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sida
import random
import statistics
from sidas.extensions import REGISTER_ASSETS_IN_MEMORY
from sidas.extensions.assets import DownstreamAsset, ScheduledAsset
from sidas.extensions.coordinators import SimpleCoordinator
class Numbers(ScheduledAsset[list[float]]):
cron_expression = "0 0 * * *"
def transformation(self) -> list[float]:
return [random.normalvariate() for i in range(10)]
class Mean(DownstreamAsset[float]):
def transformation(self, n: Numbers) -> float:
return statistics.mean(n.data)
class Variance(DownstreamAsset[float]):
def transformation(self, n: Numbers) -> float:
return statistics.variance(n.data)
class Report(DownstreamAsset[str]):
def transformation(self, m: Mean, v: Variance) -> str:
return f"Todays random numbers: mean {m.data} and var {v.data}"
# define the Persisters
REGISTER_ASSETS_IN_MEMORY(Numbers, Mean, Variance, Report)
# instantiate the assets
n = Numbers()
m = Mean()
v = Variance()
r = Report()
# instantiate a cooridnator
coordinator = SimpleCoordinator()
class Numbers(ScheduledAsset[list[float]]):
cron_expression = "0 0 * * *"
def __init__(self, resource: File)
def transformation(self) -> list[float]:
return [random.normalvariate() for i in range(10)]
def test_report() -> None:
m = Mean()
m.data = 0.0
v = Variance()
v.data = 1.1
r = Report()
assert r.transformation() == "Todays random numbers: mean 0.0 and var 1.0"
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