ewoooc/templates/admin/agent_orchestration.html

{% extends "ewoooc_base.html" %}

{% block title %}Agent 編排矩陣{% endblock %}

{% block ewooo_content %}
<div class="container-fluid mt-3">
  <h2 class="mb-3"><i class="fas fa-network-wired me-2"></i>Agent 編排矩陣
    <small class="text-muted">{{ hours }}h 內 4 Agent × Ollama × Gemini × MCP × RAG 協作全景</small>
  </h2>

  {% if error %}
    <div class="alert alert-warning"><strong><i class="fas fa-exclamation-triangle me-1"></i></strong> {{ error }}</div>
  {% endif %}

  <!-- 時間範圍 -->
  <form method="get" class="row g-2 mb-3">
    <div class="col-auto">
      <select name="hours" class="form-select form-select-sm" onchange="this.form.submit()">
        {% for h in [1, 6, 24, 72, 168] %}
          <option value="{{ h }}" {% if hours == h %}selected{% endif %}>
            {% if h < 24 %}過去 {{ h }} 小時{% else %}過去 {{ (h//24) }} 天{% endif %}
          </option>
        {% endfor %}
      </select>
    </div>
  </form>

  <!-- 整體 KPI -->
  {% if overall %}
  <div class="row g-3 mb-3">
    <div class="col-lg-3 col-md-6">
      <div class="card h-100">
        <div class="card-body">
          <small class="text-muted d-block"><i class="fas fa-network-wired me-1"></i>總呼叫</small>
          <h3 class="mb-0">{{ "{:,}".format(overall.total_calls) }}</h3>
          <small class="text-muted">Token：{{ "{:,}".format(overall.total_tokens) }}</small>
        </div>
      </div>
    </div>
    <div class="col-lg-3 col-md-6">
      <div class="card h-100" style="border-left: 4px solid #198754;">
        <div class="card-body">
          <small class="text-muted d-block"><i class="fas fa-server me-1"></i>本地 Ollama 比例</small>
          <h3 class="mb-0 text-success">{{ "%.0f"|format(overall.local_pct) }}<small>%</small></h3>
          <small class="text-muted">{{ "{:,}".format(overall.local_calls) }} 呼叫</small>
        </div>
      </div>
    </div>
    <div class="col-lg-3 col-md-6">
      <div class="card h-100" style="border-left: 4px solid #ffc107;">
        <div class="card-body">
          <small class="text-muted d-block"><i class="fas fa-coins me-1"></i>付費 LLM 成本</small>
          <h3 class="mb-0">${{ "%.2f"|format(overall.total_cost) }}</h3>
          <small class="text-muted">{{ "{:,}".format(overall.paid_calls) }} 付費呼叫（{{ "%.0f"|format(overall.paid_pct) }}%）</small>
        </div>
      </div>
    </div>
    <div class="col-lg-3 col-md-6">
      <div class="card h-100" style="border-left: 4px solid #6f42c1;">
        <div class="card-body">
          <small class="text-muted d-block"><i class="fas fa-magnifying-glass-chart me-1"></i>RAG 命中率</small>
          <h3 class="mb-0" style="color: #6f42c1;">{{ "%.0f"|format(overall.rag_rate) }}<small>%</small></h3>
          <small class="text-muted">{{ "{:,}".format(overall.rag_hits) }} hits</small>
        </div>
      </div>
    </div>
  </div>
  {% endif %}

  <!-- 4 Agent 矩陣 -->
  <div class="card mb-3">
    <div class="card-header">
      <strong><i class="fas fa-th me-2"></i>4 Agent × LLM × MCP × RAG 矩陣</strong>
      <small class="text-muted">資料來源：ai_calls × mcp_calls × rag_query_log（caller 自動分組）</small>
    </div>
    <div class="card-body p-0">
      <table class="table mb-0" style="font-size: 0.92em;">
        <thead class="table-light">
          <tr>
            <th>Agent</th>
            <th class="text-end">呼叫</th>
            <th class="text-end">成本</th>
            <th class="text-end">本地 Ollama</th>
            <th class="text-end">付費 LLM</th>
            <th class="text-end">MCP 編排</th>
            <th class="text-end">RAG 命中</th>
            <th class="text-end">錯誤率</th>
            <th class="text-end">耗時</th>
          </tr>
        </thead>
        <tbody>
          {% for ag in agent_matrix %}
          <tr>
            <td>
              <strong>{{ ag.label }}</strong>
              <small class="d-block text-muted">{{ ag.desc }}</small>
            </td>
            <td class="text-end">
              {% if ag.calls > 0 %}
                <strong>{{ "{:,}".format(ag.calls) }}</strong>
                <small class="d-block text-muted">{{ "{:,}".format(ag.tokens) }} tk</small>
              {% else %}
                <small class="text-muted">—</small>
              {% endif %}
            </td>
            <td class="text-end">
              {% if ag.calls > 0 %}
                ${{ "%.2f"|format(ag.cost) }}
              {% else %}
                <small class="text-muted">—</small>
              {% endif %}
            </td>
            <td class="text-end">
              {% if ag.calls > 0 %}
                <strong class="text-success">{{ "%.0f"|format(ag.ollama_pct) }}%</strong>
                <small class="d-block text-muted">
                  GCP-A {{ ag.ollama_gcp_a }} ·
                  GCP-B {{ ag.ollama_gcp_b }} ·
                  111 {{ ag.ollama_111 }}
                </small>
              {% else %}
                <small class="text-muted">—</small>
              {% endif %}
            </td>
            <td class="text-end">
              {% if ag.calls > 0 %}
                <strong class="{% if ag.paid_pct > 50 %}text-danger{% elif ag.paid_pct > 20 %}text-warning{% endif %}">
                  {{ "%.0f"|format(ag.paid_pct) }}%
                </strong>
                <small class="d-block text-muted">
                  Gemini {{ ag.gemini }}{% if ag.other_paid %} · 其他 {{ ag.other_paid }}{% endif %}
                </small>
              {% else %}
                <small class="text-muted">—</small>
              {% endif %}
            </td>
            <td class="text-end">
              {% if ag.calls > 0 %}
                <strong class="{% if ag.mcp_rate >= 30 %}text-info{% elif ag.mcp_rate >= 10 %}text-warning{% else %}text-muted{% endif %}">
                  {{ "%.1f"|format(ag.mcp_rate) }}%
                </strong>
                <small class="d-block text-muted">{{ ag.mcp_calls }} request_id</small>
              {% else %}
                <small class="text-muted">—</small>
              {% endif %}
            </td>
            <td class="text-end">
              {% if ag.calls > 0 %}
                <strong style="color: #6f42c1;">{{ "%.1f"|format(ag.rag_rate) }}%</strong>
                <small class="d-block text-muted">{{ ag.rag_hits }} hits</small>
              {% else %}
                <small class="text-muted">—</small>
              {% endif %}
            </td>
            <td class="text-end">
              {% if ag.calls > 0 %}
                <strong class="{% if ag.error_rate >= 15 %}text-danger{% elif ag.error_rate >= 5 %}text-warning{% else %}text-success{% endif %}">
                  {{ "%.1f"|format(ag.error_rate) }}%
                </strong>
                <small class="d-block text-muted">{{ ag.errors }} 次</small>
              {% else %}
                <small class="text-muted">—</small>
              {% endif %}
            </td>
            <td class="text-end">
              {% if ag.calls > 0 %}{{ ag.avg_ms }} ms{% else %}<small class="text-muted">—</small>{% endif %}
            </td>
          </tr>
          {% endfor %}
        </tbody>
      </table>
    </div>
    <div class="card-footer small text-muted">
      <i class="fas fa-info-circle me-1"></i>
      <strong>本地 Ollama</strong> = GCP-A + GCP-B + 111 三主機級聯（免費）；
      <strong>付費 LLM</strong> = Gemini / Claude / NIM / OpenRouter；
      <strong>MCP 編排率</strong> = caller 透過 ai_calls.request_id 串接到 mcp_calls 的比例；
      <strong>RAG 命中</strong> = ai_calls.rag_hit=true 的 caller-level 比例。
    </div>
  </div>

  <!-- 自動編排建議 -->
  {% if recommendations %}
  <div class="card mb-3" style="border-left: 4px solid #6f42c1;">
    <div class="card-header bg-light">
      <strong><i class="fas fa-lightbulb me-2"></i>編排策略自動建議</strong>
      <small class="text-muted">— rule-based 規則引擎，5 條判斷</small>
    </div>
    <div class="card-body p-2">
      <ul class="list-unstyled mb-0">
        {% for r in recommendations %}
        <li class="mb-2 p-2" style="background: #fafafa; border-radius: 6px;
          {% if r.severity == 'high' %}border-left: 3px solid #dc3545;
          {% elif r.severity == 'med' %}border-left: 3px solid #ffc107;
          {% else %}border-left: 3px solid #0dcaf0;{% endif %}">
          <span class="badge {% if r.severity == 'high' %}bg-danger{% elif r.severity == 'med' %}bg-warning text-dark{% else %}bg-info text-dark{% endif %} me-1">{{ r.severity|upper }}</span>
          <strong>{{ r.agent }}</strong>
          <div class="small mt-1">
            <i class="fas fa-search me-1"></i><strong>發現：</strong>{{ r.finding }}
          </div>
          <div class="small text-muted">
            <i class="fas fa-arrow-right me-1"></i><strong>建議：</strong>{{ r.suggestion }}
          </div>
        </li>
        {% endfor %}
      </ul>
    </div>
  </div>
  {% endif %}

  <!-- MCP server × caller 細節 -->
  {% if mcp_matrix %}
  <div class="card mb-3">
    <div class="card-header">
      <strong><i class="fas fa-bolt me-2"></i>MCP server × caller 工作量明細</strong>
      <small class="text-muted">資料來源：mcp_calls（過去 {{ hours }}h，前 30 筆）</small>
    </div>
    <div class="card-body p-0">
      <table class="table table-sm mb-0">
        <thead class="table-light">
          <tr>
            <th>MCP Server</th>
            <th>呼叫端 (caller)</th>
            <th class="text-end">tool 呼叫</th>
            <th class="text-end">cache 命中</th>
            <th class="text-end">cache 率</th>
            <th class="text-end">成本</th>
          </tr>
        </thead>
        <tbody>
          {% for m in mcp_matrix %}
          <tr>
            <td><code>{{ m.server }}</code></td>
            <td><code>{{ m.caller }}</code></td>
            <td class="text-end">{{ "{:,}".format(m.calls) }}</td>
            <td class="text-end">{{ m.cache_hits }}</td>
            <td class="text-end">
              <span class="{% if m.cache_rate >= 50 %}text-success{% elif m.cache_rate >= 20 %}text-warning{% endif %}">
                {{ "%.0f"|format(m.cache_rate) }}%
              </span>
            </td>
            <td class="text-end">${{ "%.4f"|format(m.cost) }}</td>
          </tr>
          {% endfor %}
        </tbody>
      </table>
    </div>
  </div>
  {% endif %}

  <p class="text-muted mt-3"><small>
    <i class="fas fa-robot me-1"></i>Operation Ollama-First v5.0 / Phase 46 — Agent 編排矩陣
    （8 表跨 JOIN：ai_calls × mcp_calls × rag_query_log × ai_insights × learning_episodes
    × incidents × heal_logs × host_health_probes）
  </small></p>
</div>
{% endblock %}