.args.end_date - self.args.start_date).days | |
if days < 365: | |
self.duration = "%d D" % days | |
else: | |
self.duration = "%d Y" % np.ceil(days / 365) | |
# when getting daily data, look at regular trading hours only | |
# to get accurate daily closing prices | |
self.useRTH = 1 | |
# round up current time to midnight for even days | |
self.current = self.current.replace( | |
hour=0, minute=0, second=0, microsecond=0 | |
) | |
self.historicalDataRequest(contract) | |
@iswrapper | |
def historicalData(self, reqId: int, bar) -> None: | |
self.bar_data[reqId].append(bar) | |
@iswrapper | |
def historicalDataEnd(self, reqId: int, start: str, end: str) -> None: | |
super().historicalDataEnd(reqId, start, end) | |
self.pending_ends.remove(reqId) | |
if len(self.pending_ends) == 0: | |
print(f"All requests for {self.current} complete.") | |
for rid, bars in self.bar_data.items(): | |
self.save_data(self.requests[rid], bars) | |
self.current = datetime.strptime(start, "%Y%m%d %H:%M:%S") | |
if self.current <= self.args.start_date: | |
self.done = True | |
else: | |
for contract in self.contracts: | |
self.historicalDataRequest(contract) | |
@iswrapper | |
def connectAck(self): | |
logging.info("Connected") | |
@iswrapper | |
def nextValidId(self, order_id: int): | |
super().nextValidId(order_id) | |
self.next_valid_order_id = order_id | |
logging.info(f"nextValidId: {order_id}") | |
# we can start now | |
self.start() | |
def start(self): | |
if self.started: | |
return | |
self.started = True | |
for contract in self.contracts: | |
self.reqHeadTimeStamp( | |
self.next_request_id(contract), contract, self.args.data_type, 0, 1 | |
) | |
@iswrapper | |
def error(self, req_id: TickerId, error_code: int, error: str): | |
super().error(req_id, error_code, error) | |
if req_id < 0: | |
logging.debug("Error. Id: %s Code %s Msg: %s", req_id, error_code, error) | |
else: | |
logging.error("Error. Id: %s Code %s Msg: %s", req_id, error_code, error) | |
# we will always exit on error since data will need to be validated | |
self.done = True | |
def make_contract(symbol: str, sec_type: str, currency: str, exchange: str, localsymbol: str) -> Contract: | |
contract = Contract() | |
contract.symbol = symbol | |
contract.secType = sec_type | |
contract.currency = currency | |
contract.exchange = exchange | |
if localsymbol: | |
contract.localSymbol = localsymbol | |
return contract | |
class ValidationException(Exception): | |
pass | |
def _validate_in(value: str, name: str, valid: List[str]) -> None: | |
if value not in valid: | |
raise ValidationException(f"{value} not a valid {name} unit: {','.join(valid)}") | |
def _validate(value: str, name: str, valid: List[str]) -> None: | |
tokens = value.split() | |
if len(tokens) != 2: | |
raise ValidationException("{name} should be in the form <digit> <{name}>") | |
_validate_in(tokens[1], name, valid) | |
try: | |
int(tokens[0]) | |
except ValueError as ve: | |
raise ValidationException(f"{name} dimenion not a valid number: {ve}") | |
SIZES = ["secs", "min", "mins", "hour", "hours", "day", "week", "month"] | |
DURATIONS = ["S", "D", "W", "M", "Y"] | |
def validate_duration(duration: str) -> None: | |
_validate(duration, "duration", DURATIONS) | |
def validate_size(size: str) -> None: | |
_validate(size, "size", SIZES) | |
def validate_data_type(data_type: str) -> None: | |
_validate_in( | |
data_type, | |
"data_type", | |
[ | |
"TRADES", | |
"MIDPOINT", | |
"BID", | |
"ASK", | |
"BID_ASK", | |
"ADJUSTED_LAST", | |
"HISTORICAL_VOLATILITY", | |
"OPTION_IMPLIED_VOLATILITY", | |
"REBATE_RATE", | |
"FEE_RATE", | |
"YIELD_BID", | |
"YIELD_ASK", | |
"YIELD_BID_ASK", | |
"YIELD_LAST", | |
], | |
) | |
def main(): | |
now = datetime.now() | |
class DateAction(argparse.Action): | |
"""Parses date strings.""" | |
def __call__( | |
self, | |
parser: argparse.ArgumentParser, | |
namespace: argparse.Namespace, | |
value: str, | |
option_string: str = None, | |
): | |
"""Parse the date.""" | |
setattr(namespace, self.dest, parse(value)) | |
argp = argparse.ArgumentParser() | |
argp.add_argument("symbol", nargs="+") | |
argp.add_argument( | |
"-d", "--debug", action="store_true", help="turn on debug logging" | |
) | |
argp.add_argument( | |
"--logfile", help="log to file" | |
) | |
argp.add_argument( | |
"-p", "--port", type=int, default=7496, help="local port for TWS connection" | |
) | |
argp.add_argument("--size", type=str, default="1 min", help="bar size") | |
argp.add_argument("--duration", type=str, default="1 D", help="bar duration") | |
argp.add_argument( | |
"-t", "--data-type", type=str, default="TRADES", help="bar data type" | |
) | |
argp.add_argument( | |
"--base-directory", | |
type=str, | |
default="data", | |
help="base directory to write bar files", | |
) | |
argp.add_argument( | |
"--currency", type=str, default="USD", help="currency for symbols" | |
) | |
argp.add_argument( | |
"--exchange", type=str, default="SMART", help="exchange for symbols" | |
) | |
argp.add_argument( | |
"--localsymbol", type=str, default="", help="local symbol (for futures)" | |
) | |
argp.add_argument( | |
"--security-type", type=str, default="STK", help="security type for symbols" | |
) | |
argp.add_argument( | |
"--start-date", | |
help="First day for bars", | |
default=now - timedelta(days=2), | |
action=DateAction, | |
) | |
argp.add_argument( | |
"--end-date", help="Last day for bars", default=now, action=DateAction, | |
) | |
argp.add_argument( | |
"--max-days", help="Set start date to earliest date", action="store_true", | |
) | |
args = argp.parse_args() | |
logargs = dict(format='%(asctime)s,%(msecs)d %(name)s %(levelname)s %(message)s', | |
datefmt='%H:%M:%S') | |
if args.debug: | |
logargs['level'] = logging.DEBUG | |
else: | |
logargs['level'] = logging.INFO | |
if args.logfile: | |
logargs['filemode'] = 'a' | |
logargs['filename'] = args.logfile | |
logging.basicConfig(**logargs) | |
try: | |
validate_duration(args.duration) | |
validate_size(args.size) | |
args.data_type = args.data_type.upper() | |
validate_data_type(args.data_type) | |
except ValidationException as ve: | |
print(ve) | |
sys.exit(1) | |
logging.debug(f"args={args}") | |
contracts = [] | |
for s in args.symbol: | |
contract = make_contract(s, args.security_type, args.currency, args.exchange, args.localsymbol) | |
contracts.append(contract) | |
os.makedirs(make_download_path(args, contract), exist_ok=True) | |
app = DownloadApp(contracts, args) | |
app.connect("127.0.0.1", args.port, clientId=0) | |
app.run() | |
if __name__ == "__main__": | |
main() |
Running into the same issue, pyproject.toml generates a requirements.txt file that has ibapi==9.81.1.post1 by default but when you try to run the script it throws the warning,
Warning: This script does not work with IBPy versions below 10: 9.81.1-1
Please upgrade to version 10 of IBPy, you can download it from https://interactivebrokers.github.io.
Tried reinstalling ibapi==10.19.4 but it did not run with the same error message
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Hey! So, I managed to create a wheel, install the wheel, but still have an error on old library.
(ib_env) D:\Trading\US Stocks\IB_data>python -m pip install --user --upgrade C:\TWS_API\source\pythonclient\dist\ibapi-10.19.2-py3-none-any.whl
Processing c:\tws_api\source\pythonclient\dist\ibapi-10.19.2-py3-none-any.whl
Installing collected packages: ibapi
Successfully installed ibapi-10.19.2
(ib_env) D:\Trading\US Stocks\IB_data>download_bars.py --max-days --size '1 day' AAPL
Warning: This script does not work with IBPy versions below 10: 9.76.1
Please upgrade to version 10 of IBPy, you can download it from https://interactivebrokers.github.io.
Don't understand how it might be possible?