AI_Agro_Support/tests/test_assemble.py
Arsham Mirehvandi d42fe18a52 Refactor advisory generation and update database schema
- Updated `config.yaml` to change the advice storage table from `advice` to `advisories` and adjusted the `thinking_budget` from 11264 to 9216.
- Modified `README.md` to reflect the new `advisories` table in the advisory generation process.
- Refactored SQL queries in `batch.py`, `job.py`, and `advice_context.py` to align with the new table structure.
- Enhanced the advice generation logic in `advice.py` to accommodate changes in the data model, including updates to the JSON structure for advice output.
- Updated relevant functions and documentation to ensure consistency across the codebase regarding the new advisory schema.
2026-09-30 14:43:08 +02:00

160 lines
5.4 KiB
Python

"""Unit tests for advice-generation JSON assembly."""
from __future__ import annotations
import unittest
from datetime import date, timedelta
from typing import Any
from pipeline.stages.assemble import (
assemble_json_for_advice_generation,
build_json_for_query_synthesis,
)
from pipeline.window import build_window, format_date, today_and_future
_AS_OF = date(2026, 4, 16)
_PHASE = "BBCH 15"
_WIND_KEY = "average_wind_speed_m_s"
def _frc_weather(value: float | None) -> dict[date, dict[str, Any]]:
return {day: {_WIND_KEY: value} for day in today_and_future(_AS_OF)}
class AdviceGenerationPhenologyTests(unittest.TestCase):
def test_phenology_phase_only_on_past_and_today(self) -> None:
window = build_window(_AS_OF)
phenology = {day: _PHASE if day <= _AS_OF else None for day in window}
payload = assemble_json_for_advice_generation(
_AS_OF,
weather={},
phenology=phenology,
forecasts={},
)
self.assertEqual(payload["date_of_today"], format_date(_AS_OF))
self.assertEqual(
list(payload),
[
"date_of_today",
"predicted_incubations_management",
"meteorological_data",
"weather_forecasts",
],
)
self.assertEqual(payload["predicted_incubations_management"], {})
self.assertEqual(len(payload["meteorological_data"]), 6)
self.assertEqual(len(payload["weather_forecasts"]), 5)
for entry in payload["meteorological_data"]:
self.assertIn("phenology_phase", entry)
self.assertEqual(entry["phenology_phase"], _PHASE)
for entry in payload["weather_forecasts"]:
self.assertNotIn("phenology_phase", entry)
last_meteo = payload["meteorological_data"][-1]
self.assertEqual(last_meteo["date"], format_date(_AS_OF))
first_forecast = payload["weather_forecasts"][0]
self.assertEqual(first_forecast["date"], format_date(_AS_OF + timedelta(days=1)))
def test_register_precedes_weather_and_forecast_is_a_list(self) -> None:
day = _AS_OF - timedelta(days=1)
payload = assemble_json_for_advice_generation(
_AS_OF,
weather={},
phenology={},
forecasts={day: ["INCUBAZPRIMARIA2_80.7", "FASE5"]},
incubation_register={
"incubazioneprimaria2": {
"start_date": "15-04-2026",
"infection_covered": False,
}
},
)
self.assertEqual(
list(payload)[:3],
["date_of_today", "predicted_incubations_management", "meteorological_data"],
)
self.assertEqual(
payload["predicted_incubations_management"]["incubazioneprimaria2"]["infection_covered"],
False,
)
match = next(entry for entry in payload["meteorological_data"] if entry["date"] == format_date(day))
self.assertEqual(match["disease_forecast"], ["INCUBAZPRIMARIA2_80.7", "FASE5"])
class ForecastWindSpeedTests(unittest.TestCase):
def test_wind_on_today_and_future_not_past(self) -> None:
payload = assemble_json_for_advice_generation(
_AS_OF,
weather=_frc_weather(1.234),
phenology={},
forecasts={},
)
for entry in payload["meteorological_data"][:-1]:
self.assertNotIn(_WIND_KEY, entry)
today = payload["meteorological_data"][-1]
self.assertEqual(today["date"], format_date(_AS_OF))
self.assertEqual(today[_WIND_KEY], 1.23)
for entry in payload["weather_forecasts"]:
self.assertEqual(entry[_WIND_KEY], 1.23)
def test_missing_frc_wind_is_null(self) -> None:
payload = assemble_json_for_advice_generation(
_AS_OF,
weather=_frc_weather(None),
phenology={},
forecasts={},
)
for entry in payload["meteorological_data"][:-1]:
self.assertNotIn(_WIND_KEY, entry)
self.assertIsNone(payload["meteorological_data"][-1][_WIND_KEY])
for entry in payload["weather_forecasts"]:
self.assertIn(_WIND_KEY, entry)
self.assertIsNone(entry[_WIND_KEY])
def test_query_synthesis_includes_wind_on_every_date(self) -> None:
payload = build_json_for_query_synthesis(
_AS_OF,
"grapevine",
"downy mildew",
_frc_weather(2.567),
{_AS_OF: _PHASE},
None,
)
self.assertEqual(len(payload["weather_forecasts"]), 6)
self.assertEqual(payload["weather_forecasts"][0]["date"], format_date(_AS_OF))
for entry in payload["weather_forecasts"]:
self.assertEqual(entry[_WIND_KEY], 2.57)
def test_query_synthesis_missing_wind_is_null(self) -> None:
weather = {
day: {_WIND_KEY: None}
for day in today_and_future(_AS_OF)
if day <= _AS_OF + timedelta(days=2)
}
payload = build_json_for_query_synthesis(
_AS_OF,
"grapevine",
"downy mildew",
weather,
{},
_AS_OF + timedelta(days=2),
)
self.assertEqual(len(payload["weather_forecasts"]), 3)
for entry in payload["weather_forecasts"]:
self.assertIn(_WIND_KEY, entry)
self.assertIsNone(entry[_WIND_KEY])
if __name__ == "__main__":
unittest.main()