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>

.env

@@ -11,7 +11,7 @@ DOCKER_COMPOSE_DATA_DIR=${HOME}/.local/share/net.akkudoktor.eos
 # -----------------------------------------------------------------------------
 # Image / build
 # -----------------------------------------------------------------------------
-VERSION=0.3.0.dev2603180781250771
+VERSION=0.3.0.dev2604141105859917
 PYTHON_VERSION=3.13.9
 
 # -----------------------------------------------------------------------------

.pre-commit-config.yaml

@@ -35,11 +35,11 @@ repos:
     hooks:
       - id: mypy
         additional_dependencies:
-          - types-requests==2.32.4.20260107
+          - types-requests==2.33.0.20260408
           - pandas-stubs==3.0.0.260204
           - tokenize-rt==6.2.0
           - types-docutils==0.22.3.20260322
-          - types-PyYaml==6.0.12.20250915
+          - types-PyYaml==6.0.12.20260408
         pass_filenames: false
 
   # --- Markdown linter ---

config.yaml

@@ -6,7 +6,7 @@
 # the root directory (no add-on folder as usual).
 
 name: "Akkudoktor-EOS"
-version: "0.3.0.dev2603180781250771"
+version: "0.3.0.dev2604141105859917"
 slug: "eos"
 description: "Akkudoktor-EOS add-on"
 url: "https://github.com/Akkudoktor-EOS/EOS"

docs/_generated/configexample.md

@@ -125,6 +125,8 @@
            }
        },
        "general": {
+           "config_save_mode": "AUTOMATIC",
+           "config_save_interval_sec": 60,
            "version": "0.0.0",
            "data_folder_path": "/home/user/.local/share/net.akkudoktoreos.net",
            "data_output_subpath": "output",

docs/_generated/configgeneral.md

@@ -9,6 +9,8 @@
 | ---- | -------------------- | ---- | --------- | ------- | ----------- |
 | config_file_path | | `Optional[pathlib.Path]` | `ro` | `N/A` | Path to EOS configuration file. |
 | config_folder_path | | `Optional[pathlib.Path]` | `ro` | `N/A` | Path to EOS configuration directory. |
+| config_save_interval_sec | `EOS_GENERAL__CONFIG_SAVE_INTERVAL_SEC` | `int` | `rw` | `60` | Automatic configuration file saving interval [seconds]. |
+| config_save_mode | `EOS_GENERAL__CONFIG_SAVE_MODE` | `<enum 'ConfigSaveMode'>` | `rw` | `AUTOMATIC` | Configuration file save mode for configuration changes ['MANUAL', 'AUTOMATIC']. Defaults to 'AUTOMATIC'. |
 | data_folder_path | `EOS_GENERAL__DATA_FOLDER_PATH` | `Path` | `rw` | `required` | Path to EOS data folder. |
 | data_output_path | | `Optional[pathlib.Path]` | `ro` | `N/A` | Computed data_output_path based on data_folder_path. |
 | data_output_subpath | `EOS_GENERAL__DATA_OUTPUT_SUBPATH` | `Optional[pathlib.Path]` | `rw` | `output` | Sub-path for the EOS output data folder. |
@@ -28,6 +30,8 @@
 ```json
    {
        "general": {
+           "config_save_mode": "AUTOMATIC",
+           "config_save_interval_sec": 60,
            "version": "0.0.0",
            "data_folder_path": "/home/user/.local/share/net.akkudoktoreos.net",
            "data_output_subpath": "output",
@@ -46,6 +50,8 @@
 ```json
    {
        "general": {
+           "config_save_mode": "AUTOMATIC",
+           "config_save_interval_sec": 60,
            "version": "0.0.0",
            "data_folder_path": "/home/user/.local/share/net.akkudoktoreos.net",
            "data_output_subpath": "output",

docs/_generated/configload.md

@@ -126,7 +126,7 @@
        "load": {
            "loadimport": {
                "import_file_path": null,
-               "import_json": "{\"load0_mean\": [676.71, 876.19, 527.13]}"
+               "import_json": "{\"loadforecast_power_w\": [676.71, 876.19, 527.13]}"
            }
        }
    }

docs/_generated/configoptimization.md

@@ -7,10 +7,11 @@
 
 | Name | Environment Variable | Type | Read-Only | Default | Description |
 | ---- | -------------------- | ---- | --------- | ------- | ----------- |
-| algorithm | `EOS_OPTIMIZATION__ALGORITHM` | `Optional[str]` | `rw` | `GENETIC` | The optimization algorithm. |
-| genetic | `EOS_OPTIMIZATION__GENETIC` | `Optional[akkudoktoreos.optimization.optimization.GeneticCommonSettings]` | `rw` | `None` | Genetic optimization algorithm configuration. |
-| horizon_hours | `EOS_OPTIMIZATION__HORIZON_HOURS` | `Optional[int]` | `rw` | `24` | The general time window within which the energy optimization goal shall be achieved [h]. Defaults to 24 hours. |
-| interval | `EOS_OPTIMIZATION__INTERVAL` | `Optional[int]` | `rw` | `3600` | The optimization interval [sec]. |
+| algorithm | `EOS_OPTIMIZATION__ALGORITHM` | `str` | `rw` | `GENETIC` | The optimization algorithm. Defaults to GENETIC |
+| genetic | `EOS_OPTIMIZATION__GENETIC` | `GeneticCommonSettings` | `rw` | `required` | Genetic optimization algorithm configuration. |
+| horizon | | `int` | `ro` | `N/A` | Number of optimization steps. |
+| horizon_hours | `EOS_OPTIMIZATION__HORIZON_HOURS` | `int` | `rw` | `24` | The general time window within which the energy optimization goal shall be achieved [h]. Defaults to 24 hours. |
+| interval | `EOS_OPTIMIZATION__INTERVAL` | `int` | `rw` | `3600` | The optimization interval [sec]. Defaults to 3600 seconds (1 hour) |
 | keys | | `list[str]` | `ro` | `N/A` | The keys of the solution. |
 :::
 <!-- pyml enable line-length -->
@@ -58,7 +59,8 @@
                    "ev_soc_miss": 10
                }
            },
-           "keys": []
+           "keys": [],
+           "horizon": 24
        }
    }
 ```
@@ -73,10 +75,10 @@
 
 | Name | Type | Read-Only | Default | Description |
 | ---- | ---- | --------- | ------- | ----------- |
-| generations | `Optional[int]` | `rw` | `400` | Number of generations to evaluate the optimal solution [>= 10]. Defaults to 400. |
-| individuals | `Optional[int]` | `rw` | `300` | Number of individuals (solutions) to generate for the (initial) generation [>= 10]. Defaults to 300. |
-| penalties | `dict[str, Union[float, int, str]]` | `rw` | `required` | A dictionary of penalty function parameters consisting of a penalty function parameter name and the associated value. |
-| seed | `Optional[int]` | `rw` | `None` | Fixed seed for genetic algorithm. Defaults to 'None' which means random seed. |
+| generations | `Optional[int]` | `rw` | `400` | Number of generations to evolve [>= 10]. Defaults to 400. |
+| individuals | `Optional[int]` | `rw` | `300` | Number of individuals (solutions) in the population [>= 10]. Defaults to 300. |
+| penalties | `dict[str, Union[float, int, str]]` | `rw` | `required` | Penalty parameters used in fitness evaluation. |
+| seed | `Optional[int]` | `rw` | `None` | Random seed for reproducibility. None = random. |
 :::
 <!-- pyml enable line-length -->
 

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"

docs/akkudoktoreos/configuration.md

@@ -8,9 +8,7 @@ management.
 
 ## Storing Configuration
 
-EOS stores configuration data in a `nested structure`. Note that configuration changes inside EOS
-are updated in memory, meaning all changes will be lost upon restarting the EOS REST server if not
-saved to the `EOS configuration file`.
+EOS stores configuration data in a `nested structure`.
 
 Some `configuration keys` are read-only and cannot be altered. These keys are either set up by other
 means, such as environment variables, or determined from other information.
@@ -18,8 +16,18 @@ means, such as environment variables, or determined from other information.
 Several endpoints of the EOS REST server allow for the management and retrieval of configuration
 data.
 
+:::{admonition} Note
+:class: note
+Configuration changes inside EOS are updated in memory, meaning all changes will be lost upon
+restarting the EOS REST server unless the configuration is saved to the `EOS configuration file`.
+This can be done manually or is done automatically by default.
+:::
+
 ### Save Configuration File
 
+Configure EOS for `AUTOMATIC` (vs. `MANUAL`) configuration file update in case of configuration
+changes.
+
 Use endpoint `PUT /v1/config/file` to save the current configuration to the
 `EOS configuration file`.
 
@@ -39,13 +47,18 @@ The configuration sources and their priorities are as follows:
 
 ### Runtime Config Updates
 
-The EOS configuration can be updated at runtime. Note that those updates are not persistent
-automatically. However it is possible to save the configuration to the `EOS configuration file`.
+The EOS configuration can be updated at runtime.
 
 Use the following endpoints to change the current runtime configuration:
 
 - `PUT /v1/config`: Update the entire or parts of the configuration.
 
+:::{admonition} Note
+:class: note
+Those updates are not persistent automatically. However it is possible to save the configuration to
+the `EOS configuration file`. See [Save Configuration File](#save-configuration-file) above.
+:::
+
 ### Environment Variables
 
 All `configuration keys` can be set by environment variables prefixed with `EOS_` and separated by

docs/akkudoktoreos/prediction.md

@@ -38,9 +38,22 @@ to prediction keys like:
 
 ### Prediction Import Providers
 
-The prediction import providers are designed to import prediction data from a file or a JSON
-string. An external entity should update the file or JSON string whenever new prediction data
-becomes available.
+Prediction import providers allow you to import prediction data from:
+
+- A file or a JSON string (primarily for initialization), or
+- The **PUT** `/v1/prediction/import/{provider_id}` endpoint (recommended for dynamic updates).
+
+An external entity may update the file or JSON string whenever new prediction data becomes
+available. However, for production use or regular updates, you should prefer the **PUT** endpoint
+over file or JSON string based imports.
+
+:::{admonition} Warning
+:class: warning
+Be aware that providing dynamic values via a file and/or JSON string **alongside other value
+sources** can lead to unintended data overwrites. Moreover, after a restart, even outdated values
+from the configuration may be reloaded. To avoid these issues, use the **PUT** endpoint for live
+data and rely on file/JSON imports only for initial setup.
+:::
 
 The prediction data must be provided in one of the following formats:
 
@@ -124,7 +137,7 @@ Configuration options:
     - `ElecPriceAkkudoktor`: Retrieves from Akkudoktor.net.
     - `ElecPriceEnergyCharts`: Retrieves from Energy-Charts.info.
     - `ElecPriceFixed`: Caluclates from configured time window prices.
-    - `ElecPriceImport`: Imports from a file or JSON string.
+    - `ElecPriceImport`: Imports from a file or JSON string or by endpoint data provision.
 
   - `charges_kwh`: Electricity price charges (€/kWh).
   - `vat_rate`: VAT rate factor applied to electricity price when charges are used (default: 1.19).
@@ -166,20 +179,30 @@ of electricity price time windows set up by the user.
 
 ### ElecPriceImport Provider
 
-The `ElecPriceImport` provider is designed to import electricity prices from a file or a JSON
-string. An external entity should update the file or JSON string whenever new prediction data
-becomes available.
+The `ElecPriceImport` provider is designed to import electricity prices from:
+
+- A file or a JSON string (primarily for initialization). The data source can be given in the
+  `import_file_path` or `import_json` configuration option.
+- The **PUT** `/v1/prediction/import/ElecPriceImport` endpoint (recommended for dynamic updates).
 
 The prediction key for the electricity price forecast data is:
 
 - `elecprice_marketprice_wh`: Electricity market price per Wh (€/Wh).
 
-The electricity proce forecast data must be provided in one of the formats described in
-<project:#prediction-import-providers>. The data source can be given in the
-`import_file_path` or `import_json` configuration option.
+The electricity price forecast data must be provided in one of the formats described in
+<project:#prediction-import-providers>.
 
-The data may additionally or solely be provided by the
-**PUT** `/v1/prediction/import/ElecPriceImport` endpoint.
+An external entity may update the file or JSON string whenever new prediction data becomes
+available. However, for production use or regular updates, you should prefer the **PUT** endpoint
+over file or JSON string based imports.
+
+:::{admonition} Warning
+:class: warning
+Be aware that providing dynamic values via a file and/or JSON string **alongside other value
+sources** can lead to unintended data overwrites. Moreover, after a restart, even outdated values
+from the configuration may be reloaded. To avoid these issues, use the **PUT** endpoint for live
+data and rely on file/JSON imports only for initial setup.
+:::
 
 ## Feed In Tariff Prediction
 
@@ -195,19 +218,44 @@ Configuration options:
   - `provider`: Feed in tariff provider id of provider to be used.
 
     - `FeedInTariffFixed`: Provides fixed feed in tariff values.
-    - `FeedInTariffImport`: Imports from a file or JSON string.
+    - `FeedInTariffImport`: Imports from a file or JSON string or by endpoint data provision.
 
   - `provider_settings.feed_in_tariff_kwh`: Fixed feed in tariff (€/kWh).
   - `provider_settings.import_file_path`: Path to the file to import feed in tariff forecast data from.
   - `provider_settings.import_json`: JSON string, dictionary of feed in tariff value lists.
 
+### FeedInTariffImport Provider
+
+The `FeedInTariffImport` provider is designed to import feed in tariff prices from:
+
+- A file or a JSON string (primarily for initialization). The data source can be given in the
+  `import_file_path` or `import_json` configuration option.
+- The **PUT** `/v1/prediction/import/FeedInTariffImport` endpoint (recommended for dynamic updates).
+
+The prediction key for the feed in tariff price forecast data is:
+
+- `feed_in_tariff_wh`: Feed in tariff price per Wh (€/Wh).
+
+The feed in tariff price forecast data must be provided in one of the formats described in
+<project:#prediction-import-providers>.
+
+An external entity may update the file or JSON string whenever new prediction data becomes
+available. However, for production use or regular updates, you should prefer the **PUT** endpoint
+over file or JSON string based imports.
+
+:::{admonition} Warning
+:class: warning
+Be aware that providing dynamic values via a file and/or JSON string **alongside other value
+sources** can lead to unintended data overwrites. Moreover, after a restart, even outdated values
+from the configuration may be reloaded. To avoid these issues, use the **PUT** endpoint for live
+data and rely on file/JSON imports only for initial setup.
+:::
+
 ## Load Prediction
 
 Prediction keys:
 
 - `loadforecast_power_w`: Predicted load mean value (W).
-- `load_std`: Predicted load standard deviation (W).
-- `load_mean_adjusted`: Predicted load mean value adjusted by load measurement (W).
 
 Configuration options:
 
@@ -217,7 +265,7 @@ Configuration options:
 
     - `LoadAkkudoktor`: Retrieves from local database.
     - `LoadVrm`: Retrieves data from the VRM API by Victron Energy.
-    - `LoadImport`: Imports from a file or JSON string.
+    - `LoadImport`: Imports from a file or JSON string or by endpoint data provision.
 
   - `provider_settings.LoadAkkudoktor.loadakkudoktor_year_energy_kwh`: Yearly energy consumption (kWh).
   - `provider_settings.LoadVRM.load_vrm_token`: API token.
@@ -231,6 +279,12 @@ The `LoadAkkudoktor` provider retrieves generic load data from the local databas
 it to match the annual energy consumption specified in the
 `LoadAkkudoktor.loadakkudoktor_year_energy` configuration option.
 
+Prediction keys:
+
+- `loadforecast_power_w`: Predicted load mean value (W).
+- `loadakkudoktor_mean_power_w`: Predicted load mean value (W). Same as `loadforecast_power_w`.
+- `loadakkudoktor_std_power_w`: Predicted load standard deviation (W).
+
 ### LoadAkkudoktorAdjusted Provider
 
 The `LoadAkkudoktorAdjusted` provider retrieves generic load data from the local database and scales
@@ -239,14 +293,20 @@ it to match the annual energy consumption specified in the
 the forecast by incorporating available measured load data, ensuring a more realistic and
 site-specific consumption profile.
 
+Prediction keys:
+
+- `loadforecast_power_w`: Adjusted load mean value (W).
+- `loadakkudoktor_mean_power_w`: Predicted load mean value (W).
+- `loadakkudoktor_std_power_w`: Predicted load standard deviation (W).
+
 For details on how to supply load measurements, see the [Measurements](measurement-page) section.
 
 ### LoadVrm Provider
 
 The `LoadVrm` provider retrieves load forecast data from the VRM API by Victron Energy.
 To receive forecasts, the system data must be configured under Dynamic ESS in the VRM portal.
-To query the forecasts, an API token is required, which can also be created in the VRM portal under Preferences.
-This token must be stored in the EOS configuration along with the VRM-Installations-ID.
+To query the forecasts, an API token is required, which can also be created in the VRM portal under
+Preferences. This token must be stored in the EOS configuration along with the VRM-Installations-ID.
 
 ```json
     {
@@ -262,28 +322,36 @@ This token must be stored in the EOS configuration along with the VRM-Installati
     }
 ```
 
-The prediction keys for the load forecast data are:
+The prediction key for the load forecast data is:
 
-- `load_mean`: Predicted load mean value (W).
+- `loadforecast_power_w`: Predicted load mean value (W).
 
 ### LoadImport Provider
 
-The `LoadImport` provider is designed to import load forecast data from a file or a JSON
-string. An external entity should update the file or JSON string whenever new prediction data
-becomes available.
+The `LoadImport` provider is designed to import load forecast data from:
 
-The prediction keys for the load forecast data are:
+- A file or a JSON string (primarily for initialization). The data source can be given in the
+  `loadimport_file_path` or `loadimport_json` configuration option.
+- The **PUT** `/v1/prediction/import/LoadImport` endpoint (recommended for dynamic updates).
 
-- `load_mean`: Predicted load mean value (W).
-- `load_std`: Predicted load standard deviation (W).
-- `load_mean_adjusted`: Predicted load mean value adjusted by load measurement (W).
+The prediction key for the load forecast data is:
+
+- `loadforecast_power_w`: Predicted load mean value (W).
 
 The load forecast data must be provided in one of the formats described in
-<project:#prediction-import-providers>. The data source can be given in the `loadimport_file_path`
-or `loadimport_json` configuration option.
+<project:#prediction-import-providers>.
 
-The data may additionally or solely be provided by the
-**PUT** `/v1/prediction/import/LoadImport` endpoint.
+An external entity may update the file or JSON string whenever new prediction data becomes
+available. However, for production use or regular updates, you should prefer the **PUT** endpoint
+over file or JSON string based imports.
+
+:::{admonition} Warning
+:class: warning
+Be aware that providing dynamic values via a file and/or JSON string **alongside other value
+sources** can lead to unintended data overwrites. Moreover, after a restart, even outdated values
+from the configuration may be reloaded. To avoid these issues, use the **PUT** endpoint for live
+data and rely on file/JSON imports only for initial setup.
+:::
 
 ## PV Power Prediction
 
@@ -305,7 +373,7 @@ Configuration options:
 
     - `PVForecastAkkudoktor`: Retrieves from Akkudoktor.net.
     - `PVForecastVrm`: Retrieves data from the VRM API by Victron Energy.
-    - `PVForecastImport`: Imports from a file or JSON string.
+    - `PVForecastImport`: Imports from a file or JSON string or by endpoint data provision.
 
   - `planes[].surface_tilt`: Tilt angle from horizontal plane. Ignored for two-axis tracking.
   - `planes[].surface_azimuth`: Orientation (azimuth angle) of the (fixed) plane.
@@ -572,7 +640,7 @@ Configuration options:
     - `BrightSky`: Retrieves from [BrightSky](https://api.brightsky.dev).
     - `ClearOutside`: Retrieves from [ClearOutside](https://clearoutside.com/forecast).
     - `OpenMeteo`: Retrieves from [OpenMeteo](https://api.open-meteo.com/v1/forecast).
-    - `LoadImport`: Imports from a file or JSON string.
+    - `LoadImport`: Imports from a file or JSON string or by endpoint data provision.
 
   - `provider_settings.import_file_path`: Path to the file to import weatherforecast data from.
   - `provider_settings.import_json`: JSON string, dictionary of weather forecast value lists.

openapi.json

@@ -8,7 +8,7 @@
       "name": "Apache 2.0",
       "url": "https://www.apache.org/licenses/LICENSE-2.0.html"
     },
-    "version": "v0.3.0.dev2603180781250771"
+    "version": "v0.3.0.dev2604141105859917"
   },
   "paths": {
     "/v1/admin/cache/clear": {
@@ -720,13 +720,13 @@
                 "schema": {
                   "oneOf": [
                     {
-                      "$ref": "#/components/schemas/PowerMeasurement-Output"
+                      "$ref": "#/components/schemas/PowerMeasurement"
                     },
                     {
-                      "$ref": "#/components/schemas/EnergyMeasurement-Output"
+                      "$ref": "#/components/schemas/EnergyMeasurement"
                     },
                     {
-                      "$ref": "#/components/schemas/PPBCPowerProfileStatus-Output"
+                      "$ref": "#/components/schemas/PPBCPowerProfileStatus"
                     },
                     {
                       "$ref": "#/components/schemas/OMBCStatus"
@@ -735,7 +735,7 @@
                       "$ref": "#/components/schemas/FRBCActuatorStatus"
                     },
                     {
-                      "$ref": "#/components/schemas/FRBCEnergyStatus-Output"
+                      "$ref": "#/components/schemas/FRBCEnergyStatus"
                     },
                     {
                       "$ref": "#/components/schemas/FRBCStorageStatus"
@@ -750,12 +750,12 @@
                   "discriminator": {
                     "propertyName": "type",
                     "mapping": {
-                      "PowerMeasurement": "#/components/schemas/PowerMeasurement-Output",
-                      "EnergyMeasurement": "#/components/schemas/EnergyMeasurement-Output",
-                      "PPBCPowerProfileStatus": "#/components/schemas/PPBCPowerProfileStatus-Output",
+                      "PowerMeasurement": "#/components/schemas/PowerMeasurement",
+                      "EnergyMeasurement": "#/components/schemas/EnergyMeasurement",
+                      "PPBCPowerProfileStatus": "#/components/schemas/PPBCPowerProfileStatus",
                       "OMBCStatus": "#/components/schemas/OMBCStatus",
                       "FRBCActuatorStatus": "#/components/schemas/FRBCActuatorStatus",
-                      "FRBCEnergyStatus": "#/components/schemas/FRBCEnergyStatus-Output",
+                      "FRBCEnergyStatus": "#/components/schemas/FRBCEnergyStatus",
                       "FRBCStorageStatus": "#/components/schemas/FRBCStorageStatus",
                       "FRBCTimerStatus": "#/components/schemas/FRBCTimerStatus",
                       "DDBCActuatorStatus": "#/components/schemas/DDBCActuatorStatus"
@@ -823,13 +823,13 @@
               "schema": {
                 "anyOf": [
                   {
-                    "$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"
@@ -838,7 +838,7 @@
                     "$ref": "#/components/schemas/FRBCActuatorStatus"
                   },
                   {
-                    "$ref": "#/components/schemas/FRBCEnergyStatus-Input"
+                    "$ref": "#/components/schemas/FRBCEnergyStatus"
                   },
                   {
                     "$ref": "#/components/schemas/FRBCStorageStatus"
@@ -864,13 +864,13 @@
                 "schema": {
                   "oneOf": [
                     {
-                      "$ref": "#/components/schemas/PowerMeasurement-Output"
+                      "$ref": "#/components/schemas/PowerMeasurement"
                     },
                     {
-                      "$ref": "#/components/schemas/EnergyMeasurement-Output"
+                      "$ref": "#/components/schemas/EnergyMeasurement"
                     },
                     {
-                      "$ref": "#/components/schemas/PPBCPowerProfileStatus-Output"
+                      "$ref": "#/components/schemas/PPBCPowerProfileStatus"
                     },
                     {
                       "$ref": "#/components/schemas/OMBCStatus"
@@ -879,7 +879,7 @@
                       "$ref": "#/components/schemas/FRBCActuatorStatus"
                     },
                     {
-                      "$ref": "#/components/schemas/FRBCEnergyStatus-Output"
+                      "$ref": "#/components/schemas/FRBCEnergyStatus"
                     },
                     {
                       "$ref": "#/components/schemas/FRBCStorageStatus"
@@ -894,12 +894,12 @@
                   "discriminator": {
                     "propertyName": "type",
                     "mapping": {
-                      "PowerMeasurement": "#/components/schemas/PowerMeasurement-Output",
-                      "EnergyMeasurement": "#/components/schemas/EnergyMeasurement-Output",
-                      "PPBCPowerProfileStatus": "#/components/schemas/PPBCPowerProfileStatus-Output",
+                      "PowerMeasurement": "#/components/schemas/PowerMeasurement",
+                      "EnergyMeasurement": "#/components/schemas/EnergyMeasurement",
+                      "PPBCPowerProfileStatus": "#/components/schemas/PPBCPowerProfileStatus",
                       "OMBCStatus": "#/components/schemas/OMBCStatus",
                       "FRBCActuatorStatus": "#/components/schemas/FRBCActuatorStatus",
-                      "FRBCEnergyStatus": "#/components/schemas/FRBCEnergyStatus-Output",
+                      "FRBCEnergyStatus": "#/components/schemas/FRBCEnergyStatus",
                       "FRBCStorageStatus": "#/components/schemas/FRBCStorageStatus",
                       "FRBCTimerStatus": "#/components/schemas/FRBCTimerStatus",
                       "DDBCActuatorStatus": "#/components/schemas/DDBCActuatorStatus"
@@ -2632,6 +2632,15 @@
         "title": "ConfigEOS",
         "description": "Singleton configuration handler for the EOS application.\n\nConfigEOS extends `SettingsEOS` with support for  default configuration paths and automatic\ninitialization.\n\n`ConfigEOS` ensures that only one instance of the class is created throughout the application,\nallowing consistent access to EOS configuration settings. This singleton instance loads\nconfiguration data from a predefined set of directories or creates a default configuration if\nnone is found.\n\nInitialization Process:\n  - Upon instantiation, the singleton instance attempts to load a configuration file in this order:\n    1. The directory specified by the `EOS_CONFIG_DIR` environment variable\n    2. The directory specified by the `EOS_DIR` environment variable.\n    3. A platform specific default directory for EOS.\n    4. The current working directory.\n  - The first available configuration file found in these directories is loaded.\n  - If no configuration file is found, a default configuration file is created in the platform\n    specific default directory, and default settings are loaded into it.\n\nAttributes from the loaded configuration are accessible directly as instance attributes of\n`ConfigEOS`, providing a centralized, shared configuration object for EOS.\n\nSingleton Behavior:\n  - This class uses the `SingletonMixin` to ensure that all requests for `ConfigEOS` return\n    the same instance, which contains the most up-to-date configuration. Modifying the configuration\n    in one part of the application reflects across all references to this class.\n\nRaises:\n    FileNotFoundError: If no configuration file is found, and creating a default configuration fails.\n\nExample:\n    To initialize and access configuration attributes (only one instance is created):\n    .. code-block:: python\n\n        config_eos = ConfigEOS()  # Always returns the same instance\n            print(config_eos.prediction.hours)  # Access a setting from the loaded configuration"
       },
+      "ConfigSaveMode": {
+        "type": "string",
+        "enum": [
+          "AUTOMATIC",
+          "MANUAL"
+        ],
+        "title": "ConfigSaveMode",
+        "description": "Configuration file save mode."
+      },
       "DDBCActuatorStatus": {
         "properties": {
           "type": {
@@ -3958,51 +3967,7 @@
         "title": "EnergyManagementPlan",
         "description": "A coordinated energy management plan composed of device control instructions.\n\nAttributes:\n    plan_id (ID): Unique identifier for this energy management plan.\n    generated_at (DateTime): Timestamp when the plan was generated.\n    valid_from (Optional[DateTime]): Earliest start time of any instruction.\n    valid_until (Optional[DateTime]): Latest end time across all instructions\n        with finite duration; None if all instructions have infinite duration.\n    instructions (list[BaseInstruction]): List of control instructions for the plan.\n    comment (Optional[str]): Optional comment or annotation for the plan."
       },
-      "EnergyMeasurement-Input": {
-        "properties": {
-          "type": {
-            "type": "string",
-            "const": "EnergyMeasurement",
-            "title": "Type",
-            "default": "EnergyMeasurement"
-          },
-          "measurement_timestamp": {
-            "type": "string",
-            "format": "date-time",
-            "title": "Measurement Timestamp",
-            "description": "Timestamp when energy values were measured."
-          },
-          "last_reset": {
-            "anyOf": [
-              {
-                "type": "string",
-                "format": "date-time"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Last Reset",
-            "description": "Timestamp when the energy meter's cumulative counter was last reset."
-          },
-          "values": {
-            "items": {
-              "$ref": "#/components/schemas/PowerValue"
-            },
-            "type": "array",
-            "title": "Values",
-            "description": "Array of measured energy values. Shall contain at least one item and at most one item per 'commodity_quantity' (defined inside the PowerValue)."
-          }
-        },
-        "type": "object",
-        "required": [
-          "measurement_timestamp",
-          "values"
-        ],
-        "title": "EnergyMeasurement",
-        "description": "Captures a set of energy meter readouts taken at a specific point in time.\n\nEnergy is defined as the cummulative power per hour as provided by an energy meter.\n\nThis model records multiple energy values (for different commodity quantities)\nalong with the timestamp when the meter readouts were taken, enabling time-series\nanalysis and monitoring of energy consumption or production.\n\nNote: This is an extension to the S2 standard."
-      },
-      "EnergyMeasurement-Output": {
+      "EnergyMeasurement": {
         "properties": {
           "type": {
             "type": "string",
@@ -4100,7 +4065,7 @@
         "title": "FRBCActuatorStatus",
         "description": "Current status of an FRBC Actuator.\n\nProvides information about the currently active operation mode and transition history.\nUsed to track the current state of the actuator."
       },
-      "FRBCEnergyStatus-Input": {
+      "FRBCEnergyStatus": {
         "properties": {
           "type": {
             "type": "string",
@@ -4111,7 +4076,7 @@
           "import_total": {
             "anyOf": [
               {
-                "$ref": "#/components/schemas/EnergyMeasurement-Input"
+                "$ref": "#/components/schemas/EnergyMeasurement"
               },
               {
                 "type": "null"
@@ -4122,42 +4087,7 @@
           "export_total": {
             "anyOf": [
               {
-                "$ref": "#/components/schemas/EnergyMeasurement-Input"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "description": "Total cumulative exported energy from the energy meter start."
-          }
-        },
-        "type": "object",
-        "title": "FRBCEnergyStatus",
-        "description": "Energy status of an FRBC storage.\n\nNote: This is an extension to the S2 standard."
-      },
-      "FRBCEnergyStatus-Output": {
-        "properties": {
-          "type": {
-            "type": "string",
-            "const": "FRBCEnergyStatus",
-            "title": "Type",
-            "default": "FRBCEnergyStatus"
-          },
-          "import_total": {
-            "anyOf": [
-              {
-                "$ref": "#/components/schemas/EnergyMeasurement-Output"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "description": "Total cumulative imported energy from the energy meter start."
-          },
-          "export_total": {
-            "anyOf": [
-              {
-                "$ref": "#/components/schemas/EnergyMeasurement-Output"
+                "$ref": "#/components/schemas/EnergyMeasurement"
               },
               {
                 "type": "null"
@@ -4497,6 +4427,25 @@
       },
       "GeneralSettings-Input": {
         "properties": {
+          "config_save_mode": {
+            "$ref": "#/components/schemas/ConfigSaveMode",
+            "description": "Configuration file save mode for configuration changes ['MANUAL', 'AUTOMATIC']. Defaults to 'AUTOMATIC'.",
+            "default": "AUTOMATIC",
+            "examples": [
+              "AUTOMATIC",
+              "MANUAL"
+            ]
+          },
+          "config_save_interval_sec": {
+            "type": "integer",
+            "minimum": 5.0,
+            "title": "Config Save Interval Sec",
+            "description": "Automatic configuration file saving interval [seconds].",
+            "default": 60,
+            "examples": [
+              60
+            ]
+          },
           "home_assistant_addon": {
             "type": "boolean",
             "title": "Home Assistant Addon",
@@ -4574,6 +4523,25 @@
       },
       "GeneralSettings-Output": {
         "properties": {
+          "config_save_mode": {
+            "$ref": "#/components/schemas/ConfigSaveMode",
+            "description": "Configuration file save mode for configuration changes ['MANUAL', 'AUTOMATIC']. Defaults to 'AUTOMATIC'.",
+            "default": "AUTOMATIC",
+            "examples": [
+              "AUTOMATIC",
+              "MANUAL"
+            ]
+          },
+          "config_save_interval_sec": {
+            "type": "integer",
+            "minimum": 5.0,
+            "title": "Config Save Interval Sec",
+            "description": "Automatic configuration file saving interval [seconds].",
+            "default": 60,
+            "examples": [
+              60
+            ]
+          },
           "version": {
             "anyOf": [
               {
@@ -4718,7 +4686,7 @@
               }
             ],
             "title": "Individuals",
-            "description": "Number of individuals (solutions) to generate for the (initial) generation [>= 10]. Defaults to 300.",
+            "description": "Number of individuals (solutions) in the population [>= 10]. Defaults to 300.",
             "default": 300,
             "examples": [
               300
@@ -4735,7 +4703,7 @@
               }
             ],
             "title": "Generations",
-            "description": "Number of generations to evaluate the optimal solution [>= 10]. Defaults to 400.",
+            "description": "Number of generations to evolve [>= 10]. Defaults to 400.",
             "default": 400,
             "examples": [
               400
@@ -4752,9 +4720,10 @@
               }
             ],
             "title": "Seed",
-            "description": "Fixed seed for genetic algorithm. Defaults to 'None' which means random seed.",
+            "description": "Random seed for reproducibility. None = random.",
             "examples": [
-              null
+              null,
+              42
             ]
           },
           "penalties": {
@@ -4773,7 +4742,7 @@
             },
             "type": "object",
             "title": "Penalties",
-            "description": "A dictionary of penalty function parameters consisting of a penalty function parameter name and the associated value.",
+            "description": "Penalty parameters used in fitness evaluation.",
             "examples": [
               {
                 "ev_soc_miss": 10
@@ -6251,7 +6220,7 @@
             "title": "Import Json",
             "description": "JSON string, dictionary of load forecast value lists.",
             "examples": [
-              "{\"load0_mean\": [676.71, 876.19, 527.13]}"
+              "{\"loadforecast_power_w\": [676.71, 876.19, 527.13]}"
             ]
           }
         },
@@ -6773,15 +6742,8 @@
       "OptimizationCommonSettings-Input": {
         "properties": {
           "horizon_hours": {
-            "anyOf": [
-              {
             "type": "integer",
-                "minimum": 0.0
-              },
-              {
-                "type": "null"
-              }
-            ],
+            "minimum": 0.0,
             "title": "Horizon Hours",
             "description": "The general time window within which the energy optimization goal shall be achieved [h]. Defaults to 24 hours.",
             "default": 24,
@@ -6790,18 +6752,11 @@
             ]
           },
           "interval": {
-            "anyOf": [
-              {
             "type": "integer",
             "maximum": 3600.0,
-                "minimum": 900.0
-              },
-              {
-                "type": "null"
-              }
-            ],
+            "minimum": 900.0,
             "title": "Interval",
-            "description": "The optimization interval [sec].",
+            "description": "The optimization interval [sec]. Defaults to 3600 seconds (1 hour)",
             "default": 3600,
             "examples": [
               3600,
@@ -6809,30 +6764,16 @@
             ]
           },
           "algorithm": {
-            "anyOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "null"
-              }
-            ],
+            "type": "string",
             "title": "Algorithm",
-            "description": "The optimization algorithm.",
+            "description": "The optimization algorithm. Defaults to GENETIC",
             "default": "GENETIC",
             "examples": [
               "GENETIC"
             ]
           },
           "genetic": {
-            "anyOf": [
-              {
-                "$ref": "#/components/schemas/GeneticCommonSettings"
-              },
-              {
-                "type": "null"
-              }
-            ],
+            "$ref": "#/components/schemas/GeneticCommonSettings",
             "description": "Genetic optimization algorithm configuration.",
             "examples": [
               {
@@ -6851,15 +6792,8 @@
       "OptimizationCommonSettings-Output": {
         "properties": {
           "horizon_hours": {
-            "anyOf": [
-              {
             "type": "integer",
-                "minimum": 0.0
-              },
-              {
-                "type": "null"
-              }
-            ],
+            "minimum": 0.0,
             "title": "Horizon Hours",
             "description": "The general time window within which the energy optimization goal shall be achieved [h]. Defaults to 24 hours.",
             "default": 24,
@@ -6868,18 +6802,11 @@
             ]
           },
           "interval": {
-            "anyOf": [
-              {
             "type": "integer",
             "maximum": 3600.0,
-                "minimum": 900.0
-              },
-              {
-                "type": "null"
-              }
-            ],
+            "minimum": 900.0,
             "title": "Interval",
-            "description": "The optimization interval [sec].",
+            "description": "The optimization interval [sec]. Defaults to 3600 seconds (1 hour)",
             "default": 3600,
             "examples": [
               3600,
@@ -6887,30 +6814,16 @@
             ]
           },
           "algorithm": {
-            "anyOf": [
-              {
-                "type": "string"
-              },
-              {
-                "type": "null"
-              }
-            ],
+            "type": "string",
             "title": "Algorithm",
-            "description": "The optimization algorithm.",
+            "description": "The optimization algorithm. Defaults to GENETIC",
             "default": "GENETIC",
             "examples": [
               "GENETIC"
             ]
           },
           "genetic": {
-            "anyOf": [
-              {
-                "$ref": "#/components/schemas/GeneticCommonSettings"
-              },
-              {
-                "type": "null"
-              }
-            ],
+            "$ref": "#/components/schemas/GeneticCommonSettings",
             "description": "Genetic optimization algorithm configuration.",
             "examples": [
               {
@@ -6929,11 +6842,18 @@
             "title": "Keys",
             "description": "The keys of the solution.",
             "readOnly": true
+          },
+          "horizon": {
+            "type": "integer",
+            "title": "Horizon",
+            "description": "Number of optimization steps.",
+            "readOnly": true
           }
         },
         "type": "object",
         "required": [
-          "keys"
+          "keys",
+          "horizon"
         ],
         "title": "OptimizationCommonSettings",
         "description": "General Optimization Configuration."
@@ -7222,31 +7142,7 @@
         "title": "PPBCEndInterruptionInstruction",
         "description": "Represents an instruction to resume execution of a previously interrupted power sequence.\n\nThis model defines a control instruction that ends an interruption and resumes\nexecution of a previously interrupted power sequence. It complements the start\ninterruption instruction, enabling the complete interruption-resumption cycle\nfor flexible sequence execution control."
       },
-      "PPBCPowerProfileStatus-Input": {
-        "properties": {
-          "type": {
-            "type": "string",
-            "const": "PPBCPowerProfileStatus",
-            "title": "Type",
-            "default": "PPBCPowerProfileStatus"
-          },
-          "sequence_container_status": {
-            "items": {
-              "$ref": "#/components/schemas/PPBCPowerSequenceContainerStatus"
-            },
-            "type": "array",
-            "title": "Sequence Container Status",
-            "description": "Status list for all sequence containers in the PowerProfileDefinition."
-          }
-        },
-        "type": "object",
-        "required": [
-          "sequence_container_status"
-        ],
-        "title": "PPBCPowerProfileStatus",
-        "description": "Reports the current status of a power profile execution.\n\nThis model provides comprehensive status information for all sequence containers\nin a power profile definition, enabling monitoring of profile execution progress.\nIt tracks which sequences have been selected and their current execution status."
-      },
-      "PPBCPowerProfileStatus-Output": {
+      "PPBCPowerProfileStatus": {
         "properties": {
           "type": {
             "type": "string",
@@ -8100,38 +7996,7 @@
         "title": "PVForecastVrmCommonSettings",
         "description": "Common settings for PV forecast VRM API."
       },
-      "PowerMeasurement-Input": {
-        "properties": {
-          "type": {
-            "type": "string",
-            "const": "PowerMeasurement",
-            "title": "Type",
-            "default": "PowerMeasurement"
-          },
-          "measurement_timestamp": {
-            "type": "string",
-            "format": "date-time",
-            "title": "Measurement Timestamp",
-            "description": "Timestamp when PowerValues were measured."
-          },
-          "values": {
-            "items": {
-              "$ref": "#/components/schemas/PowerValue"
-            },
-            "type": "array",
-            "title": "Values",
-            "description": "Array of measured PowerValues. Shall contain at least one item and at most one item per 'commodity_quantity' (defined inside the PowerValue)."
-          }
-        },
-        "type": "object",
-        "required": [
-          "measurement_timestamp",
-          "values"
-        ],
-        "title": "PowerMeasurement",
-        "description": "Captures a set of power measurements taken at a specific point in time.\n\nThis model records multiple power values (for different commodity quantities)\nalong with the timestamp when the measurements were taken, enabling time-series\nanalysis and monitoring of power consumption or production."
-      },
-      "PowerMeasurement-Output": {
+      "PowerMeasurement": {
         "properties": {
           "type": {
             "type": "string",

pyproject.toml

@@ -31,15 +31,15 @@ dependencies = [
     "bokeh==3.9.0",
     "uvicorn==0.44.0",
     "scipy==1.17.1",
-    "tzfpy==1.1.3",
+    "tzfpy==1.2.0",
     "deap==1.4.3",
     "requests==2.33.1",
     "pandas==3.0.2",
     "pendulum==3.2.0",
-    "platformdirs==4.9.4",
+    "platformdirs==4.9.6",
     "psutil==7.2.2",
     "pvlib==0.15.0",
-    "pydantic==2.12.5",
+    "pydantic==2.13.0",
     "pydantic_extra_types==2.11.2",
     "statsmodels==0.14.6",
     "pydantic-settings==2.13.1",
@@ -61,11 +61,11 @@ dev = [
     # !!! Sync .pre-commit-config.yaml with these dependencies !!!
     "pre-commit==4.5.1",
     "mypy==1.20.0",
-    "types-requests==2.33.0.20260402", # for mypy
+    "types-requests==2.33.0.20260408", # for mypy
     "pandas-stubs==3.0.0.260204", # for mypy
     "tokenize-rt==6.2.0", # for mypy
     "types-docutils==0.22.3.20260322", # for mypy
-    "types-PyYaml==6.0.12.20250915", # for mypy
+    "types-PyYaml==6.0.12.20260408", # for mypy
     "commitizen==4.13.9",
     "deprecated==1.3.1", # for commitizen
 
@@ -78,7 +78,7 @@ dev = [
     "docutils==0.21.2",
 
     # Pytest
-    "pytest==9.0.2",
+    "pytest==9.0.3",
     "pytest-asyncio==1.3.0",
     "pytest-cov==7.1.0",
     "pytest-xprocess==1.0.2",

src/akkudoktoreos/config/config.py

@@ -23,7 +23,11 @@ from pydantic import Field, computed_field, field_validator
 
 # settings
 from akkudoktoreos.adapter.adapter import AdapterCommonSettings
-from akkudoktoreos.config.configabc import SettingsBaseModel, is_home_assistant_addon
+from akkudoktoreos.config.configabc import (
+    ConfigSaveMode,
+    SettingsBaseModel,
+    is_home_assistant_addon,
+)
 from akkudoktoreos.config.configmigrate import migrate_config_data, migrate_config_file
 from akkudoktoreos.core.cachesettings import CacheCommonSettings
 from akkudoktoreos.core.coreabc import SingletonMixin
@@ -117,6 +121,26 @@ def default_data_folder_path() -> Path:
 class GeneralSettings(SettingsBaseModel):
     """General settings."""
 
+    config_save_mode: ConfigSaveMode = Field(
+        default=ConfigSaveMode.AUTOMATIC,
+        json_schema_extra={
+            "description": (
+                "Configuration file save mode for configuration changes "
+                "['MANUAL', 'AUTOMATIC']. Defaults to 'AUTOMATIC'."
+            ),
+        },
+        examples=["AUTOMATIC", "MANUAL"],
+    )
+
+    config_save_interval_sec: int = Field(
+        default=60,
+        ge=5,
+        json_schema_extra={
+            "description": ("Automatic configuration file saving interval [seconds]."),
+            "examples": [60],
+        },
+    )
+
     home_assistant_addon: bool = Field(
         default_factory=is_home_assistant_addon,
         json_schema_extra={"description": "EOS is running as home assistant add-on."},
@@ -359,6 +383,7 @@ class ConfigEOS(SingletonMixin, SettingsEOSDefaults):
         "with_file_secret_settings": True,
     }
     _config_file_path: ClassVar[Optional[Path]] = None
+    _config_autosave: ClassVar[str] = ""
     _force_documentation_mode = False
 
     def __hash__(self) -> int:
@@ -1003,6 +1028,20 @@ class ConfigEOS(SingletonMixin, SettingsEOSDefaults):
             raise ValueError("Configuration file path unknown.")
         with self.general.config_file_path.open("w", encoding="utf-8", newline="\n") as f_out:
             f_out.write(self.to_config_json())
+        logger.info(f"Saved configuration to '{self.general.config_file_path}'.")
+
+    def autosave(self) -> None:
+        """Saves the current configuration if AUTOMATIC save mode is configured.
+
+        Tries to avoid save operation if there are no changes between last and actual save.
+        """
+        if self.general.config_save_mode != ConfigSaveMode.AUTOMATIC:
+            return
+
+        config_str = self.to_config_json()
+        if config_str != ConfigEOS._config_autosave:
+            self.to_config_file()
+            ConfigEOS._config_autosave = config_str
 
     def update(self) -> None:
         """Updates all configuration fields.

src/akkudoktoreos/config/configabc.py

@@ -3,6 +3,7 @@
 import calendar
 import os
 import sys
+from enum import StrEnum
 from typing import Any, ClassVar, Iterator, Optional, Union
 
 import numpy as np
@@ -20,6 +21,13 @@ from akkudoktoreos.utils.datetimeutil import (
 )
 
 
+class ConfigSaveMode(StrEnum):
+    """Configuration file save mode."""
+
+    AUTOMATIC = "AUTOMATIC"
+    MANUAL = "MANUAL"
+
+
 def is_home_assistant_addon() -> bool:
     """Detect Home Assistant add-on environment.
 

src/akkudoktoreos/optimization/genetic/geneticparams.py

@@ -200,24 +200,15 @@ class GeneticOptimizationParameters(
             )
             cls.config.optimization.interval = 3600
         # Check genetic algorithm definitions
-        if cls.config.optimization.genetic is None:
-            logger.info(
-                "Genetic optimization configuration not configured - defaulting to demo config."
-            )
-            cls.config.optimization.genetic = {
-                "individuals": 300,
-                "generations": 400,
-                "seed": None,
-                "penalties": {
-                    "ev_soc_miss": 10,
-                },
-            }
         if cls.config.optimization.genetic.individuals is None:
             logger.info("Genetic individuals unknown - defaulting to 300.")
             cls.config.optimization.genetic.individuals = 300
         if cls.config.optimization.genetic.generations is None:
             logger.info("Genetic generations unknown - defaulting to 400.")
             cls.config.optimization.genetic.generations = 400
+        if "ev_soc_miss" not in cls.config.optimization.genetic.penalties:
+            logger.info("Genetic penalties unknown - defaulting to ev_soc_miss = 10.")
+            cls.config.optimization.genetic.penalties["ev_soc_miss"] = 10
 
         # Get start solution from last run
         start_solution = None

src/akkudoktoreos/optimization/optimization.py

@@ -1,6 +1,6 @@
 from typing import Optional, Union
 
-from pydantic import Field, computed_field, model_validator
+from pydantic import Field, computed_field
 
 from akkudoktoreos.config.configabc import SettingsBaseModel
 from akkudoktoreos.core.coreabc import get_ems
@@ -18,7 +18,7 @@ class GeneticCommonSettings(SettingsBaseModel):
         default=300,
         ge=10,
         json_schema_extra={
-            "description": "Number of individuals (solutions) to generate for the (initial) generation [>= 10]. Defaults to 300.",
+            "description": "Number of individuals (solutions) in the population [>= 10]. Defaults to 300.",
             "examples": [300],
         },
     )
@@ -27,7 +27,7 @@ class GeneticCommonSettings(SettingsBaseModel):
         default=400,
         ge=10,
         json_schema_extra={
-            "description": "Number of generations to evaluate the optimal solution [>= 10]. Defaults to 400.",
+            "description": "Number of generations to evolve [>= 10]. Defaults to 400.",
             "examples": [400],
         },
     )
@@ -36,21 +36,21 @@ class GeneticCommonSettings(SettingsBaseModel):
         default=None,
         ge=0,
         json_schema_extra={
-            "description": "Fixed seed for genetic algorithm. Defaults to 'None' which means random seed.",
-            "examples": [None],
+            "description": "Random seed for reproducibility. None = random.",
+            "examples": [None, 42],
         },
     )
 
+    # --- Penalties (existing) -------------------------------------------------
+
     penalties: dict[str, Union[float, int, str]] = Field(
         default_factory=lambda: {
             "ev_soc_miss": 10,
             "ac_charge_break_even": 1.0,
         },
         json_schema_extra={
-            "description": "A dictionary of penalty function parameters consisting of a penalty function parameter name and the associated value.",
-            "examples": [
-                {"ev_soc_miss": 10},
-            ],
+            "description": "Penalty parameters used in fitness evaluation.",
+            "examples": [{"ev_soc_miss": 10}],
         },
     )
 
@@ -58,7 +58,7 @@ class GeneticCommonSettings(SettingsBaseModel):
 class OptimizationCommonSettings(SettingsBaseModel):
     """General Optimization Configuration."""
 
-    horizon_hours: Optional[int] = Field(
+    horizon_hours: int = Field(
         default=24,
         ge=0,
         json_schema_extra={
@@ -67,23 +67,26 @@ class OptimizationCommonSettings(SettingsBaseModel):
         },
     )
 
-    interval: Optional[int] = Field(
+    interval: int = Field(
         default=3600,
         ge=15 * 60,
         le=60 * 60,
         json_schema_extra={
-            "description": "The optimization interval [sec].",
+            "description": "The optimization interval [sec]. Defaults to 3600 seconds (1 hour)",
             "examples": [60 * 60, 15 * 60],
         },
     )
 
-    algorithm: Optional[str] = Field(
+    algorithm: str = Field(
         default="GENETIC",
-        json_schema_extra={"description": "The optimization algorithm.", "examples": ["GENETIC"]},
+        json_schema_extra={
+            "description": "The optimization algorithm. Defaults to GENETIC",
+            "examples": ["GENETIC"],
+        },
     )
 
-    genetic: Optional[GeneticCommonSettings] = Field(
-        default=None,
+    genetic: GeneticCommonSettings = Field(
+        default_factory=GeneticCommonSettings,
         json_schema_extra={
             "description": "Genetic optimization algorithm configuration.",
             "examples": [{"individuals": 400, "seed": None, "penalties": {"ev_soc_miss": 10}}],
@@ -109,14 +112,14 @@ class OptimizationCommonSettings(SettingsBaseModel):
             key_list = df.columns.tolist()
         return sorted(set(key_list))
 
-    # Validators
-    @model_validator(mode="after")
-    def _enforce_algorithm_configuration(self) -> "OptimizationCommonSettings":
-        """Ensure algorithm default configuration is set."""
-        if self.algorithm is not None:
-            if self.algorithm.lower() == "genetic" and self.genetic is None:
-                self.genetic = GeneticCommonSettings()
-        return self
+    @computed_field  # type: ignore[prop-decorator]
+    @property
+    def horizon(self) -> int:
+        """Number of optimization steps."""
+        if self.interval is None or self.interval == 0 or self.horizon_hours is None:
+            return 0
+        num_steps = int(float(self.horizon_hours * 3600) / self.interval)
+        return num_steps
 
 
 class OptimizationSolution(PydanticBaseModel):

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]}'],
         },
     )
 

src/akkudoktoreos/server/eos.py

@@ -114,6 +114,13 @@ def compact_eos_database() -> None:
     get_measurement().db_vacuum()
 
 
+def autosave_config() -> None:
+    """Save config in automatic mode."""
+    config = get_config()
+    if config:
+        config.autosave()
+
+
 async def server_shutdown_task() -> None:
     """One-shot task for shutting down the EOS server.
 
@@ -168,6 +175,11 @@ async def lifespan(app: FastAPI) -> AsyncGenerator[None, None]:
         interval_attr="server/eosdash_supervise_interval_sec",
         fallback_interval=5.0,
     )
+    manager.register(
+        name="autosave_config",
+        func=autosave_config,
+        interval_attr="general/config_save_interval_sec",
+    )
     manager.register("cache_clear", cache_clear, interval_attr="cache/cleanup_interval")
     manager.register(
         "save_eos_database", save_eos_database, interval_attr="database/autosave_interval_sec"
@@ -1454,6 +1466,32 @@ async def redirect_put(request: Request, path: str) -> Response:
     return redirect(request, path)
 
 
+def _sanitize_redirect_path(path: str) -> Optional[str]:
+    """Sanitize user-controlled redirect path to ensure it is a safe relative path.
+
+    Returns a normalized path segment without scheme/host information, or None if unsafe.
+    """
+    if path is None:
+        return ""
+    # Normalize backslashes and strip leading separators/spaces
+    cleaned = path.replace("\\", "/").lstrip(" /")
+    # Disallow obvious attempts to inject a new scheme/host
+    lowered = cleaned.lower()
+    if lowered.startswith(("http://", "https://", "//")) or "://" in lowered:
+        return None
+    # Prevent directory traversal outside the intended root
+    parts = [p for p in cleaned.split("/") if p not in ("", ".")]
+    depth = 0
+    for p in parts:
+        if p == "..":
+            depth -= 1
+        else:
+            depth += 1
+        if depth < 0:
+            return None
+    return "/".join(parts)
+
+
 def redirect(request: Request, path: str) -> Union[HTMLResponse, RedirectResponse]:
     # Path is not for EOSdash
     if not (path.startswith("eosdash") or path == ""):
@@ -1485,8 +1523,9 @@ Did you want to connect to <a href="{url}" class="back-button">EOSdash</a>?
         # Use IP of EOS host
         host = get_host_ip()
     if host and get_config().server.eosdash_port:
-        # Redirect to EOSdash server
-        url = f"http://{host}:{get_config().server.eosdash_port}/{path}"
+        base_url = f"http://{host}:{get_config().server.eosdash_port}"
+        safe_path = _sanitize_redirect_path(path) or ""
+        url = f"{base_url}/{safe_path}"
         return RedirectResponse(url=url, status_code=303)
 
     # Redirect the root URL to the site map

uv.lock

@@ -84,36 +84,36 @@ requires-dist = [
     { name = "deap", specifier = "==1.4.3" },
     { name = "deprecated", marker = "extra == 'dev'", specifier = "==1.3.1" },
     { name = "docutils", marker = "extra == 'dev'", specifier = "==0.21.2" },
-    { name = "fastapi", extras = ["standard-no-fastapi-cloud-cli"], specifier = "==0.135.2" },
+    { name = "fastapi", extras = ["standard-no-fastapi-cloud-cli"], specifier = "==0.135.3" },
     { name = "fastapi-cli", specifier = "==0.0.24" },
     { name = "gitpython", marker = "extra == 'dev'", specifier = "==3.1.46" },
     { name = "linkify-it-py", specifier = "==2.1.0" },
-    { name = "lmdb", specifier = "==2.1.1" },
+    { name = "lmdb", specifier = "==2.2.0" },
     { name = "loguru", specifier = "==0.7.3" },
     { name = "markdown-it-py", specifier = "==4.0.0" },
     { name = "matplotlib", specifier = "==3.10.8" },
     { name = "mdit-py-plugins", specifier = "==0.5.0" },
     { name = "monsterui", specifier = "==1.0.45" },
-    { name = "mypy", marker = "extra == 'dev'", specifier = "==1.19.1" },
+    { name = "mypy", marker = "extra == 'dev'", specifier = "==1.20.0" },
     { name = "myst-parser", marker = "extra == 'dev'", specifier = "==5.0.0" },
-    { name = "numpy", specifier = "==2.4.3" },
+    { name = "numpy", specifier = "==2.4.4" },
     { name = "numpydantic", specifier = "==1.8.0" },
-    { name = "pandas", specifier = "==3.0.1" },
+    { name = "pandas", specifier = "==3.0.2" },
     { name = "pandas-stubs", marker = "extra == 'dev'", specifier = "==3.0.0.260204" },
     { name = "pendulum", specifier = "==3.2.0" },
-    { name = "platformdirs", specifier = "==4.9.4" },
+    { name = "platformdirs", specifier = "==4.9.6" },
     { name = "pre-commit", marker = "extra == 'dev'", specifier = "==4.5.1" },
     { name = "psutil", specifier = "==7.2.2" },
     { name = "pvlib", specifier = "==0.15.0" },
-    { name = "pydantic", specifier = "==2.12.5" },
-    { name = "pydantic-extra-types", specifier = "==2.11.1" },
+    { name = "pydantic", specifier = "==2.13.0" },
+    { name = "pydantic-extra-types", specifier = "==2.11.2" },
     { name = "pydantic-settings", specifier = "==2.13.1" },
-    { name = "pytest", marker = "extra == 'dev'", specifier = "==9.0.2" },
+    { name = "pytest", marker = "extra == 'dev'", specifier = "==9.0.3" },
     { name = "pytest-asyncio", marker = "extra == 'dev'", specifier = "==1.3.0" },
     { name = "pytest-cov", marker = "extra == 'dev'", specifier = "==7.1.0" },
     { name = "pytest-xprocess", marker = "extra == 'dev'", specifier = "==1.0.2" },
     { name = "python-fasthtml", specifier = "==0.13.2" },
-    { name = "requests", specifier = "==2.33.0" },
+    { name = "requests", specifier = "==2.33.1" },
     { name = "rich-toolkit", specifier = "==0.19.7" },
     { name = "scipy", specifier = "==1.17.1" },
     { name = "sphinx", marker = "extra == 'dev'", specifier = "==9.0.4" },
@@ -122,10 +122,10 @@ requires-dist = [
     { name = "statsmodels", specifier = "==0.14.6" },
     { name = "tokenize-rt", marker = "extra == 'dev'", specifier = "==6.2.0" },
     { name = "types-docutils", marker = "extra == 'dev'", specifier = "==0.22.3.20260322" },
-    { name = "types-pyyaml", marker = "extra == 'dev'", specifier = "==6.0.12.20250915" },
-    { name = "types-requests", marker = "extra == 'dev'", specifier = "==2.33.0.20260327" },
-    { name = "tzfpy", specifier = "==1.1.3" },
-    { name = "uvicorn", specifier = "==0.42.0" },
+    { name = "types-pyyaml", marker = "extra == 'dev'", specifier = "==6.0.12.20260408" },
+    { name = "types-requests", marker = "extra == 'dev'", specifier = "==2.33.0.20260408" },
+    { name = "tzfpy", specifier = "==1.2.0" },
+    { name = "uvicorn", specifier = "==0.44.0" },
 ]
 provides-extras = ["dev"]
 
@@ -827,7 +827,7 @@ wheels = [
 
 [[package]]
 name = "fastapi"
-version = "0.135.2"
+version = "0.135.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "annotated-doc" },
@@ -836,9 +836,9 @@ dependencies = [
     { name = "typing-extensions" },
     { name = "typing-inspection" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/c4/73/5903c4b13beae98618d64eb9870c3fac4f605523dd0312ca5c80dadbd5b9/fastapi-0.135.2.tar.gz", hash = "sha256:88a832095359755527b7f63bb4c6bc9edb8329a026189eed83d6c1afcf419d56", size = 395833, upload-time = "2026-03-23T14:12:41.697Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/f7/e6/7adb4c5fa231e82c35b8f5741a9f2d055f520c29af5546fd70d3e8e1cd2e/fastapi-0.135.3.tar.gz", hash = "sha256:bd6d7caf1a2bdd8d676843cdcd2287729572a1ef524fc4d65c17ae002a1be654", size = 396524, upload-time = "2026-04-01T16:23:58.188Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/84/a4/5caa2de7f917a04ada20018eccf60d6cc6145b0199d55ca3711b0fc08312/fastapi-0.135.3-py3-none-any.whl", hash = "sha256:9b0f590c813acd13d0ab43dd8494138eb58e484bfac405db1f3187cfc5810d98", size = 117734, upload-time = "2026-04-01T16:23:59.328Z" },
 ]
 
 [package.optional-dependencies]
@@ -1326,34 +1326,34 @@ wheels = [
 
 [[package]]
 name = "lmdb"
-version = "2.1.1"
+version = "2.2.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/5a/4e/d78a06af228216102fcb4b703f4b6a2f565978224d5623e20e02d90aeed3/lmdb-2.1.1.tar.gz", hash = "sha256:0317062326ae2f66e3bbde6400907651ea58c27a250097511a28d13c467fa5f1", size = 913160, upload-time = "2026-03-19T13:56:26.139Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/21/44/d94934efaf8f887b6959f131fde740fcaa831edfd13eb5425574637cddd5/lmdb-2.2.0.tar.gz", hash = "sha256:53020e20305c043ea6e68089bc242d744fba6073cdb268332299ba6dda2886d4", size = 933189, upload-time = "2026-03-30T01:26:19.049Z" }
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