I wish this was better, but honestly, I'm just hard coding them right into the BUY loop. So, I need to restart the app anything I want to change something. That's why I build this logic to dump and reload the state into a gob file (go memory dump essentially). Ideally, you'd have some type of format to write out your algorithm, and then have a way of hot loading it or something. But, I don't change these enough to really do that yet.

For back testing, I download all raw trades and quotes, and put them into 1 file sorted by time. Then, I compress them using lz4. This allows me to sort of replay the entire market and build up all my intraday backtesting from the source. This took me a long time to figure out and build but has been so worth it. So, I have an off-line script that basically, loops through these files, and replays the market, and makes simulated trades, and then spits out what would have happened. There is a GUI for that too so you can go in an explore the trades and see what triggered the buy and sell. I have seen nothing that goes backtesting for intraday like this.

This is super inefficient but I'm just building the aggregates on the fly. I could probably cache them somewhere but it takes maybe 4-5 minutes to replay a days worth of trades/quotes and build all this so I haven't bothered yet.