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clean_pinned.go 32 kB

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  1. package event
  2. import (
  3. "context"
  4. "fmt"
  5. "math"
  6. "math/rand"
  7. "sync"
  8. "time"
  9. "github.com/samber/lo"
  10. "gitlink.org.cn/cloudream/common/pkgs/bitmap"
  11. "gitlink.org.cn/cloudream/common/pkgs/ioswitch/exec"
  12. "gitlink.org.cn/cloudream/common/pkgs/logger"
  13. cdssdk "gitlink.org.cn/cloudream/common/sdks/storage"
  14. "gitlink.org.cn/cloudream/common/utils/lo2"
  15. "gitlink.org.cn/cloudream/common/utils/math2"
  16. "gitlink.org.cn/cloudream/common/utils/sort2"
  17. "gitlink.org.cn/cloudream/storage/common/consts"
  18. stgglb "gitlink.org.cn/cloudream/storage/common/globals"
  19. stgmod "gitlink.org.cn/cloudream/storage/common/models"
  20. "gitlink.org.cn/cloudream/storage/common/pkgs/distlock/reqbuilder"
  21. "gitlink.org.cn/cloudream/storage/common/pkgs/ioswitch2"
  22. "gitlink.org.cn/cloudream/storage/common/pkgs/ioswitch2/ops2"
  23. "gitlink.org.cn/cloudream/storage/common/pkgs/ioswitch2/parser"
  24. coormq "gitlink.org.cn/cloudream/storage/common/pkgs/mq/coordinator"
  25. scevt "gitlink.org.cn/cloudream/storage/common/pkgs/mq/scanner/event"
  26. )
  27. type CleanPinned struct {
  28. *scevt.CleanPinned
  29. }
  30. func NewCleanPinned(evt *scevt.CleanPinned) *CleanPinned {
  31. return &CleanPinned{
  32. CleanPinned: evt,
  33. }
  34. }
  35. func (t *CleanPinned) TryMerge(other Event) bool {
  36. event, ok := other.(*CleanPinned)
  37. if !ok {
  38. return false
  39. }
  40. return t.PackageID == event.PackageID
  41. }
  42. func (t *CleanPinned) Execute(execCtx ExecuteContext) {
  43. log := logger.WithType[CleanPinned]("Event")
  44. startTime := time.Now()
  45. log.Debugf("begin with %v", logger.FormatStruct(t.CleanPinned))
  46. defer func() {
  47. log.Debugf("end, time: %v", time.Since(startTime))
  48. }()
  49. // TODO 应该与其他event一样,直接访问数据库
  50. coorCli, err := stgglb.CoordinatorMQPool.Acquire()
  51. if err != nil {
  52. log.Warnf("new coordinator client: %s", err.Error())
  53. return
  54. }
  55. defer stgglb.CoordinatorMQPool.Release(coorCli)
  56. getObjs, err := coorCli.GetPackageObjectDetails(coormq.ReqGetPackageObjectDetails(t.PackageID))
  57. if err != nil {
  58. log.Warnf("getting package objects: %s", err.Error())
  59. return
  60. }
  61. stats, err := execCtx.Args.DB.PackageAccessStat().GetByPackageID(execCtx.Args.DB.DefCtx(), t.PackageID)
  62. if err != nil {
  63. log.Warnf("getting package access stat: %s", err.Error())
  64. return
  65. }
  66. var readerStgIDs []cdssdk.StorageID
  67. for _, item := range stats {
  68. // TODO 可以考虑做成配置
  69. if item.Amount >= float64(len(getObjs.Objects)/2) {
  70. readerStgIDs = append(readerStgIDs, item.StorageID)
  71. }
  72. }
  73. // 注意!需要保证allStgID包含所有之后可能用到的节点ID
  74. // TOOD 可以考虑设计Cache机制
  75. var allStgID []cdssdk.StorageID
  76. for _, obj := range getObjs.Objects {
  77. for _, block := range obj.Blocks {
  78. allStgID = append(allStgID, block.StorageID)
  79. }
  80. allStgID = append(allStgID, obj.PinnedAt...)
  81. }
  82. allStgID = append(allStgID, readerStgIDs...)
  83. getStgResp, err := coorCli.GetStorageDetails(coormq.ReqGetStorageDetails(lo.Union(allStgID)))
  84. if err != nil {
  85. log.Warnf("getting nodes: %s", err.Error())
  86. return
  87. }
  88. allStgInfos := make(map[cdssdk.StorageID]*stgmod.StorageDetail)
  89. for _, stg := range getStgResp.Storages {
  90. allStgInfos[stg.Storage.StorageID] = stg
  91. }
  92. // 只对ec和rep对象进行处理
  93. var ecObjects []stgmod.ObjectDetail
  94. var repObjects []stgmod.ObjectDetail
  95. for _, obj := range getObjs.Objects {
  96. if _, ok := obj.Object.Redundancy.(*cdssdk.ECRedundancy); ok {
  97. ecObjects = append(ecObjects, obj)
  98. } else if _, ok := obj.Object.Redundancy.(*cdssdk.RepRedundancy); ok {
  99. repObjects = append(repObjects, obj)
  100. }
  101. }
  102. planBld := exec.NewPlanBuilder()
  103. planningStgIDs := make(map[cdssdk.StorageID]bool)
  104. var sysEvents []stgmod.SysEventBody
  105. // 对于rep对象,统计出所有对象块分布最多的两个节点,用这两个节点代表所有rep对象块的分布,去进行退火算法
  106. var repObjectsUpdating []coormq.UpdatingObjectRedundancy
  107. repMostHubIDs := t.summaryRepObjectBlockNodes(repObjects)
  108. solu := t.startAnnealing(allStgInfos, readerStgIDs, annealingObject{
  109. totalBlockCount: 1,
  110. minBlockCnt: 1,
  111. pinnedAt: repMostHubIDs,
  112. blocks: nil,
  113. })
  114. for _, obj := range repObjects {
  115. repObjectsUpdating = append(repObjectsUpdating, t.makePlansForRepObject(allStgInfos, solu, obj, planBld, planningStgIDs))
  116. sysEvents = append(sysEvents, t.generateSysEventForRepObject(solu, obj)...)
  117. }
  118. // 对于ec对象,则每个对象单独进行退火算法
  119. var ecObjectsUpdating []coormq.UpdatingObjectRedundancy
  120. for _, obj := range ecObjects {
  121. ecRed := obj.Object.Redundancy.(*cdssdk.ECRedundancy)
  122. solu := t.startAnnealing(allStgInfos, readerStgIDs, annealingObject{
  123. totalBlockCount: ecRed.N,
  124. minBlockCnt: ecRed.K,
  125. pinnedAt: obj.PinnedAt,
  126. blocks: obj.Blocks,
  127. })
  128. ecObjectsUpdating = append(ecObjectsUpdating, t.makePlansForECObject(allStgInfos, solu, obj, planBld, planningStgIDs))
  129. sysEvents = append(sysEvents, t.generateSysEventForECObject(solu, obj)...)
  130. }
  131. ioSwRets, err := t.executePlans(execCtx, planBld, planningStgIDs)
  132. if err != nil {
  133. log.Warn(err.Error())
  134. return
  135. }
  136. // 根据按照方案进行调整的结果,填充更新元数据的命令
  137. for i := range ecObjectsUpdating {
  138. t.populateECObjectEntry(&ecObjectsUpdating[i], ecObjects[i], ioSwRets)
  139. }
  140. finalEntries := append(repObjectsUpdating, ecObjectsUpdating...)
  141. if len(finalEntries) > 0 {
  142. _, err = coorCli.UpdateObjectRedundancy(coormq.ReqUpdateObjectRedundancy(finalEntries))
  143. if err != nil {
  144. log.Warnf("changing object redundancy: %s", err.Error())
  145. return
  146. }
  147. for _, e := range sysEvents {
  148. execCtx.Args.EvtPub.Publish(e)
  149. }
  150. }
  151. }
  152. func (t *CleanPinned) summaryRepObjectBlockNodes(objs []stgmod.ObjectDetail) []cdssdk.StorageID {
  153. type stgBlocks struct {
  154. StorageID cdssdk.StorageID
  155. Count int
  156. }
  157. stgBlocksMap := make(map[cdssdk.StorageID]*stgBlocks)
  158. for _, obj := range objs {
  159. cacheBlockStgs := make(map[cdssdk.StorageID]bool)
  160. for _, block := range obj.Blocks {
  161. if _, ok := stgBlocksMap[block.StorageID]; !ok {
  162. stgBlocksMap[block.StorageID] = &stgBlocks{
  163. StorageID: block.StorageID,
  164. Count: 0,
  165. }
  166. }
  167. stgBlocksMap[block.StorageID].Count++
  168. cacheBlockStgs[block.StorageID] = true
  169. }
  170. for _, hubID := range obj.PinnedAt {
  171. if cacheBlockStgs[hubID] {
  172. continue
  173. }
  174. if _, ok := stgBlocksMap[hubID]; !ok {
  175. stgBlocksMap[hubID] = &stgBlocks{
  176. StorageID: hubID,
  177. Count: 0,
  178. }
  179. }
  180. stgBlocksMap[hubID].Count++
  181. }
  182. }
  183. stgs := lo.Values(stgBlocksMap)
  184. sort2.Sort(stgs, func(left *stgBlocks, right *stgBlocks) int {
  185. return right.Count - left.Count
  186. })
  187. // 只选出块数超过一半的节点,但要保证至少有两个节点
  188. for i := 2; i < len(stgs); i++ {
  189. if stgs[i].Count < len(objs)/2 {
  190. stgs = stgs[:i]
  191. break
  192. }
  193. }
  194. return lo.Map(stgs, func(item *stgBlocks, idx int) cdssdk.StorageID { return item.StorageID })
  195. }
  196. type annealingState struct {
  197. allStgInfos map[cdssdk.StorageID]*stgmod.StorageDetail // 所有节点的信息
  198. readerStgIDs []cdssdk.StorageID // 近期可能访问此对象的节点
  199. stgsSortedByReader map[cdssdk.StorageID][]stgDist // 拥有数据的节点到每个可能访问对象的节点按距离排序
  200. object annealingObject // 进行退火的对象
  201. blockList []objectBlock // 排序后的块分布情况
  202. stgBlockBitmaps map[cdssdk.StorageID]*bitmap.Bitmap64 // 用位图的形式表示每一个节点上有哪些块
  203. stgCombTree combinatorialTree // 节点组合树,用于加速计算容灾度
  204. maxScore float64 // 搜索过程中得到过的最大分数
  205. maxScoreRmBlocks []bool // 最大分数对应的删除方案
  206. rmBlocks []bool // 当前删除方案
  207. inversedIndex int // 当前删除方案是从上一次的方案改动哪个flag而来的
  208. lastDisasterTolerance float64 // 上一次方案的容灾度
  209. lastSpaceCost float64 // 上一次方案的冗余度
  210. lastMinAccessCost float64 // 上一次方案的最小访问费用
  211. lastScore float64 // 上一次方案的分数
  212. }
  213. type objectBlock struct {
  214. Index int
  215. StorageID cdssdk.StorageID
  216. HasEntity bool // 节点拥有实际的文件数据块
  217. HasShadow bool // 如果节点拥有完整文件数据,那么认为这个节点拥有所有块,这些块被称为影子块
  218. FileHash cdssdk.FileHash // 只有在拥有实际文件数据块时,这个字段才有值
  219. }
  220. type stgDist struct {
  221. StorageID cdssdk.StorageID
  222. Distance float64
  223. }
  224. type combinatorialTree struct {
  225. nodes []combinatorialTreeNode
  226. blocksMaps map[int]bitmap.Bitmap64
  227. stgIDToLocalStgID map[cdssdk.StorageID]int
  228. localStgIDToStgID []cdssdk.StorageID
  229. }
  230. type annealingObject struct {
  231. totalBlockCount int
  232. minBlockCnt int
  233. pinnedAt []cdssdk.StorageID
  234. blocks []stgmod.ObjectBlock
  235. }
  236. const (
  237. iterActionNone = 0
  238. iterActionSkip = 1
  239. iterActionBreak = 2
  240. )
  241. func newCombinatorialTree(stgBlocksMaps map[cdssdk.StorageID]*bitmap.Bitmap64) combinatorialTree {
  242. tree := combinatorialTree{
  243. blocksMaps: make(map[int]bitmap.Bitmap64),
  244. stgIDToLocalStgID: make(map[cdssdk.StorageID]int),
  245. }
  246. tree.nodes = make([]combinatorialTreeNode, (1 << len(stgBlocksMaps)))
  247. for id, mp := range stgBlocksMaps {
  248. tree.stgIDToLocalStgID[id] = len(tree.localStgIDToStgID)
  249. tree.blocksMaps[len(tree.localStgIDToStgID)] = *mp
  250. tree.localStgIDToStgID = append(tree.localStgIDToStgID, id)
  251. }
  252. tree.nodes[0].localHubID = -1
  253. index := 1
  254. tree.initNode(0, &tree.nodes[0], &index)
  255. return tree
  256. }
  257. func (t *combinatorialTree) initNode(minAvaiLocalHubID int, parent *combinatorialTreeNode, index *int) {
  258. for i := minAvaiLocalHubID; i < len(t.stgIDToLocalStgID); i++ {
  259. curIndex := *index
  260. *index++
  261. bitMp := t.blocksMaps[i]
  262. bitMp.Or(&parent.blocksBitmap)
  263. t.nodes[curIndex] = combinatorialTreeNode{
  264. localHubID: i,
  265. parent: parent,
  266. blocksBitmap: bitMp,
  267. }
  268. t.initNode(i+1, &t.nodes[curIndex], index)
  269. }
  270. }
  271. // 获得索引指定的节点所在的层
  272. func (t *combinatorialTree) GetDepth(index int) int {
  273. depth := 0
  274. // 反复判断节点在哪个子树。从左到右,子树节点的数量呈现8 4 2的变化,由此可以得到每个子树的索引值的范围
  275. subTreeCount := 1 << len(t.stgIDToLocalStgID)
  276. for index > 0 {
  277. if index < subTreeCount {
  278. // 定位到一个子树后,深度+1,然后进入这个子树,使用同样的方法再进行定位。
  279. // 进入子树后需要将索引值-1,因为要去掉子树的根节点
  280. index--
  281. depth++
  282. } else {
  283. // 如果索引值不在这个子树范围内,则将值减去子树的节点数量,
  284. // 这样每一次都可以视为使用同样的逻辑对不同大小的树进行判断。
  285. index -= subTreeCount
  286. }
  287. subTreeCount >>= 1
  288. }
  289. return depth
  290. }
  291. // 更新某一个算力中心节点的块分布位图,同时更新它对应组合树节点的所有子节点。
  292. // 如果更新到某个节点时,已有K个块,那么就不会再更新它的子节点
  293. func (t *combinatorialTree) UpdateBitmap(stgID cdssdk.StorageID, mp bitmap.Bitmap64, k int) {
  294. t.blocksMaps[t.stgIDToLocalStgID[stgID]] = mp
  295. // 首先定义两种遍历树节点时的移动方式:
  296. // 1. 竖直移动(深度增加):从一个节点移动到它最左边的子节点。每移动一步,index+1
  297. // 2. 水平移动:从一个节点移动到它右边的兄弟节点。每移动一步,根据它所在的深度,index+8,+4,+2
  298. // LocalID从0开始,将其+1后得到移动步数steps。
  299. // 将移动步数拆成多部分,分配到上述的两种移动方式上,并进行任意组合,且保证第一次为至少进行一次的竖直移动,移动之后的节点都会是同一个计算中心节点。
  300. steps := t.stgIDToLocalStgID[stgID] + 1
  301. for d := 1; d <= steps; d++ {
  302. t.iterCombBits(len(t.stgIDToLocalStgID)-1, steps-d, 0, func(i int) {
  303. index := d + i
  304. node := &t.nodes[index]
  305. newMp := t.blocksMaps[node.localHubID]
  306. newMp.Or(&node.parent.blocksBitmap)
  307. node.blocksBitmap = newMp
  308. if newMp.Weight() >= k {
  309. return
  310. }
  311. t.iterChildren(index, func(index, parentIndex, depth int) int {
  312. curNode := &t.nodes[index]
  313. parentNode := t.nodes[parentIndex]
  314. newMp := t.blocksMaps[curNode.localHubID]
  315. newMp.Or(&parentNode.blocksBitmap)
  316. curNode.blocksBitmap = newMp
  317. if newMp.Weight() >= k {
  318. return iterActionSkip
  319. }
  320. return iterActionNone
  321. })
  322. })
  323. }
  324. }
  325. // 遍历树,找到至少拥有K个块的树节点的最大深度
  326. func (t *combinatorialTree) FindKBlocksMaxDepth(k int) int {
  327. maxDepth := -1
  328. t.iterChildren(0, func(index, parentIndex, depth int) int {
  329. if t.nodes[index].blocksBitmap.Weight() >= k {
  330. if maxDepth < depth {
  331. maxDepth = depth
  332. }
  333. return iterActionSkip
  334. }
  335. // 如果到了叶子节点,还没有找到K个块,那就认为要满足K个块,至少需要再多一个节点,即深度+1。
  336. // 由于遍历时采用的是深度优先的算法,因此遍历到这个叶子节点时,叶子节点再加一个节点的组合已经在前面搜索过,
  337. // 所以用当前叶子节点深度+1来作为当前分支的结果就可以,即使当前情况下增加任意一个节点依然不够K块,
  338. // 可以使用同样的思路去递推到当前叶子节点增加两个块的情况。
  339. if t.nodes[index].localHubID == len(t.stgIDToLocalStgID)-1 {
  340. if maxDepth < depth+1 {
  341. maxDepth = depth + 1
  342. }
  343. }
  344. return iterActionNone
  345. })
  346. if maxDepth == -1 || maxDepth > len(t.stgIDToLocalStgID) {
  347. return len(t.stgIDToLocalStgID)
  348. }
  349. return maxDepth
  350. }
  351. func (t *combinatorialTree) iterCombBits(width int, count int, offset int, callback func(int)) {
  352. if count == 0 {
  353. callback(offset)
  354. return
  355. }
  356. for b := width; b >= count; b-- {
  357. t.iterCombBits(b-1, count-1, offset+(1<<b), callback)
  358. }
  359. }
  360. func (t *combinatorialTree) iterChildren(index int, do func(index int, parentIndex int, depth int) int) {
  361. curNode := &t.nodes[index]
  362. childIndex := index + 1
  363. curDepth := t.GetDepth(index)
  364. childCounts := len(t.stgIDToLocalStgID) - 1 - curNode.localHubID
  365. if childCounts == 0 {
  366. return
  367. }
  368. childTreeNodeCnt := 1 << (childCounts - 1)
  369. for c := 0; c < childCounts; c++ {
  370. act := t.itering(childIndex, index, curDepth+1, do)
  371. if act == iterActionBreak {
  372. return
  373. }
  374. childIndex += childTreeNodeCnt
  375. childTreeNodeCnt >>= 1
  376. }
  377. }
  378. func (t *combinatorialTree) itering(index int, parentIndex int, depth int, do func(index int, parentIndex int, depth int) int) int {
  379. act := do(index, parentIndex, depth)
  380. if act == iterActionBreak {
  381. return act
  382. }
  383. if act == iterActionSkip {
  384. return iterActionNone
  385. }
  386. curNode := &t.nodes[index]
  387. childIndex := index + 1
  388. childCounts := len(t.stgIDToLocalStgID) - 1 - curNode.localHubID
  389. if childCounts == 0 {
  390. return iterActionNone
  391. }
  392. childTreeNodeCnt := 1 << (childCounts - 1)
  393. for c := 0; c < childCounts; c++ {
  394. act = t.itering(childIndex, index, depth+1, do)
  395. if act == iterActionBreak {
  396. return act
  397. }
  398. childIndex += childTreeNodeCnt
  399. childTreeNodeCnt >>= 1
  400. }
  401. return iterActionNone
  402. }
  403. type combinatorialTreeNode struct {
  404. localHubID int
  405. parent *combinatorialTreeNode
  406. blocksBitmap bitmap.Bitmap64 // 选择了这个中心之后,所有中心一共包含多少种块
  407. }
  408. type annealingSolution struct {
  409. blockList []objectBlock // 所有节点的块分布情况
  410. rmBlocks []bool // 要删除哪些块
  411. disasterTolerance float64 // 本方案的容灾度
  412. spaceCost float64 // 本方案的冗余度
  413. minAccessCost float64 // 本方案的最小访问费用
  414. }
  415. func (t *CleanPinned) startAnnealing(allStgInfos map[cdssdk.StorageID]*stgmod.StorageDetail, readerStgIDs []cdssdk.StorageID, object annealingObject) annealingSolution {
  416. state := &annealingState{
  417. allStgInfos: allStgInfos,
  418. readerStgIDs: readerStgIDs,
  419. stgsSortedByReader: make(map[cdssdk.StorageID][]stgDist),
  420. object: object,
  421. stgBlockBitmaps: make(map[cdssdk.StorageID]*bitmap.Bitmap64),
  422. }
  423. t.initBlockList(state)
  424. if state.blockList == nil {
  425. return annealingSolution{}
  426. }
  427. t.initNodeBlockBitmap(state)
  428. t.sortNodeByReaderDistance(state)
  429. state.rmBlocks = make([]bool, len(state.blockList))
  430. state.inversedIndex = -1
  431. state.stgCombTree = newCombinatorialTree(state.stgBlockBitmaps)
  432. state.lastScore = t.calcScore(state)
  433. state.maxScore = state.lastScore
  434. state.maxScoreRmBlocks = lo2.ArrayClone(state.rmBlocks)
  435. // 模拟退火算法的温度
  436. curTemp := state.lastScore
  437. // 结束温度
  438. finalTemp := curTemp * 0.2
  439. // 冷却率
  440. coolingRate := 0.95
  441. for curTemp > finalTemp {
  442. state.inversedIndex = rand.Intn(len(state.rmBlocks))
  443. block := state.blockList[state.inversedIndex]
  444. state.rmBlocks[state.inversedIndex] = !state.rmBlocks[state.inversedIndex]
  445. state.stgBlockBitmaps[block.StorageID].Set(block.Index, !state.rmBlocks[state.inversedIndex])
  446. state.stgCombTree.UpdateBitmap(block.StorageID, *state.stgBlockBitmaps[block.StorageID], state.object.minBlockCnt)
  447. curScore := t.calcScore(state)
  448. dScore := curScore - state.lastScore
  449. // 如果新方案比旧方案得分低,且没有要求强制接受新方案,那么就将变化改回去
  450. if curScore == 0 || (dScore < 0 && !t.alwaysAccept(curTemp, dScore, coolingRate)) {
  451. state.rmBlocks[state.inversedIndex] = !state.rmBlocks[state.inversedIndex]
  452. state.stgBlockBitmaps[block.StorageID].Set(block.Index, !state.rmBlocks[state.inversedIndex])
  453. state.stgCombTree.UpdateBitmap(block.StorageID, *state.stgBlockBitmaps[block.StorageID], state.object.minBlockCnt)
  454. // fmt.Printf("\n")
  455. } else {
  456. // fmt.Printf(" accept!\n")
  457. state.lastScore = curScore
  458. if state.maxScore < curScore {
  459. state.maxScore = state.lastScore
  460. state.maxScoreRmBlocks = lo2.ArrayClone(state.rmBlocks)
  461. }
  462. }
  463. curTemp *= coolingRate
  464. }
  465. // fmt.Printf("final: %v\n", state.maxScoreRmBlocks)
  466. return annealingSolution{
  467. blockList: state.blockList,
  468. rmBlocks: state.maxScoreRmBlocks,
  469. disasterTolerance: state.lastDisasterTolerance,
  470. spaceCost: state.lastSpaceCost,
  471. minAccessCost: state.lastMinAccessCost,
  472. }
  473. }
  474. func (t *CleanPinned) initBlockList(ctx *annealingState) {
  475. blocksMap := make(map[cdssdk.StorageID][]objectBlock)
  476. // 先生成所有的影子块
  477. for _, pinned := range ctx.object.pinnedAt {
  478. blocks := make([]objectBlock, 0, ctx.object.totalBlockCount)
  479. for i := 0; i < ctx.object.totalBlockCount; i++ {
  480. blocks = append(blocks, objectBlock{
  481. Index: i,
  482. StorageID: pinned,
  483. HasShadow: true,
  484. })
  485. }
  486. blocksMap[pinned] = blocks
  487. }
  488. // 再填充实际块
  489. for _, b := range ctx.object.blocks {
  490. blocks := blocksMap[b.StorageID]
  491. has := false
  492. for i := range blocks {
  493. if blocks[i].Index == b.Index {
  494. blocks[i].HasEntity = true
  495. blocks[i].FileHash = b.FileHash
  496. has = true
  497. break
  498. }
  499. }
  500. if has {
  501. continue
  502. }
  503. blocks = append(blocks, objectBlock{
  504. Index: b.Index,
  505. StorageID: b.StorageID,
  506. HasEntity: true,
  507. FileHash: b.FileHash,
  508. })
  509. blocksMap[b.StorageID] = blocks
  510. }
  511. var sortedBlocks []objectBlock
  512. for _, bs := range blocksMap {
  513. sortedBlocks = append(sortedBlocks, bs...)
  514. }
  515. sortedBlocks = sort2.Sort(sortedBlocks, func(left objectBlock, right objectBlock) int {
  516. d := left.StorageID - right.StorageID
  517. if d != 0 {
  518. return int(d)
  519. }
  520. return left.Index - right.Index
  521. })
  522. ctx.blockList = sortedBlocks
  523. }
  524. func (t *CleanPinned) initNodeBlockBitmap(state *annealingState) {
  525. for _, b := range state.blockList {
  526. mp, ok := state.stgBlockBitmaps[b.StorageID]
  527. if !ok {
  528. nb := bitmap.Bitmap64(0)
  529. mp = &nb
  530. state.stgBlockBitmaps[b.StorageID] = mp
  531. }
  532. mp.Set(b.Index, true)
  533. }
  534. }
  535. func (t *CleanPinned) sortNodeByReaderDistance(state *annealingState) {
  536. for _, r := range state.readerStgIDs {
  537. var nodeDists []stgDist
  538. for n := range state.stgBlockBitmaps {
  539. if r == n {
  540. // 同节点时距离视为0.1
  541. nodeDists = append(nodeDists, stgDist{
  542. StorageID: n,
  543. Distance: consts.StorageDistanceSameStorage,
  544. })
  545. } else if state.allStgInfos[r].MasterHub.LocationID == state.allStgInfos[n].MasterHub.LocationID {
  546. // 同地区时距离视为1
  547. nodeDists = append(nodeDists, stgDist{
  548. StorageID: n,
  549. Distance: consts.StorageDistanceSameLocation,
  550. })
  551. } else {
  552. // 不同地区时距离视为5
  553. nodeDists = append(nodeDists, stgDist{
  554. StorageID: n,
  555. Distance: consts.StorageDistanceOther,
  556. })
  557. }
  558. }
  559. state.stgsSortedByReader[r] = sort2.Sort(nodeDists, func(left, right stgDist) int { return sort2.Cmp(left.Distance, right.Distance) })
  560. }
  561. }
  562. func (t *CleanPinned) calcScore(state *annealingState) float64 {
  563. dt := t.calcDisasterTolerance(state)
  564. ac := t.calcMinAccessCost(state)
  565. sc := t.calcSpaceCost(state)
  566. state.lastDisasterTolerance = dt
  567. state.lastMinAccessCost = ac
  568. state.lastSpaceCost = sc
  569. dtSc := 1.0
  570. if dt < 1 {
  571. dtSc = 0
  572. } else if dt >= 2 {
  573. dtSc = 1.5
  574. }
  575. newSc := 0.0
  576. if dt == 0 || ac == 0 {
  577. newSc = 0
  578. } else {
  579. newSc = dtSc / (sc * ac)
  580. }
  581. // fmt.Printf("solu: %v, cur: %v, dt: %v, ac: %v, sc: %v \n", state.rmBlocks, newSc, dt, ac, sc)
  582. return newSc
  583. }
  584. // 计算容灾度
  585. func (t *CleanPinned) calcDisasterTolerance(state *annealingState) float64 {
  586. if state.inversedIndex != -1 {
  587. node := state.blockList[state.inversedIndex]
  588. state.stgCombTree.UpdateBitmap(node.StorageID, *state.stgBlockBitmaps[node.StorageID], state.object.minBlockCnt)
  589. }
  590. return float64(len(state.stgBlockBitmaps) - state.stgCombTree.FindKBlocksMaxDepth(state.object.minBlockCnt))
  591. }
  592. // 计算最小访问数据的代价
  593. func (t *CleanPinned) calcMinAccessCost(state *annealingState) float64 {
  594. cost := math.MaxFloat64
  595. for _, reader := range state.readerStgIDs {
  596. tarNodes := state.stgsSortedByReader[reader]
  597. gotBlocks := bitmap.Bitmap64(0)
  598. thisCost := 0.0
  599. for _, tar := range tarNodes {
  600. tarNodeMp := state.stgBlockBitmaps[tar.StorageID]
  601. // 只需要从目的节点上获得缺少的块
  602. curWeigth := gotBlocks.Weight()
  603. // 下面的if会在拿到k个块之后跳出循环,所以or多了块也没关系
  604. gotBlocks.Or(tarNodeMp)
  605. // 但是算读取块的消耗时,不能多算,最多算读了k个块的消耗
  606. willGetBlocks := math2.Min(gotBlocks.Weight()-curWeigth, state.object.minBlockCnt-curWeigth)
  607. thisCost += float64(willGetBlocks) * float64(tar.Distance)
  608. if gotBlocks.Weight() >= state.object.minBlockCnt {
  609. break
  610. }
  611. }
  612. if gotBlocks.Weight() >= state.object.minBlockCnt {
  613. cost = math.Min(cost, thisCost)
  614. }
  615. }
  616. return cost
  617. }
  618. // 计算冗余度
  619. func (t *CleanPinned) calcSpaceCost(ctx *annealingState) float64 {
  620. blockCount := 0
  621. for i, b := range ctx.blockList {
  622. if ctx.rmBlocks[i] {
  623. continue
  624. }
  625. if b.HasEntity {
  626. blockCount++
  627. }
  628. if b.HasShadow {
  629. blockCount++
  630. }
  631. }
  632. // 所有算力中心上拥有的块的总数 / 一个对象被分成了几个块
  633. return float64(blockCount) / float64(ctx.object.minBlockCnt)
  634. }
  635. // 如果新方案得分比旧方案小,那么在一定概率内也接受新方案
  636. func (t *CleanPinned) alwaysAccept(curTemp float64, dScore float64, coolingRate float64) bool {
  637. v := math.Exp(dScore / curTemp / coolingRate)
  638. // fmt.Printf(" -- chance: %v, temp: %v", v, curTemp)
  639. return v > rand.Float64()
  640. }
  641. func (t *CleanPinned) makePlansForRepObject(allStgInfos map[cdssdk.StorageID]*stgmod.StorageDetail, solu annealingSolution, obj stgmod.ObjectDetail, planBld *exec.PlanBuilder, planningHubIDs map[cdssdk.StorageID]bool) coormq.UpdatingObjectRedundancy {
  642. entry := coormq.UpdatingObjectRedundancy{
  643. ObjectID: obj.Object.ObjectID,
  644. Redundancy: obj.Object.Redundancy,
  645. }
  646. ft := ioswitch2.NewFromTo()
  647. fromStg := allStgInfos[obj.Blocks[0].StorageID]
  648. ft.AddFrom(ioswitch2.NewFromShardstore(obj.Object.FileHash, *fromStg.MasterHub, *fromStg, ioswitch2.RawStream()))
  649. for i, f := range solu.rmBlocks {
  650. hasCache := lo.ContainsBy(obj.Blocks, func(b stgmod.ObjectBlock) bool { return b.StorageID == solu.blockList[i].StorageID }) ||
  651. lo.ContainsBy(obj.PinnedAt, func(n cdssdk.StorageID) bool { return n == solu.blockList[i].StorageID })
  652. willRm := f
  653. if !willRm {
  654. // 如果对象在退火后要保留副本的节点没有副本,则需要在这个节点创建副本
  655. if !hasCache {
  656. toStg := allStgInfos[solu.blockList[i].StorageID]
  657. ft.AddTo(ioswitch2.NewToShardStore(*toStg.MasterHub, *toStg, ioswitch2.RawStream(), fmt.Sprintf("%d.0", obj.Object.ObjectID)))
  658. planningHubIDs[solu.blockList[i].StorageID] = true
  659. }
  660. entry.Blocks = append(entry.Blocks, stgmod.ObjectBlock{
  661. ObjectID: obj.Object.ObjectID,
  662. Index: solu.blockList[i].Index,
  663. StorageID: solu.blockList[i].StorageID,
  664. FileHash: obj.Object.FileHash,
  665. })
  666. }
  667. }
  668. err := parser.Parse(ft, planBld)
  669. if err != nil {
  670. // TODO 错误处理
  671. }
  672. return entry
  673. }
  674. func (t *CleanPinned) generateSysEventForRepObject(solu annealingSolution, obj stgmod.ObjectDetail) []stgmod.SysEventBody {
  675. var blockChgs []stgmod.BlockChange
  676. for i, f := range solu.rmBlocks {
  677. hasCache := lo.ContainsBy(obj.Blocks, func(b stgmod.ObjectBlock) bool { return b.StorageID == solu.blockList[i].StorageID }) ||
  678. lo.ContainsBy(obj.PinnedAt, func(n cdssdk.StorageID) bool { return n == solu.blockList[i].StorageID })
  679. willRm := f
  680. if !willRm {
  681. // 如果对象在退火后要保留副本的节点没有副本,则需要在这个节点创建副本
  682. if !hasCache {
  683. blockChgs = append(blockChgs, &stgmod.BlockChangeClone{
  684. BlockType: stgmod.BlockTypeRaw,
  685. SourceStorageID: obj.Blocks[0].StorageID,
  686. TargetStorageID: solu.blockList[i].StorageID,
  687. })
  688. }
  689. } else {
  690. blockChgs = append(blockChgs, &stgmod.BlockChangeDeleted{
  691. Index: 0,
  692. StorageID: solu.blockList[i].StorageID,
  693. })
  694. }
  695. }
  696. transEvt := &stgmod.BodyBlockTransfer{
  697. ObjectID: obj.Object.ObjectID,
  698. PackageID: obj.Object.PackageID,
  699. BlockChanges: blockChgs,
  700. }
  701. var blockDist []stgmod.BlockDistributionObjectInfo
  702. for i, f := range solu.rmBlocks {
  703. if !f {
  704. blockDist = append(blockDist, stgmod.BlockDistributionObjectInfo{
  705. BlockType: stgmod.BlockTypeRaw,
  706. Index: 0,
  707. StorageID: solu.blockList[i].StorageID,
  708. })
  709. }
  710. }
  711. distEvt := &stgmod.BodyBlockDistribution{
  712. ObjectID: obj.Object.ObjectID,
  713. PackageID: obj.Object.PackageID,
  714. Path: obj.Object.Path,
  715. Size: obj.Object.Size,
  716. FileHash: obj.Object.FileHash,
  717. FaultTolerance: solu.disasterTolerance,
  718. Redundancy: solu.spaceCost,
  719. AvgAccessCost: 0, // TODO 计算平均访问代价,从日常访问数据中统计
  720. BlockDistribution: blockDist,
  721. // TODO 不好计算传输量
  722. }
  723. return []stgmod.SysEventBody{transEvt, distEvt}
  724. }
  725. func (t *CleanPinned) makePlansForECObject(allStgInfos map[cdssdk.StorageID]*stgmod.StorageDetail, solu annealingSolution, obj stgmod.ObjectDetail, planBld *exec.PlanBuilder, planningHubIDs map[cdssdk.StorageID]bool) coormq.UpdatingObjectRedundancy {
  726. entry := coormq.UpdatingObjectRedundancy{
  727. ObjectID: obj.Object.ObjectID,
  728. Redundancy: obj.Object.Redundancy,
  729. }
  730. reconstrct := make(map[cdssdk.StorageID]*[]int)
  731. for i, f := range solu.rmBlocks {
  732. block := solu.blockList[i]
  733. if !f {
  734. entry.Blocks = append(entry.Blocks, stgmod.ObjectBlock{
  735. ObjectID: obj.Object.ObjectID,
  736. Index: block.Index,
  737. StorageID: block.StorageID,
  738. FileHash: block.FileHash,
  739. })
  740. // 如果这个块是影子块,那么就要从完整对象里重建这个块
  741. if !block.HasEntity {
  742. re, ok := reconstrct[block.StorageID]
  743. if !ok {
  744. re = &[]int{}
  745. reconstrct[block.StorageID] = re
  746. }
  747. *re = append(*re, block.Index)
  748. }
  749. }
  750. }
  751. ecRed := obj.Object.Redundancy.(*cdssdk.ECRedundancy)
  752. for id, idxs := range reconstrct {
  753. // 依次生成每个节点上的执行计划,因为如果放到一个计划里一起生成,不能保证每个节点上的块用的都是本节点上的副本
  754. ft := ioswitch2.NewFromTo()
  755. ft.ECParam = ecRed
  756. ft.AddFrom(ioswitch2.NewFromShardstore(obj.Object.FileHash, *allStgInfos[id].MasterHub, *allStgInfos[id], ioswitch2.RawStream()))
  757. for _, i := range *idxs {
  758. ft.AddTo(ioswitch2.NewToShardStore(*allStgInfos[id].MasterHub, *allStgInfos[id], ioswitch2.ECStream(i), fmt.Sprintf("%d.%d", obj.Object.ObjectID, i)))
  759. }
  760. err := parser.Parse(ft, planBld)
  761. if err != nil {
  762. // TODO 错误处理
  763. continue
  764. }
  765. planningHubIDs[id] = true
  766. }
  767. return entry
  768. }
  769. func (t *CleanPinned) generateSysEventForECObject(solu annealingSolution, obj stgmod.ObjectDetail) []stgmod.SysEventBody {
  770. var blockChgs []stgmod.BlockChange
  771. reconstrct := make(map[cdssdk.StorageID]*[]int)
  772. for i, f := range solu.rmBlocks {
  773. block := solu.blockList[i]
  774. if !f {
  775. // 如果这个块是影子块,那么就要从完整对象里重建这个块
  776. if !block.HasEntity {
  777. re, ok := reconstrct[block.StorageID]
  778. if !ok {
  779. re = &[]int{}
  780. reconstrct[block.StorageID] = re
  781. }
  782. *re = append(*re, block.Index)
  783. }
  784. } else {
  785. blockChgs = append(blockChgs, &stgmod.BlockChangeDeleted{
  786. Index: block.Index,
  787. StorageID: block.StorageID,
  788. })
  789. }
  790. }
  791. // 由于每一个需要被重建的块都是从同中心的副本里构建出来的,所以对于每一个中心都要产生一个BlockChangeEnDecode
  792. for id, idxs := range reconstrct {
  793. var tarBlocks []stgmod.Block
  794. for _, idx := range *idxs {
  795. tarBlocks = append(tarBlocks, stgmod.Block{
  796. BlockType: stgmod.BlockTypeEC,
  797. Index: idx,
  798. StorageID: id,
  799. })
  800. }
  801. blockChgs = append(blockChgs, &stgmod.BlockChangeEnDecode{
  802. SourceBlocks: []stgmod.Block{{
  803. BlockType: stgmod.BlockTypeRaw,
  804. Index: 0,
  805. StorageID: id, // 影子块的原始对象就在同一个节点上
  806. }},
  807. TargetBlocks: tarBlocks,
  808. // 传输量为0
  809. })
  810. }
  811. transEvt := &stgmod.BodyBlockTransfer{
  812. ObjectID: obj.Object.ObjectID,
  813. PackageID: obj.Object.PackageID,
  814. BlockChanges: blockChgs,
  815. }
  816. var blockDist []stgmod.BlockDistributionObjectInfo
  817. for i, f := range solu.rmBlocks {
  818. if !f {
  819. blockDist = append(blockDist, stgmod.BlockDistributionObjectInfo{
  820. BlockType: stgmod.BlockTypeEC,
  821. Index: solu.blockList[i].Index,
  822. StorageID: solu.blockList[i].StorageID,
  823. })
  824. }
  825. }
  826. distEvt := &stgmod.BodyBlockDistribution{
  827. ObjectID: obj.Object.ObjectID,
  828. PackageID: obj.Object.PackageID,
  829. Path: obj.Object.Path,
  830. Size: obj.Object.Size,
  831. FileHash: obj.Object.FileHash,
  832. FaultTolerance: solu.disasterTolerance,
  833. Redundancy: solu.spaceCost,
  834. AvgAccessCost: 0, // TODO 计算平均访问代价,从日常访问数据中统计
  835. BlockDistribution: blockDist,
  836. // TODO 不好计算传输量
  837. }
  838. return []stgmod.SysEventBody{transEvt, distEvt}
  839. }
  840. func (t *CleanPinned) executePlans(ctx ExecuteContext, planBld *exec.PlanBuilder, planningStgIDs map[cdssdk.StorageID]bool) (map[string]exec.VarValue, error) {
  841. // 统一加锁,有重复也没关系
  842. lockBld := reqbuilder.NewBuilder()
  843. for id := range planningStgIDs {
  844. lockBld.Shard().Buzy(id)
  845. }
  846. lock, err := lockBld.MutexLock(ctx.Args.DistLock)
  847. if err != nil {
  848. return nil, fmt.Errorf("acquiring distlock: %w", err)
  849. }
  850. defer lock.Unlock()
  851. wg := sync.WaitGroup{}
  852. // 执行IO计划
  853. var ioSwRets map[string]exec.VarValue
  854. var ioSwErr error
  855. wg.Add(1)
  856. go func() {
  857. defer wg.Done()
  858. execCtx := exec.NewExecContext()
  859. exec.SetValueByType(execCtx, ctx.Args.StgMgr)
  860. ret, err := planBld.Execute(execCtx).Wait(context.TODO())
  861. if err != nil {
  862. ioSwErr = fmt.Errorf("executing io switch plan: %w", err)
  863. return
  864. }
  865. ioSwRets = ret
  866. }()
  867. wg.Wait()
  868. if ioSwErr != nil {
  869. return nil, ioSwErr
  870. }
  871. return ioSwRets, nil
  872. }
  873. func (t *CleanPinned) populateECObjectEntry(entry *coormq.UpdatingObjectRedundancy, obj stgmod.ObjectDetail, ioRets map[string]exec.VarValue) {
  874. for i := range entry.Blocks {
  875. if entry.Blocks[i].FileHash != "" {
  876. continue
  877. }
  878. key := fmt.Sprintf("%d.%d", obj.Object.ObjectID, entry.Blocks[i].Index)
  879. // 不应该出现key不存在的情况
  880. entry.Blocks[i].FileHash = ioRets[key].(*ops2.FileHashValue).Hash
  881. }
  882. }
  883. func init() {
  884. RegisterMessageConvertor(NewCleanPinned)
  885. }

本项目旨在将云际存储公共基础设施化,使个人及企业可低门槛使用高效的云际存储服务(安装开箱即用云际存储客户端即可,无需关注其他组件的部署),同时支持用户灵活便捷定制云际存储的功能细节。