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Θ ThetaGang Θ
Beat the capitalists at their own game with ThetaGang 📈
ThetaGang is an IBKR trading bot for collecting premium by selling options using "The Wheel" strategy. The Wheel is a strategy that surfaced on Reddit, but has been used by many in the past. This bot implements a slightly modified version of The Wheel, with my own personal tweaks.
How it works
Start by reading the Reddit post to get some background.
The strategy, as implemented here, does a few things differently from the one described in the post above. For one, it's intended to be used to augment a typical index-fund based portfolio with specific asset allocations. For example, you might want to use a 60/40 portfolio with SPY (S&P500 fund) and TLT (20 year treasury fund). This strategy reduces risk, but may also limit gains from big market swings. By reducing risk, one can increase leverage.
ThetaGang is quite configurable, and you can adjust the parameters to suit your
preferences and needs, but the default configuration is designed to be a good
starting point. ThetaGang makes some assumptions about how to run this strategy,
but you can tweak it to your liking by modifying the
thetagang.toml
file.
The main difference between ThetaGang and simply buying and holding index funds is that this script will attempt to harvest volatility by selling options, rather than buying shares directly. This works because implied volatility is typically higher than realized volatility on average. Instead of buying shares, you write puts. This has pros and cons, which are outside the scope of this README.
ThetaGang can also be used in combination with other strategies such as PMCCs,
Zebra, stock replacement, and so forth. For these strategies, however, ThetaGang
will not manage long positions for you. You will need to manage these positions
yourself. ThetaGang will, however, continue to execute the short legs of these
strategies as long as you have the buying power available and set the
appropriate configuration (in particular, by setting
write_when.calculate_net_contracts = true
).
You could use this tool on individual stocks, but I don't recommend it because I am not smart enough to understand which stocks to buy. That's why I buy index funds.
ThetaGang will try to acquire your desired allocation of each stock or ETF according to the weights you specify in the config. To acquire the positions, the script will write puts when conditions are met (config parameters, adequate buying power, acceptable contracts are available, enough shares needed, etc).
ThetaGang will continue to roll any open option positions indefinitely, with the only exception being ITM puts (although this is configurable). Once puts are in the money, they will be ignored until they expire and are exercised (after which you will own the underlying). When rolling puts, the strike of the new contracts are capped at the old strike plus the premium received (to prevent your account from blowing due to over-ratcheting up the buying power usage).
If puts are exercised due to being ITM at expiration, you will own the stock,
and ThetaGang switches from writing puts to writing calls at a strike at least
as high as the average cost of the stock held. To avoid missing out on upward
moves, you can limit the number of calls that are written with
write_when.calls.cap_factor
, such as setting this to 0.5 to limit the number
of calls to 50% of the shares held.
Please note: this strategy is based on the assumption that implied volatility is, on average, always higher than realized volatility. In cases where this is not true, this strategy will cause you to lose money.
In the case of deep ITM calls, the bot will prefer to roll the calls to next strike or expiration rather than allowing the underlying to get called away. If you don't have adequate buying power available in your account, it's possible that the options may get exercised instead of rolling forward and the process starts back at the beginning. Please keep in mind this may have tax implications, but that is outside the scope of this README.
In normal usage, you would run the script as a cronjob on a daily, weekly, or monthly basis according to your preferences. Running more frequently than daily is not recommended, but the choice is yours.
VIX call hedging
ThetaGang can optionally hedge your account by purchasing VIX calls for the next
month based on specified parameters. The strategy is based on the Cboe VIX Tail
Hedge Index, which you can
read about on the internet. You can enable this feature in thetagang.toml
with:
[vix_call_hedge]
enabled = true
Default values are provided, based on the VXTH index, but you may configure
them to your taste (refer to
thetagang.toml
for details).
Buying VIX calls is not free, and it will create some drag on your portfolio, but in times of extreme volatility–such as the COVID-related 2020 market panic–VIX calls can provide outsized returns.
Cash management
At the time of writing, interest rates have reached yields that make bonds look attractive. To squeeze a little more juice, thetagang can do some simple cash management by purchasing a fund when you have extra cash. Although you do earn a yield on your cash balance, it's not the juiciest yield you can get, so a little optimization might help you earn 1 or 2 extra pennies to take the edge off your rent payments.
There are quite a few ETFs that might be a decent place to stash your cash, and you should do some internet searches to find the most appropriate one for you and your feelings. Here are some internet web searches that you can test out to get some information on cash funds (ETFs):
You can enable cash management with:
[cash_management]
enabled = true
Refer to thetagang.toml
for all the options.
Project status
This project is, in its current state, considered to be complete. I'm open to contributions, but I am unlikely to accept PRs or feature requests that involve significant changes to the underlying algorithm.
If you find something that you think is a bug, or some other issue, please create a new issue.
"Show me your gains bro" – i.e., what are the returns?
As discussed elsewhere in this README, you must conduct your own research, and I suggest starting with resources such as CBOE's BXM and BXDM indices and comparing those to SPX. I've had a lot of people complain because "that strategy isn't better than buy and hold BRUH"–let me assure you, that is not my goal with this.
There are conflicting opinions about whether selling options is good or bad, more or less risky, yadda yadda, but generally, the risk profile for covered calls and naked puts is no worse than the worst case for simply holding an ETF or stock. I'd argue that selling a naked put is better than buying SPY with a limit order, because at least if SPY goes to zero you keep the premium from selling the option. The main downside is that returns are capped on the upside. Depending on your goals, this may not matter. If you're like me, then you'd rather have consistent returns and give up a little bit of potential upside.
Generally speaking, the point of selling options is not to exceed the returns of the underlying, but rather to reduce risk. Reducing risk is an important feature because it, in turn, allows one to increase risk in other ways (i.e., allocate a higher percentage to stocks or buy riskier assets).
Whether you use this or not is up to you. I have not one single fuck to give, whether you use it or not. I am not here to convince you to use it, I merely want to share knowledge and perhaps help create a little bit of wealth redistribution.
💫
Requirements
The bot is based on the ib_async library, and uses IBC for managing the API gateway.
To use the bot, you'll need an Interactive Brokers account with a working
installation of IBC. If you want to modify the bot, you'll need an
installation of Python 3.8 or newer with the
poetry
package manager.
One more thing: to run this on a live account, you'll require enough capital to purchase at least 100 shares of the stocks or ETFs you choose. For example, if SPY is trading at $300/share you'd need $30,000 available. You can search for lower priced alternatives, but these tend to have low volume on options which may not be appropriate for this strategy. You should generally avoid low volume ETFs/stocks. If you don't have that kind of capital, you'll need to keep renting out your time to the capitalists until you can become a capitalist yourself. That's the way the pyramid scheme we call capitalism works.
Installation
Before running ThetaGang, you should set up an IBKR paper account to test the code.
pip install thetagang
It's recommended you familiarize yourself with IBC so you know how it works. You'll need to know how to configure the various knows and settings, and make sure things like API ports are configured correctly. If you don't want to mess around too much, consider running ThetaGang with Docker.
Usage
thetagang -h
Up and running with Docker
My preferred way for running ThetaGang is to use a cronjob to execute Docker commands. I've built a Docker image as part of this project, which you can use with your installation. There's a prebuilt Docker image here.
To run ThetaGang within Docker, you'll need to pass config.ini
for IBC
configuration and
thetagang.toml
for ThetaGang. There's a sample
ibc-config.ini
included in this repo for your convenience.
The easiest way to get the config files into the container is by mounting a volume.
To get started, grab a copy of thetagang.toml
and config.ini
:
mkdir ~/thetagang
cd ~/thetagang
curl -Lq https://raw.githubusercontent.com/brndnmtthws/thetagang/main/thetagang.toml -o ./thetagang.toml
curl -Lq https://raw.githubusercontent.com/brndnmtthws/thetagang/main/ibc-config.ini -o ./config.ini
Edit ~/thetagang/thetagang.toml
to suit your needs. Pay particular
attention to the symbols and weights. At a minimum, you must change the
username, password, and account number. You may also want to change the
trading move from paper to live when needed.
Now, to run ThetaGang with Docker:
docker run --rm -i --net host \
-v ~/thetagang:/etc/thetagang \
brndnmtthws/thetagang:main \
--config /etc/thetagang/thetagang.toml
Lastly, to run ThetaGang as a daily cronjob Monday to Friday at 9am, add
something like this to your crontab (on systems with a cron installation, use
crontab -e
to edit your crontab):
0 9 * * 1-5 docker run --rm -i -v ~/thetagang:/etc/thetagang brndnmtthws/thetagang:main --config /etc/thetagang/thetagang.toml
Determining which ETFs or stocks to run ThetaGang with
I leave this as an exercise to the reader, however I will provide a few recommendations and resources:
Recommendations
- Stick with high volume ETFs or stocks
- Careful with margin usage, you'll want to calculate the worst case scenario and provide plenty of cushion for yourself based on your portfolio
Resources
- For discussions about selling options, check out r/thetagang
- For backtesting portfolios, you can use this tool and this tool to get an idea of drawdown and typical volatility
Development
Check out the code to your local machine and install the Python dependencies:
poetry install
poetry run autohooks activate
poetry run thetagang -h
You are now ready to make a splash! 🐳
FAQ
Error | Cause | Resolution |
---|---|---|
Requested market data is not subscribed. | Requisite market data subscriptions have not been set up on IBKR. | Configure your market data subscriptions. The default config that ships with this script uses the Cboe One Add-On Bundle and the US Equity and Options Add-On Streaming Bundle . Note: You must fund your account before IBKR will send data for subscriptions. Without funding you can still subscribe but you will get an error from ibc. |
No market data during competing live session | Your account is logged in somewhere else, such as the IBKR web portal, the desktop app, or even another instance of this script. | Log out of all sessions and then re-run the script. |
ib_async.wrapper ERROR Error 200, reqId 10: The contract description specified for SYMBOL is ambiguous. | IBKR needs to know which exchange is the primary exchange for a given symbol. | You need to specify the primary exchange for the stock. This is normal for companies, typically. For ETFs it usually isn't required. Specify the primary_exchange parameter for the symbol, i.e., primary_exchange = "NYSE" . |
IBKey and MFA-related authentication issues | IBKR requires MFA for the primary account user. | Create a second account with limited permissions using the web portal (remove withdrawal/transfer, client management, IP restriction, etc permissions) and set an IP restriction if possible. When logging into the second account, ignore the MFA nags and do not enable MFA. |
Support and sponsorship
If you get some value out of this, please consider sponsoring me to continue maintaining this project well into the future. Like everyone else in the world, I'm just trying to survive.
If you like what you see but want something different, I am willing to work on bespoke or custom trading bots for a fee. Reach out to me directly through my GitHub profile.