ja4-platform/services/dashboard/backend/templates/models.html

{% extends "base.html" %}
{% block title %}JA4 SOC — Modèles{% endblock %}
{% block page_title %}
    Modèles ML
    <span class="relative inline-block ml-1"><button onclick="docToggle(this)" class="doc-btn">?</button><div class="doc-panel">
        <h4>État des modèles ML</h4>
        <p>Ensemble triple-voix : Extended Isolation Forest (EIF) + Autoencoder (AE) + XGBoost supervisé.</p>
        <p><strong>Versions :</strong> Chaque cycle crée un nouveau modèle si une dérive est détectée (95% features). Les anciens modèles restent en cache.</p>
        <p class="doc-source">Source : /data/models/*.json, ml_all_scores</p>
    </div></span>
{% endblock %}
{% block content %}
<div class="space-y-6">
    <!-- Scoring stats from ClickHouse -->
    <div class="bg-gray-900 rounded-xl border border-gray-800 overflow-hidden">
        <h3 class="text-sm font-medium text-gray-400 px-5 py-3 border-b border-gray-800">Statistiques de scoring (7 derniers jours)</h3>
        <div class="overflow-x-auto">
            <table class="data-table"><thead><tr>
                <th>Modèle</th><th>Sessions scorées</th><th>Premier scoring</th><th>Dernier scoring</th>
            </tr></thead><tbody id="scoring-body"></tbody></table>
        </div>
    </div>
    <!-- Model metadata files -->
    <div class="bg-gray-900 rounded-xl border border-gray-800 overflow-hidden">
        <h3 class="text-sm font-medium text-gray-400 px-5 py-3 border-b border-gray-800">Métadonnées des modèles</h3>
        <div id="model-cards" class="p-5 space-y-4">
            <span class="text-sm text-gray-500">Chargement...</span>
        </div>
    </div>
</div>
{% endblock %}
{% block scripts %}
<script>
async function loadModels() {
    try {
        const r = await fetch('/api/models'); const d = await r.json();
        // Scoring stats table
        document.getElementById('scoring-body').innerHTML = (d.scoring_stats||[]).map(row => `<tr>
            <td class="font-medium text-gray-200">${row.model_name||''}</td>
            <td>${(row.scored||0).toLocaleString()}</td>
            <td class="text-xs">${row.first_seen||''}</td>
            <td class="text-xs">${row.last_seen||''}</td>
        </tr>`).join('') || '<tr><td colspan="4" class="text-center text-gray-500 py-4">Aucun scoring récent</td></tr>';
        // Model metadata cards
        const cards = document.getElementById('model-cards');
        if (d.models?.length) {
            cards.innerHTML = d.models.map(m => `
                <div class="bg-gray-800 rounded-lg p-4 border border-gray-700">
                    <div class="flex items-center gap-3 mb-2">
                        <span class="text-sm font-semibold text-white">${m.model_name||'?'} v${m.version_id||'?'}</span>
                        <span class="badge badge-low">${m.algorithm||'?'}</span>
                        ${m.autoencoder ? '<span class="badge badge-medium">+AE</span>' : ''}
                    </div>
                    <div class="grid grid-cols-2 md:grid-cols-4 gap-2 text-xs text-gray-400">
                        <div>Entraîné : <span class="text-gray-300">${m.trained_at||'?'}</span></div>
                        <div>Échantillons : <span class="text-gray-300">${m.human_samples||'?'}</span></div>
                        <div>Contamination : <span class="text-gray-300">${m.contamination||'?'}</span></div>
                        <div>Seuil : <span class="text-gray-300">${m.threshold||'?'}</span></div>
                        ${m.validation ? `<div>Val anomaly rate : <span class="text-gray-300">${(m.validation.val_anomaly_rate*100).toFixed(1)}%</span></div>
                        <div>Val mean score : <span class="text-gray-300">${m.validation.val_mean_score?.toFixed(4)||'?'}</span></div>
                        <div>Train size : <span class="text-gray-300">${m.validation.train_size||'?'}</span></div>
                        <div>Val size : <span class="text-gray-300">${m.validation.val_size||'?'}</span></div>` : ''}
                    </div>
                </div>
            `).join('');
        } else {
            cards.innerHTML = '<span class="text-sm text-gray-500">Aucun fichier de métadonnées trouvé (les modèles sont dans /data/models/)</span>';
        }
    } catch(e) { console.error(e); }
}
loadModels();
</script>
{% endblock %}