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Feat/forecasting belief time (#1978)

* test: add comments

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

* test: add case for both start and end dates in ForecasterParametersSchema

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

* test: end_date and train_period test case

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

* test: add case for only start date with training period in ForecasterParametersSchema

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

* test: add case for only start date with retrain frequency (predict_period)

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

* test: add case for start date with training period and retrain frequency (predict_period)

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

* fix: correctly ensure start date is before end date in ForecasterParametersSchema validation

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

* style: run pre-commit

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

* chore: standardize timestamp floor method to lowercase '1h' because of FutureWarning: 'H' is deprecated

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

* docs(fix): reference training_period instead of max_training_period in forecasting docs.

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

* docs: add changelog entry.

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

* feat: make end_date option optional in add forecasts.

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

* fix: add end_date not none check

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

* fix: allow end_date to be nullable in ForecasterParametersSchema

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

* feat: add pre_load method to drop None values in F... (continued)

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Source Files on job 23899234084.1