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import prefect | |
from prefect import Flow, task, Task, case, Parameter | |
from prefect.environments import LocalEnvironment | |
from prefect.environments.storage import S3 | |
from prefect.tasks.prefect import FlowRunTask | |
from prefect.tasks.control_flow import merge | |
from prefect.engine.results import PrefectResult | |
@task | |
def print_fib_parameter(fib) : | |
logger = prefect.context.get('logger') | |
logger.info(f'my parameter: {fib}') | |
@task | |
def is_terminal(fib): | |
return fib <= 2 | |
@task | |
def recurse_parameter(n): | |
return dict(fib_value = n) | |
@task | |
def sum_up(items): | |
return sum(items) | |
@task | |
def one(): | |
return 1 | |
result_task_slug = 'result' | |
@task(slug=result_task_slug, name=result_task_slug, result=PrefectResult()) | |
def cache(x): | |
""" | |
takes the result of a previous step and ensures it's cached. | |
This is the magic recursion bit - we search for this task in get_result_from_subflow and check that | |
it matches the result type we expect. we match the slug of this task and the slug of the task we look | |
for using the `result_task_slug` variable above. | |
""" | |
return x | |
@task | |
def get_result_from_subflow(flow_run_id): | |
""" | |
extracts a result value out of a subflow. | |
Note that the result doesn't have to be PrefectResult, just that whatever result type needs to match | |
between the caching and the extraction. | |
""" | |
c = prefect.Client() | |
info = c.get_flow_run_info(flow_run_id) | |
res = None | |
for x in info.task_runs.to_list(): | |
if x.task_slug == result_task_slug : | |
x.state.load_result() | |
if isinstance(x.state._result, PrefectResult) : | |
res = x.state.result | |
else: | |
raise ValueError('expected PrefectResult') | |
return res | |
my_project = 'recursion' | |
my_flow = 'recursive-fibonacci' | |
with Flow(my_flow) as flow: | |
n = Parameter('fib_value', default=1) | |
printed = print_fib_parameter(n) | |
## non-terminal tasks | |
m_1 = n - 1 | |
m_2 = n - 2 | |
lst = prefect.tasks.core.collections.List() | |
inputs = lst(m_1, m_2) | |
parameters = recurse_parameter.map(inputs) | |
subflows = FlowRunTask(flow_name=my_flow, project_name=my_project, wait=True).map(parameters=parameters) | |
values = get_result_from_subflow.map(subflows) | |
f = sum_up(values) | |
t = one() | |
prefect.tasks.control_flow.ifelse(is_terminal(n), t,inputs) | |
merged = merge(t,f) | |
res = cache(merged) | |
flow.register(project_name=my_project) | |
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