Formulas

Provides a way for the SDK to apply formulas on resampled data streams.

Formulas

Formulas are used in the SDK to calculate and stream metrics like grid_power, consumer_power, etc., which are building blocks of the Frequenz SDK Microgrid Model.

The SDK creates the formulas by analysing the configuration of components in the Component Graph.

Streaming Interface

The Formula.new_receiver() method can be used to create a Receiver that streams the Samples calculated by the evaluation of the formula.

from frequenz.sdk import microgrid

battery_pool = microgrid.new_battery_pool(priority=5)

async for power in battery_pool.power.new_receiver():
    print(f"{power=}")

Composition

Composite Formulas can be built using arithmetic operations on Formulas streaming the same type of data.

For example, if you're interested in a particular composite metric that can be calculated by subtracting new_battery_pool().power and new_ev_charger_pool().power from the grid().power, we can build a Formula that provides a stream of this calculated metric as follows:

from frequenz.sdk import microgrid

battery_pool = microgrid.new_battery_pool(priority=5)
ev_charger_pool = microgrid.new_ev_charger_pool(priority=5)
grid = microgrid.grid()

# apply operations on formulas to create a new formula that would
# apply these operations on the corresponding data streams.
net_power = (
    grid.power - (battery_pool.power + ev_charger_pool.power)
).build("net_power")

async for power in net_power.new_receiver():
    print(f"{power=}")

3-Phase Formulas

A Formula3Phase is similar to a Formula, except that it streams 3-phase samples. All the current formulas (like Grid.current_per_phase, EVChargerPool.current_per_phase, etc.) are implemented as 3-phase formulas.

Streaming Interface

The Formula3Phase.new_receiver() method can be used to create a Receiver that streams the Sample3Phase values calculated by 3-phase formulas.

from frequenz.sdk import microgrid

ev_charger_pool = microgrid.new_ev_charger_pool(priority=5)

async for sample in ev_charger_pool.current_per_phase.new_receiver():
    print(f"Current: {sample}")

Composition

Formula3Phase instances can be composed together, just like Formula instances.

from frequenz.sdk import microgrid

ev_charger_pool = microgrid.new_ev_charger_pool(priority=5)
grid = microgrid.grid()

# Calculate grid consumption current that's not used by the EV chargers
other_current = (grid.current_per_phase - ev_charger_pool.current_per_phase).build(
    "other_current"
)

async for sample in other_current.new_receiver():
    print(f"Other current: {sample}")