chore: retire legacy oil prediction pipeline

Removes everything that was made redundant by the new forecasting
stack. Per docs/superpowers/specs/2026-05-01-prediction-rebuild-design.md,
this was the cleanup planned at the end of Phase 4.

Deleted services and code:
- App\Services\Prediction\Signals\* (the old six-signal aggregator —
  trend, supermarket, day-of-week, brand-behaviour, stickiness,
  regional-momentum, oil — replaced by RidgeRegressionModel).
- App\Services\NationalFuelPredictionService (the post-Phase-4 thin
  shim; StationSearchService now depends on WeeklyForecastService
  directly, set up in the previous commit).
- App\Services\LlmPrediction\* (AbstractLlmPredictionProvider plus
  the four provider implementations — Anthropic, OpenAI, Gemini, and
  the OilPredictionProvider router. Replaced by LlmOverlayService).
- App\Services\BrentPricePredictor and App\Services\Ewma. The Ewma
  helper had no callers left after BrentPricePredictor went.
- App\Models\PricePrediction and its factory.
- App\Console\Commands\PredictOilPrices (the oil:predict command).
- App\Filament\Resources\OilPredictionResource and its Pages.

Schema and dashboard:
- Drop the price_predictions table via a new migration.
- Repoint the Filament StatsOverviewWidget tile from PricePrediction
  to WeeklyForecast so the dashboard reflects the new pipeline.
- Remove the OilPredictionProvider binding from AppServiceProvider.

Test cleanup:
- Delete tests for every retired service.
- Update StatsOverviewWidgetTest to seed weekly_forecasts instead of
  price_predictions.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
This commit is contained in:
Ovidiu U
2026-05-03 08:40:28 +01:00
parent ddd591ad47
commit 203200acb9
32 changed files with 61 additions and 2727 deletions

View File

@@ -3,10 +3,10 @@
namespace App\Filament\Widgets;
use App\Models\ApiLog;
use App\Models\PricePrediction;
use App\Models\Search;
use App\Models\Station;
use App\Models\User;
use App\Models\WeeklyForecast;
use Carbon\Carbon;
use Filament\Widgets\StatsOverviewWidget as BaseWidget;
use Filament\Widgets\StatsOverviewWidget\Stat;
@@ -21,7 +21,7 @@ class StatsOverviewWidget extends BaseWidget
$this->usersStat(),
$this->searchesStat(),
$this->stationsStat(),
$this->oilPredictionStat(),
$this->weeklyForecastStat(),
$this->apiErrorsStat(),
];
}
@@ -56,23 +56,23 @@ class StatsOverviewWidget extends BaseWidget
->color('success');
}
private function oilPredictionStat(): Stat
private function weeklyForecastStat(): Stat
{
$prediction = PricePrediction::bestFirst()->latest('generated_at')->first();
$forecast = WeeklyForecast::query()->latest('generated_at')->first();
if ($prediction === null) {
return Stat::make('Latest oil prediction', 'None')
if ($forecast === null) {
return Stat::make('Latest weekly forecast', 'None')
->icon('heroicon-o-beaker')
->color('gray');
}
$ageHours = $prediction->generated_at->diffInHours(now());
$color = $ageHours > 24 ? 'warning' : 'success';
$value = $prediction->direction->label().' · '.$prediction->confidence.'%';
$ageHours = $forecast->generated_at->diffInHours(now());
$color = $ageHours > 168 ? 'warning' : 'success'; // weekly forecast → stale after a week
$directionLabel = ucfirst($forecast->direction);
$value = $directionLabel.' · '.$forecast->ridge_confidence.'%';
return Stat::make('Latest oil prediction', $value)
->description('Generated '.$prediction->generated_at->diffForHumans())
->url(route('filament.admin.resources.oil-predictions.index'))
return Stat::make('Latest weekly forecast', $value)
->description('For week of '.$forecast->forecast_for->toDateString())
->icon('heroicon-o-beaker')
->color($color);
}