ShopTRAINING/UI/src/views/TrainingView.vue

<template>
  <el-row :gutter="20">
    <!-- 左侧：训练控制 -->
    <el-col :span="8">
      <el-card>
        <template #header>
          <span>启动模型训练</span>
        </template>
        <el-form :model="form" label-width="80px">
          <el-form-item label="产品">
            <el-select v-model="form.product_id" placeholder="请选择产品" filterable>
              <el-option v-for="item in products" :key="item.product_id" :label="item.product_name" :value="item.product_id" />
            </el-select>
          </el-form-item>
          <el-form-item label="模型类型">
            <el-select v-model="form.model_type" placeholder="请选择模型">
              <el-option label="mLSTM" value="mlstm" />
              <el-option label="Transformer" value="transformer" />
              <el-option label="KAN" value="kan" />
              <el-option label="优化版KAN" value="optimized_kan" />
            </el-select>
          </el-form-item>
           <el-form-item label="训练轮次">
            <el-input-number v-model="form.epochs" :min="1" :max="1000" />
          </el-form-item>
          <el-form-item>
            <el-button type="primary" @click="startTraining" :loading="trainingLoading">启动训练</el-button>
          </el-form-item>
        </el-form>
      </el-card>
    </el-col>
    <!-- 右侧：任务状态 -->
    <el-col :span="16">
      <el-card>
        <template #header>
          <span>训练任务队列</span>
        </template>
        <el-table :data="trainingTasks" stripe>
          <el-table-column prop="task_id" label="任务ID" width="120" show-overflow-tooltip></el-table-column>
          <el-table-column prop="product_id" label="产品ID" width="100"></el-table-column>
          <el-table-column prop="model_type" label="模型类型" width="120"></el-table-column>
          <el-table-column prop="status" label="状态" width="100">
             <template #default="{ row }">
              <el-tag :type="statusTag(row.status)">{{ statusText(row.status) }}</el-tag>
            </template>
          </el-table-column>
           <el-table-column prop="start_time" label="创建时间">
              <template #default="{ row }">
                {{ formatDateTime(row.start_time) }}
              </template>
           </el-table-column>
           <el-table-column label="详情">
              <template #default="{ row }">
                 <el-popover placement="left" trigger="hover" width="400">
                    <template #reference>
                      <el-button type="text" size="small">查看</el-button>
                    </template>
                    <div v-if="row.status === 'completed'">
                        <h4>评估指标</h4>
                        <pre>{{ JSON.stringify(row.metrics, null, 2) }}</pre>
                    </div>
                     <div v-if="row.status === 'failed'">
                        <h4>错误信息</h4>
                        <p>{{ row.error }}</p>
                    </div>
                    <div v-if="row.status === 'running' || row.status === 'pending'">
                        <p>任务正在进行中...</p>
                    </div>
                 </el-popover>
              </template>
           </el-table-column>
        </el-table>
      </el-card>
    </el-col>
  </el-row>
</template>

<script setup>
import { ref, onMounted, onUnmounted, reactive } from 'vue'
import axios from 'axios'
import { ElMessage, ElPopover, ElButton, ElTag } from 'element-plus'

const products = ref([])
const trainingLoading = ref(false)
const form = reactive({
  product_id: '',
  model_type: 'mlstm',
  epochs: 50,
})

const trainingTasks = ref([])
let pollInterval = null;

const fetchProducts = async () => {
  try {
    const response = await axios.get('/api/products')
    if (response.data.status === 'success') {
      products.value = response.data.data
    }
  } catch (error) {
    ElMessage.error('获取产品列表失败')
    console.error(error)
  }
}

const fetchTrainingTasks = async () => {
  try {
    const response = await axios.get('/api/training')
    if (response.data.status === 'success') {
      trainingTasks.value = response.data.data
    }
  } catch (error) {
    // 第一次加载或轮询失败时提示，避免重复提示
    if (!pollInterval) ElMessage.error('获取训练任务列表失败');
    console.error('获取训练任务列表失败', error)
  }
}

const startTraining = async () => {
  if (!form.product_id || !form.model_type) {
    ElMessage.warning('请选择产品和模型类型')
    return
  }
  trainingLoading.value = true
  try {
    const response = await axios.post('/api/training', form)
    if (response.data.task_id) {
      ElMessage.success(`训练任务 ${response.data.task_id} 已启动`)
      // 立即刷新一次列表
      fetchTrainingTasks();
    } else {
      ElMessage.error(response.data.error || '启动训练失败')
    }
  } catch (error) {
     const errorMsg = error.response?.data?.error || '启动训练请求失败';
     ElMessage.error(errorMsg);
     console.error(error);
  } finally {
    trainingLoading.value = false
  }
}

const statusTag = (status) => {
  if (status === 'completed') return 'success'
  if (status === 'running') return 'primary'
  if (status === 'pending') return 'warning'
  if (status === 'failed') return 'danger'
  return 'info'
}

const statusText = (status) => {
    const map = {
        'pending': '等待中',
        'running': '进行中',
        'completed': '已完成',
        'failed': '失败'
    };
    return map[status] || '未知';
}

const formatDateTime = (isoString) => {
    if (!isoString) return 'N/A';
    return new Date(isoString).toLocaleString();
}

onMounted(() => {
  fetchProducts()
  fetchTrainingTasks() // 初始加载
  pollInterval = setInterval(fetchTrainingTasks, 5000) // 每5秒轮询
})

onUnmounted(() => {
  if (pollInterval) {
    clearInterval(pollInterval)
  }
})
</script>