Ingenium
Prototyping Stage
This project is still in prototype stage.
Ingenium is an event-driven trading system built on top of NATS. It provides a common library (go get github.com/markwinter/ingenium/pkg
) that allows quick creation of new components. It's expected that end users create their own components, e.g. ingestors and strategies, using the common library that handles correct typing etc. so that components can easily communicate with each other.
Ingenium will come with telemetry built in using OpenTelemetry.
There will also be a web component in the future to view and manage the current state of the system such as
- View currently running components e.g. enabled strategies, data ingestors
- Launch backtests
- View portfolio stats and transaction history
Components
A simplified diagram of the system is below. In reality you can have multiple of each component running at the same time.
1. 2.
┌────────────┐ ┌────────────┐
│ │ │ │
│ Ingestor │ Data Event │ Strategy │
│ │ ┌─────────────► │
└──────┬─────┘ │ └───────────┬┘
│ │ │
│ │ │
│ ┌─┴──────────────┐ │
│ │ │ │
└─────────► Event Broker ◄──────────┘
Data Event │ │ Signal Event
└▲─▲────────────┬┘
│ │ │
│ │ └─────────┐
┌───────┘ └────────────┐ │Signal Event
│ Order Event / │ │
┌───────────────▼───┐ Execution Event ┌▼─────────▼──┐
│ │ │ │
│ Order Executor │ │ Portfolio │
│ │ │ │
└───────────────────┘ └─────────────┘
4. 3.
Ingestors
Ingestors feed market data into the system. The component produces a data event ingenium.DataEvent
for each market data
and sends it to a subject in the format: ingenium.ingestor.data.<stock-symbol>
Examples of ingestors:
- One-shot jobs that read historical data from a CSV file or an API
- A long running binary that reads from a live market exchange
Strategies
Strategies receive data events from Ingestors by subscribing to a data event subject ingenium.ingestor.data.<stock-symbol>
(or wildcard data ingenium.ingestor.data.*
). Strategies produce signal events ingenium.SignalEvent
based on an implemented trading strategy and send it to subject ingenium.strategy.signal
Portfolios
Portfolios receive signal events from Strategies and decide based on several factors whether to generate a market order event ingenium.OrderEvent
and send it to the subject
ingenium.portfolio.order
.
Order Executors
Order Executors receive market order events from Portfolios and execute the appropriate order
on the exchange. They also return order execution events back to the Portfolio using the subject ingenium.executor.execution
. In the case of partial fills, multiple messages are sent containing the original order id so the Portfolio can track its position.
Events
All events are defined as Golang structs. Currently they are serialized to JSON.
Below is a list of all events in the system and their spec
Market Data
Type: ingenium.ingestor.data
type DataEvent struct {
Type DataType
Symbol string
Timestamp string
Ohlc DataOhlc `json:",omitempty"`
}
type DataOhlc struct {
Open string
High string
Low string
Close string
Volume string
}
Signal
Type: ingenium.strategy.signal
type SignalEvent struct {
Symbol string
Signal string
}
Market Order
Type: ingenium.portfolio.order
type OrderEvent struct {
Id string
Timestamp time.Time
Symbol string
Side Side
Quantity string
Type OrderType
TimeInForce TimeInForce
ExtendedHours bool
LimitPrice string
StopPrice string
TakeProfit string
TrailPrice string
TrailPercent string
StopLoss StopLoss
}
type StopLoss struct {
LimitPrice string
StopPrice string
}
type OrderType string
type Side string
type TimeInForce string
const (
MarketOrderType OrderType = "market"
LimitOrderType OrderType = "limit"
BuySide Side = "buy"
SellSide Side = "sell"
DayTimeInForce TimeInForce = "day"
GtcTimeInForce TimeInForce = "gtc"
)
Order Execution
Type: ingenium.executor.execution
type ExecutionEvent struct {
Id string
Timestamp time.Time
OrderId string
Quantity string
Symbol string
}
Roadmap
- A database component to record events, trades, portfolio data etc.
- Simple telemetry to component clients
- Allow deploys to local, or to Kube cluster (similar to Service Weaver)