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chore: prepare for update of genetic algorithm (#1190)
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Browse Source 
Andreas will update the genetic algorithm for 15-minutes optimization
intervals.

Copy the current GENETIC optimization algorithm to GENETIC0 to enable
to keep the algorithm with the current functionality. Also copy resources
like the load interpolator to the GENETIC0 algorithm to keep them despite
possible later changes to the interpolator.

Make the deprecated legacy /optimize endpoint use the GENETIC0 optimization
algorithm to in-fact behave the same way even if there will later be changes
to the GENETIC algorithm by Andreas. Add a new REST endpoint to provide
the unprocessed optimisation results of the GENETIC and GENETIC0 algorithm
in case one wants to use them as done with the deprecated /optimize endpoint.

Adapt the optimization configuration to have distinct configurations for the
GENETIC and the GENETIC0 algorithm.

Create a copy of the current tests for the GENETIC algorithm to be used
for the GENETIC0 algorithm. This avoids the tests for the GENETIC0
algorithm to be influenced by later changes by Andreas.

Signed-off-by: Bobby Noelte <b0661n0e17e@gmail.com>
This commit is contained in:
Bobby Noelte
2026-07-29 12:56:08 +02:00
committed by GitHub
parent 7e5aa2f218
commit e23bb7b497
51 changed files with 13086 additions and 955 deletions
Download Patch File Download Diff File Expand all files Collapse all files
tests/testdata/docs/_generated/configexample.md
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+11 -2
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@@ -177,10 +177,19 @@
]
},
"optimization": {
"horizon_hours": 24,
"interval": 3600,
"algorithm": "GENETIC",
"genetic": {
"interval_sec": 3600,
"horizon_hours": 24,
"individuals": 400,
"generations": 400,
"seed": null,
"penalties": {
"ev_soc_miss": 10
}
},
"genetic0": {
"horizon_hours": 24,
"individuals": 400,
"generations": 400,
"seed": null,
tests/testdata/docs/_generated/configoptimization.md
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+132 -15
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@@ -8,10 +8,9 @@
| Name | Environment Variable | Type | Read-Only | Default | Description |
| ---- | -------------------- | ---- | --------- | ------- | ----------- |
| 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) |
| algorithms | | `list[str]` | `ro` | `N/A` | Available optimization algorithms. |
| genetic | `EOS_OPTIMIZATION__GENETIC` | `GeneticCommonSettings` | `rw` | `required` | GENETIC optimization algorithm configuration. |
| genetic0 | `EOS_OPTIMIZATION__GENETIC0` | `Genetic0CommonSettings` | `rw` | `required` | GENETIC0 optimization algorithm configuration. |
| keys | | `list[str]` | `ro` | `N/A` | The keys of the solution. |
:::
<!-- pyml enable line-length -->
@@ -24,10 +23,19 @@
```json
{
"optimization": {
"horizon_hours": 24,
"interval": 3600,
"algorithm": "GENETIC",
"genetic": {
"interval_sec": 3600,
"horizon_hours": 24,
"individuals": 400,
"generations": 400,
"seed": null,
"penalties": {
"ev_soc_miss": 10
}
},
"genetic0": {
"horizon_hours": 24,
"individuals": 400,
"generations": 400,
"seed": null,
@@ -48,49 +56,68 @@
```json
{
"optimization": {
"horizon_hours": 24,
"interval": 3600,
"algorithm": "GENETIC",
"genetic": {
"interval_sec": 3600,
"horizon_hours": 24,
"individuals": 400,
"generations": 400,
"seed": null,
"penalties": {
"ev_soc_miss": 10
}
},
"horizon": 24
},
"keys": [],
"horizon": 24
"genetic0": {
"horizon_hours": 24,
"individuals": 400,
"generations": 400,
"seed": null,
"penalties": {
"ev_soc_miss": 10
},
"interval_sec": 3600,
"horizon": 24
},
"algorithms": [
"GENETIC",
"GENETIC0"
],
"keys": []
}
}
```
<!-- pyml enable line-length -->
### General Genetic Optimization Algorithm Configuration
### GENETIC0 Optimization Algorithm Configuration
<!-- pyml disable line-length -->
:::{table} optimization::genetic
:::{table} optimization::genetic0
:widths: 10 10 5 5 30
:align: left
| Name | Type | Read-Only | Default | Description |
| ---- | ---- | --------- | ------- | ----------- |
| generations | `int | None` | `rw` | `400` | Number of generations to evolve [>= 10]. Defaults to 400. |
| horizon | `int` | `ro` | `N/A` | Number of optimization steps. |
| horizon_hours | `int` | `rw` | `24` | The general time window within which the energy optimization goal shall be achieved [h]. Defaults to 24 hours. |
| individuals | `int | None` | `rw` | `300` | Number of individuals (solutions) in the population [>= 10]. Defaults to 300. |
| interval_sec | `int` | `ro` | `N/A` | The optimization interval [sec]. Fixed to 1 hour (3600 seconds). |
| penalties | `dict[str, float | int | str]` | `rw` | `required` | Penalty parameters used in fitness evaluation. |
| seed | `int | None` | `rw` | `None` | Random seed for reproducibility. None = random. |
:::
<!-- pyml enable line-length -->
<!-- pyml disable no-emphasis-as-heading -->
**Example Input/Output**
**Example Input**
<!-- pyml enable no-emphasis-as-heading -->
<!-- pyml disable line-length -->
```json
{
"optimization": {
"genetic": {
"genetic0": {
"horizon_hours": 24,
"individuals": 300,
"generations": 400,
"seed": null,
@@ -102,3 +129,93 @@
}
```
<!-- pyml enable line-length -->
<!-- pyml disable no-emphasis-as-heading -->
**Example Output**
<!-- pyml enable no-emphasis-as-heading -->
<!-- pyml disable line-length -->
```json
{
"optimization": {
"genetic0": {
"horizon_hours": 24,
"individuals": 300,
"generations": 400,
"seed": null,
"penalties": {
"ev_soc_miss": 10
},
"interval_sec": 3600,
"horizon": 24
}
}
}
```
<!-- pyml enable line-length -->
### GENETIC Optimization Algorithm Configuration
<!-- pyml disable line-length -->
:::{table} optimization::genetic
:widths: 10 10 5 5 30
:align: left
| Name | Type | Read-Only | Default | Description |
| ---- | ---- | --------- | ------- | ----------- |
| generations | `int | None` | `rw` | `400` | Number of generations to evolve [>= 10]. Defaults to 400. |
| horizon | `int` | `ro` | `N/A` | Number of optimization steps. |
| horizon_hours | `int` | `rw` | `24` | The general time window within which the energy optimization goal shall be achieved [h]. Defaults to 24 hours. |
| individuals | `int | None` | `rw` | `300` | Number of individuals (solutions) in the population [>= 10]. Defaults to 300. |
| interval_sec | `int` | `rw` | `3600` | The optimization interval [sec]. Defaults to 3600 seconds (1 hour) |
| penalties | `dict[str, float | int | str]` | `rw` | `required` | Penalty parameters used in fitness evaluation. |
| seed | `int | None` | `rw` | `None` | Random seed for reproducibility. None = random. |
:::
<!-- pyml enable line-length -->
<!-- pyml disable no-emphasis-as-heading -->
**Example Input**
<!-- pyml enable no-emphasis-as-heading -->
<!-- pyml disable line-length -->
```json
{
"optimization": {
"genetic": {
"interval_sec": 3600,
"horizon_hours": 24,
"individuals": 300,
"generations": 400,
"seed": null,
"penalties": {
"ev_soc_miss": 10
}
}
}
}
```
<!-- pyml enable line-length -->
<!-- pyml disable no-emphasis-as-heading -->
**Example Output**
<!-- pyml enable no-emphasis-as-heading -->
<!-- pyml disable line-length -->
```json
{
"optimization": {
"genetic": {
"interval_sec": 3600,
"horizon_hours": 24,
"individuals": 300,
"generations": 400,
"seed": null,
"penalties": {
"ev_soc_miss": 10
},
"horizon": 24
}
}
}
```
<!-- pyml enable line-length -->
tests/testdata/eos_config_andreas_now.json
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@@ -38,7 +38,9 @@
]
},
"optimization": {
"horizon_hours": 48
"genetic0": {
"horizon_hours": 48
}
},
"elecprice": {
"provider": "ElecPriceAkkudoktor",
@@ -79,4 +81,4 @@
"verbose": true,
"eosdash_host": "0.0.0.0"
}
}
}
tests/testdata/eos_config_minimal_now.json
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+4 -2
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@@ -6,7 +6,9 @@
"longitude": 13.4
},
"optimization": {
"horizon_hours": 48
"genetic0": {
"horizon_hours": 48
}
},
"elecprice": {
"provider": "ElecPriceImport",
@@ -16,4 +18,4 @@
"host": "0.0.0.0",
"eosdash_host": "0.0.0.0"
}
}
}
tests/testdata/genetic0optimize_input_1.json
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@@ -0,0 +1,69 @@
{
"ems": {
"preis_euro_pro_wh_akku": 0.0001,
"einspeiseverguetung_euro_pro_wh": [
0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007,
0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007,
0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007,
0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007,
0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007, 0.00007,
0.00007, 0.00007, 0.00007
],
"gesamtlast": [
676.71, 876.19, 527.13, 468.88, 531.38, 517.95, 483.15, 472.28, 1011.68, 995.00,
1053.07, 1063.91, 1320.56, 1132.03, 1163.67, 1176.82, 1216.22, 1103.78, 1129.12,
1178.71, 1050.98, 988.56, 912.38, 704.61, 516.37, 868.05, 694.34, 608.79, 556.31,
488.89, 506.91, 804.89, 1141.98, 1056.97, 992.46, 1155.99, 827.01, 1257.98, 1232.67,
871.26, 860.88, 1158.03, 1222.72, 1221.04, 949.99, 987.01, 733.99, 592.97
],
"pv_prognose_wh": [
0, 0, 0, 0, 0, 0, 0, 8.05, 352.91, 728.51, 930.28, 1043.25, 1106.74, 1161.69,
6018.82, 5519.07, 3969.88, 3017.96, 1943.07, 1007.17, 319.67, 7.88, 0, 0, 0, 0,
0, 0, 0, 0, 0, 5.04, 335.59, 705.32, 1121.12, 1604.79, 2157.38, 1433.25, 5718.49,
4553.96, 3027.55, 2574.46, 1720.4, 963.4, 383.3, 0, 0, 0
],
"strompreis_euro_pro_wh": [
0.0003384, 0.0003318, 0.0003284, 0.0003283, 0.0003289, 0.0003334, 0.0003290,
0.0003302, 0.0003042, 0.0002430, 0.0002280, 0.0002212, 0.0002093, 0.0001879,
0.0001838, 0.0002004, 0.0002198, 0.0002270, 0.0002997, 0.0003195, 0.0003081,
0.0002969, 0.0002921, 0.0002780, 0.0003384, 0.0003318, 0.0003284, 0.0003283,
0.0003289, 0.0003334, 0.0003290, 0.0003302, 0.0003042, 0.0002430, 0.0002280,
0.0002212, 0.0002093, 0.0001879, 0.0001838, 0.0002004, 0.0002198, 0.0002270,
0.0002997, 0.0003195, 0.0003081, 0.0002969, 0.0002921, 0.0002780
]
},
"pv_akku": {
"device_id": "battery1",
"capacity_wh": 26400,
"max_charge_power_w": 5000,
"initial_soc_percentage": 80,
"min_soc_percentage": 15
},
"inverter": {
"device_id": "inverter1",
"max_power_wh": 10000,
"battery_id": "battery1"
},
"eauto": {
"device_id": "ev1",
"capacity_wh": 60000,
"charging_efficiency": 0.95,
"discharging_efficiency": 1.0,
"max_charge_power_w": 11040,
"initial_soc_percentage": 54,
"min_soc_percentage": 0
},
"temperature_forecast": [
18.3, 17.8, 16.9, 16.2, 15.6, 15.1, 14.6, 14.2, 14.3, 14.8, 15.7, 16.7, 17.4,
18.0, 18.6, 19.2, 19.1, 18.7, 18.5, 17.7, 16.2, 14.6, 13.6, 13.0, 12.6, 12.2,
11.7, 11.6, 11.3, 11.0, 10.7, 10.2, 11.4, 14.4, 16.4, 18.3, 19.5, 20.7, 21.9,
22.7, 23.1, 23.1, 22.8, 21.8, 20.2, 19.1, 18.0, 17.4
],
"start_solution": [
1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1,
0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0,
1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1,
1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1
]
}
tests/testdata/genetic0optimize_input_2.json
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+231
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@@ -0,0 +1,231 @@
{
"ems": {
"preis_euro_pro_wh_akku": 0.0,
"einspeiseverguetung_euro_pro_wh": 0.00007,
"gesamtlast": [
676.71,
876.19,
527.13,
468.88,
531.38,
517.95,
483.15,
472.28,
1011.68,
995.0,
1053.07,
1063.91,
1320.56,
1132.03,
1163.67,
1176.82,
1216.22,
1103.78,
1129.12,
1178.71,
1050.98,
988.56,
912.38,
704.61,
516.37,
868.05,
694.34,
608.79,
556.31,
488.89,
506.91,
804.89,
1141.98,
1056.97,
992.46,
1155.99,
827.01,
1257.98,
1232.67,
871.26,
860.88,
1158.03,
1222.72,
1221.04,
949.99,
987.01,
733.99,
592.97
],
"pv_prognose_wh": [
0,
0,
0,
0,
0,
0,
0,
8.05,
352.91,
728.51,
930.28,
1043.25,
1106.74,
1161.69,
6018.82,
5519.07,
3969.88,
3017.96,
1943.07,
1007.17,
319.67,
7.88,
0,
0,
0,
0,
0,
0,
0,
0,
0,
5.04,
335.59,
705.32,
1121.12,
1604.79,
2157.38,
1433.25,
5718.49,
4553.96,
3027.55,
2574.46,
1720.4,
963.4,
383.3,
0,
0,
0
],
"strompreis_euro_pro_wh": [
0.0003384,
0.0003318,
0.0003284,
0.0003283,
0.0003289,
0.0003334,
0.000329,
0.0003302,
0.0003042,
0.000243,
0.000228,
0.0002212,
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0.0002004,
0.0002198,
0.000227,
0.0002997,
0.0003195,
0.0003081,
0.0002969,
0.0002921,
0.000278,
0.0003384,
0.0003318,
0.0003284,
0.0003283,
0.0003289,
0.0003334,
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0.0003042,
0.000243,
0.000228,
0.0002212,
0.0002093,
0.0001879,
0.0001838,
0.0002004,
0.0002198,
0.000227,
0.0002997,
0.0003195,
0.0003081,
0.0002969,
0.0002921,
0.000278
]
},
"pv_akku": {
"device_id": "battery1",
"capacity_wh": 26400,
"initial_soc_percentage": 80,
"min_soc_percentage": 0
},
"inverter": {
"device_id": "inverter1",
"max_power_wh": 10000,
"battery_id": "battery1"
},
"eauto": {
"device_id": "ev1",
"capacity_wh": 60000,
"charging_efficiency": 0.95,
"max_charge_power_w": 11040,
"initial_soc_percentage": 5,
"min_soc_percentage": 80
},
"dishwasher": {
"device_id": "dishwasher1",
"consumption_wh": 5000,
"duration_h": 2
},
"temperature_forecast": [
18.3,
17.8,
16.9,
16.2,
15.6,
15.1,
14.6,
14.2,
14.3,
14.8,
15.7,
16.7,
17.4,
18.0,
18.6,
19.2,
19.1,
18.7,
18.5,
17.7,
16.2,
14.6,
13.6,
13.0,
12.6,
12.2,
11.7,
11.6,
11.3,
11.0,
10.7,
10.2,
11.4,
14.4,
16.4,
18.3,
19.5,
20.7,
21.9,
22.7,
23.1,
23.1,
22.8,
21.8,
20.2,
19.1,
18.0,
17.4
],
"start_solution": null
}
tests/testdata/genetic0optimize_result_1.json
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@@ -0,0 +1,772 @@
{
"ac_charge": [
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
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0.0,
1.0,
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0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0
],
"dc_charge": [
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
1.0,
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1.0,
1.0,
1.0,
1.0,
1.0,
1.0,
1.0,
1.0,
1.0,
1.0
],
"discharge_allowed": [
0,
0,
0,
0,
0,
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0,
0,
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1,
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],
"eautocharge_hours_float": null,
"result": {
"Last_Wh_pro_Stunde": [
1053.07,
1063.91,
1320.56,
1132.03,
1163.67,
1176.82,
1216.22,
1103.78,
1129.12,
1178.71,
1050.98,
988.56,
912.38,
704.61,
516.37,
868.05,
694.34,
608.79,
556.31,
488.89,
506.91,
804.89,
1141.98,
1056.97,
992.46,
1155.99,
827.01,
1257.98,
1232.67,
871.26,
860.88,
1158.03,
1222.72,
1221.04,
949.99,
987.01,
733.99,
592.97
],
"EAuto_SoC_pro_Stunde": [
54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
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54.0,
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54.0,
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54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
54.0,
54.0
],
"Einnahmen_Euro_pro_Stunde": [
0.0,
0.0,
0.0,
0.0,
0.0,
0.19391086083906173,
0.18681973047764083,
0.12880892587597292,
0.02404700392596282,
0.0,
0.0,
0.0,
0.0,
0.0,
0.0,
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tests/testdata/genetic0optimize_result_1_be.json
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}