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Add AssetGraphView.create_latest_time_window_slice #20352

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Original file line number Diff line number Diff line change
@@ -1,9 +1,24 @@
from datetime import datetime
from typing import TYPE_CHECKING, AbstractSet, Mapping, NamedTuple, NewType, Optional
from typing import (
TYPE_CHECKING,
AbstractSet,
Mapping,
NamedTuple,
NewType,
Optional,
Sequence,
cast,
)

from dagster import _check as check
from dagster._core.definitions.asset_subset import AssetSubset, ValidAssetSubset
from dagster._core.definitions.events import AssetKey
from dagster._core.definitions.partition import AllPartitionsSubset, StaticPartitionsDefinition
from dagster._core.definitions.time_window_partitions import (
TimeWindow,
TimeWindowPartitionsDefinition,
TimeWindowPartitionsSubset,
)
from dagster._utils.cached_method import cached_method

if TYPE_CHECKING:
Expand Down Expand Up @@ -142,6 +157,26 @@ def compute_intersection_with_partition_keys(
"""Return a new AssetSlice with only the given partition keys if they are in the slice."""
return self._asset_graph_view.compute_intersection_with_partition_keys(partition_keys, self)

@property
def time_windows(self) -> Sequence[TimeWindow]:
"""Get the time windows for the asset slice. Only supports explicitly time-windowed partitions for now."""
# Only supports explicitly time-windows partitions for now
Comment on lines +161 to +163
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I'm going to change this to support all time windows later. In a bit of rebase hell right now.

tw_partitions_def = _required_tw_partitions_def(self._partitions_def)

if isinstance(self._compatible_subset.subset_value, TimeWindowPartitionsSubset):
return self._compatible_subset.subset_value.included_time_windows
elif isinstance(self._compatible_subset.subset_value, AllPartitionsSubset):
last_tw = tw_partitions_def.get_last_partition_window(
self._asset_graph_view.effective_dt
)
return [TimeWindow(datetime.min, last_tw.end)] if last_tw else []
else:
check.failed(f"Unsupported subset value: {self._compatible_subset.subset_value}")

@property
def is_empty(self) -> bool:
return self._compatible_subset.size == 0


class AssetGraphView:
"""The Asset Graph View. It is a view of the asset graph from the perspective of a specific
Expand Down Expand Up @@ -295,3 +330,62 @@ def compute_intersection_with_partition_keys(
asset_slice.asset_key, partitions_def, partition_keys
),
)

def create_from_time_window(self, asset_key: AssetKey, time_window: TimeWindow) -> AssetSlice:
return _slice_from_subset(
self,
AssetSubset(
asset_key=asset_key,
value=TimeWindowPartitionsSubset(
partitions_def=_required_tw_partitions_def(self._get_partitions_def(asset_key)),
num_partitions=None,
included_time_windows=[time_window],
),
),
)

def create_latest_time_window_slice(self, asset_key: AssetKey) -> AssetSlice:
"""If the underlying asset is time-window partitioned, this will return the latest complete
time window relative to the effective date. For example if it is daily partitioned starting
at midnight every day. If the effective date is before the start of the partition definition, this will
return the empty time window (where both start and end are datetime.max).

If the underlying asset is unpartitioned or static partitioned and it is not empty,
this will return a time window from the beginning of time to the effective date. If
it is empty it will return the empty time window.

TODO: add language for multi-dimensional partitioning when we support it
TODO: add language for dynamic partitioning when we support it
"""
partitions_def = self._get_partitions_def(asset_key)
if partitions_def is None:
return self.get_asset_slice(asset_key)

if isinstance(partitions_def, StaticPartitionsDefinition):
return self.get_asset_slice(asset_key)

if isinstance(partitions_def, TimeWindowPartitionsDefinition):
time_window = partitions_def.get_last_partition_window(self.effective_dt)
return (
self.create_from_time_window(asset_key, time_window)
if time_window
else self.create_empty_slice(asset_key)
)

# Need to handle dynamic and multi-dimensional partitioning
check.failed(f"Unsupported partitions_def: {partitions_def}")

def create_empty_slice(self, asset_key: AssetKey) -> AssetSlice:
return _slice_from_subset(
self,
AssetSubset.empty(asset_key, self._get_partitions_def(asset_key)),
)


def _required_tw_partitions_def(
partitions_def: Optional["PartitionsDefinition"],
) -> TimeWindowPartitionsDefinition:
return cast(
TimeWindowPartitionsDefinition,
check.inst(partitions_def, TimeWindowPartitionsDefinition, "Must be time windowed."),
)
Original file line number Diff line number Diff line change
Expand Up @@ -234,6 +234,14 @@ class TimeWindow(NamedTuple):
start: PublicAttr[datetime]
end: PublicAttr[datetime]

@property
def is_empty(self) -> bool:
return self.start == self.end

@staticmethod
def empty() -> "TimeWindow":
return TimeWindow(start=datetime.max, end=datetime.max)


@whitelist_for_serdes(
field_serializers={"start": DatetimeFieldSerializer, "end": DatetimeFieldSerializer},
Expand Down
Original file line number Diff line number Diff line change
@@ -0,0 +1,175 @@
from datetime import datetime

import pendulum
from dagster import (
Definitions,
_check as check,
asset,
)
from dagster._core.asset_graph_view.asset_graph_view import AssetGraphView, AssetSlice
from dagster._core.definitions.partition import StaticPartitionsDefinition
from dagster._core.definitions.time_window_partitions import DailyPartitionsDefinition, TimeWindow
from dagster._core.instance import DagsterInstance


def _tw(asset_slice: AssetSlice) -> TimeWindow:
tws = asset_slice.time_windows
check.invariant(len(tws) == 1)
return next(iter(tws))


def test_latest_time_slice_no_end() -> None:
# starts at 2020-02-01
no_end_daily = DailyPartitionsDefinition(pendulum.datetime(2020, 2, 1))

@asset(partitions_def=no_end_daily)
def daily() -> None: ...

partition_key_list = [
"2020-02-01",
"2020-02-02",
"2020-02-03",
]

defs = Definitions([daily])
instance = DagsterInstance.ephemeral()

# effective date is 2020-2-4

asset_graph_view_on_2_4 = AssetGraphView.for_test(
defs, instance, effective_dt=pendulum.datetime(2020, 2, 4)
)

assert asset_graph_view_on_2_4.get_asset_slice(daily.key).compute_partition_keys() == set(
partition_key_list
)

assert asset_graph_view_on_2_4.create_latest_time_window_slice(
daily.key
).compute_partition_keys() == {"2020-02-03"}

assert _tw(
asset_graph_view_on_2_4.create_latest_time_window_slice(daily.key)
).start == pendulum.datetime(2020, 2, 3)

assert _tw(
asset_graph_view_on_2_4.create_latest_time_window_slice(daily.key)
).end == pendulum.datetime(2020, 2, 4)

# effective date is 2020-2-5. Ensure one more date

asset_graph_view_on_2_5 = AssetGraphView.for_test(
defs, instance, effective_dt=pendulum.datetime(2020, 2, 5)
)

assert asset_graph_view_on_2_5.get_asset_slice(daily.key).compute_partition_keys() == set(
partition_key_list + ["2020-02-04"]
)

assert asset_graph_view_on_2_5.create_latest_time_window_slice(
daily.key
).compute_partition_keys() == {"2020-02-04"}

# in the past

asset_graph_view_on_1_1 = AssetGraphView.for_test(
defs, instance, effective_dt=pendulum.datetime(2020, 1, 1)
)

assert asset_graph_view_on_1_1.get_asset_slice(daily.key).compute_partition_keys() == set()

assert (
asset_graph_view_on_1_1.create_latest_time_window_slice(daily.key).compute_partition_keys()
== set()
)

assert asset_graph_view_on_1_1.create_latest_time_window_slice(daily.key).is_empty

# effective datetime is in the middle of 02-02, it means the latest
# complete time window is 02-01 -> 02-02, so the partition key should be 02-01

asset_graph_view_on_2_2_plus_1_min = AssetGraphView.for_test(
defs, instance, effective_dt=pendulum.datetime(2020, 2, 2, minute=1)
)
assert asset_graph_view_on_2_2_plus_1_min.get_asset_slice(
daily.key
).compute_partition_keys() == set(["2020-02-01"])

tw = _tw(asset_graph_view_on_2_2_plus_1_min.get_asset_slice(daily.key))

assert tw.start == datetime.min
assert tw.end == pendulum.datetime(2020, 2, 2)


def test_latest_time_slice_with_end() -> None:
# starts at 2020-02-01
daily_partitions_def = DailyPartitionsDefinition(
start_date=pendulum.datetime(2020, 1, 1), end_date=pendulum.datetime(2020, 2, 1)
)

@asset(partitions_def=daily_partitions_def)
def daily() -> None: ...

defs = Definitions([daily])
instance = DagsterInstance.ephemeral()

asset_graph_view_before_start = AssetGraphView.for_test(
defs, instance, effective_dt=pendulum.datetime(2019, 12, 31)
)
assert (
asset_graph_view_before_start.create_latest_time_window_slice(
daily.key
).compute_partition_keys()
== set()
)

asset_graph_view_at_start = AssetGraphView.for_test(
defs, instance, effective_dt=pendulum.datetime(2020, 1, 1)
)
assert (
asset_graph_view_at_start.create_latest_time_window_slice(
daily.key
).compute_partition_keys()
== set()
)

asset_graph_view_after_start_before_end = AssetGraphView.for_test(
defs, instance, effective_dt=pendulum.datetime(2020, 1, 3)
)
assert asset_graph_view_after_start_before_end.create_latest_time_window_slice(
daily.key
).compute_partition_keys() == set(["2020-01-02"])

asset_graph_view_after_end = AssetGraphView.for_test(
defs, instance, effective_dt=pendulum.datetime(2020, 2, 5)
)
assert asset_graph_view_after_end.create_latest_time_window_slice(
daily.key
).compute_partition_keys() == set(["2020-01-31"])


def test_latest_time_slice_unpartitioned() -> None:
@asset
def unpartitioned() -> None: ...

defs = Definitions([unpartitioned])
instance = DagsterInstance.ephemeral()

asset_graph_view = AssetGraphView.for_test(defs, instance)
assert not asset_graph_view.get_asset_slice(unpartitioned.key).is_empty
assert not asset_graph_view.create_latest_time_window_slice(unpartitioned.key).is_empty


def test_latest_time_slice_static_partitioned() -> None:
number_keys = {"1", "2", "3"}
number_static_partitions_def = StaticPartitionsDefinition(list(number_keys))

@asset(partitions_def=number_static_partitions_def)
def up_numbers() -> None: ...

defs = Definitions([up_numbers])
instance = DagsterInstance.ephemeral()

asset_graph_view = AssetGraphView.for_test(defs, instance)
latest_up_slice = asset_graph_view.create_latest_time_window_slice(up_numbers.key)
assert latest_up_slice.compute_partition_keys() == number_keys
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