Feat/optional training start by Flix6x · Pull Request #1917 · FlexMeasures/flexmeasures

Flix6x · 2026-01-14T21:47:41Z

Description

Stop relying on start-date to be set by the user
Stop relying on end-date to be set by the user
Start testing the ForecasterParametersSchema directly to validate derivation of timing parameters
Added changelog item in documentation/changelog.rst

Look & Feel

possible to run forecasting cli command without start_date or end_date:

Examples:

flexmeasures add forecasts --sensor 20 --start-date "2025-01-01T00:00:00+01"
flexmeasures add forecasts --sensor 20 --end-date "2025-01-15T00:00:00+01"
flexmeasures add forecasts --sensor 20

How to test

pytest flexmeasures/data/schemas/tests/test_forecasting.py

...

Further Improvements

Clarify train-period vs max-training-window in cli.data_add.train_predict_pipeline (and for our first example in forecasting.rst we should mention train-period rather than max-training-window).
Rename def train_predict_pipeline -> def add_forecast

Signed-off-by: F.N. Claessen <felix@seita.nl>

read-the-docs-community · 2026-01-14T21:51:48Z

Documentation build overview

📚 flexmeasures | 🛠️ Build #31518331 | 📁 Comparing 0409a5e against latest (d2d93ce)

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Show files changed (20 files in total): 📝 19 modified | ➕ 0 added | ➖ 1 deleted

File	Status
changelog.html	📝 modified
genindex.html	📝 modified
index.html	📝 modified
_autosummary/flexmeasures.api.common.responses.html	📝 modified
_autosummary/flexmeasures.api.v3_0.sensors.html	📝 modified
_autosummary/flexmeasures.cli.utils.html	📝 modified
_autosummary/flexmeasures.data.models.data_sources.html	📝 modified
_autosummary/flexmeasures.data.models.forecasting.exceptions.html	📝 modified
_autosummary/flexmeasures.data.models.forecasting.html	📝 modified
_autosummary/flexmeasures.data.models.forecasting.pipelines.base.html	📝 modified
_autosummary/flexmeasures.data.models.forecasting.pipelines.train_predict.html	📝 modified
_autosummary/flexmeasures.data.schemas.forecasting.pipeline.html	📝 modified
_autosummary/flexmeasures.data.schemas.utils.html	📝 modified
_autosummary/flexmeasures.data.services.data_sources.html	📝 modified
api/v3_0.html	📝 modified
cli/change_log.html	📝 modified
concepts/commitments.html	➖ deleted
concepts/device_scheduler.html	📝 modified
features/forecasting.html	📝 modified
tut/forecasting_scheduling.html	📝 modified

Signed-off-by: F.N. Claessen <felix@seita.nl>

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Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

…ameter in expected_timing_output Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

This reverts commit d5c77f1.

Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

…hema Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

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…ParametersSchema Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

…riod) Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

…ncy (predict_period) Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

…metersSchema validation Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

…f FutureWarning: 'H' is deprecated Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

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… error messages Signed-off-by: F.N. Claessen <claessen@seita.nl>

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…er to add new fields) Signed-off-by: F.N. Claessen <claessen@seita.nl>

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…r messages Signed-off-by: F.N. Claessen <claessen@seita.nl>

…messages Signed-off-by: F.N. Claessen <claessen@seita.nl>

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…essages Signed-off-by: F.N. Claessen <claessen@seita.nl>

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Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

* feat: make predict retrain-frequency default to planning horizon then min(planning_horizon, data["max_forecast_horizon"]) Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * refactor: simplify end_date calculation to use predict_period instead of timedelta Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * feat: default max_forecast_horizon to predict_period Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * feat: add validation for max_forecast_horizon to ensure it does not exceed predict_period Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * feat: set default forecast_frequency based on min of planning_horizon, predict_period, and max_forecast_horizon Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * fix: add planning horizon from config Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * dev: uncomment out tests that were failing Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * fix: fix test cae forecast_frequency expectation it should be 12 hours not 48hours since we want New forecast viewpoint every 12 hours Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * fix: tests should expect 5 cycles. the test passes when we expect 1cycle Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * feat: add duration to schema Signed-off-by: F.N. Claessen <claessen@seita.nl> * feat: pass original data to `resolve_config` so we can check whether start, end and duration have been passed Signed-off-by: F.N. Claessen <claessen@seita.nl> * feat: move end_date calculation up Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * feat: fix max-forecast-horizon and forecast freq default calculation Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * dev: remove breakpoint Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * feat: throw ValidationError in case start, end and duration are all passed Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: remove unneeded validation Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * style: run pre-commit Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * refactor: move check to pre_load Signed-off-by: F.N. Claessen <claessen@seita.nl> * dev: comment out tests cases that pass Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * fix: fix calculation for retrain_freq Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * Revert "dev: comment out tests cases that pass" This reverts commit 9e7acc9. * style: run pre-commit Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * chore: regenerate openapi-spec.json Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * refactor: move parametrized cases next to case descriptions Signed-off-by: F.N. Claessen <claessen@seita.nl> * dev: remove breakpoint Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: check predict period Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: case 1 Signed-off-by: F.N. Claessen <claessen@seita.nl> * feat: improve error message for failing test cases Signed-off-by: F.N. Claessen <claessen@seita.nl> * dev: case 2 needs further investigation Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: case 4 Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: partially fix case 5 Signed-off-by: F.N. Claessen <claessen@seita.nl> * dev: case 5 needs further investigation Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: case 6 Signed-off-by: F.N. Claessen <claessen@seita.nl> * dev: comment out test cases that need further investigation, and preferably these should also become enumerated cases with similarly annotated expectations Signed-off-by: F.N. Claessen <claessen@seita.nl> * docs: move the documented defaults and choices for timing parameters to the post_load docstring where these are actually acted upon Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: correctly set retrain_frequency_in_hours Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * fix: streamline job metadata handling in run method to prevent undefined variable issue Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * refactor: rename parameter name to match field name Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: stop mixing up retrain-frequency and predict-period Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: false variable name Signed-off-by: F.N. Claessen <claessen@seita.nl> * style: black Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: cap retrain-frequency to not exceed predict-period Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: incomplete schema renaming Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: exclude CLI-specific fields from API schema Signed-off-by: F.N. Claessen <claessen@seita.nl> * docs: clarify what happens to the source ID if you change the forecaster config Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: change target_sensor reference from target to sensor Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * fix: update test case 4 comment and expectations. we expect 4 cycles because of retrain_frequency and predict_period Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * fix: update cycle frequency calculation to use retrain_frequency instead of predict_period Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * fix: search sensor forecasts (the ones computed directly not via api) by source forecaster type since the source isn't the same as one generated by api. Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * fix: adjust event end date calculation in forecast belief search to exclude sensor resolution Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * refactor: move cycle_frequency variable outside for loop Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * fix: update predict_end calculation to use cycle_frequency instead of predict_period_in_hours Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * fix: use default value for probabilistic in ForecasterParametersSchema this fixes issue when we call via api this param default isn't loaded Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * chore: remove unused import and run pre-commit Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * feat(test): update test case to only one day of prediction Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * fix: add forecast_frequency to test params Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * chore: remove old commented out test case Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * dev: uncomment out test cases Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * chore: remove default value for probabilistic when calling with get Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * docs: update test case comment Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * feat: calculate pred start date from end date and duration Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * feat: remove planning horizon from forecast frequency calculation and default retrain_frequency to predict_period Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * fix(tests): updates test cases Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * docs: annotate case 7 Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix(test): update forecast_frequency in tests Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * docs: annotate case 8 Signed-off-by: F.N. Claessen <claessen@seita.nl> * docs: enumerate remaining test cases Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix(tests): add start-predict-date to case 3 Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * docs: clarify case 0 Signed-off-by: F.N. Claessen <claessen@seita.nl> * docs: add comment Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * docs: check retraining-frequency in case 1 Signed-off-by: F.N. Claessen <claessen@seita.nl> * docs: enumerate defaults and choices Signed-off-by: F.N. Claessen <claessen@seita.nl> * docs: add docstring Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * fix: case 2 Signed-off-by: F.N. Claessen <claessen@seita.nl> * docs: explain case 3 slightly better Signed-off-by: F.N. Claessen <claessen@seita.nl> * feat: set load_default for the retrain-frequency and make it independent of any parameters, because it will be moved to the config, and we don't want to let changing parameters lead to new data source IDs Signed-off-by: F.N. Claessen <claessen@seita.nl> * feat: base the number of cycles on the retrain-frequency and the forecast-frequency, whichever is larger, and ensure there is always at least 1 cycle Signed-off-by: F.N. Claessen <claessen@seita.nl> * refactor: // guarantees an int already Signed-off-by: F.N. Claessen <claessen@seita.nl> * delete: validator no longer appropriate Signed-off-by: F.N. Claessen <claessen@seita.nl> * feat: raise in case of explicitly setting inconsistent variables that would result in incomplete coverage for the prediction window Signed-off-by: F.N. Claessen <claessen@seita.nl> * feat: check retrain-frequency explicitly Signed-off-by: F.N. Claessen <claessen@seita.nl> * docs: explain number to devs Signed-off-by: F.N. Claessen <claessen@seita.nl> * style: black Signed-off-by: F.N. Claessen <claessen@seita.nl> * feat: update test expectations and add another test case Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: only update default predict-period in case a forecast-frequency was not set explicitly Signed-off-by: F.N. Claessen <claessen@seita.nl> * delete: obsolete variable Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: we are now guaranteed one cycle, and it is allowed to be smaller than the retrain-frequency Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: counter in train_predict_params starts at 1 Signed-off-by: F.N. Claessen <claessen@seita.nl> * dev: better error messages Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: update test case that tries to get two cycles out of the API Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: expose forecast-frequency to API users Signed-off-by: F.N. Claessen <claessen@seita.nl> * docs: update forecast-frequency default description Signed-off-by: F.N. Claessen <claessen@seita.nl> * docs: add comment Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> Signed-off-by: F.N. Claessen <claessen@seita.nl> * docs: add docstring Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> Signed-off-by: F.N. Claessen <claessen@seita.nl> * docs: update comment for selecting a default predict-period Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: remove code after merge conflict Signed-off-by: F.N. Claessen <claessen@seita.nl> * style: move flake8 noqa Signed-off-by: F.N. Claessen <claessen@seita.nl> * test(docs) update test comments Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * feat: move retrain-frequency to config Signed-off-by: F.N. Claessen <claessen@seita.nl> * feat(test): uncomment and fix dates params Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * feat: ensure a retrain-frequency of at least 1 hour Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: n_cycles now determined outside of schemas Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: update test coverage of ForecasterParametersSchema Signed-off-by: F.N. Claessen <claessen@seita.nl> * dev: partial fix for failing test Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: test_missing_data_logs_warning Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: test_train_period_capped_logs_warning Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: test_trigger_and_fetch_forecasts Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: remove sensor from documented payload (it's in the URI path already) Signed-off-by: F.N. Claessen <claessen@seita.nl> * feat: move training timing fields from parameters to config Signed-off-by: F.N. Claessen <claessen@seita.nl> * refactor: do not store any forecaster parameters by default Signed-off-by: F.N. Claessen <claessen@seita.nl> * refactor: move derivation of training period into class method, and add a docstring Signed-off-by: F.N. Claessen <claessen@seita.nl> * refactor: simplify logic for deriving the training period Signed-off-by: F.N. Claessen <claessen@seita.nl> * style: flake8 Signed-off-by: F.N. Claessen <claessen@seita.nl> * chore: update openapi-specs.json Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: remove CLI-only fields from nested config, too Signed-off-by: F.N. Claessen <claessen@seita.nl> * feat: remove end-date and training timing fields from API docs Signed-off-by: F.N. Claessen <claessen@seita.nl> * refactor: rename start-predict-date to start Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * refactor: change start-date to train-start Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * refactor: change end-date to end Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * refactor: update forecasting job JSON keys to match new naming conventions Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * refactor: update forecasting trigger schema keys to match new naming conventions Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * refactor: update job metadata keys to match new naming conventions Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * refactor: update forecasting job metadata keys to match new naming conventions Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * refactor: update forecasting parameter keys to match new naming conventions Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * refactor(test): update forecast job payload and job metadata keys to match new naming conventions Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * doc: fix comment typo Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * refactor(tests): update test cases to use 'end' and 'train-start' keys Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * chore: update field names in comments Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * refactor(tests): update date keys in test cases to match new naming conventions Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * style: black Signed-off-by: F.N. Claessen <claessen@seita.nl> * refactor(doc): update forecasting job example to use 'duration' instead of 'end' key Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * refactor(api): update forecasting trigger example to use 'duration' instead of 'end' key Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> * feat: remove max-forecast-horizon field from API docs Signed-off-by: F.N. Claessen <claessen@seita.nl> * docs: fix typo Signed-off-by: F.N. Claessen <claessen@seita.nl> * chore: update openapi-specs.json Signed-off-by: F.N. Claessen <claessen@seita.nl> * docs: clarify mention of planning horizon in forecast duration field Signed-off-by: F.N. Claessen <claessen@seita.nl> * docs: clarify use case for forecast-frequency field Signed-off-by: F.N. Claessen <claessen@seita.nl> * feat: expose duration field to the CLI Signed-off-by: F.N. Claessen <claessen@seita.nl> * docs: capitalize start of sentence Signed-off-by: F.N. Claessen <claessen@seita.nl> * fix: (CLI) description of end field Signed-off-by: F.N. Claessen <claessen@seita.nl> * style: flake8 Signed-off-by: F.N. Claessen <claessen@seita.nl> --------- Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com> Signed-off-by: F.N. Claessen <claessen@seita.nl> Co-authored-by: F.N. Claessen <claessen@seita.nl>

Signed-off-by: F.N. Claessen <claessen@seita.nl>

Flix6x added 2 commits January 14, 2026 22:36

feat: make start_date optional

53e65b2

Signed-off-by: F.N. Claessen <felix@seita.nl>

docs: stop putting a focus on start-date

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Signed-off-by: F.N. Claessen <felix@seita.nl>

Flix6x added the Forecasting label Jan 14, 2026

Flix6x added this to the 0.31.0 milestone Jan 14, 2026

Flix6x requested a review from BelhsanHmida January 15, 2026 08:49

Flix6x and others added 24 commits January 15, 2026 11:49

feat: start testing timing parameters against ForecasterParametersSchema

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Signed-off-by: F.N. Claessen <felix@seita.nl>

dev: comment out failing test case

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Signed-off-by: F.N. Claessen <felix@seita.nl>

dev: fix commenting out failing test case

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Signed-off-by: F.N. Claessen <felix@seita.nl>

fix: monkeypatch now

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Signed-off-by: F.N. Claessen <felix@seita.nl>

refactor: freeze server_now in every FlexMeasures module

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Signed-off-by: F.N. Claessen <felix@seita.nl>

fix: failing tests (reproduced with `pytest -k "test_user_crud or tes…

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…t_timing_parameters_of_forecaster_parameters_schema"`) Signed-off-by: F.N. Claessen <felix@seita.nl>

feat: make end_date optional param

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Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

feat: add optional end_date handling in ForecasterParametersSchema

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Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

dev: uncomment empty test case. with todo to include every timing par…

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…ameter in expected_timing_output Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

style: run pre-commit

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Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

docs: add changelog entry.

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Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

Revert "docs: add changelog entry."

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This reverts commit d5c77f1.

chore: remove dev print statement

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Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

feat: add not timing params giving test case

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Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

test: only end_date given test_case

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Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

test: add comments

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Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

test: add case for both start and end dates in ForecasterParametersSc…

7077a42

…hema Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

test: end_date and train_period test case

75e026d

Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

test: add case for only start date with training period in Forecaster…

7c05dcc

…ParametersSchema Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

test: add case for only start date with retrain frequency (predict_pe…

c286574

…riod) Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

test: add case for start date with training period and retrain freque…

379470d

…ncy (predict_period) Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

fix: correctly ensure start date is before end date in ForecasterPara…

bd606f7

…metersSchema validation Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

style: run pre-commit

ed9d87a

Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

chore: standardize timestamp floor method to lowercase '1h' because o…

ab18c13

…f FutureWarning: 'H' is deprecated Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

Flix6x and others added 28 commits February 16, 2026 10:32

fix: pass original instantiated fields instead of re-instantiating them

aa38852

Signed-off-by: F.N. Claessen <claessen@seita.nl>

fix: prevent TrainPredictPipeline from catching exceptions and hiding…

05aba39

… error messages Signed-off-by: F.N. Claessen <claessen@seita.nl>

fix: prevent empty forecast from being returned silently

04bfee8

Signed-off-by: F.N. Claessen <claessen@seita.nl>

fix: set load_default for ensure-positive

5c2ddb8

Signed-off-by: F.N. Claessen <claessen@seita.nl>

fix: parameters are already deserialized, so use **kwargs

6c6a561

Signed-off-by: F.N. Claessen <claessen@seita.nl>

refactor: move regressors to config

44f0fe3

Signed-off-by: F.N. Claessen <claessen@seita.nl>

fix: load_default of regressor lists

64ff101

Signed-off-by: F.N. Claessen <claessen@seita.nl>

style: black

5f10f79

Signed-off-by: F.N. Claessen <claessen@seita.nl>

chore: update openapi-specs.json

4ff6c07

Signed-off-by: F.N. Claessen <claessen@seita.nl>

fix: forecasting trigger schema

f7e5888

Signed-off-by: F.N. Claessen <claessen@seita.nl>

fix: update test comments

1ac2f80

Signed-off-by: F.N. Claessen <claessen@seita.nl>

refactor: modify data rather than return new dict (this makes it easi…

5075d6f

…er to add new fields) Signed-off-by: F.N. Claessen <claessen@seita.nl>

feat: move missing-threshold to config

7a29da0

Signed-off-by: F.N. Claessen <claessen@seita.nl>

feat: move ensure-positive to config

089e2c2

Signed-off-by: F.N. Claessen <claessen@seita.nl>

delete: obsolete fields from parameters post_load

b4a9f39

Signed-off-by: F.N. Claessen <claessen@seita.nl>

feat: check DataGenerator parameters explicitly

cda755f

Signed-off-by: F.N. Claessen <claessen@seita.nl>

style: flake8; remove obsolete imports

8b72aa4

Signed-off-by: F.N. Claessen <claessen@seita.nl>

fix: prevent PredictPipeline from catching exceptions and hiding erro…

70da821

…r messages Signed-off-by: F.N. Claessen <claessen@seita.nl>

fix: prevent TrainPipeline from catching exceptions and hiding error …

ee5a5a0

…messages Signed-off-by: F.N. Claessen <claessen@seita.nl>

fix: expect the original ValueError instead of the CustomException

14dece5

Signed-off-by: F.N. Claessen <claessen@seita.nl>

fix: prevent BasePipeline from catching exceptions and hiding error m…

f6bcaeb

…essages Signed-off-by: F.N. Claessen <claessen@seita.nl>

feat: use an existing custom error that is more to the point

cf3c76f

Signed-off-by: F.N. Claessen <claessen@seita.nl>

remove: obsolete exception class and util

adad8d2

Signed-off-by: F.N. Claessen <claessen@seita.nl>

fix: move over all config fields from CLI options to Forecaster config

f68826f

Signed-off-by: F.N. Claessen <claessen@seita.nl>

Merge branch 'main' into feat/optional-training-start

54726c4

fix: suppress complexity warning for add_forecast function

bf7bf94

Signed-off-by: Mohamed Belhsan Hmida <mohamedbelhsanhmida@gmail.com>

docs: CLI changelog entry

0409a5e

Signed-off-by: F.N. Claessen <claessen@seita.nl>

Flix6x merged commit 6633ff2 into main Feb 23, 2026
6 of 7 checks passed

Flix6x deleted the feat/optional-training-start branch February 23, 2026 12:26

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Feat/optional training start#1917

Feat/optional training start#1917
Flix6x merged 106 commits intomainfrom
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Flix6x commented Jan 14, 2026 •

edited by BelhsanHmida

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Flix6x commented Jan 14, 2026 •

edited by BelhsanHmida

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