A pub/sub-based implementation of a
Raspberry Pi data pipeline built on redis and centered around sensors.
The general philosophy is that a “sensor” is any entity (physical or not) that operates primarily
in an output-only mode (configuration doesn’t necessarily count as an “input” so is allowable).
These outputs are treated ephemerally, in a “fire and forget” manner, creating a data stream.
The intent is for interested entities to subscribe to the data stream and transform, interpret
and/or persist it according to their requirements.
This is still very much an active work-in-progress! However, as it is functional and actively deployed I figured it was worth making public in the event it might help others in their projects.
Those current deployments consist of my atmospheric particulate matter sensor and my garden monitoring bots, with the entire system handling (on average) about a half-million units of sensor data per day.
- a Raspberry Pi running a recent Raspbian build (for sensor nodes)
- any Debian-like system running apt (for managment/non-sensor nodes)
- some sensors, configured appropriately (most easily done with
- depending on your chosen sensors: I2C enabled, SPI enabled, 1-wire enabled
- other sensors (LM335, Soil, TEPT5700) require an external ADC which itself will require SPI
- Clone the repo
cd into repo dir
./setup.sh (you might need to enter your
sudo password to install requirements)
source env/bin/activate and go!
- sensors-src: source daemon that manages all specified sensors and publishes their data as configured
- downsample: a very flexible data stream downsampler/forwarder/transformer. example uses:
- an at-frequency forwarder (set
- a loopback downsampler (set
-o to the same as
- a many-to-one reducer (set
- a one-to-many exploder (set
- a bounded ephemeral cache (set
list:[options], where the
limit=X option sets the bound)
- sqlite-sink: an SQLite sink for data streams. examples:
- sink to an SQLite database on a different host a downsampled data stream:
- on the source device:
downsample -i redis://localhost -o redis://sql-db-host -r ... -p ...
- on the sink host “
- (lots of “TODOs” here, obviously)
- oled-display: an OLED display driver for consuming & display some sensor data, among other things
- thingspeak: a simple example of a ThingSpeak data forwarder for the SPS30 particulate matter sensor data. Example resulting data set.
The following are currently supported (with the required drivers / interfaces setup of course):
Variants of these sensors could likely be made to work with this system via simple modifications if any are required at all.
- A simple Python wrapper driver for the SPS30 sensor is included here, wrapping the included embedded-sps I2C driver from Sensiron implemented in C (forked to include a shared object build step for Python consumption).
- A simple Python driver for the 74HC595 8-bit shift register is included here.
- The venerable MCP3008 10-bit 8-channel analog-to-digital converter is directly supported by the base analog sensor implementation. Other ADCs would be quite simple to adapt (even more so if I implemented a HAL... #TODO).
- The old now-archived repository from whence this all came
- might still contain some useful stuff: D3-based “live” analog data plotting code in
rpjctrl, and I’m still using
ledCount.py on some of my units because I’m too lazy to re-write it properly