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Feat: add configurable forecast post processing  (#2273)

* feat: add forecast post-processing helpers

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

* feat: expose post-processing config

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

* feat: pass post-processing config

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

* feat: apply post-processing before saving

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

* test: cover forecast post-processing

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

* test: cover post-processing config schema

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

* docs: update forecasting config schema

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

* docs: document output post-processing

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

* docs: add forecast post-processing changelog entry

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

* test: cover unitless forecast snapping

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

* docs: add pr number to changelog entry

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

* Update documentation/features/forecasting.rst

Co-authored-by: Felix Claessen <30658763+Flix6x@users.noreply.github.com>
Signed-off-by: Mohamed Belhsan Hmida <149331360+BelhsanHmida@users.noreply.github.com>

* Update documentation/changelog.rst

Co-authored-by: Felix Claessen <30658763+Flix6x@users.noreply.github.com>
Signed-off-by: Mohamed Belhsan Hmida <149331360+BelhsanHmida@users.noreply.github.com>

* test: cover snap unit conversion

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

* fix: traditional half-open snapping for forecast post-processing

Require each snap target to equal one of its interval bounds, and treat the
first bound as inclusiv... (continued)

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