fix: optimization fail after restart (#1007)

Fix documentation for the loadforecast_power_w key.

Fix documentation to explain the usage of import file/ JSON string to
primarily initialise prediction data.

Fix code scanning alert no. 6: URL redirection from remote source

Enable to automatically save the configuration to the configuration file
by default, which is a widespread user expectation.

Make the genetic parameters non optional for better pydantic compliance.

Update:
- bump pytest to 9.0.3
- bump pillow to 12.2.0
- bump platformdirs to 4.9.6
- bump typespyyaml to 6.0.12.20260408
- bump tzfpy to 1.2.0
- bump pydantic to 2.13.0
- bump types-requests to 2.33.0.20260408

Signed-off-by: Bobby Noelte <b0661n0e17e@gmail.com>
Co-authored-by: Normann <github@koldrack.com>

src/akkudoktoreos/prediction/loadimport.py

@@ -30,7 +30,7 @@ class LoadImportCommonSettings(SettingsBaseModel):
         default=None,
         json_schema_extra={
             "description": "JSON string, dictionary of load forecast value lists.",
-            "examples": ['{"load0_mean": [676.71, 876.19, 527.13]}'],
+            "examples": ['{"loadforecast_power_w": [676.71, 876.19, 527.13]}'],
         },
     )