2 releases
0.1.1 | Aug 15, 2024 |
---|---|
0.1.0 | Aug 15, 2024 |
#365 in Math
34KB
648 lines
Kapacitor Multi-Indicator Batch UDF
Overview
This project implements a User-Defined Function (UDF) for Kapacitor, providing batch processing capabilities for multiple financial indicators. Currently, it supports Exponential Moving Average (EMA) and Simple Moving Average (SMA) calculations and can be easily extended for other indicators.
Features
- Batch processing of time series data
- Support for multiple indicators (EMA and SMA)
- Unix socket communication with Kapacitor
- Asynchronous processing using async-std
- Configurable options for each indicator
Requirements
- Rust 1.70 or later
- Kapacitor 1.6 or later
Installation
-
Clone the repository:
git clone https://github.com/suitable-name/kapacitor-udf-indicator-batch-rs cd kapacitor-multi-indicator-udf
-
Build / Install the project:
cargo build --release
or
sudo cargo install --path . --root /usr/local
Usage
-
Start the UDF server:
./target/release/kapacitor-multi-indicator-udf
By default, the server listens on
/tmp/indicator-batch.sock
. You can specify a different socket path using the-s
or--socket
option:./target/release/kapacitor-multi-indicator-udf -s /path/to/custom/socket.sock
-
Configure Kapacitor to use this UDF. Add the following to your Kapacitor configuration file:
[udfs] [udfs.functions] [udfs.functions.indicator] socket = "/tmp/kapacitor-multi-indicator-udf" timeout = "10s"
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Use the UDF in your TICKscripts:
batch |query(''' SELECT "EUR" FROM "stocks"."autogen"."ticker_data" ''') .period(1d) // Process one day's worth of data .every(1d) // Run the batch every day .offset(0s) // Start from the earliest data available .groupBy('ticker') @indicators() .type('EMA') .field('last_price') .as('last_price_ema') .period(14) .ticker_field('ticker') |influxDBOut() .database('stocks') .retentionPolicy('autogen') .measurement('Stocks_EMA_batch') .tag('kapacitor', 'true')
Configuration Options
type
: The type of indicator to calculate (EMA
orSMA
)period
: The period for the indicator calculationfield
: The field name in the incoming data to use for calculationsas
: The field name to use for the calculated indicator value in the outputticker_field
: The field name containing the ticker or symbol for the data point
Development
To run with debug logging:
RUST_LOG=debug ./target/release/kapacitor-multi-indicator-udf
Contributing
Contributions are welcome! Please feel free to submit a Pull Request.
License
This project is licensed under the MIT License - see the LICENSE file for details.
Dependencies
~15–27MB
~403K SLoC