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9dd779a
docs: new section describing commitments
Flix6x Dec 4, 2025
13e9308
docs: rewrite the overview in commitments section
Flix6x Dec 4, 2025
1179198
docs: keep ems variables, but explain them as representing the site c…
Flix6x Dec 4, 2025
1b10360
docs: cross-reference the commitments section and the linear problem …
Flix6x Dec 4, 2025
0d25b25
Merge remote-tracking branch 'refs/remotes/origin/main' into docs/com…
Flix6x Dec 8, 2025
6f6e52b
fix: cross-references
Flix6x Dec 8, 2025
3599379
docs: add commitments section to index
Flix6x Dec 8, 2025
ce1533d
Merge remote-tracking branch 'refs/remotes/origin/main' into docs/com…
Flix6x Jan 23, 2026
84fbd5a
feat: add a util function for printing out commitments in a tabulated…
Ahmad-Wahid Jan 23, 2026
90177bf
refactor: move pretty printing method to class
Flix6x Jan 23, 2026
9f34676
feat: Commitment supports device groups
Flix6x Jan 23, 2026
43107c8
feat: start testing device grouping
Flix6x Jan 23, 2026
b90d7f0
dev: test multi-feed
Flix6x Jan 23, 2026
4179981
update the ids of devices to be integers
Ahmad-Wahid Jan 26, 2026
8b108ed
feat: function that group commitment quantities
Ahmad-Wahid Jan 26, 2026
485349e
add commitments for multi group
Ahmad-Wahid Jan 26, 2026
81bb9ec
fix: get unique list of devices for a frame column
Ahmad-Wahid Jan 27, 2026
334e4d3
fix: create util functions that extract devices for a list of values …
Ahmad-Wahid Jan 27, 2026
f738d9f
fix: create a series for a list of grouped devices
Ahmad-Wahid Jan 27, 2026
620c6dc
drop outdated comments
Ahmad-Wahid Jan 31, 2026
40eb747
use commitment costs and add asserts for electricity and gas
Ahmad-Wahid Jan 31, 2026
708d869
and an assert for commodity costs
Ahmad-Wahid Jan 31, 2026
ce307f8
add an extra assert on costs
Ahmad-Wahid Jan 31, 2026
5be555b
support commodity based EMS flow commitments and grouped devices
Ahmad-Wahid Feb 3, 2026
6f2d745
Add commodity field and support multi-device commitments
Ahmad-Wahid Feb 3, 2026
1d63893
test shared buffer and multi-comodity commitments
Ahmad-Wahid Feb 3, 2026
8c9b1b5
remove hard check for commodity to make backward compatible
Ahmad-Wahid Feb 3, 2026
a8f3b89
update the function to support backward compatibility
Ahmad-Wahid Feb 3, 2026
be09c4d
feat: add commodity field to the flexmodel and DBstorage-flex-model s…
Ahmad-Wahid Feb 10, 2026
07822eb
fix: use devices as index rather than time series
Flix6x Feb 10, 2026
92eabc7
fix: exclude gas-power devices from electricity commitments
Flix6x Feb 10, 2026
ee33fa2
Merge remote-tracking branch 'origin/main' into feat/switching-betwee…
Flix6x Feb 10, 2026
f9df705
Merge branch 'feat/switching-between-gas-and-electricity' into feat/m…
Flix6x Feb 10, 2026
325bfe8
feat: add gas-price field to the Flex-context schema
Ahmad-Wahid Feb 10, 2026
9261629
apply black
Ahmad-Wahid Feb 10, 2026
9dd5802
feat: add a test case for two flexible devices with commodity
Ahmad-Wahid Feb 10, 2026
b22c6d7
use expected datatypes
Ahmad-Wahid Feb 16, 2026
c88af5c
feat: split commitments per commodity
Ahmad-Wahid Feb 16, 2026
c2341f1
feat: split commitments per commodity
Ahmad-Wahid Feb 16, 2026
88d4be0
Merge remote-tracking branch 'origin/feat/multi-commodity' into feat/…
Ahmad-Wahid Feb 16, 2026
be05a19
Revert "use expected datatypes"
Ahmad-Wahid Feb 16, 2026
f4ffd8a
feat: add a test case for different commodities
Ahmad-Wahid Feb 16, 2026
c43d2ad
fix: do not produce gas
Flix6x Feb 20, 2026
0aa5b2b
feat: create a flow commitment for prefering to charge sooner devices
Ahmad-Wahid Feb 26, 2026
a48c6ba
add soc constraints for boiler
Ahmad-Wahid Feb 26, 2026
c58965f
add some assert statments
Ahmad-Wahid Feb 26, 2026
515f34a
update and add new assertions with clear explanation
Ahmad-Wahid Mar 4, 2026
4d77344
update the docstring
Ahmad-Wahid Mar 4, 2026
2becd02
refactor: move tiny-price-slope decleration out of the for loop
Ahmad-Wahid Mar 6, 2026
d9d4f94
Revert "refactor: move tiny-price-slope decleration out of the for loop"
Ahmad-Wahid Mar 6, 2026
2a22fae
refactor: move tiny-price-slope decleration out of the for loop
Ahmad-Wahid Mar 6, 2026
f38d6d8
fix: add data_key attr
Ahmad-Wahid Mar 6, 2026
007e514
add missing commodity description and it's field in ui flexmodel schema
Ahmad-Wahid Mar 6, 2026
0bff8bc
fix: add missing gas-price field in UI Flexcontext schema
Ahmad-Wahid Mar 6, 2026
82f807e
fix: wrong timezone; the test relied on the preference to charge soon…
Flix6x Mar 13, 2026
128550f
feat: move preference to charge sooner and discharge later into a Sto…
Flix6x Mar 13, 2026
130b9dd
fix: test case no longer relies on arbitrage opportunity coming from …
Flix6x Mar 13, 2026
1eab828
feat: check for optimal schedule
Flix6x Mar 13, 2026
b9bc4a9
feat: prefer a full storage earlier over later
Flix6x Mar 13, 2026
57df5c3
docs: update commitment name and inline comments
Flix6x Mar 13, 2026
ce71637
docs: touch up test explanation
Flix6x Mar 14, 2026
f6183df
fix: update test case given preference for a full battery
Flix6x Mar 14, 2026
ed471a8
delete: clean up comment
Flix6x Mar 14, 2026
7611fb9
feat: model the preference to curtail later within the same StockComm…
Flix6x Mar 14, 2026
bf16e63
fix: reduce tiny price slope
Flix6x Mar 14, 2026
06c30dc
docs: delete duplicate changelog entry
Flix6x Mar 16, 2026
0125e28
Merge remote-tracking branch 'origin/main' into feat/full-soc-preference
Flix6x Mar 18, 2026
d99089b
docs: fix broken link
Flix6x Mar 18, 2026
cf01f1d
Revert "fix: reduce tiny price slope"
Flix6x Mar 18, 2026
bdbdead
fix: soc unit conversion
Flix6x Mar 18, 2026
f987706
fix: adapt test to check for 1 hour of free energy at 15-min scheduli…
Flix6x Mar 18, 2026
7acbc99
Merge remote-tracking branch 'origin/feat/full-soc-preference' into f…
Flix6x Mar 19, 2026
12cf595
Merge remote-tracking branch 'origin/main' into feat/switching-betwee…
Flix6x Mar 19, 2026
c09371a
Merge branch 'feat/switching-between-gas-and-electricity' into feat/m…
Flix6x Mar 19, 2026
534179a
style: black
Flix6x Mar 19, 2026
19dc4dc
Merge remote-tracking branch 'origin/feat/switching-between-gas-and-e…
Ahmad-Wahid Mar 19, 2026
e4c43ea
fix: check curtailment preference per distinct device
Flix6x Mar 20, 2026
b3138c3
fix: set tight tolerance for HiGHS solver
Flix6x Mar 20, 2026
8eff839
refactor: merge if-blocks
Flix6x Mar 20, 2026
b0074d4
fix: update test_two_flexible_assets_with_commodity
Flix6x Mar 20, 2026
ae23ef6
Merge remote-tracking branch 'origin/feat/multi-commodity' into feat/…
Ahmad-Wahid Mar 20, 2026
05aed7e
fix: check curtailment preference per distinct device
Flix6x Mar 20, 2026
e55f638
fix: set tight tolerance for HiGHS solver
Flix6x Mar 20, 2026
764712f
refactor: merge if-blocks
Flix6x Mar 20, 2026
9070eae
fix: use iloc
Flix6x Mar 23, 2026
857e9c1
fix: diminish tiny price slope by number of planning steps
Flix6x Mar 23, 2026
54c9c36
refactor: always diminish tiny price slope by number of planning step…
Flix6x Mar 23, 2026
158c7a0
chore: increment StorageScheduler version
Flix6x Mar 23, 2026
3df2142
Merge remote-tracking branch 'origin/feat/full-soc-preference' into f…
Flix6x Mar 23, 2026
decf794
Merge remote-tracking branch 'origin/main' into feat/multi-commodity
Flix6x Mar 23, 2026
261ed3a
Merge branch 'feat/full-soc-preference' into feat/switching-between-g…
Flix6x Mar 23, 2026
a16ec74
Merge branch 'feat/switching-between-gas-and-electricity' into feat/m…
Flix6x Mar 23, 2026
021543c
Merge remote-tracking branch 'origin/feat/multi-commodity' into feat/…
Ahmad-Wahid Mar 23, 2026
66e9a8b
Merge remote-tracking branch 'origin/main' into feat/switching-betwee…
Flix6x Mar 23, 2026
eda0ec7
Merge branch 'feat/switching-between-gas-and-electricity' into feat/m…
Flix6x Mar 23, 2026
b092aa1
fix: use approximation to compare battery and heat pump costs
Ahmad-Wahid Mar 23, 2026
b20465e
update the assert statements with prefered to charge battery sooner t…
Ahmad-Wahid Mar 23, 2026
031a6e8
fix: update the expected ev and battery costs
Ahmad-Wahid Mar 24, 2026
de4981e
fix: add device id to get costs for the given device
Ahmad-Wahid Mar 24, 2026
1ec0b2c
Merge remote-tracking branch 'origin/main' into feat/switching-betwee…
Flix6x Apr 24, 2026
49df3a6
feat: rewrite test to not rely on multi-commodity
Flix6x Apr 24, 2026
a518437
feat: rewrite test to prove that only when both HPs share a single co…
Flix6x Apr 24, 2026
4258636
fix: do not coerce device_group into a time series
Flix6x Apr 24, 2026
b4f8b2b
docs: changelog entry
Flix6x Apr 24, 2026
6e3a5a4
docs: pretty_print is not specifically for FlowCommitments
Flix6x Apr 24, 2026
7eb1319
docs: add (back) inline dev notes
Flix6x Apr 24, 2026
a298dc7
feat: strengthen asserts
Flix6x Apr 24, 2026
7f15c13
feat: add check for exact electricity costs expected
Flix6x Apr 24, 2026
ffd0d86
fix: sum over electricity costs; and move to StockCommitment to model…
Flix6x Apr 24, 2026
a33790a
fix: replace vague assert with explicit asserts
Flix6x Apr 24, 2026
6b6a474
docs: lose confusing comment
Flix6x Apr 24, 2026
70e1af6
fix: backwards compatibility in case no device is specified;
Flix6x Apr 24, 2026
792d2df
fix: when device is present but device_group is absent, fall back to …
Flix6x Apr 25, 2026
a9174a5
dev: update expectations of how costs are shared between EV and battery
Flix6x Apr 26, 2026
864a98f
fix commodity-level commitments by grouping devices and aligning devi…
Ahmad-Wahid Apr 30, 2026
c885b04
update the test cases for net commodity consumption and production
Ahmad-Wahid Apr 30, 2026
55075d5
fix: merge conflicts
Ahmad-Wahid Apr 30, 2026
7deff15
Merge remote-tracking branch 'origin/main' into feat/switching-betwee…
Flix6x Jun 3, 2026
3e20ce0
Merge remote-tracking branch 'origin/feat/switching-between-gas-and-e…
Flix6x Jun 3, 2026
afba390
Merge remote-tracking branch 'origin/main' into feat/multi-commodity
Flix6x Jun 3, 2026
7e60e2d
fix: update the test cases according device level costs
Ahmad-Wahid Jun 4, 2026
6c82e1c
docs/scheduling: add COMMODITY and GAS_PRICE metadata field documenta…
Ahmad-Wahid Jun 4, 2026
581ff05
Feat: Support shared storage (multi‑feed stock) (#2001)
Ahmad-Wahid Jul 7, 2026
0c84fb9
Merge remote-tracking branch 'origin/main' into feat/multi-commodity
Flix6x Jul 7, 2026
75392b9
docs: changelog entry
Flix6x Jul 7, 2026
b3e12bd
fix(tests): unique public asset names in commitment tests to satisfy …
Flix6x Jul 7, 2026
107ab37
fix: consolidate currency validation across commodity flex-contexts
Flix6x Jul 7, 2026
4d7eef5
feat!: default top-level relax-constraints to True
Flix6x Jul 7, 2026
cec885b
fix: support per-commodity inflexible-device-sensors and all-gas port…
Flix6x Jul 7, 2026
95965a9
fix: default device commodity to electricity and match commitment com…
Flix6x Jul 7, 2026
c2e4f4e
fix: fix dead cross-commodity currency check in list-form flex-context
Flix6x Jul 7, 2026
6e890a6
fix: restrict aggregate-power to electricity devices
Flix6x Jul 7, 2026
b976b53
fix: reject duplicate commodities in flex-context commodities list
Flix6x Jul 7, 2026
1381b14
feat: reject non-electricity semantics in the single-dict flex-context
Flix6x Jul 7, 2026
777bc08
fix: raise ValidationError for malformed flex-context input
Flix6x Jul 7, 2026
8210c68
refactor: drop dead 'types' comment blocks in UI_FLEX_CONTEXT_SCHEMA
Flix6x Jul 7, 2026
04dfdd0
test: add schema-level regression tests for hardening fixes
Flix6x Jul 7, 2026
5ec17ae
test: add scheduler-level regression tests for gas-only and per-commo…
Flix6x Jul 7, 2026
65f0fe7
docs: changelog entry for multi-commodity hardening fixes
Flix6x Jul 7, 2026
d39a6a2
fix: count only device models, not stock entries, when enumerating de…
Flix6x Jul 7, 2026
39e860c
Merge branch 'feat/multi-commodity' into fix/multi-commodity-hardening
Flix6x Jul 7, 2026
a00ab9a
fix: declare commodity field on FlexContextSchema
Flix6x Jul 7, 2026
5d19054
fix: tolerate commodities list combined with top-level flex-context f…
Flix6x Jul 7, 2026
f4a8262
refactor: use units_are_convertible for scheduler-side currency check…
Flix6x Jul 7, 2026
3c544f2
test: strengthen per-commodity inflexible sensor test; cover electric…
Flix6x Jul 7, 2026
2724920
fix: keep deprecated price sensors working and fix breach-price error…
Flix6x Jul 8, 2026
3c7bf96
fix: skip commodity device groups without devices in _prepare
Flix6x Jul 8, 2026
97b8b5f
test: pin relax-constraints False in tests asserting hard-capacity se…
Flix6x Jul 8, 2026
7e22cff
test: exclude the commodity field from the UI flex-context schema guard
Flix6x Jul 8, 2026
9592a8e
test: fix sign convention of inflexible gas load beliefs
Flix6x Jul 8, 2026
6937bee
docs: reorder and consolidate changelog entries per self-review
Flix6x Jul 8, 2026
50b1b1d
docs: restore intentional 'types' notes on UI_FLEX_CONTEXT_SCHEMA agg…
Flix6x Jul 8, 2026
eddefbd
Merge remote-tracking branch 'origin/main' into feat/multi-commodity
Flix6x Jul 8, 2026
022e5c0
fix: resolve CI failures from merge conflict between #1946 and #2072 …
Copilot Jul 8, 2026
ab2f01a
Merge remote-tracking branch 'origin/feat/multi-commodity' into fix/m…
Flix6x Jul 8, 2026
f886faf
Merge remote-tracking branch 'origin/main' into fix/multi-commodity-h…
Flix6x Jul 8, 2026
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3 changes: 2 additions & 1 deletion documentation/changelog.rst
Original file line number Diff line number Diff line change
Expand Up @@ -12,12 +12,13 @@ v1.0.0 | July XX, 2026

New features
-------------
* Breaking behaviour change: the top-level flex-context's ``relax-constraints`` field now defaults to ``True`` (matching the default already used within each ``commodities`` entry), so constraint violations are softly penalized by default instead of being hard constraints, unless explicitly set to ``False`` [see `PR #2172 <https://www.github.com/FlexMeasures/flexmeasures/pull/2172>`_]
* In the UI, asset and sensor lists can be filtered by ID prefix through API-backed search fields [see `PR #2231 <https://www.github.com/FlexMeasures/flexmeasures/pull/2231>`_]
* Floor off-clock API datetimes to a non-instantaneous sensor's resolution by default when ingesting sensor data, uploading sensor data, and handling scheduler flex-model timed events; configurable with the ``floor_datetimes_to_resolution`` sensor attribute [see `PR #2146 <https://www.github.com/FlexMeasures/flexmeasures/pull/2146>`_]
* Sensor references in flex-model and flex-context support various ways of filtering by source [see `PR #2209 <https://www.github.com/FlexMeasures/flexmeasures/pull/2209>`_]
* Let storage scheduling infer missing ``power-capacity`` from directional device capacities before falling back to site capacity, and default the missing opposite capacity to zero when only a non-zero ``consumption-capacity`` or ``production-capacity`` is configured [see `PR #2222 <https://www.github.com/FlexMeasures/flexmeasures/pull/2222>`_]
* Support multiple feeders to a shared storage [see `PR #2001 <https://www.github.com/FlexMeasures/flexmeasures/pull/2001>`_ ]
* The flex-context can now define multiple commodities, each specifying their own prices and grid capacities [see `PR #1946 <https://www.github.com/FlexMeasures/flexmeasures/pull/1946>`_, `PR #2172 <https://www.github.com/FlexMeasures/flexmeasures/pull/2172>`_ and `PR #2235 <https://www.github.com/FlexMeasures/flexmeasures/pull/2235>`_]
* The flex-context can now define multiple commodities, each specifying their own prices and grid capacities [see `PR #1946 <https://www.github.com/FlexMeasures/flexmeasures/pull/1946>`_, `PR #2172 <https://www.github.com/FlexMeasures/flexmeasures/pull/2172>`_, `PR #2235 <https://www.github.com/FlexMeasures/flexmeasures/pull/2235>`_ and `PR #2271 <https://www.github.com/FlexMeasures/flexmeasures/pull/2271>`_]
* CLI support for adding/editing account attributes [see `PR #2242 <https://www.github.com/FlexMeasures/flexmeasures/pull/2242>`_]
* Extended ``GET /api/v3_0/jobs/<uuid>`` with a ``result`` field containing ``unresolved`` and ``resolved`` soft state-of-charge constraint analysis (``soc-minima``/``soc-maxima`` violations or satisfied constraints, keyed by asset ID) for scheduling jobs; both arrays are empty when no SoC constraints were defined [see `PR #2072 <https://www.github.com/FlexMeasures/flexmeasures/pull/2072>`_]

Expand Down
142 changes: 95 additions & 47 deletions flexmeasures/data/models/planning/storage.py
Original file line number Diff line number Diff line change
Expand Up @@ -43,7 +43,7 @@
)
from flexmeasures.utils.time_utils import get_max_planning_horizon
from flexmeasures.utils.time_utils import determine_minimum_resampling_resolution
from flexmeasures.utils.unit_utils import ur, convert_units
from flexmeasures.utils.unit_utils import ur, convert_units, units_are_convertible


storage_asset_types = ["one-way_evse", "two-way_evse", "battery", "heat-storage"]
Expand Down Expand Up @@ -300,8 +300,9 @@ def _prepare(self, skip_validation: bool = False) -> tuple: # noqa: C901
]

# Get info from flex-context
inflexible_device_sensors = self.flex_context.get(
"inflexible_device_sensors", []
# (normalize to a list; tests may pass e.g. dict_values when bypassing the schema)
inflexible_device_sensors = list(
self.flex_context.get("inflexible_device_sensors", [])
)

# Fetch the device's power capacity (required to keep the optimization problem bounded)
Expand Down Expand Up @@ -359,17 +360,40 @@ def device_list_series(
number_inflexible_devices = len(
self.flex_context.get("inflexible_device_sensors", [])
)
commodity_to_devices["electricity"] += list(
commodity_to_devices.setdefault("electricity", []).extend(
range(
number_flexible_devices,
number_flexible_devices + number_inflexible_devices,
)
)

# Per-commodity inflexible-device-sensors, enumerated after the top-level
# (electricity) inflexible devices, in the order the commodity contexts are
# given. This mirrors the enumeration that
# `_compute_commodity_aggregate_schedules` already assumes.
commodity_context_inflexible_sensors: list[Sensor] = []
num_devices = number_flexible_devices + number_inflexible_devices
for commodity_context in self.flex_context.get("commodity_contexts", []):
commodity = commodity_context["commodity"]
commodity_inflexible_sensors = commodity_context.get(
"inflexible_device_sensors", []
)
commodity_to_devices.setdefault(commodity, []).extend(
range(num_devices, num_devices + len(commodity_inflexible_sensors))
)
commodity_context_inflexible_sensors.extend(commodity_inflexible_sensors)
num_devices += len(commodity_inflexible_sensors)

commodity_contexts = self._get_commodity_contexts()
price_frames_by_commodity = {}

for commodity, devices in commodity_to_devices.items():
# Skip commodities without any devices (e.g. no electricity devices in an
# all-gas flex-model, or a commodity context that no device refers to):
# they need no prices, commitments or EMS constraints, and empty device
# groups would make the optimization problem unbounded.
if not devices:
continue
commodity_devices = device_list_series(devices, index)
commodity_context = commodity_contexts.get(commodity, {})

Expand Down Expand Up @@ -730,12 +754,20 @@ def device_list_series(
)
commitments.append(commitment)

# Set up device constraints: scheduled flexible devices for this EMS (from index 0 to D-1), plus the forecasted inflexible devices (at indices D to n).
# Set up device constraints: scheduled flexible devices for this EMS (from index 0 to D-1),
# plus the forecasted top-level (electricity) inflexible devices, plus each commodity
# context's own inflexible devices, in that order.
device_constraints = [
initialize_df(StorageScheduler.COLUMNS, start, end, resolution)
for i in range(num_flexible_devices + len(inflexible_device_sensors))
for i in range(
num_flexible_devices
+ len(inflexible_device_sensors)
+ len(commodity_context_inflexible_sensors)
)
]
for i, inflexible_sensor in enumerate(inflexible_device_sensors):
for i, inflexible_sensor in enumerate(
inflexible_device_sensors + commodity_context_inflexible_sensors
):
device_constraints[i + num_flexible_devices]["derivative equals"] = (
get_power_values(
query_window=(start, end),
Expand Down Expand Up @@ -1318,12 +1350,14 @@ def convert_to_commitments(
commitment_spec["index"] = initialize_index(
start, end, timing_kwargs["resolution"]
)
commitment_commodity = commitment_spec.get("commodity", "electricity")
for d, flex_model_d in enumerate(flex_model):
device_commodity = flex_model_d.get("commodity", "electricity")
if device_commodity != commitment_commodity:
continue
commitment = FlowCommitment(
device=d,
# todo: is flex_model_d guaranteed to have "commodity? Consider defaulting the device commodity to "electricity"
# todo: should there not be something matching the "commodity" from the commitment_spec (default to "electricity") to the device commodity?
device_group=flex_model_d["commodity"],
device_group=device_commodity,
**commitment_spec,
)
commitments.append(commitment)
Expand Down Expand Up @@ -1375,17 +1409,13 @@ def _deserialize_flex_context(self):
)

# Ensure all flex-contexts share the same currency unit
# todo: move this into a validator for FlexContextSchema.commodity_contexts?
shared_currency_unit = None
for commodity_flex_context in self.flex_context:
shared_currency_unit = commodity_flex_context["shared_currency_unit"]
context_currency_unit = commodity_flex_context["shared_currency_unit"]
if shared_currency_unit is None:
shared_currency_unit = commodity_flex_context[
"shared_currency_unit"
]
elif (
commodity_flex_context["shared_currency_unit"]
!= shared_currency_unit
shared_currency_unit = context_currency_unit
elif not units_are_convertible(
context_currency_unit, shared_currency_unit
):
raise ValidationError(
f"All prices in the flex-context must share the same currency unit (in this case: '{shared_currency_unit}')."
Expand Down Expand Up @@ -2419,30 +2449,17 @@ def _build_consumption_production_schedules(
)
return schedules

def _compute_commodity_aggregate_schedules(
self,
storage_schedule: dict,
ems_schedule: pd.DataFrame,
# sensors: list[Sensor | None],
) -> None:
"""Compute per-commodity aggregate power flows for aggregate-consumption and aggregate-production sensors.

This method populates the storage_schedule dict with aggregate schedules for each commodity
that defines aggregate-consumption and/or aggregate-production sensors in its commodity context.
def _reconstruct_commodity_to_devices(self) -> dict[str, list[int]]:
"""Reconstruct the mapping of commodity -> device indices as enumerated by `_prepare()`.

The sign convention and split logic follows the same pattern as _build_consumption_production_schedules:
- Only aggregate-consumption defined: full aggregate schedule (consumption +, production -)
- Only aggregate-production defined: full aggregate schedule (consumption +, production -)
(sign will be flipped by make_schedule based on consumption_is_positive=False)
- Both defined: consumption sensor gets non-negative part, production sensor gets non-positive part
(sign will be flipped for production by make_schedule)
Device enumeration order:
1. flexible devices (from the flex-model), in order,
2. top-level (electricity) inflexible-device-sensors, in order,
3. each commodity context's own inflexible-device-sensors, in the order the
commodity contexts are given.

For backwards compatibility, when no commodity_contexts are defined, all devices are treated
as electricity devices and use the top-level flex-context fields.

:param storage_schedule: Dict to populate with aggregate schedules (will be modified in-place)
:param ems_schedule: DataFrame of per-device power schedules in MW (consumption positive)
:param sensors: List of sensors corresponding to device indices
This mirrors `_prepare()`'s device enumeration exactly, so the returned device
indices line up with entries of `ems_schedule` / `device_constraints`.
"""
# Get the device models to reconstruct commodity_to_devices mapping
flex_model = getattr(self, "_device_models", None)
Expand All @@ -2457,7 +2474,7 @@ def _compute_commodity_aggregate_schedules(
flex_model = [flex_model]

# Reconstruct commodity_to_devices mapping
commodity_to_devices = {}
commodity_to_devices: dict[str, list[int]] = {}
for d, flex_model_d in enumerate(flex_model):
commodity = flex_model_d.get("commodity", "electricity")
commodity_to_devices.setdefault(commodity, []).append(d)
Expand All @@ -2467,7 +2484,7 @@ def _compute_commodity_aggregate_schedules(
# - top-level inflexible-device-sensors go to electricity (backwards compat),
# - then each commodity context's own inflexible-device-sensors are appended to
# that commodity, in the order the commodity contexts are given.
# Without step 2 below, a commodity's inflexible demand (e.g. a heat load) is left
# Without this, a commodity's inflexible demand (e.g. a heat load) is left
# out of its aggregate schedule, so an aggregate-consumption sensor only reflects
# the flexible devices of that commodity.
inflexible_device_sensors = self.flex_context.get(
Expand Down Expand Up @@ -2496,6 +2513,37 @@ def _compute_commodity_aggregate_schedules(
)
num_devices += len(commodity_inflexible_device_sensors)

return commodity_to_devices

def _electricity_device_indices(self) -> list[int]:
"""Return the device indices (flexible and inflexible) belonging to the electricity commodity."""
return self._reconstruct_commodity_to_devices().get("electricity", [])

def _compute_commodity_aggregate_schedules(
self,
storage_schedule: dict,
ems_schedule: pd.DataFrame,
) -> None:
"""Compute per-commodity aggregate power flows for aggregate-consumption and aggregate-production sensors.

This method populates the storage_schedule dict with aggregate schedules for each commodity
that defines aggregate-consumption and/or aggregate-production sensors in its commodity context.

The sign convention and split logic follows the same pattern as _build_consumption_production_schedules:
- Only aggregate-consumption defined: full aggregate schedule (consumption +, production -)
- Only aggregate-production defined: full aggregate schedule (consumption +, production -)
(sign will be flipped by make_schedule based on consumption_is_positive=False)
- Both defined: consumption sensor gets non-negative part, production sensor gets non-positive part
(sign will be flipped for production by make_schedule)

For backwards compatibility, when no commodity_contexts are defined, all devices are treated
as electricity devices and use the top-level flex-context fields.

:param storage_schedule: Dict to populate with aggregate schedules (will be modified in-place)
:param ems_schedule: DataFrame of per-device power schedules in MW (consumption positive)
"""
commodity_to_devices = self._reconstruct_commodity_to_devices()

# Get commodity contexts (handles backwards compatibility)
commodity_contexts = self._get_commodity_contexts()

Expand Down Expand Up @@ -2617,16 +2665,16 @@ def compute(self, skip_validation: bool = False) -> SchedulerOutputType:
storage_schedule[sensor] += ems_schedule[d]

# Obtain the aggregate power schedule, too, if the flex-context states the associated sensor. Fill with the sum of schedules made here.
# Restricted to electricity devices (flexible and inflexible), per decision.
aggregate_power_sensor = self.flex_context.get("aggregate_power", None)
if isinstance(aggregate_power_sensor, Sensor):
electricity_devices = self._electricity_device_indices()
storage_schedule[aggregate_power_sensor] = pd.concat(
ems_schedule,
axis=1, # todo: select only electric devices (flexible and inflexible)
[ems_schedule[d] for d in electricity_devices if d < len(ems_schedule)],
axis=1,
).sum(axis=1)
# Compute per-commodity aggregate power flows for aggregate-consumption and aggregate-production sensors
self._compute_commodity_aggregate_schedules(
storage_schedule, ems_schedule # , sensors
)
self._compute_commodity_aggregate_schedules(storage_schedule, ems_schedule)

# Convert each device schedule to the unit of the device's power sensor
storage_schedule = {
Expand Down
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