refactor(runtime): 优化管理端摘要查询与维护聚合链路

- 为 provider catalog key 和 video task 列表增加 summary/page 查询与排序能力，减少列表场景读取重字段
- 将多处 SQL 结果读取改为流式收集，降低 `fetch_all` 的内存占用
- 把日/小时统计、钱包日用量等维护任务改为数据库侧 `CTE + upsert` 聚合
- 修复视频任务轮询更新时从本地 snapshot 回填稀疏字段，避免 `prompt` 和请求体信息丢失

apps/aether-gateway/src/handlers/admin/provider/pool_admin/mod.rs

@@ -49,7 +49,9 @@ pub(crate) use crate::handlers::admin::provider::pool::runtime::{
 };
 pub(crate) use crate::handlers::admin::provider::shared::support::AdminProviderPoolRuntimeState;
 pub(crate) use crate::handlers::admin::shared::attach_admin_audit_response;
-pub(crate) use aether_data_contracts::repository::provider_catalog::ProviderCatalogKeyListQuery;
+pub(crate) use aether_data_contracts::repository::provider_catalog::{
+    ProviderCatalogKeyListOrder, ProviderCatalogKeyListQuery,
+};
 
 pub(crate) async fn maybe_build_local_admin_pool_response(
     state: &AdminAppState<'_>,

apps/aether-gateway/src/handlers/admin/provider/pool_admin/read_routes/keys.rs

@@ -3,7 +3,7 @@ use super::{
     parse_admin_pool_page, parse_admin_pool_page_size, parse_admin_pool_search,
     parse_admin_pool_status_filter, pool_payloads, pool_selection,
     read_admin_provider_pool_cooldown_key_ids, read_admin_provider_pool_runtime_state,
-    AdminProviderPoolRuntimeState, ProviderCatalogKeyListQuery,
+    AdminProviderPoolRuntimeState, ProviderCatalogKeyListOrder, ProviderCatalogKeyListQuery,
     ADMIN_POOL_PROVIDER_CATALOG_READER_UNAVAILABLE_DETAIL,
 };
 use crate::handlers::admin::request::{AdminAppState, AdminRequestContext};
@@ -118,6 +118,7 @@ pub(super) async fn build_admin_pool_list_keys_response(
                 },
                 offset: page_offset,
                 limit: page_size,
+                order: ProviderCatalogKeyListOrder::Name,
             })
             .await?;
         (key_page.items, key_page.total)

apps/aether-gateway/src/handlers/admin/provider/summary/aggregates.rs

@@ -31,7 +31,7 @@ pub(crate) async fn build_admin_provider_summary_payload(
         active_global_model_ids_result,
     ) = tokio::join!(
         state.list_provider_catalog_endpoints_by_provider_ids(&provider_ids),
-        state.list_provider_catalog_keys_by_provider_ids(&provider_ids),
+        state.list_provider_catalog_key_summaries_by_provider_ids(&provider_ids),
         state.read_provider_quota_snapshot(provider_id),
         state.list_provider_model_stats(&provider_ids),
         state.list_active_global_model_ids_by_provider_ids(&provider_ids),
@@ -204,7 +204,7 @@ pub(crate) async fn build_admin_providers_summary_payload(
         Vec::new()
     } else {
         state
-            .list_provider_catalog_keys_by_provider_ids(&provider_ids)
+            .list_provider_catalog_key_summaries_by_provider_ids(&provider_ids)
             .await
             .ok()
             .unwrap_or_default()

apps/aether-gateway/src/handlers/admin/provider/summary/list.rs

@@ -48,11 +48,11 @@ pub(crate) async fn build_admin_providers_payload(
             .ok()
             .unwrap_or_default()
     };
-    let keys = if provider_ids.is_empty() {
+    let key_stats = if provider_ids.is_empty() {
         Vec::new()
     } else {
         state
-            .list_provider_catalog_keys_by_provider_ids(&provider_ids)
+            .list_provider_catalog_key_stats_by_provider_ids(&provider_ids)
             .await
             .ok()
             .unwrap_or_default()
@@ -68,9 +68,12 @@ pub(crate) async fn build_admin_providers_payload(
             },
         );
     let has_any_key_by_provider =
-        keys.into_iter()
-            .fold(BTreeSet::<String>::new(), |mut acc, key| {
-                acc.insert(key.provider_id);
+        key_stats
+            .into_iter()
+            .fold(BTreeSet::<String>::new(), |mut acc, stats| {
+                if stats.total_keys > 0 {
+                    acc.insert(stats.provider_id);
+                }
                 acc
             });
 

apps/aether-gateway/src/handlers/admin/provider/write/keys/payload.rs

@@ -1,4 +1,7 @@
 use crate::handlers::admin::request::AdminAppState;
+use aether_data_contracts::repository::provider_catalog::{
+    ProviderCatalogKeyListOrder, ProviderCatalogKeyListQuery,
+};
 use std::time::{SystemTime, UNIX_EPOCH};
 
 pub(crate) async fn build_admin_provider_keys_payload(
@@ -15,30 +18,26 @@ pub(crate) async fn build_admin_provider_keys_payload(
         .await
         .ok()
         .and_then(|mut providers| providers.drain(..).next())?;
-    let mut keys = state
-        .list_provider_catalog_keys_by_provider_ids(std::slice::from_ref(&provider.id))
+    let key_page = state
+        .list_provider_catalog_key_page(&ProviderCatalogKeyListQuery {
+            provider_id: provider.id.clone(),
+            search: None,
+            is_active: None,
+            offset: skip,
+            limit,
+            order: ProviderCatalogKeyListOrder::CreatedAt,
+        })
         .await
-        .ok()
-        .unwrap_or_default();
-    keys.sort_by(|left, right| {
-        left.internal_priority
-            .cmp(&right.internal_priority)
-            .then_with(|| {
-                left.created_at_unix_ms
-                    .unwrap_or_default()
-                    .cmp(&right.created_at_unix_ms.unwrap_or_default())
-            })
-            .then_with(|| left.id.cmp(&right.id))
-    });
+        .ok()?;
     let now_unix_secs = SystemTime::now()
         .duration_since(UNIX_EPOCH)
         .ok()
         .map(|duration| duration.as_secs())
         .unwrap_or(0);
     Some(serde_json::Value::Array(
-        keys.into_iter()
-            .skip(skip)
-            .take(limit)
+        key_page
+            .items
+            .into_iter()
             .map(|key| {
                 state.build_admin_provider_key_response(
                     &key,