Abaco
Abaco computes formulas from a stream of input variables.
Abaco aims to target the case where a number of IoT sensor, network devices or other types of objects that send periodic variable values must be combined into output values defined by math expressions.
In a real world scenario values are coming asynchronously, delayed and out of orders. Abaco may manage values referring to different times.
Getting Started
Installation:
julia> using Pkg; Pkg.add("Abaco") Minimal example:
using Abaco
# Initialize abaco context with a time span of 60 seconds and handle
# input values with timestamp ts up to 4 (ages) contiguous time intervals.
# When a formula is evaluated because all inputs variables are known traces
# an info record.
abaco = abaco_init(interval=60, ages=4) do ts, ne, fname, value, inputs
@info "[$ts][$ne] function $fname=$value"
end
# Add desired outputs in terms of inputs variables x, y, z, v, w
outputs = ["xysum = x + y", "rsigma = x * exp(y-1)", "wsum = (x*w + z*v)"]
for formula in outputs
add_formula(abaco, formula)
end
# Start receiving some inputs values
# normally ts is the UTC timestamp from epoch in seconds.
# but for semplicity assume time start from zero.
# the device AG101 sends the x value at timestamp 0.
ts = 0
device = "AG101"
add_value(abaco, ts, device, "x", 10)
# Time flows and about 1 minute later ...
# the device CE987 sends the y value at timestamp 65.
ts = 65
device = "CE987"
add_value(abaco, ts, device, "y", 10)
# Time flows and more than 1 minute later ...
# the device AG101 sends the y value calculated at timestamp 0.
# At this instant the formulas that depends on x and y are computable
# for the node AG101 at timestamp 0.
ts = 0
device = "AG101"
add_value(abaco, ts, device, "y", 20)
[ Info: [0][AG101] function xysum=30
[ Info: [0][AG101] function rsigma=1.7848230096318724e9
# Now arrives the variable x from CE987 that make some formulas computables
# because the received values for x and y are included into time interval [60, 120).
# Note that x timestamp is 65, y timestamp is 101
# and the formulas timestamp is 60: the START_TIME of the time interval
# where formula is computable.
ts = 101
device = "CE987"
add_value(abaco, ts, device, "x", 10)
[ Info: [60][CE987] function xysum=20
[ Info: [60][CE987] function rsigma=81030.83927575384