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>

docs/_generated/openapi.md

@@ -1,6 +1,6 @@
 # Akkudoktor-EOS
 
-**Version**: `v0.3.0.dev2603180781250771`
+**Version**: `v0.3.0.dev2604141105859917`
 
 <!-- pyml disable line-length -->
 **Description**: This project provides a comprehensive solution for simulating and optimizing an energy system based on renewable energy sources. With a focus on photovoltaic (PV) systems, battery storage (batteries), load management (consumer requirements), heat pumps, electric vehicles, and consideration of electricity price data, this system enables forecasting and optimization of energy flow and costs over a specified period.
@@ -1348,13 +1348,13 @@ Return:
 - `application/json`: {
   "anyOf": [
     {
-      "$ref": "#/components/schemas/PowerMeasurement-Input"
+      "$ref": "#/components/schemas/PowerMeasurement"
     },
     {
-      "$ref": "#/components/schemas/EnergyMeasurement-Input"
+      "$ref": "#/components/schemas/EnergyMeasurement"
     },
     {
-      "$ref": "#/components/schemas/PPBCPowerProfileStatus-Input"
+      "$ref": "#/components/schemas/PPBCPowerProfileStatus"
     },
     {
       "$ref": "#/components/schemas/OMBCStatus"
@@ -1363,7 +1363,7 @@ Return:
       "$ref": "#/components/schemas/FRBCActuatorStatus"
     },
     {
-      "$ref": "#/components/schemas/FRBCEnergyStatus-Input"
+      "$ref": "#/components/schemas/FRBCEnergyStatus"
     },
     {
       "$ref": "#/components/schemas/FRBCStorageStatus"