merge: 合并远程 ft_wyt 分支，解决冲突

2026-08-19 17:39:18 +08:00
parent 78680a5c5c 080ef6ab00
commit 8455d99d49
64 changed files with 4616 additions and 375 deletions
--- a/frontend/src/api/modules/audit.ts
+++ b/frontend/src/api/modules/audit.ts
@@ -20,6 +20,8 @@ export interface AuditQuery {
  actor_id?: string
  action?: string
  target_type?: string
+  target_id?: string
+  keyword?: string
  start_time?: string
  end_time?: string
  limit?: number
--- a/frontend/src/api/modules/dataProcess.ts
+++ b/frontend/src/api/modules/dataProcess.ts
@@ -20,6 +20,8 @@ import type {
  DataProcessPublishResult,
  DataProcessQualityScore,
  DataProcessResult,
+  DataProcessResultBatchEvaluatePayload,
+  DataProcessResultBatchEvaluateResult,
  DataProcessResultBatchRegeneratePayload,
  DataProcessResultBatchRegenerateResult,
  DataProcessResultRegeneratePayload,
@@ -320,5 +322,14 @@ export const regenerateDataProcessResults = (
  { timeout: 240_000 },
 )

+export const evaluateDataProcessResults = (
+  taskId: string | number,
+  payload: DataProcessResultBatchEvaluatePayload,
+) => post<DataProcessResultBatchEvaluateResult>(
+  `/data-process/${encodeURIComponent(taskId)}/results/evaluate-batch`,
+  payload,
+  { timeout: 240_000 },
+)
+
 export const publishDataProcess = (taskId: string | number, payload: DataProcessPublishPayload) =>
  post<DataProcessPublishResult>(`/data-process/${encodeURIComponent(taskId)}/publish`, payload)
--- a/frontend/src/api/modules/fineTune.ts
+++ b/frontend/src/api/modules/fineTune.ts
@@ -42,12 +42,23 @@ export interface FineTunePreflightResult {
  sync_results?: Array<Record<string, unknown>>
 }

+export interface FineTuneGpuStatus {
+  source: string
+  items: Array<Record<string, unknown>>
+  selected_gpus: number[]
+  error?: string
+}
+
 /** 训练任务列表 */
 export const getFineTuneList = () => get<FineTuneTask[]>('/fine-tune')

 /** 训练任务详情 */
 export const getFineTune = (id: string | number) => get<FineTuneTask>(`/fine-tune/${id}`)

+/** 获取任务所在 Compute 节点的实时 GPU 指标 */
+export const getFineTuneGpuStatus = (id: string | number) =>
+  get<FineTuneGpuStatus>(`/fine-tune/${id}/gpu-status`)
+
 /** 任务名查重 */
 export const checkFineTuneName = (name: string) =>
  get<{ exists: boolean }>('/fine-tune/check-name', { name })
--- a/frontend/src/components/AppSidebar.vue
+++ b/frontend/src/components/AppSidebar.vue
@@ -15,6 +15,10 @@ const activeMenu = computed(() => {
  if (seg === 'training-log') return 'fine-tune'
  // 维度管理归到模型评测
  if (route.path.includes('model-eval/dimension')) return 'model-eval'
+  // 组织与权限承接用户、租户和历史治理入口
+  if (route.path.startsWith('/organization') || route.path.startsWith('/user-settings') || route.path.startsWith('/tenants')) return 'organization'
+  // 运行日志承接审计和操作诊断两个历史入口
+  if (route.path.startsWith('/logs') || route.path.startsWith('/audit-logs') || route.path.startsWith('/operation-logs')) return 'logs'
  // 对比对话归到模型推理
  if (route.path.startsWith('/model-compare/chat')) return 'model-inference'
  // 合并权重归到模型管理
@@ -77,21 +81,16 @@ const menuGroups: MenuGroup[] = [
  {
    title: '平台治理',
    items: [
-      { key: 'tenants', label: '租户管理', icon: 'fa-building', to: '/tenants', permission: 'user-settings' },
-      { key: 'projects', label: '项目空间', icon: 'fa-folder', to: '/projects', permission: 'user-settings' },
+      { key: 'organization', label: '组织与权限', icon: 'fa-users', to: '/organization', permission: 'user-settings' },
      { key: 'resource-acl', label: '资源授权', icon: 'fa-key', to: '/resource-acl', permission: 'user-settings' },
-      { key: 'audit-logs', label: '审计日志', icon: 'fa-history', to: '/audit-logs', permission: 'user-settings' },
-      { key: 'operation-logs', label: '操作日志', icon: 'fa-list', to: '/operation-logs', permission: 'user-settings' },
-      { key: 'approval-templates', label: '审批模板', icon: 'fa-list-alt', to: '/approval-templates', permission: 'user-settings' },
      { key: 'approval-instances', label: '审批中心', icon: 'fa-check-square', to: '/approval-instances', permission: 'user-settings' },
    ],
  },
  {
    title: '系统设置',
    items: [
-      { key: 'user-settings', label: '用户设置', icon: 'fa-users', to: '/user-settings', permission: 'user-settings' },
      { key: 'hardware', label: '平台性能', icon: 'fa-bar-chart', to: '/hardware', permission: 'hardware' },
-      { key: 'logs', label: '查看日志', icon: 'fa-file-text', to: '/logs', permission: 'logs' },
+      { key: 'logs', label: '运行日志', icon: 'fa-file-text', to: '/logs', permission: 'logs' },
    ],
  },
 ]
@@ -101,9 +100,9 @@ const menuGroups: MenuGroup[] = [
 *
 * 1. admin 用户：可以看到所有菜单
 * 2. 非 admin 用户：
- *    - 默认可见所有业务菜单（模型训练、评测、推理、数据集、数据处理、转换、性能、日志等）
+ *    - 默认可见所有业务菜单（模型训练、评测、推理、数据集、数据处理、转换、性能、运行日志等）
 *    - 仅以下菜单对非 admin 不可见：
- *      - user-settings（用户设置、租户管理、项目空间、审批模板/中心、审计日志）
+ *      - user-settings（组织与权限、资源授权、审批；运行日志中的审计/诊断页签）
 *      - compute（算力节点/GPU 分配）
 *
 * 注意：移除了旧的权限码（permission code）过滤逻辑，
--- a/frontend/src/plugins/echarts.ts
+++ b/frontend/src/plugins/echarts.ts
@@ -3,18 +3,21 @@
 */
 import { use } from 'echarts/core'
 import { CanvasRenderer } from 'echarts/renderers'
-import { BarChart, PieChart } from 'echarts/charts'
+import { BarChart, PieChart, RadarChart } from 'echarts/charts'
 import {
  GridComponent,
  TooltipComponent,
  LegendComponent,
+  RadarComponent,
 } from 'echarts/components'

 use([
  CanvasRenderer,
  BarChart,
  PieChart,
+  RadarChart,
  GridComponent,
  TooltipComponent,
  LegendComponent,
+  RadarComponent,
 ])
--- a/frontend/src/router/index.ts
+++ b/frontend/src/router/index.ts
@@ -32,11 +32,17 @@ const routes: RouteRecordRaw[] = [
        meta: { title: '服务看板' },
      },
      // 平台治理
+      {
+        path: 'organization',
+        name: 'organization',
+        component: () => import('@/views/governance/OrganizationPermissionView.vue'),
+        meta: { title: '组织与权限', pageSurface: 'self', permission: 'user-settings' },
+      },
      {
        path: 'tenants',
        name: 'tenants',
-        component: () => import('@/views/tenants/TenantListView.vue'),
-        meta: { title: '租户管理', permission: 'user-settings' },
+        redirect: '/organization?tab=tenants',
+        meta: { title: '租户与配额', permission: 'user-settings' },
      },
      {
        path: 'tenants/:id',
@@ -47,37 +53,37 @@ const routes: RouteRecordRaw[] = [
      {
        path: 'projects',
        name: 'projects',
-        component: () => import('@/views/projects/ProjectListView.vue'),
-        meta: { title: '项目空间', permission: 'user-settings' },
+        redirect: '/organization?tab=users',
+        meta: { title: '组织与权限', permission: 'user-settings' },
      },
      {
        path: 'projects/:id',
        name: 'project-detail',
-        component: () => import('@/views/projects/ProjectDetailView.vue'),
-        meta: { title: '项目详情', permission: 'user-settings' },
+        redirect: '/organization?tab=users',
+        meta: { title: '组织与权限', permission: 'user-settings' },
      },
      {
        path: 'audit-logs',
        name: 'audit-logs',
-        component: () => import('@/views/audit/AuditLogView.vue'),
-        meta: { title: '审计日志', permission: 'user-settings' },
+        redirect: '/logs?tab=audit',
+        meta: { title: '运行日志', permission: 'user-settings' },
      },
      {
        path: 'operation-logs',
        name: 'operation-logs',
-        component: () => import('@/views/audit/OperationLogView.vue'),
-        meta: { title: '操作日志', permission: 'user-settings' },
+        redirect: '/logs?tab=operations',
+        meta: { title: '运行日志', permission: 'user-settings' },
      },
      {
        path: 'approval-templates',
        name: 'approval-templates',
-        component: () => import('@/views/approvals/ApprovalTemplateView.vue'),
-        meta: { title: '审批模板', permission: 'user-settings' },
+        redirect: '/approval-instances?tab=strategies',
+        meta: { title: '审批中心', permission: 'user-settings' },
      },
      {
        path: 'approval-instances',
        name: 'approval-instances',
-        component: () => import('@/views/approvals/ApprovalInstanceView.vue'),
+        component: () => import('@/views/approvals/ApprovalCenterView.vue'),
        meta: { title: '审批中心', permission: 'user-settings' },
      },
      {
@@ -302,14 +308,14 @@ const routes: RouteRecordRaw[] = [
      {
        path: 'logs',
        name: 'logs',
-        component: () => import('@/views/system/LogsView.vue'),
-        meta: { title: '查看日志' },
+        component: () => import('@/views/system/RuntimeLogsView.vue'),
+        meta: { title: '运行日志', pageSurface: 'self', permission: 'logs' },
      },
      {
        path: 'user-settings',
        name: 'user-settings',
-        component: () => import('@/views/system/UserSettingsView.vue'),
-        meta: { title: '用户设置', pageSurface: 'self', permission: 'user-settings' },
+        redirect: '/organization?tab=users',
+        meta: { title: '组织与权限', pageSurface: 'self', permission: 'user-settings' },
      },
      {
        path: 'user-settings/create',
@@ -357,6 +363,7 @@ const permissionBySegment: Record<string, PermissionCode> = {
  tools: 'data-convert',
  hardware: 'hardware',
  logs: 'logs',
+  organization: 'user-settings',
  'user-settings': 'user-settings',
  tenants: 'user-settings',
  projects: 'user-settings',
@@ -379,7 +386,7 @@ function requiredPermission(path: string, explicit?: unknown) {
 // 权限控制规则（基于 governance-user-guide.md 设计）：
 // - admin 用户：可以访问所有页面
 // - 非 admin 用户：默认可访问所有业务页面（训练、评测、推理、数据等）
-//   仅以下页面限制 admin 访问：user-settings、compute（算力节点）
+//   仅治理与资源管理页面限制 admin 访问：organization、user-settings、compute
 router.beforeEach((to, _from, next) => {
  if (!to.meta.public) routeLoading.value = true
  const auth = useAuthStore()
@@ -404,7 +411,7 @@ router.beforeEach((to, _from, next) => {
  if (!to.meta.skipPermission) {
    const permission = requiredPermission(to.path, to.meta.permission)
    // 仅限制管理员专属页面的访问权限
-    // user-settings（用户设置、租户管理、项目空间、审批、审计日志）仅 admin 可访问
+    // user-settings（组织与权限、资源授权、审批中心、运行日志）仅 admin 可访问
    if (permission === 'user-settings' && !auth.isAdmin) {
      next({ name: 'permission-denied', replace: true })
      return
--- a/frontend/src/types/dataProcess.ts
+++ b/frontend/src/types/dataProcess.ts
@@ -398,6 +398,52 @@ export interface DataProcessResultBatchRegenerateResult {
  failures: DataProcessResultBatchRegenerateFailure[]
 }

+export interface DataProcessResultBatchEvaluateItem {
+  result_id: string
+  expected_updated_at: string
+}
+
+export interface DataProcessResultBatchEvaluatePayload {
+  items: DataProcessResultBatchEvaluateItem[]
+}
+
+export interface DataProcessResultBatchEvaluateFailure {
+  result_id: string
+  code: 'conflict' | 'skipped' | 'evaluation_failed' | 'internal_error'
+  message: string
+}
+
+export interface DataProcessResultBatchEvaluateResult {
+  batch_id: string
+  total: number
+  succeeded: number
+  failed: number
+  duration_ms: number
+  items: DataProcessResult[]
+  failures: DataProcessResultBatchEvaluateFailure[]
+}
+
+export interface DataProcessQualitySemantic {
+  question_answer?: number
+  answer_source?: number
+  overall?: number
+}
+
+export interface DataProcessQualityJudge {
+  scores?: Record<string, number>
+  overall?: number
+  reason?: string
+  issues?: string[]
+  model?: string
+  output_type?: string
+}
+
+export interface DataProcessQualityLayers {
+  rule?: number | null
+  semantic?: number | null
+  judge?: number | null
+}
+
 export interface DataProcessQualityScore {
  overall?: number
  completeness?: number
@@ -408,6 +454,11 @@ export interface DataProcessQualityScore {
  is_valid?: boolean
  flags?: string[]
  fingerprint?: string
+  semantic?: DataProcessQualitySemantic | null
+  judge?: DataProcessQualityJudge | null
+  layers?: DataProcessQualityLayers | null
+  evaluated?: boolean
+  evaluated_at?: string | null
  source_pages?: number[]
  heading_path?: string[]
  source_locator?: DataProcessSourceLocator
--- a/frontend/src/types/index.ts
+++ b/frontend/src/types/index.ts
@@ -218,6 +218,8 @@ export interface LoadedModel {
  port?: number
  node_id?: string
  node_name?: string
+  gpu_indices?: number[]
+  gpus?: number[]
  error?: string
 }

@@ -239,6 +241,8 @@ export interface CompareModelRef {
  gpu_id: number
  node_id?: string
  node_name?: string
+  gpu_indices?: number[]
+  gpus?: number[]
  source?: string
  port?: number
 }
@@ -282,7 +286,9 @@ export interface StartEvalPayload {
  eval_task_name: string
  eval_type: EvalType
  model_id: string | number
-  gpu_id: string | number
+  gpu_id: string | number | string[]
+  gpu_indices?: number[]
+  gpus?: number[]
  compute_node_id?: string
  dataset_id: string | number
  dimension_id: string | number
--- a/frontend/src/views/approvals/ApprovalCenterView.vue
+++ b/frontend/src/views/approvals/ApprovalCenterView.vue
@@ -0,0 +1,66 @@
+<script setup lang="ts">
+import { computed } from 'vue'
+import { useRoute, useRouter } from 'vue-router'
+import ApprovalInstanceView from './ApprovalInstanceView.vue'
+import ApprovalTemplateView from './ApprovalTemplateView.vue'
+
+const route = useRoute()
+const router = useRouter()
+
+const activeTab = computed<'instances' | 'mine' | 'strategies'>({
+  get: () => route.query.tab === 'strategies' ? 'strategies' : route.query.tab === 'mine' ? 'mine' : 'instances',
+  set: (value: string) => {
+    void router.replace({ query: value === 'instances' ? {} : { tab: value } })
+  },
+})
+</script>
+
+<template>
+  <div class="approval-center">
+    <header class="page-header">
+      <div>
+        <h2>审批中心</h2>
+        <p>集中处理审批申请、审批历史和审批策略。</p>
+      </div>
+    </header>
+
+    <el-tabs v-model="activeTab">
+      <el-tab-pane label="审批申请" name="instances">
+        <ApprovalInstanceView v-if="activeTab === 'instances'" />
+      </el-tab-pane>
+      <el-tab-pane label="我的申请" name="mine">
+        <ApprovalInstanceView v-if="activeTab === 'mine'" mine />
+      </el-tab-pane>
+      <el-tab-pane label="审批策略" name="strategies">
+        <ApprovalTemplateView v-if="activeTab === 'strategies'" />
+      </el-tab-pane>
+    </el-tabs>
+  </div>
+</template>
+
+<style scoped lang="scss">
+.approval-center {
+  min-height: 100%;
+  padding: 20px;
+}
+
+.page-header {
+  margin-bottom: 4px;
+
+  h2 {
+    margin: 0;
+    color: #1f2937;
+    font-size: 22px;
+  }
+
+  p {
+    margin: 6px 0 0;
+    color: #64748b;
+    font-size: 13px;
+  }
+}
+
+:deep(.page) {
+  padding: 16px 0 0;
+}
+</style>
--- a/frontend/src/views/approvals/ApprovalInstanceView.vue
+++ b/frontend/src/views/approvals/ApprovalInstanceView.vue
@@ -1,11 +1,15 @@
 <script setup lang="ts">
-import { onMounted, reactive, ref } from 'vue'
+import { computed, onMounted, ref } from 'vue'
 import { ElMessage } from 'element-plus'
 import DataTablePage from '@/components/DataTablePage.vue'
 import { getApprovalInstances, decideApproval, type ApprovalInstance } from '@/api/modules/approval'
 import { getUsers } from '@/api/modules/system'
+import { useAuthStore } from '@/stores/auth'
 import type { SystemUser } from '@/types'

+const props = defineProps<{ mine?: boolean }>()
+const auth = useAuthStore()
+
 const loading = ref(false)
 const instances = ref<ApprovalInstance[]>([])
 const users = ref<SystemUser[]>([])
@@ -14,6 +18,14 @@ const showDecide = ref(false)
 const current = ref<ApprovalInstance | null>(null)
 const decision = ref({ step_index: 0, approver_id: '', approved: true, comment: '' })

+const visibleInstances = computed(() => {
+  if (!props.mine) return instances.value
+  const currentUserId = auth.currentUser?.id
+  return currentUserId
+    ? instances.value.filter((item) => item.applicant_id === currentUserId)
+    : []
+})
+
 const statusOptions = [
  { label: '待审批', value: 'pending' },
  { label: '已通过', value: 'approved' },
@@ -77,7 +89,7 @@ onMounted(() => {

 <template>
  <div class="page">
-    <DataTablePage title="审批实例" :data="instances" :loading="loading" searchable :search-fields="['resource_type', 'resource_id']">
+    <DataTablePage :title="props.mine ? '我的申请' : '审批申请'" :data="visibleInstances" :loading="loading" searchable :search-fields="['resource_type', 'resource_id']">
      <template #toolbar-extra>
        <el-select v-model="statusFilter" placeholder="状态" clearable style="width: 140px" @change="load">
          <el-option v-for="s in statusOptions" :key="s.value" :label="s.label" :value="s.value" />
--- a/frontend/src/views/audit/AuditLogView.vue
+++ b/frontend/src/views/audit/AuditLogView.vue
@@ -2,16 +2,21 @@
 import { onMounted, reactive, ref } from 'vue'
 import { ElMessage } from 'element-plus'
 import { getAuditLogs, exportAuditLogs, type AuditLog, type AuditQuery } from '@/api/modules/audit'
+import { getUsers, type SystemUser } from '@/api/modules/system'
+import { getTenants, type Tenant } from '@/api/modules/tenant'

 const loading = ref(false)
 const logs = ref<AuditLog[]>([])
 const total = ref(0)
+const users = ref<SystemUser[]>([])
+const tenants = ref<Tenant[]>([])
 const query = reactive<AuditQuery>({
  tenant_id: '',
-  project_id: '',
  actor_id: '',
  action: '',
  target_type: '',
+  target_id: '',
+  keyword: '',
  start_time: '',
  end_time: '',
  limit: 50,
@@ -21,6 +26,87 @@ const query = reactive<AuditQuery>({
 // 时间范围（el-date-picker 双向绑定数组 [start, end]）
 const timeRange = ref<[string, string] | null>(null)

+const actionOptions = [
+  { value: 'create_dataset', label: '创建数据集' },
+  { value: 'update_dataset', label: '修改数据集' },
+  { value: 'delete_dataset', label: '删除数据集' },
+  { value: 'create_model', label: '创建模型' },
+  { value: 'update_model', label: '修改模型' },
+  { value: 'delete_model', label: '删除模型' },
+  { value: 'create_fine_tune', label: '创建训练任务' },
+  { value: 'update_fine_tune', label: '修改训练任务' },
+  { value: 'delete_fine_tune', label: '删除训练任务' },
+  { value: 'create_inference', label: '创建推理任务' },
+  { value: 'update_inference', label: '修改推理任务' },
+  { value: 'delete_inference', label: '删除推理任务' },
+  { value: 'create_user', label: '创建用户' },
+  { value: 'update_user', label: '修改用户' },
+  { value: 'delete_user', label: '删除用户' },
+  { value: 'tenant.create', label: '创建租户' },
+  { value: 'tenant.update', label: '修改租户' },
+  { value: 'tenant.delete', label: '删除租户' },
+  { value: 'tenant.quota.set', label: '设置租户配额' },
+  { value: 'tenant.retention.set', label: '设置留存策略' },
+  { value: 'grant_acl', label: '授予资源权限' },
+  { value: 'revoke_acl', label: '撤销资源权限' },
+  { value: 'gpu.assign', label: '分配算力卡' },
+  { value: 'gpu.release', label: '释放算力卡' },
+  { value: 'create', label: '创建' },
+  { value: 'update', label: '修改' },
+  { value: 'delete', label: '删除' },
+  { value: 'start', label: '启动' },
+  { value: 'stop', label: '停止' },
+  { value: 'upload', label: '上传' },
+  { value: 'download', label: '下载' },
+  { value: 'convert', label: '转换' },
+  { value: 'merge', label: '合并权重' },
+  { value: 'publish', label: '发布' },
+  { value: 'retry', label: '重试' },
+  { value: 'login', label: '登录' },
+  { value: 'logout', label: '退出登录' },
+]
+
+const targetTypeOptions = [
+  { value: 'dataset', label: '数据集' },
+  { value: 'model', label: '模型' },
+  { value: 'fine_tune_task', label: '训练任务' },
+  { value: 'fine_tune', label: '训练任务' },
+  { value: 'inference_task', label: '推理任务' },
+  { value: 'inference', label: '推理任务' },
+  { value: 'eval_task', label: '评测任务' },
+  { value: 'trained_model', label: '训练模型' },
+  { value: 'convert_task', label: '数据转换任务' },
+  { value: 'tenant', label: '租户' },
+  { value: 'user', label: '用户' },
+  { value: 'resource_acl', label: '资源权限' },
+  { value: 'gpu', label: '算力卡' },
+  { value: 'retention_policy', label: '留存策略' },
+  { value: 'module', label: '业务模块' },
+  { value: 'api', label: '接口' },
+]
+
+const actionLabels = Object.fromEntries(actionOptions.map((item) => [item.value, item.label]))
+const targetTypeLabels = Object.fromEntries(targetTypeOptions.map((item) => [item.value, item.label]))
+
+function userName(id?: string) {
+  if (!id) return '系统'
+  const user = users.value.find((item) => item.id === id)
+  return user ? `${user.display_name || user.username}（${user.username}）` : id
+}
+
+function tenantName(id?: string) {
+  if (!id) return '未关联租户'
+  return tenants.value.find((item) => item.id === id)?.name || id
+}
+
+function actionName(action?: string) {
+  return action ? actionLabels[action] || action : '未记录'
+}
+
+function targetTypeName(type?: string) {
+  return type ? targetTypeLabels[type] || type : '未指定'
+}
+
 function applyTimeRange() {
  if (timeRange.value && timeRange.value.length === 2) {
    query.start_time = timeRange.value[0]
@@ -42,6 +128,25 @@ async function load() {
  }
 }

+async function loadFilterOptions() {
+  const [userResult, tenantResult] = await Promise.allSettled([getUsers(), getTenants()])
+  if (userResult.status === 'fulfilled') users.value = userResult.value
+  if (tenantResult.status === 'fulfilled') tenants.value = tenantResult.value
+}
+
+function resetFilters() {
+  query.tenant_id = ''
+  query.actor_id = ''
+  query.action = ''
+  query.target_type = ''
+  query.target_id = ''
+  query.keyword = ''
+  query.start_time = ''
+  query.end_time = ''
+  timeRange.value = null
+  void load()
+}
+
 async function handleExport() {
  try {
    const blob = await exportAuditLogs({ ...query, limit: 10000, offset: 0 })
@@ -56,7 +161,9 @@ async function handleExport() {
  }
 }

-onMounted(load)
+onMounted(() => {
+  void Promise.all([loadFilterOptions(), load()])
+})
 </script>

 <template>
@@ -66,21 +173,32 @@ onMounted(load)
      <el-button @click="handleExport">导出 CSV</el-button>
    </div>
    <el-card class="filter-card">
-      <el-form :inline="true">
+      <el-form :inline="true" class="filter-form">
        <el-form-item label="租户">
-          <el-input v-model="query.tenant_id" placeholder="tenant_id" clearable />
-        </el-form-item>
-        <el-form-item label="项目">
-          <el-input v-model="query.project_id" placeholder="project_id" clearable />
+          <el-select v-model="query.tenant_id" placeholder="全部租户" clearable filterable style="width: 190px">
+            <el-option v-for="tenant in tenants" :key="tenant.id" :label="tenant.name" :value="tenant.id" />
+          </el-select>
        </el-form-item>
        <el-form-item label="操作人">
-          <el-input v-model="query.actor_id" placeholder="actor_id" clearable />
+          <el-select v-model="query.actor_id" placeholder="全部用户" clearable filterable style="width: 210px">
+            <el-option v-for="user in users" :key="user.id" :label="`${user.display_name || user.username}（${user.username}）`" :value="user.id" />
+          </el-select>
        </el-form-item>
        <el-form-item label="动作">
-          <el-input v-model="query.action" placeholder="action" clearable />
+          <el-select v-model="query.action" placeholder="全部动作" clearable filterable style="width: 180px">
+            <el-option v-for="item in actionOptions" :key="item.value" :label="item.label" :value="item.value" />
+          </el-select>
        </el-form-item>
        <el-form-item label="目标类型">
-          <el-input v-model="query.target_type" placeholder="target_type" clearable />
+          <el-select v-model="query.target_type" placeholder="全部资源" clearable filterable style="width: 160px">
+            <el-option v-for="item in targetTypeOptions" :key="item.value" :label="item.label" :value="item.value" />
+          </el-select>
+        </el-form-item>
+        <el-form-item label="关键词">
+          <el-input v-model="query.keyword" placeholder="资源 ID 或详情" clearable style="width: 220px" />
+        </el-form-item>
+        <el-form-item label="目标 ID">
+          <el-input v-model="query.target_id" placeholder="精确查询，可选" clearable style="width: 180px" />
        </el-form-item>
        <el-form-item label="时间范围">
          <el-date-picker
@@ -97,16 +215,24 @@ onMounted(load)
        </el-form-item>
        <el-form-item>
          <el-button type="primary" @click="load">查询</el-button>
+          <el-button @click="resetFilters">重置</el-button>
        </el-form-item>
      </el-form>
    </el-card>
    <el-table :data="logs" v-loading="loading" border stripe class="log-table">
      <el-table-column prop="time" label="时间" min-width="180" />
-      <el-table-column prop="tenant_id" label="租户" min-width="120" />
-      <el-table-column prop="project_id" label="项目" min-width="120" />
-      <el-table-column prop="actor_id" label="操作人" min-width="120" />
-      <el-table-column prop="action" label="动作" min-width="140" />
-      <el-table-column prop="target_type" label="目标类型" min-width="120" />
+      <el-table-column label="租户" min-width="140">
+        <template #default="{ row }">{{ tenantName(row.tenant_id) }}</template>
+      </el-table-column>
+      <el-table-column label="操作人" min-width="180">
+        <template #default="{ row }">{{ userName(row.actor_id) }}</template>
+      </el-table-column>
+      <el-table-column label="动作" min-width="140">
+        <template #default="{ row }">{{ actionName(row.action) }}</template>
+      </el-table-column>
+      <el-table-column label="目标类型" min-width="120">
+        <template #default="{ row }">{{ targetTypeName(row.target_type) }}</template>
+      </el-table-column>
      <el-table-column prop="target_id" label="目标 ID" min-width="140" show-overflow-tooltip />
      <el-table-column prop="detail" label="详情" min-width="200" show-overflow-tooltip />
      <el-table-column prop="client_ip" label="IP" min-width="120" />
@@ -120,6 +246,7 @@ onMounted(load)
 .page-header { display: flex; align-items: center; justify-content: space-between; margin-bottom: 16px; }
 .page-title { margin: 0; font-size: 18px; }
 .filter-card { margin-bottom: 16px; }
+.filter-form { display: flex; flex-wrap: wrap; }
 .log-table { margin-top: 8px; }
 .pager { margin-top: 12px; text-align: right; color: #909399; }
 </style>
--- a/frontend/src/views/audit/OperationLogView.vue
+++ b/frontend/src/views/audit/OperationLogView.vue
@@ -313,7 +313,7 @@ onMounted(() => {
      </el-table-column>
      <el-table-column label="操作" width="80" align="center" fixed="right">
        <template #default="{ row }">
-          <el-button link type="primary" size="small" @click="showDetail(row)">详情</el-button>
+          <el-button link type="primary" size="small" @click="showDetail(row as OperationLog)">详情</el-button>
        </template>
      </el-table-column>
    </el-table>
--- a/frontend/src/views/data-convert/DataConvertView.vue
+++ b/frontend/src/views/data-convert/DataConvertView.vue
@@ -2,7 +2,7 @@
 import { onMounted, ref } from 'vue'
 import { ElMessage, ElMessageBox } from 'element-plus'
 import { Plus, Delete, Refresh } from '@element-plus/icons-vue'
-import type { TagProps, UploadRequestOptions, UploadFile } from 'element-plus'
+import type { TagProps, UploadRequestOptions, UploadFile, UploadRawFile } from 'element-plus'
 import PageCard from '@/components/PageCard.vue'
 import {
  getDataConvertTasks,
@@ -30,9 +30,9 @@ async function load() {
 }

 // 文件上传前的校验（仅校验文件格式）
-function beforeUpload(file: UploadFile) {
+function beforeUpload(file: UploadRawFile) {
  // 检查文件类型
-  const isJson = file.name.endsWith('.json') || file.raw?.type === 'application/json'
+  const isJson = file.name.endsWith('.json') || file.type === 'application/json'
  if (!isJson) {
    ElMessage.error('只能上传 .json 格式的文件')
    return false
--- a/frontend/src/views/data-process/DataProcessCreateView.vue
+++ b/frontend/src/views/data-process/DataProcessCreateView.vue
@@ -18,6 +18,7 @@ import {
  previewAffectingOptionsFor,
 } from './create/dataProcessCreateState'
 import { useDataProcessGeneration } from './create/useDataProcessGeneration'
+import { useDataProcessEvaluation } from './create/useDataProcessEvaluation'
 import { useDataProcessPreviewBuild } from './create/useDataProcessPreviewBuild'
 import { useDataProcessRegeneration } from './create/useDataProcessRegeneration'
 import { createDefaultExternalSource, externalSourcePayload, restoreExternalSourceConfig, sourceConfigForBackend } from './create/externalSourceConfig'
@@ -126,6 +127,19 @@ const {
  outputType: activeOutputType,
  beforeGenerate: beforeStartGeneration,
 })
+const {
+  evaluation,
+  evaluateAllResults,
+  resetEvaluation,
+} = useDataProcessEvaluation({
+  taskId,
+  results,
+  selectedResultId,
+})
+// 生成结果被重置（重新切分/上传/重新生成配置）时同步清空评测进度。
+watch(results, (items) => {
+  if (!items.length) resetEvaluation()
+})
 const { enqueueSourceUpload, sourceUploading } = useDataProcessSourceUpload({
  taskId,
  uploadedFiles,
@@ -1156,10 +1170,12 @@ onMounted(() => {
            :preview-items="previewItems"
            :regenerating-result-id="regeneratingResultId"
            :bulk-regeneration="bulkRegeneration"
+            :evaluation="evaluation"
            :output-type="activeOutputType"
            @update:field="updateResultField"
            @regenerate:all="regenerateAllResults"
            @regenerate:item="regenerateResult"
+            @evaluate:all="evaluateAllResults"
          />
        </div>
      </div>
--- a/frontend/src/views/data-process/DataProcessDetailView.vue
+++ b/frontend/src/views/data-process/DataProcessDetailView.vue
@@ -5,6 +5,7 @@ import { ElMessage, ElMessageBox } from 'element-plus'
 import PageCard from '@/components/PageCard.vue'
 import { usePolling } from '@/composables/usePolling'
 import {
+  evaluateDataProcessResults,
  getDataProcessProgress,
  getDataProcessResults,
  getDataProcessTask,
@@ -13,6 +14,7 @@ import {
  restoreDataProcessResult,
  updateDataProcessResult,
 } from '@/api/modules/dataProcess'
+import QualityRadarPopover from './create/QualityRadarPopover.vue'
 import type {
  DataProcessDatasetSplit,
  DataProcessPublishPayload,
@@ -456,13 +458,101 @@ function resultStatusType(status: DataProcessResultStatus) {
 }

 function qualityScoreLabel(value: DataProcessResult['quality_score']) {
-  if (value == null) return '-'
+  if (value == null || !value.evaluated) return '-'
  const score = value.overall
  return Number.isFinite(score) ? Number(score).toFixed(1) : '-'
 }

-function qualityFlagsLabel(value: DataProcessResult['quality_score']) {
-  return value?.flags?.length ? value.flags.join('、') : '未命中质量规则'
+function qualityScoreTone(value: DataProcessResult['quality_score']) {
+  const score = Number(value?.overall)
+  if (!value?.evaluated || !Number.isFinite(score)) return ''
+  return score >= 80 ? 'is-success' : score >= 60 ? 'is-warning' : 'is-danger'
+}
+
+function qualityScoreEvaluated(value: DataProcessResult['quality_score']) {
+  return Boolean(value?.evaluated && Number.isFinite(Number(value?.overall)))
+}
+
+const evaluationRunning = ref(false)
+const evaluationProgress = reactive({
+  visible: false,
+  total: 0,
+  completed: 0,
+  succeeded: 0,
+  failed: 0,
+})
+// 与批量重生成一致的分块大小，单批在接口 240 秒超时预算内。
+const EVALUATION_CHUNK_SIZE = 12
+const canEvaluate = computed(() => (
+  detail.value?.status === 'completed' && !hasCurrentPublishedDataset.value
+))
+const evaluationPercentage = computed(() => (
+  evaluationProgress.total
+    ? Math.round((evaluationProgress.completed / evaluationProgress.total) * 100)
+    : 0
+))
+
+async function loadAllResultIds() {
+  const first = await getDataProcessResults(taskId.value, { page: 1, page_size: 500 })
+  const items = [...first.items]
+  const pages = Math.ceil(first.total / first.page_size)
+  for (let page = 2; page <= pages; page += 1) {
+    const next = await getDataProcessResults(taskId.value, { page, page_size: 500 })
+    items.push(...next.items)
+  }
+  return items
+}
+
+async function runResultEvaluation() {
+  if (evaluationRunning.value || !canEvaluate.value) return
+  evaluationRunning.value = true
+  Object.assign(evaluationProgress, {
+    visible: true,
+    total: 0,
+    completed: 0,
+    succeeded: 0,
+    failed: 0,
+  })
+  try {
+    const candidates = (await loadAllResultIds()).filter((item) => item.updated_at)
+    if (!candidates.length) {
+      ElMessage.info('当前没有可评测的结果')
+      return
+    }
+    evaluationProgress.total = candidates.length
+    for (let offset = 0; offset < candidates.length; offset += EVALUATION_CHUNK_SIZE) {
+      const chunk = candidates.slice(offset, offset + EVALUATION_CHUNK_SIZE)
+      try {
+        const evaluated = await evaluateDataProcessResults(taskId.value, {
+          items: chunk.map((item) => ({
+            result_id: String(item.id),
+            expected_updated_at: item.updated_at as string,
+          })),
+        })
+        evaluationProgress.completed += evaluated.total
+        evaluationProgress.succeeded += evaluated.succeeded
+        evaluationProgress.failed += evaluated.failed
+      } catch {
+        evaluationProgress.completed = evaluationProgress.total
+        evaluationProgress.failed += candidates.length - offset
+        break
+      }
+    }
+    await loadResults()
+    if (evaluationProgress.failed === 0) {
+      ElMessage.success(`数据评测完成：成功 ${evaluationProgress.succeeded} 条`)
+    } else if (evaluationProgress.succeeded > 0) {
+      ElMessage.warning(
+        `数据评测完成：成功 ${evaluationProgress.succeeded} 条，失败 ${evaluationProgress.failed} 条`,
+      )
+    } else {
+      ElMessage.error(`数据评测失败：${evaluationProgress.failed} 条结果未完成评测`)
+    }
+  } catch {
+    ElMessage.error('数据评测中断，已完成的评分保持不变')
+  } finally {
+    evaluationRunning.value = false
+  }
 }

 function replaceResult(updated: DataProcessResult) {
@@ -824,10 +914,33 @@ onBeforeUnmount(() => {
              <el-option label="已修改" value="modified" />
              <el-option label="无效" value="invalid" />
            </el-select>
+            <el-button
+              v-if="canEvaluate"
+              type="primary"
+              plain
+              :loading="evaluationRunning"
+              :disabled="resultLoading"
+              @click="runResultEvaluation"
+            >
+              <i v-if="!evaluationRunning" class="fa fa-check-square-o" aria-hidden="true" /> 数据评测
+            </el-button>
            <el-button :loading="resultLoading" @click="loadResults"><i class="fa fa-refresh" /></el-button>
          </div>
        </div>

+        <div v-if="evaluationProgress.visible" class="evaluation-progress">
+          <span>
+            数据评测 {{ evaluationProgress.completed }} / {{ evaluationProgress.total }}
+            · 成功 {{ evaluationProgress.succeeded }} · 失败 {{ evaluationProgress.failed }}
+          </span>
+          <el-progress
+            :percentage="evaluationPercentage"
+            :show-text="false"
+            :stroke-width="5"
+            :color="evaluationProgress.failed > 0 ? '#d97706' : '#5b50f2'"
+          />
+        </div>
+
        <el-table
          v-if="results.length"
          :data="results"
@@ -845,9 +958,26 @@ onBeforeUnmount(() => {
          </template>
          <el-table-column label="质量分" width="88" align="center">
            <template #default="{ row }">
-              <el-tooltip :content="qualityFlagsLabel((row as DataProcessResult).quality_score)">
-                <span>{{ qualityScoreLabel((row as DataProcessResult).quality_score) }}</span>
-              </el-tooltip>
+              <el-popover
+                v-if="qualityScoreEvaluated((row as DataProcessResult).quality_score)"
+                placement="top"
+                :width="296"
+                trigger="hover"
+                :show-after="150"
+                popper-class="quality-radar-popper"
+              >
+                <template #reference>
+                  <span
+                    class="detail-quality-score"
+                    :class="qualityScoreTone((row as DataProcessResult).quality_score)"
+                  >{{ qualityScoreLabel((row as DataProcessResult).quality_score) }}</span>
+                </template>
+                <QualityRadarPopover
+                  :quality="(row as DataProcessResult).quality_score!"
+                  :score="Number((row as DataProcessResult).quality_score?.overall)"
+                />
+              </el-popover>
+              <span v-else class="detail-quality-empty">{{ qualityScoreLabel((row as DataProcessResult).quality_score) }}</span>
            </template>
          </el-table-column>
          <el-table-column label="状态" width="90" align="center">
@@ -1099,6 +1229,35 @@ onBeforeUnmount(() => {
 .result-filters :deep(.el-select) { width: 120px; }
 .result-section :deep(.el-table) { border-radius: 0; }

+.evaluation-progress {
+  display: grid;
+  grid-template-columns: 1fr 220px;
+  align-items: center;
+  gap: 14px;
+  padding: 10px 18px;
+  color: #667085;
+  background: #f8f9fc;
+  font-size: 12px;
+}
+
+.detail-quality-score {
+  display: inline-block;
+  min-width: 44px;
+  padding: 2px 8px;
+  border-radius: 10px;
+  color: #475467;
+  background: #f2f4f7;
+  font-weight: 700;
+  font-variant-numeric: tabular-nums;
+  cursor: default;
+
+  &.is-success { color: #067647; background: #e6f4ee; }
+  &.is-warning { color: #b54708; background: #fef0c7; }
+  &.is-danger { color: #b42318; background: #fee4e2; }
+}
+
+.detail-quality-empty { color: #98a2b3; }
+
 :global(.data-process-result-tooltip) {
  box-sizing: border-box;
  max-width: min(520px, calc(100vw - 32px));
--- a/frontend/src/views/data-process/create/QualityRadarPopover.vue
+++ b/frontend/src/views/data-process/create/QualityRadarPopover.vue
@@ -0,0 +1,252 @@
+<script setup lang="ts">
+import { computed } from 'vue'
+import VChart from 'vue-echarts'
+import '@/plugins/echarts'
+import type { EChartsOption } from 'echarts'
+import type { ResultQualityDetails } from './types'
+
+const props = defineProps<{
+  quality: ResultQualityDetails
+  score?: number
+}>()
+
+// 轴标签按词意预置断行，避免长中文标签把雷达网格挤偏或被机械切词。
+const JUDGE_DIMENSION_LABELS: Record<string, string> = {
+  faithfulness: '忠实度',
+  correctness: '正确性',
+  clarity: '问题\n清晰度',
+  completeness: '回答\n完整性',
+  alignment: '指令\n对齐',
+  reasoning_validity: '推理\n有效性',
+  chosen_quality: 'chosen\n质量',
+  rejected_quality: 'rejected\n质量',
+  preference_reasonableness: '偏好\n区分',
+}
+
+const SEMANTIC_DIMENSION_LABELS: Record<string, string> = {
+  question_answer: '问答\n相关',
+  answer_source: '来源\n覆盖',
+}
+
+interface RadarDimension {
+  name: string
+  value: number
+}
+
+const radarDimensions = computed<RadarDimension[]>(() => {
+  const dimensions: RadarDimension[] = []
+  for (const [key, value] of Object.entries(props.quality?.judge?.scores ?? {})) {
+    dimensions.push({
+      name: JUDGE_DIMENSION_LABELS[key] ?? key,
+      value: Math.round(value * 20),
+    })
+  }
+  for (const [key, value] of Object.entries(props.quality?.semantic ?? {})) {
+    if (key === 'overall' || typeof value !== 'number') continue
+    dimensions.push({
+      name: SEMANTIC_DIMENSION_LABELS[key] ?? key,
+      value: Math.round(value),
+    })
+  }
+  return dimensions
+})
+
+// 可用维度太少时雷达图失去意义，降级为分层分数展示。
+const showRadar = computed(() => radarDimensions.value.length >= 3)
+
+const radarOption = computed<EChartsOption>(() => ({
+  radar: {
+    indicator: radarDimensions.value.map((dimension) => ({
+      name: dimension.name,
+      max: 100,
+    })),
+    radius: '56%',
+    center: ['50%', '50%'],
+    splitNumber: 4,
+    axisName: {
+      color: '#667085',
+      fontSize: 10,
+      lineHeight: 13,
+    },
+    splitArea: { areaStyle: { color: ['#fbfbfd', '#f2f4f8'] } },
+    splitLine: { lineStyle: { color: '#e4e7ec' } },
+    axisLine: { lineStyle: { color: '#e4e7ec' } },
+  },
+  series: [{
+    type: 'radar',
+    symbol: 'circle',
+    symbolSize: 3,
+    data: [{
+      value: radarDimensions.value.map((dimension) => dimension.value),
+      name: '质量维度',
+      areaStyle: { color: 'rgba(91, 80, 242, 0.18)' },
+      lineStyle: { color: '#5b50f2', width: 1.5 },
+      itemStyle: { color: '#5b50f2' },
+    }],
+  }],
+}))
+
+const layerScores = computed(() => {
+  const layers = props.quality?.layers ?? {}
+  return [
+    { label: '规则层', value: layers.rule },
+    { label: '语义层', value: layers.semantic },
+    { label: '评审层', value: layers.judge },
+  ].filter((layer): layer is { label: string; value: number } => (
+    typeof layer.value === 'number'
+  ))
+})
+
+const displayScore = computed(() => {
+  if (typeof props.score === 'number' && !isNaN(props.score)) {
+    return props.score.toFixed(1)
+  }
+  return null
+})
+
+const scoreTone = computed(() => {
+  const numScore = props.score ?? 0
+  return numScore >= 80 ? 'is-success' : numScore >= 60 ? 'is-warning' : 'is-danger'
+})
+</script>
+
+<template>
+  <div class="quality-popover">
+    <div v-if="displayScore !== null" class="popover-header">
+      <strong>质量评测</strong>
+      <span class="popover-score" :class="scoreTone">{{ displayScore }}</span>
+    </div>
+
+    <VChart
+      v-if="showRadar"
+      class="quality-radar"
+      :option="radarOption"
+      autoresize
+    />
+    <div v-else class="radar-fallback">
+      维度数据不足，已评测维度少于 3 个时以分层分数为准。
+    </div>
+
+    <div class="layer-scores">
+      <div v-for="layer in layerScores" :key="layer.label" class="layer-item">
+        <span>{{ layer.label }}</span>
+        <el-progress
+          :percentage="Math.round(layer.value)"
+          :stroke-width="6"
+          :show-text="false"
+          :color="layer.value >= 80 ? '#12b76a' : layer.value >= 60 ? '#f0b429' : '#d92d20'"
+        />
+        <em>{{ layer.value.toFixed(0) }}</em>
+      </div>
+    </div>
+
+    <p v-if="quality?.judge?.reason" class="judge-reason">{{ quality.judge.reason }}</p>
+    <div v-if="quality?.judge?.issues?.length" class="judge-issues">
+      <span v-for="issue in quality.judge.issues" :key="issue" class="issue-tag">{{ issue }}</span>
+    </div>
+    <div v-if="quality?.judge?.model" class="judge-model">评审模型：{{ quality.judge.model }}</div>
+  </div>
+</template>
+
+<style scoped lang="scss">
+.quality-popover {
+  display: flex;
+  flex-direction: column;
+  gap: 10px;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.popover-header {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  padding-bottom: 6px;
+  border-bottom: 1px solid #f2f4f7;
+
+  strong {
+    color: #344054;
+    font-size: 13px;
+  }
+}
+
+.popover-score {
+  color: #344054;
+  font-size: 18px;
+  font-weight: 700;
+  font-variant-numeric: tabular-nums;
+
+  &.is-success { color: #12b76a; }
+  &.is-warning { color: #d99b0b; }
+  &.is-danger { color: #d92d20; }
+}
+
+.quality-radar {
+  width: 100%;
+  height: 220px;
+  box-sizing: border-box;
+}
+
+.radar-fallback {
+  padding: 18px 10px;
+  color: #98a2b3;
+  font-size: 12px;
+  text-align: center;
+}
+
+.layer-scores {
+  display: flex;
+  flex-direction: column;
+  gap: 6px;
+}
+
+.layer-item {
+  display: grid;
+  grid-template-columns: 44px 1fr 28px;
+  align-items: center;
+  gap: 8px;
+  color: #667085;
+  font-size: 11px;
+
+  em {
+    color: #344054;
+    font-style: normal;
+    font-weight: 600;
+    text-align: right;
+    font-variant-numeric: tabular-nums;
+  }
+}
+
+.judge-reason {
+  margin: 0;
+  color: #475467;
+  font-size: 12px;
+  line-height: 1.6;
+}
+
+.judge-issues {
+  display: flex;
+  flex-wrap: wrap;
+  gap: 4px;
+}
+
+.issue-tag {
+  padding: 2px 8px;
+  color: #b54708;
+  background: #fef0c7;
+  border-radius: 3px;
+  font-size: 11px;
+}
+
+.judge-model {
+  color: #98a2b3;
+  font-size: 11px;
+}
+</style>
+
+<style lang="scss">
+.quality-radar-popper {
+  padding: 14px 16px !important;
+}
+</style>
+
--- a/frontend/src/views/data-process/create/ResultEditorStep.vue
+++ b/frontend/src/views/data-process/create/ResultEditorStep.vue
@@ -1,6 +1,7 @@
 <script setup lang="ts">
 import { computed, ref } from 'vue'
-import type { BulkResultRegenerationState, PreviewItem, ResultItem } from './types'
+import QualityRadarPopover from './QualityRadarPopover.vue'
+import type { BulkResultRegenerationState, PreviewItem, ResultEvaluationState, ResultItem } from './types'
 import type { DataProcessOutputType } from '@/types/dataProcess'

 const props = defineProps<{
@@ -9,6 +10,7 @@ const props = defineProps<{
  selectedId: string | null
  regeneratingResultId: string | null
  bulkRegeneration: BulkResultRegenerationState
+  evaluation: ResultEvaluationState
  outputType: DataProcessOutputType
 }>()

@@ -17,6 +19,7 @@ const emit = defineEmits<{
  'update:field': [id: string, field: 'instruction' | 'input' | 'output' | 'chosen' | 'rejected', value: string]
  'regenerate:item': [id: string]
  'regenerate:all': []
+  'evaluate:all': []
 }>()

 const search = ref('')
@@ -30,6 +33,15 @@ const bulkRegenerationActive = computed(() => props.bulkRegeneration.status ===
 const bulkRegenerationVisible = computed(() => (
  props.bulkRegeneration.status !== 'idle' && props.bulkRegeneration.total > 0
 ))
+const evaluationActive = computed(() => props.evaluation.status === 'running')
+const evaluationVisible = computed(() => (
+  props.evaluation.status !== 'idle' && props.evaluation.total > 0
+))
+const evaluationPercentage = computed(() => {
+  if (!props.evaluation.total) return 0
+  return Math.round((props.evaluation.completed / props.evaluation.total) * 100)
+})
+const evaluatedCount = computed(() => props.items.filter((item) => item.qualityDetails?.evaluated).length)
 const bulkRegenerationPercentage = computed(() => (
  props.bulkRegeneration.total > 0
    ? Math.round((props.bulkRegeneration.completed / props.bulkRegeneration.total) * 100)
@@ -98,21 +110,47 @@ function selectRelative(offset: number) {
 <template>
  <section class="result-step">
    <div class="result-workspace">
-      <aside class="result-list-pane" :class="{ 'has-bulk-progress': bulkRegenerationVisible }">
+      <aside class="result-list-pane" :class="{ 'has-bulk-progress': bulkRegenerationVisible || evaluationVisible }">
        <div class="pane-header result-list-header">
-          <div class="result-list-title"><strong>生成结果</strong><span>共 {{ items.length }} 条</span></div>
-          <el-button
-            v-if="invalidCount > 0"
-            size="small"
-            plain
-            type="primary"
-            :loading="bulkRegenerationActive"
-            :disabled="Boolean(regeneratingResultId) || bulkRegenerationActive"
-            @click="emit('regenerate:all')"
-          >
-            <i v-if="!bulkRegenerationActive" class="fa fa-refresh" style="margin-right: 4px;" />
-            {{ bulkRegenerationActive ? '重新生成中' : `全部重新生成（${invalidCount}）` }}
-          </el-button>
+          <div class="result-list-title">
+            <strong>生成结果</strong><span>共 {{ items.length }} 条<template v-if="evaluatedCount"> · 已评测 {{ evaluatedCount }}</template></span>
+          </div>
+          <div class="result-list-actions">
+            <el-button
+              size="small"
+              plain
+              :loading="evaluationActive"
+              :disabled="!items.length || bulkRegenerationActive || Boolean(regeneratingResultId)"
+              @click="emit('evaluate:all')"
+            >
+              <i v-if="!evaluationActive" class="fa fa-check-square-o" style="margin-right: 4px;" />
+              数据评测
+            </el-button>
+            <el-button
+              v-if="invalidCount > 0"
+              size="small"
+              plain
+              type="primary"
+              :loading="bulkRegenerationActive"
+              :disabled="Boolean(regeneratingResultId) || bulkRegenerationActive || evaluationActive"
+              @click="emit('regenerate:all')"
+            >
+              <i v-if="!bulkRegenerationActive" class="fa fa-refresh" style="margin-right: 4px;" />
+              {{ bulkRegenerationActive ? '重新生成中' : `全部重新生成（${invalidCount}）` }}
+            </el-button>
+          </div>
+        </div>
+        <div v-if="evaluationVisible" class="bulk-regeneration-progress">
+          <div>
+            <span>数据评测 {{ evaluation.completed }} / {{ evaluation.total }}</span>
+            <span>成功 {{ evaluation.succeeded }} · 失败 {{ evaluation.failed }}</span>
+          </div>
+          <el-progress
+            :percentage="evaluationPercentage"
+            :show-text="false"
+            :stroke-width="5"
+            :color="evaluation.failed > 0 ? '#d97706' : '#5b50f2'"
+          />
        </div>
        <div v-if="bulkRegenerationVisible" class="bulk-regeneration-progress">
          <div>
@@ -146,6 +184,23 @@ function selectRelative(offset: number) {
              <strong>{{ item.instruction || '未填写指令' }}</strong>
              <small>{{ outputType === 'dpo' ? (item.chosen || '未填写 Chosen') : (item.output || '未填写输出') }}</small>
            </span>
+            <el-popover
+              v-if="item.qualityScore != null && item.qualityDetails"
+              placement="right"
+              :width="296"
+              trigger="hover"
+              :show-after="150"
+              popper-class="quality-radar-popper"
+            >
+              <template #reference>
+                <span
+                  class="result-score"
+                  :class="item.qualityScore >= 80 ? 'is-success' : item.qualityScore >= 60 ? 'is-warning' : 'is-danger'"
+                  @click.stop
+                >{{ item.qualityScore.toFixed(0) }}</span>
+              </template>
+              <QualityRadarPopover :quality="item.qualityDetails" :score="item.qualityScore" />
+            </el-popover>
            <i v-if="itemRegenerating(item.id)" class="css-spinner" />
            <i
              v-else
@@ -303,6 +358,42 @@ function selectRelative(offset: number) {
  }
 }

+.result-list-actions {
+  display: flex;
+  flex: none;
+  align-items: center;
+  gap: 8px;
+}
+
+.result-score {
+  flex: none;
+  min-width: 34px;
+  padding: 2px 8px;
+  border-radius: 10px;
+  color: #475467;
+  background: #f2f4f7;
+  font-size: 12px;
+  font-weight: 700;
+  font-variant-numeric: tabular-nums;
+  text-align: center;
+  cursor: default;
+
+  &.is-success {
+    color: #067647;
+    background: #e6f4ee;
+  }
+
+  &.is-warning {
+    color: #b54708;
+    background: #fef0c7;
+  }
+
+  &.is-danger {
+    color: #b42318;
+    background: #fee4e2;
+  }
+}
+
 .pane-header {
  display: flex;
  align-items: center;
--- a/frontend/src/views/data-process/create/types.ts
+++ b/frontend/src/views/data-process/create/types.ts
@@ -1,6 +1,9 @@
 import type {
  DataProcessOutputType,
  DataProcessPreviewFileStatus,
+  DataProcessQualityJudge,
+  DataProcessQualityLayers,
+  DataProcessQualitySemantic,
  DataProcessReasoningDetail,
 } from '@/types/dataProcess'

@@ -165,6 +168,14 @@ export interface GenerationState {
  message: string
 }

+export interface ResultQualityDetails {
+  semantic?: DataProcessQualitySemantic | null
+  judge?: DataProcessQualityJudge | null
+  layers?: DataProcessQualityLayers | null
+  evaluated?: boolean
+  flags?: string[]
+}
+
 export interface ResultItem {
  id: string
  previewItemId: string | null
@@ -188,7 +199,7 @@ export interface ResultItem {
  error?: string
  split?: 'train' | 'validation' | 'test'
  qualityScore?: number
-  qualityDetails?: Record<string, number>
+  qualityDetails?: ResultQualityDetails
  updatedAt?: string
 }

@@ -201,3 +212,11 @@ export interface BulkResultRegenerationState {
  targetIds: string[]
  failedIds: string[]
 }
+
+export interface ResultEvaluationState {
+  status: 'idle' | 'running' | 'completed' | 'partial' | 'failed'
+  total: number
+  completed: number
+  succeeded: number
+  failed: number
+}
--- a/frontend/src/views/data-process/create/useDataProcessEvaluation.ts
+++ b/frontend/src/views/data-process/create/useDataProcessEvaluation.ts
@@ -0,0 +1,126 @@
+import { computed, reactive, type Ref } from 'vue'
+import { ElMessage } from 'element-plus'
+import { evaluateDataProcessResults } from '@/api/modules/dataProcess'
+import { mapResult } from './useDataProcessGeneration'
+import type { ResultEvaluationState, ResultItem } from './types'
+
+interface EvaluationBindings {
+  taskId: Ref<string | null>
+  results: Ref<ResultItem[]>
+  selectedResultId: Ref<string | null>
+}
+
+// 与批量重新生成一致的分块大小：4 个后端 worker 消费三轮，
+// 单条评测最长 60 秒，12 条在批量接口 240 秒超时预算内。
+const EVALUATION_CHUNK_SIZE = 12
+
+function hasUnsavedChanges(item: ResultItem) {
+  return item.instruction !== item.savedInstruction
+    || item.input !== item.savedInput
+    || item.output !== item.savedOutput
+    || item.chosen !== item.savedChosen
+    || item.rejected !== item.savedRejected
+}
+
+export function useDataProcessEvaluation(bindings: EvaluationBindings) {
+  const evaluation = reactive<ResultEvaluationState>({
+    status: 'idle',
+    total: 0,
+    completed: 0,
+    succeeded: 0,
+    failed: 0,
+  })
+  const evaluationBusy = computed(() => evaluation.status === 'running')
+
+  function resetEvaluation() {
+    Object.assign(evaluation, {
+      status: 'idle',
+      total: 0,
+      completed: 0,
+      succeeded: 0,
+      failed: 0,
+    })
+  }
+
+  async function evaluateAllResults() {
+    const taskId = bindings.taskId.value
+    if (!taskId) return false
+    if (evaluationBusy.value) {
+      ElMessage.warning('请等待当前数据评测完成')
+      return false
+    }
+
+    const candidates = bindings.results.value.filter((item) => item.updatedAt)
+    if (!candidates.length) {
+      ElMessage.info('当前没有可评测的结果')
+      return false
+    }
+    const unsaved = candidates.find(hasUnsavedChanges)
+    if (unsaved) {
+      bindings.selectedResultId.value = unsaved.id
+      ElMessage.warning('存在未保存的修改，请先保存后再进行数据评测')
+      return false
+    }
+
+    Object.assign(evaluation, {
+      status: 'running',
+      total: candidates.length,
+      completed: 0,
+      succeeded: 0,
+      failed: 0,
+    })
+
+    let interrupted = false
+    try {
+      for (let offset = 0; offset < candidates.length; offset += EVALUATION_CHUNK_SIZE) {
+        const chunk = candidates.slice(offset, offset + EVALUATION_CHUNK_SIZE)
+        try {
+          const evaluated = await evaluateDataProcessResults(taskId, {
+            items: chunk.map((item) => ({
+              result_id: item.id,
+              expected_updated_at: item.updatedAt as string,
+            })),
+          })
+          for (const item of evaluated.items) {
+            const index = bindings.results.value.findIndex((entry) => entry.id === String(item.id))
+            if (index >= 0) bindings.results.value[index] = mapResult(item)
+          }
+          evaluation.completed += evaluated.total
+          evaluation.succeeded += evaluated.succeeded
+          evaluation.failed += evaluated.failed
+        } catch {
+          const remaining = candidates.slice(offset)
+          evaluation.completed = evaluation.total
+          evaluation.failed += remaining.length
+          interrupted = true
+          break
+        }
+      }
+
+      if (!interrupted && evaluation.failed === 0) {
+        evaluation.status = 'completed'
+        ElMessage.success(`数据评测完成：成功 ${evaluation.succeeded} 条`)
+      } else if (evaluation.succeeded > 0) {
+        evaluation.status = 'partial'
+        ElMessage.warning(
+          `数据评测完成：成功 ${evaluation.succeeded} 条，失败 ${evaluation.failed} 条`,
+        )
+      } else {
+        evaluation.status = 'failed'
+        ElMessage.error(`数据评测失败：${evaluation.failed} 条结果未完成评测`)
+      }
+      return evaluation.failed === 0
+    } catch {
+      evaluation.status = 'failed'
+      ElMessage.error('批量数据评测意外中断，已完成的评分保持不变')
+      return false
+    }
+  }
+
+  return {
+    evaluation,
+    evaluationBusy,
+    evaluateAllResults,
+    resetEvaluation,
+  }
+}
--- a/frontend/src/views/data-process/create/useDataProcessGeneration.ts
+++ b/frontend/src/views/data-process/create/useDataProcessGeneration.ts
@@ -28,6 +28,7 @@ const POLL_INTERVAL_MS = 1500
 const BULK_REGENERATION_CHUNK_SIZE = 12

 function mapResult(item: DataProcessResult): ResultItem {
+  const quality = item.quality_score
  return {
    id: String(item.id),
    previewItemId: item.preview_item_id == null ? null : String(item.preview_item_id),
@@ -50,11 +51,21 @@ function mapResult(item: DataProcessResult): ResultItem {
    status: item.status,
    error: item.error || undefined,
    split: item.split || undefined,
-    qualityScore: item.quality_score?.overall,
+    // 生成阶段只有内部规则分，界面不展示；数据评测完成后才显示组合分。
+    qualityScore: quality?.evaluated ? quality.overall : undefined,
+    qualityDetails: {
+      semantic: quality?.semantic ?? null,
+      judge: quality?.judge ?? null,
+      layers: quality?.layers ?? null,
+      evaluated: Boolean(quality?.evaluated),
+      flags: quality?.flags ?? [],
+    },
    updatedAt: item.updated_at,
  }
 }

+export { mapResult }
+
 export function useDataProcessGeneration(bindings: GenerationBindings) {
  const results = ref<ResultItem[]>([])
  const selectedResultId = ref<string | null>(null)
--- a/frontend/src/views/eval/EvalCreateView.vue
+++ b/frontend/src/views/eval/EvalCreateView.vue
@@ -39,7 +39,7 @@ const createdDimensionId = ref<string | number>('')
 const taskForm = ref<EvalTaskSetupDraft>({
  eval_task_name: '',
  model_id: '',
-  gpu_id: '',
+  gpu_id: [],
  data_source: 'dataset',
  dataset_id: '',
  leaderboard: false,
@@ -145,12 +145,24 @@ async function handleSubmit() {
    const dimensionId = await resolveDimensionId()
    // GPU 选择为「节点:GPU序号」复合值，解析出节点与 GPU 序号，
    // 多算力节点时必须把节点信息传给后端，否则会派发到错误的算力节点
-    const [gpuNodeId, gpuIndex] = String(taskForm.value.gpu_id).split(':')
+    const selectedGpuKeys = Array.isArray(taskForm.value.gpu_id)
+      ? taskForm.value.gpu_id
+      : [String(taskForm.value.gpu_id)]
+    const gpuSelections = selectedGpuKeys
+      .map((key) => {
+        const [nodeId, gpuIndex] = String(key).split(':')
+        return { nodeId, gpuIndex: Number(gpuIndex) }
+      })
+      .filter((item) => item.nodeId && Number.isInteger(item.gpuIndex) && item.gpuIndex >= 0)
+    const gpuNodeId = gpuSelections[0]?.nodeId || ''
+    const gpuIndices = gpuSelections.map((item) => item.gpuIndex)
    const evalResult: any = await startEval({
      eval_task_name: taskForm.value.eval_task_name,
      eval_type: 'custom',
      model_id: taskForm.value.model_id,
-      gpu_id: Number(gpuIndex) || 0,
+      gpu_id: gpuIndices[0] ?? 0,
+      gpu_indices: gpuIndices,
+      gpus: gpuIndices,
      compute_node_id: gpuNodeId || '',
      dataset_id: taskForm.value.data_source === 'dataset' ? taskForm.value.dataset_id : '',
      dimension_id: dimensionId,
--- a/frontend/src/views/eval/create/EvalTaskSetupStep.vue
+++ b/frontend/src/views/eval/create/EvalTaskSetupStep.vue
@@ -6,7 +6,7 @@ import type { DatasetItem, GpuInfo, TrainedModel } from '@/types'
 export interface EvalTaskSetupDraft {
  eval_task_name: string
  model_id: string | number
-  gpu_id: string | number
+  gpu_id: string | number | string[]
  data_source: 'dataset' | 'inference'
  dataset_id: string | number
  leaderboard: boolean
@@ -23,6 +23,13 @@ defineProps<{
 const form = defineModel<EvalTaskSetupDraft>({ required: true })
 const formRef = ref<FormInstance>()

+function handleGpuChange(value: string | number | string[]) {
+  const keys = Array.isArray(value) ? value.map(String) : [String(value || '')]
+  const nodeId = keys[0]?.split(':', 1)[0]
+  if (!nodeId || !Array.isArray(form.value.gpu_id)) return
+  form.value.gpu_id = keys.filter((key) => key.split(':', 1)[0] === nodeId)
+}
+
 const rules: FormRules<EvalTaskSetupDraft> = {
  eval_task_name: [
    { required: true, message: '请输入任务名称', trigger: 'blur' },
@@ -101,7 +108,16 @@ defineExpose({ validate })
    </el-form-item>

    <el-form-item label="选择 GPU" prop="gpu_id">
-      <el-select v-model="form.gpu_id" placeholder="请选择 GPU" style="width: 100%" :loading="loading">
+      <el-select
+        v-model="form.gpu_id"
+        multiple
+        collapse-tags
+        collapse-tags-tooltip
+        placeholder="请选择同一算力节点内的一张或多张 GPU"
+        style="width: 100%"
+        :loading="loading"
+        @change="handleGpuChange"
+      >
        <el-option
          v-for="gpu in gpus"
          :key="`${gpu.node_id || ''}:${gpu.id ?? 0}`"
--- a/frontend/src/views/eval/create/StartEvalStep.vue
+++ b/frontend/src/views/eval/create/StartEvalStep.vue
@@ -21,7 +21,7 @@ function nameOf<T extends { id: string | number; name?: string }>(items: T[], id

 /** GPU 选择为「节点:GPU序号」复合值，解析并展示为可读标签 */
 const gpuLabel = computed(() => {
-  const key = String(props.task.gpu_id || '')
+  const key = Array.isArray(props.task.gpu_id) ? String(props.task.gpu_id[0] || '') : String(props.task.gpu_id || '')
  const gpu = props.gpus.find((g) => `${g.node_id || ''}:${g.id ?? 0}` === key)
  if (gpu) return `${gpu.node_name || gpu.node_code || '算力节点'} / GPU ${gpu.id ?? 0}`
  const [nodeId, idx] = key.split(':')
--- a/frontend/src/views/governance/OrganizationPermissionView.vue
+++ b/frontend/src/views/governance/OrganizationPermissionView.vue
@@ -0,0 +1,68 @@
+<script setup lang="ts">
+import { computed } from 'vue'
+import { useRoute, useRouter } from 'vue-router'
+import UserSettingsView from '@/views/system/UserSettingsView.vue'
+import TenantListView from '@/views/tenants/TenantListView.vue'
+
+const route = useRoute()
+const router = useRouter()
+
+const activeTab = computed({
+  get: () => route.query.tab === 'tenants' ? 'tenants' : 'users',
+  set: (value: string) => {
+    void router.replace({ query: { tab: value === 'tenants' ? 'tenants' : 'users' } })
+  },
+})
+</script>
+
+<template>
+  <div class="organization-page">
+    <header class="page-header">
+      <div>
+        <h2>组织与权限</h2>
+        <p>统一管理平台用户、角色、租户和资源配额。</p>
+      </div>
+    </header>
+
+    <el-tabs v-model="activeTab">
+      <el-tab-pane label="用户与角色" name="users">
+        <UserSettingsView v-if="activeTab === 'users'" />
+      </el-tab-pane>
+      <el-tab-pane label="租户与配额" name="tenants">
+        <TenantListView v-if="activeTab === 'tenants'" />
+      </el-tab-pane>
+    </el-tabs>
+  </div>
+</template>
+
+<style scoped lang="scss">
+.organization-page {
+  min-height: 100%;
+  padding: 20px;
+}
+
+.page-header {
+  margin-bottom: 4px;
+
+  h2 {
+    margin: 0;
+    color: #1f2937;
+    font-size: 22px;
+  }
+
+  p {
+    margin: 6px 0 0;
+    color: #64748b;
+    font-size: 13px;
+  }
+}
+
+:deep(.user-settings),
+:deep(.page) {
+  padding: 16px 0 0;
+}
+
+:deep(.user-settings .page-header > div:first-child) {
+  display: none;
+}
+</style>
--- a/frontend/src/views/inference/InferenceCreateView.vue
+++ b/frontend/src/views/inference/InferenceCreateView.vue
@@ -4,8 +4,7 @@ import { useRouter } from 'vue-router'
 import { ElMessage, type FormInstance, type FormRules } from 'element-plus'
 import PageCard from '@/components/PageCard.vue'
 import { getModelList, getTrainedModels } from '@/api/modules/model'
-import { getSystemInfo } from '@/api/modules/system'
-import { getComputeNodes, type ComputeNode } from '@/api/modules/compute'
+import { getComputeGpus, getComputeNodes, type ComputeNode } from '@/api/modules/compute'
 import { createCompare, loadCompare } from '@/api/modules/compare'
 import type { ModelItem, TrainedModel, GpuInfo } from '@/types'

@@ -83,8 +82,8 @@ const form = reactive({
  description: '',
  /** 选中的模型 key（单选） */
  model_key: '',
-  /** 使用的 GPU */
-  gpu_key: '',
+  /** 使用的 GPU（同一节点内可多选） */
+  gpu_keys: [] as string[],
 })

 const rules: FormRules = {
@@ -94,12 +93,26 @@ const rules: FormRules = {

 /** 当前选中的模型对象 */
 const selectedModel = computed(() => modelMap.value[form.model_key])
-const selectedGpu = computed(() => idleGpus.value.find((g) => `${g.node_id || ''}:${g.id ?? 0}` === form.gpu_key))
+const selectedGpus = computed(() => idleGpus.value.filter((gpu) => form.gpu_keys.includes(gpuKey(gpu))))
+
+function gpuKey(gpu: GpuInfo) {
+  return `${gpu.node_id || ''}:${gpu.id ?? 0}`
+}
+
+function handleGpuChange(keys: string[]) {
+  const nodeId = keys[0]?.split(':', 1)[0]
+  if (!nodeId) return
+  const filtered = keys.filter((key) => key.split(':', 1)[0] === nodeId)
+  if (filtered.length !== keys.length) {
+    ElMessage.info('一次推理只能使用同一算力节点内的 GPU，已忽略其它节点的选择')
+  }
+  form.gpu_keys = filtered
+}

 watch(selectedModel, (model) => {
  if (!model?.compute_node_id) return
  const gpu = idleGpus.value.find((item) => item.node_id === model.compute_node_id)
-  if (gpu) form.gpu_key = `${gpu.node_id || ''}:${gpu.id ?? 0}`
+  if (gpu) form.gpu_keys = [gpuKey(gpu)]
 })

 async function handleSubmit() {
@@ -111,6 +124,10 @@ async function handleSubmit() {
      ElMessage.warning('请选择模型')
      return
    }
+    if (!selectedGpus.value.length) {
+      ElMessage.warning('请至少选择一张空闲 GPU')
+      return
+    }
    submitting.value = true
    startupStatus.value = '正在创建推理任务...'
    try {
@@ -130,9 +147,11 @@ async function handleSubmit() {
            model_name: m.name,
            model_path: m.model_path,
            source: m.source,
-            gpu_id: selectedGpu.value?.id ?? 0,
-            node_id: selectedGpu.value?.node_id || m.compute_node_id,
-            node_name: selectedGpu.value?.node_name || m.compute_node_name,
+            gpu_id: selectedGpus.value[0]?.id ?? 0,
+            gpu_indices: selectedGpus.value.map((gpu) => Number(gpu.id ?? 0)),
+            gpus: selectedGpus.value.map((gpu) => Number(gpu.id ?? 0)),
+            node_id: selectedGpus.value[0]?.node_id || m.compute_node_id,
+            node_name: selectedGpus.value[0]?.node_name || m.compute_node_name,
          },
        ],
      })
@@ -169,17 +188,17 @@ async function loadData() {
    const [db, trained, sys, nodes] = await Promise.all([
      getModelList(),
      getTrainedModels(),
-      getSystemInfo(),
+      getComputeGpus(),
      getComputeNodes(),
    ])
    dbModels.value = db || []
    trainedModels.value = trained?.models || []
-    gpus.value = sys?.gpu || []
+    gpus.value = (sys || []) as unknown as GpuInfo[]
    computeNodes.value = nodes || []
    // 默认选中第一个空闲 GPU
    if (idleGpus.value.length > 0) {
      const firstGpu = idleGpus.value[0]
-      form.gpu_key = `${firstGpu.node_id || ''}:${firstGpu.id ?? 0}`
+      form.gpu_keys = [gpuKey(firstGpu)]
    }
  } catch {
    // ignore
@@ -228,12 +247,20 @@ onMounted(loadData)
      </el-form-item>

      <el-form-item label="GPU">
-        <el-select v-model="form.gpu_key" style="width: 400px">
+        <el-select
+          v-model="form.gpu_keys"
+          multiple
+          collapse-tags
+          collapse-tags-tooltip
+          style="width: 400px"
+          placeholder="请选择同一算力节点内的一张或多张 GPU"
+          @change="handleGpuChange"
+        >
          <el-option
            v-for="g in idleGpus"
-            :key="`${g.node_id || ''}:${g.id ?? 0}`"
+            :key="gpuKey(g)"
            :label="`${g.node_name || g.node_code || '算力节点'} / ${g.name} (GPU${g.id ?? 0}) [空闲]`"
-            :value="`${g.node_id || ''}:${g.id ?? 0}`"
+            :value="gpuKey(g)"
          />
        </el-select>
      </el-form-item>
--- a/frontend/src/views/system/RuntimeLogsView.vue
+++ b/frontend/src/views/system/RuntimeLogsView.vue
@@ -0,0 +1,78 @@
+<script setup lang="ts">
+import { computed } from 'vue'
+import { useRoute, useRouter } from 'vue-router'
+import { useAuthStore } from '@/stores/auth'
+import LogsView from './LogsView.vue'
+import AuditLogView from '@/views/audit/AuditLogView.vue'
+import OperationLogView from '@/views/audit/OperationLogView.vue'
+
+const route = useRoute()
+const router = useRouter()
+const auth = useAuthStore()
+
+const activeTab = computed({
+  get: () => {
+    if (!auth.isAdmin) return 'runtime'
+    if (route.query.tab === 'audit') return 'audit'
+    if (route.query.tab === 'operations') return 'operations'
+    return 'runtime'
+  },
+  set: (value: string) => {
+    void router.replace({ query: value === 'runtime' ? {} : { tab: value } })
+  },
+})
+</script>
+
+<template>
+  <div class="runtime-logs">
+    <header class="page-header">
+      <div>
+        <h2>运行日志</h2>
+        <p>查看系统运行、训练任务、审计记录和操作诊断信息。</p>
+      </div>
+    </header>
+
+    <el-tabs v-model="activeTab">
+      <el-tab-pane label="运行日志" name="runtime">
+        <LogsView v-if="activeTab === 'runtime'" />
+      </el-tab-pane>
+      <el-tab-pane v-if="auth.isAdmin" label="审计记录" name="audit">
+        <AuditLogView v-if="activeTab === 'audit'" />
+      </el-tab-pane>
+      <el-tab-pane v-if="auth.isAdmin" label="操作诊断" name="operations">
+        <OperationLogView v-if="activeTab === 'operations'" />
+      </el-tab-pane>
+    </el-tabs>
+  </div>
+</template>
+
+<style scoped lang="scss">
+.runtime-logs {
+  min-height: 100%;
+  padding: 20px;
+}
+
+.page-header {
+  margin-bottom: 4px;
+
+  h2 {
+    margin: 0;
+    color: #1f2937;
+    font-size: 22px;
+  }
+
+  p {
+    margin: 6px 0 0;
+    color: #64748b;
+    font-size: 13px;
+  }
+}
+
+:deep(.page) {
+  padding: 16px 0 0;
+}
+
+:deep(.page-header .page-title) {
+  display: none;
+}
+</style>
--- a/frontend/src/views/system/TrainingLogView.vue
+++ b/frontend/src/views/system/TrainingLogView.vue
@@ -8,10 +8,9 @@ import TrainingTaskOverview from './training-log/TrainingTaskOverview.vue'
 import { usePolling } from '@/composables/usePolling'
 import '@/plugins/echarts-training-log'
 import { useModelsStore } from '@/stores/models'
-import { getFineTune, getFineTuneDiagnostics, getFineTuneLogs, getFineTuneMetrics, type TrainingDiagnostic } from '@/api/modules/fineTune'
+import { getFineTune, getFineTuneDiagnostics, getFineTuneGpuStatus, getFineTuneLogs, getFineTuneMetrics, type TrainingDiagnostic } from '@/api/modules/fineTune'
 import { getTrainingLogFiles, getTrainingLogContent } from '@/api/modules/log'
 import { getDataset } from '@/api/modules/dataset'
-import { getSystemInfo } from '@/api/modules/system'
 import { TRAIN_TYPE_MAP, TRAIN_METHOD_MAP } from '@/constants'
 import {
  buildMetricChartOption,
@@ -205,15 +204,20 @@ async function loadDataset(datasetId: string | number) {
  }
 }

-async function loadGpuStatus() {
+async function loadGpuStatus(currentTask: FineTuneTask) {
  try {
-    const systemInfo = await getSystemInfo()
-    gpuPool.value = systemInfo.gpu ?? []
-    gpuUpdatedAt.value = new Date()
-    gpuLoadError.value = ''
+    const live = await getFineTuneGpuStatus(currentTask.id)
+    if (live.source === 'compute' && live.items.length) {
+      gpuPool.value = live.items as unknown as GpuInfo[]
+      gpuUpdatedAt.value = new Date()
+      gpuLoadError.value = ''
+      return
+    }
+    gpuPool.value = []
+    gpuLoadError.value = live.error || 'Compute 节点暂未返回实时 GPU 指标'
  } catch {
    gpuLoadError.value = 'GPU 监控数据暂时不可用'
-    if (!gpuUpdatedAt.value) gpuPool.value = []
+    gpuPool.value = []
  }
 }

@@ -306,7 +310,7 @@ async function refreshAll() {
    const datasetPromise = currentTask.train_dataset_id
      ? loadDataset(currentTask.train_dataset_id)
      : Promise.resolve()
-    await Promise.all([datasetPromise, loadLog(currentTask), loadGpuStatus(), loadDiagnostics(currentTask)])
+    await Promise.all([datasetPromise, loadLog(currentTask), loadGpuStatus(currentTask), loadDiagnostics(currentTask)])
    await loadMetrics(currentTask)
  } finally {
    loading.value = false
--- a/frontend/src/views/system/UserCreateView.vue
+++ b/frontend/src/views/system/UserCreateView.vue
@@ -12,7 +12,7 @@ const form = reactive<CreateUserPayload>({
  username: '',
  display_name: '',
  password: 'platform123',
-  role: 'user',
+  role: 'operator',
  status: 'active',
  permissions: [],
 })
@@ -45,7 +45,7 @@ async function submit() {
      <el-form-item label="角色">
        <el-select v-model="form.role" style="width: 100%">
          <el-option label="管理员" value="admin" />
-          <el-option label="普通用户" value="user" />
+          <el-option label="普通用户" value="operator" />
        </el-select>
      </el-form-item>
      <el-form-item label="状态">