開發某個專案過程中,就需求,搭建了一套測試環境。很快完成!
後來程式碼中加入了許多新功能,會涉及到反覆重啟,然後就發現了啟動特別慢。這給原本功能就不多的應用增添了許多的負擔。
我決定改變這一切!找到啟動緩慢的根源,加快啟動速度!
思路展開:
1. 啟動慢,先看日誌,有沒有什麼異常?
2. 看下是不是gc 有問題,是否佔用很長時間?
3. 日誌卡住,是否是存在網路請求不通情況?
4. 抓包檢視卡住的時候,應用都做什麼?
5. 把執行緒堆疊列印出來,執行緒都在做什麼?把記憶體dump 出來瞅瞅吧?
6. 實在不行,本地debug不行,換一臺測試機試試?
7. 實在不行,遠端debug吧?
8. 定位到點後,再來思考解決好的解決方案?
9. 除了解決這個問題,我們還能思考點什麼?
讓我按思路一個個來看解決過程!
1. 啟動慢,先看日誌,有沒有什麼異常?
這個基本上很快就有答案了,看日誌,等待期間沒有問題!
但是,我們往往會停留在這個階段較長一段時間,因為我們總想通過其他方式,列印點什麼出來!
所以,我們可以會改日誌級別,try... catch... 等等一頓操作,然後,才說算了吧,我們想想別的招!我個人還是覺得這種思路是ok的!
2. 看下是不是gc 有問題,是否佔用很長時間?
這裡可能就會涉及,之前並沒有列印gc日誌,然後還得回去在啟動引數里加上gc輸出!姿勢如下:
-Xloggc:/opt/logs/a_gc.log -XX:+PrintGCDetails -XX:+HeapDumpOnOutOfMemoryError -XX:HeapDumpPath=/opt/logs/ -XX:+UseG1GC -XX:MaxGCPauseMillis=100 -XX:+ParallelRefProcEnabled -XX:ErrorFile=/run/dump/hs_err_pid%p.lo3g -XX:HeapDumpPath=/run/dump
開啟後,你看到的gc 日誌可能是這樣的。 你想從裡面發現點什麼,好像頻繁沒有 FullGC 之類的操作,然後又悻悻而歸!
10.224: [GC concurrent-root-region-scan-start] 10.249: [GC concurrent-root-region-scan-end, 0.0252691 secs] 10.249: [GC concurrent-mark-start] 10.250: [GC concurrent-mark-end, 0.0005479 secs] 10.250: [GC remark 10.251: [Finalize Marking, 0.0001862 secs] 10.251: [GC ref-proc, 0.0026452 secs] 10.253: [Unloading, 0.0125200 secs], 0.0156381 secs] [Times: user=0.06 sys=0.00, real=0.02 secs] 10.266: [GC cleanup 33M->33M(1024M), 0.0012152 secs] [Times: user=0.00 sys=0.00, real=0.00 secs] 13.768: [GC pause (G1 Evacuation Pause) (young), 0.0411037 secs] [Parallel Time: 34.5 ms, GC Workers: 4] [GC Worker Start (ms): Min: 13768.7, Avg: 13769.8, Max: 13773.1, Diff: 4.4] [Ext Root Scanning (ms): Min: 0.0, Avg: 1.8, Max: 4.1, Diff: 4.1, Sum: 7.3] [Update RS (ms): Min: 0.0, Avg: 0.0, Max: 0.0, Diff: 0.0, Sum: 0.0] [Processed Buffers: Min: 0, Avg: 0.0, Max: 0, Diff: 0, Sum: 0] [Scan RS (ms): Min: 0.0, Avg: 0.1, Max: 0.2, Diff: 0.2, Sum: 0.5] [Code Root Scanning (ms): Min: 0.0, Avg: 3.1, Max: 8.8, Diff: 8.8, Sum: 12.5] [Object Copy (ms): Min: 21.1, Avg: 28.0, Max: 30.5, Diff: 9.4, Sum: 111.9] [Termination (ms): Min: 0.0, Avg: 0.1, Max: 0.1, Diff: 0.1, Sum: 0.2] [Termination Attempts: Min: 1, Avg: 12.2, Max: 22, Diff: 21, Sum: 49] [GC Worker Other (ms): Min: 0.0, Avg: 0.0, Max: 0.0, Diff: 0.0, Sum: 0.1] [GC Worker Total (ms): Min: 29.9, Avg: 33.2, Max: 34.3, Diff: 4.4, Sum: 132.6] [GC Worker End (ms): Min: 13803.0, Avg: 13803.0, Max: 13803.0, Diff: 0.0] [Code Root Fixup: 0.4 ms] [Code Root Purge: 0.0 ms] [Clear CT: 0.2 ms] [Other: 5.9 ms] [Choose CSet: 0.0 ms] [Ref Proc: 4.6 ms] [Ref Enq: 0.1 ms] [Redirty Cards: 0.1 ms] [Humongous Register: 0.1 ms] [Humongous Reclaim: 0.0 ms] [Free CSet: 0.9 ms] [Eden: 544.0M(544.0M)->0.0B(573.0M) Survivors: 31.0M->41.0M Heap: 575.0M(1024.0M)->41.0M(1024.0M)] [Times: user=0.13 sys=0.02, real=0.04 secs] 17.178: [GC pause (G1 Evacuation Pause) (young), 0.0648366 secs] [Parallel Time: 59.7 ms, GC Workers: 4] [GC Worker Start (ms): Min: 17177.7, Avg: 17181.1, Max: 17184.4, Diff: 6.6] [Ext Root Scanning (ms): Min: 0.0, Avg: 3.9, Max: 12.7, Diff: 12.7, Sum: 15.6] [Update RS (ms): Min: 0.0, Avg: 0.0, Max: 0.0, Diff: 0.0, Sum: 0.0] [Processed Buffers: Min: 0, Avg: 0.0, Max: 0, Diff: 0, Sum: 0] [Scan RS (ms): Min: 0.0, Avg: 0.1, Max: 0.3, Diff: 0.2, Sum: 0.6] [Code Root Scanning (ms): Min: 0.0, Avg: 6.5, Max: 19.4, Diff: 19.4, Sum: 26.0] [Object Copy (ms): Min: 34.9, Avg: 45.5, Max: 51.2, Diff: 16.3, Sum: 182.1] [Termination (ms): Min: 0.0, Avg: 0.1, Max: 0.1, Diff: 0.1, Sum: 0.3] [Termination Attempts: Min: 1, Avg: 16.5, Max: 24, Diff: 23, Sum: 66] [GC Worker Other (ms): Min: 0.0, Avg: 0.1, Max: 0.1, Diff: 0.1, Sum: 0.2] [GC Worker Total (ms): Min: 52.9, Avg: 56.2, Max: 59.5, Diff: 6.6, Sum: 224.8] [GC Worker End (ms): Min: 17237.3, Avg: 17237.3, Max: 17237.3, Diff: 0.0] [Code Root Fixup: 0.5 ms] 20.648: [GC pause (G1 Evacuation Pause) (young), 0.0653569 secs] [Parallel Time: 55.9 ms, GC Workers: 4] [GC Worker Start (ms): Min: 20648.5, Avg: 20650.4, Max: 20652.3, Diff: 3.7] [Ext Root Scanning (ms): Min: 0.1, Avg: 2.9, Max: 9.4, Diff: 9.4, Sum: 11.7] [Update RS (ms): Min: 0.0, Avg: 0.2, Max: 0.5, Diff: 0.5, Sum: 0.7] [Processed Buffers: Min: 0, Avg: 2.5, Max: 7, Diff: 7, Sum: 10] [Scan RS (ms): Min: 0.0, Avg: 0.3, Max: 0.6, Diff: 0.6, Sum: 1.3] [Code Root Scanning (ms): Min: 0.0, Avg: 3.2, Max: 10.8, Diff: 10.8, Sum: 12.9] [Object Copy (ms): Min: 39.4, Avg: 46.4, Max: 52.1, Diff: 12.8, Sum: 185.5] [Termination (ms): Min: 0.0, Avg: 0.9, Max: 1.5, Diff: 1.5, Sum: 3.7] [Termination Attempts: Min: 1, Avg: 1.0, Max: 1, Diff: 0, Sum: 4] [GC Worker Other (ms): Min: 0.0, Avg: 0.0, Max: 0.0, Diff: 0.0, Sum: 0.0] [GC Worker Total (ms): Min: 52.1, Avg: 54.0, Max: 55.8, Diff: 3.7, Sum: 215.8] [GC Worker End (ms): Min: 20704.4, Avg: 20704.4, Max: 20704.4, Diff: 0.0] [Code Root Fixup: 0.2 ms] [Code Root Purge: 0.0 ms] [Clear CT: 0.1 ms] [Other: 9.2 ms] [Choose CSet: 0.0 ms] [Ref Proc: 8.5 ms] [Ref Enq: 0.0 ms] [Redirty Cards: 0.2 ms] [Humongous Register: 0.1 ms] [Humongous Reclaim: 0.0 ms] [Free CSet: 0.2 ms] [Eden: 38.0M(8192.0K)->0.0B(610.0M) Survivors: 43.0M->4096.0K Heap: 83.3M(1024.0M)->54.4M(1024.0M)] [Times: user=0.24 sys=0.02, real=0.06 secs] 2826.037: [GC pause (Metadata GC Threshold) (young) (initial-mark), 0.0101504 secs] [Parallel Time: 7.1 ms, GC Workers: 4] [GC Worker Start (ms): Min: 2826037.4, Avg: 2826037.5, Max: 2826037.5, Diff: 0.1] [Ext Root Scanning (ms): Min: 1.7, Avg: 2.0, Max: 2.2, Diff: 0.5, Sum: 7.8] [Update RS (ms): Min: 0.9, Avg: 1.0, Max: 1.0, Diff: 0.1, Sum: 3.8] [Processed Buffers: Min: 7, Avg: 14.2, Max: 25, Diff: 18, Sum: 57] [Scan RS (ms): Min: 0.3, Avg: 0.7, Max: 0.9, Diff: 0.6, Sum: 2.8] [Code Root Scanning (ms): Min: 0.2, Avg: 0.4, Max: 0.8, Diff: 0.6, Sum: 1.5] [Object Copy (ms): Min: 2.7, Avg: 2.9, Max: 3.2, Diff: 0.5, Sum: 11.7] [Termination (ms): Min: 0.0, Avg: 0.0, Max: 0.0, Diff: 0.0, Sum: 0.0] [Termination Attempts: Min: 1, Avg: 1.0, Max: 1, Diff: 0, Sum: 4] [GC Worker Other (ms): Min: 0.0, Avg: 0.0, Max: 0.0, Diff: 0.0, Sum: 0.1] [GC Worker Total (ms): Min: 6.9, Avg: 7.0, Max: 7.0, Diff: 0.1, Sum: 27.8] [GC Worker End (ms): Min: 2826044.4, Avg: 2826044.4, Max: 2826044.4, Diff: 0.0] [Code Root Fixup: 0.0 ms] [Code Root Purge: 0.0 ms] [Clear CT: 0.1 ms] [Other: 2.9 ms] [Choose CSet: 0.0 ms] [Ref Proc: 1.6 ms] [Ref Enq: 0.1 ms] [Redirty Cards: 0.0 ms] [Humongous Register: 0.0 ms] [Humongous Reclaim: 0.0 ms] [Free CSet: 0.5 ms] [Eden: 354.0M(438.0M)->0.0B(603.0M) Survivors: 4096.0K->11.0M Heap: 408.3M(1024.0M)->61.4M(1024.0M)] [Times: user=0.03 sys=0.00, real=0.01 secs] 2826.047: [GC concurrent-root-region-scan-start] 2826.054: [GC concurrent-root-region-scan-end, 0.0066742 secs] 2826.054: [GC concurrent-mark-start] 2826.116: [GC concurrent-mark-end, 0.0616457 secs] 2826.116: [GC remark 2826.116: [Finalize Marking, 0.0002202 secs] 2826.116: [GC ref-proc, 0.0031923 secs] 2826.120: [Unloading, 0.0131458 secs], 0.0169584 secs] [Times: user=0.05 sys=0.00, real=0.01 secs] 2826.134: [GC cleanup 62M->62M(1024M), 0.0010641 secs] [Times: user=0.00 sys=0.00, real=0.00 secs]
不管怎麼樣,你知道記憶體不是問題了。不過一般地,在啟動時就存在記憶體問題的應用可能確實不多!
3. 日誌卡住,是否是存在網路請求不通情況?
一般來說,我們的應用,每做一些關鍵操作時,都會有相應的日誌輸出。所以,當你日誌卡住的時候,應該就是哪裡出現了問題了!
而在排除了中間出現full gc 卡頓的問題後,我們可以認為可能是網路出現問題了。
查詢網路問題必備的工具: tcpdump, lsof ...
用法也很簡單,我們可以在完全沒有任何資訊的前提下,進行網路抓包,從而給排查問題一點提示:
tcpdump -iany -XX # 這樣就可以看到應用的網路io情況了, 如果量太大可以先把 -XX 選項去除,只看來往情況:
大概結果如下:
16:54:25.770463 IP 10.5.3.215.63773 > zt-d-xx.ssh: Flags [.], ack 125340, win 552, length 0 16:54:25.770478 IP zt-d-xx.ssh > 10.5.3.215.63773: Flags [P.], seq 127152:127332, ack 1, win 561, length 180 16:54:25.770482 IP 10.1.2.215.63773 > zt-d-xx.ssh: Flags [.], ack 125340, win 552, options [nop,nop,sack 1 {125504:125684}], length 0 16:54:25.770487 IP 10.1.2.215.63773 > zt-d-xx.ssh: Flags [.], ack 125684, win 556, length 0 16:54:25.770554 IP zt-d-xx.ssh > 10.1.2.215.63773: Flags [P.], seq 127332:127864, ack 1, win 561, length 532 16:54:25.770579 IP zt-d-xx.ssh > 10.1.2.215.63773: Flags [P.], seq 127864:127916, ack 1, win 561, length 52 16:54:25.770612 IP zt-d-xx.ssh > 10.1.2.215.63773: Flags [P.], seq 127916:128208, ack 1, win 561, length 292 16:54:25.771813 IP 10.1.2.215.63773 > zt-d-xx.ssh: Flags [.], ack 125684, win 556, options [nop,nop,sack 1 {125864:126044}], length 0 16:54:25.771822 IP zt-d-xx.ssh > 10.1.2.215.63773: Flags [P.], seq 128208:128388, ack 1, win 561, length 180 16:54:25.771837 IP 10.1.2.215.63773 > zt-d-xx.ssh: Flags [.], ack 126044, win 555, length 0 16:54:25.771840 IP 10.1.2.215.63773 > zt-d-xx.ssh: Flags [.], ack 126792, win 552, length 0 16:54:25.771868 IP zt-d-xx.ssh > 10.1.2.215.63773: Flags [P.], seq 128388:128808, ack 1, win 561, length 420 16:54:25.771884 IP zt-d-xx.ssh > 10.1.2.215.63773: Flags [P.], seq 128808:128972, ack 1, win 561, length 164 16:54:25.771891 IP 10.1.2.215.63773 > zt-d-xx.ssh: Flags [.], ack 127152, win 556, length 0 16:54:25.771934 IP zt-d-xx.ssh > 10.1.2.215.63773: Flags [P.], seq 128972:129376, ack 1, win 561, length 404 16:54:25.771959 IP zt-d-xx.ssh > 10.5.2.215.63773: Flags [P.], seq 129376:129556, ack 1, win 561, length 180 16:54:25.771982 IP zt-d-xx.ssh > 10.5.2.215.63773: Flags [P.], seq 129556:129736, ack 1, win 561, length 180 16:54:25.779454 IP 10.5.2.215.63773 > zt-d-xx.ssh: Flags [.], ack 127864, win 553, length 0 16:54:25.779469 IP zt-d-xx.ssh > 10.5.2.215.63773: Flags [P.], seq 129736:129916, ack 1, win 561, length 180 16:54:25.779474 IP 10.5.2.215.63773 > zt-d-xx.ssh: Flags [.], ack 128208, win 552, length 0 16:54:25.779476 IP 10.5.2.215.63773 > zt-d-xx.ssh: Flags [.], ack 128808, win 556, length 0 16:54:25.779478 IP 10.5.2.215.63773 > zt-d-xx.ssh: Flags [.], ack 129376, win 554, length 0 16:54:25.779480 IP 10.5.2.215.63773 > zt-d-xx.ssh: Flags [.], ack 129736, win 553, length 0 16:54:25.779529 IP zt-d-xx.ssh > 10.5.3.215.63773: Flags [P.], seq 129916:130496, ack 1, win 561, length 580 16:54:25.779567 IP zt-d-xx.ssh > 10.5.3.215.63773: Flags [P.], seq 130496:130660, ack 1, win 561, length 164
其中,我們主要關注 Flags 引數. man tcpdump 後可以看到解釋:
Tcpflags are some combination of S (SYN), F (FIN), P (PUSH), R (RST), U (URG), W (ECN CWR), E (ECN-Echo) or '.' (ACK)
詳細說明就是:
# SYN 表示建立連線;
# FIN 表示關閉連線;
# ACK 表示響應;
# PSH 表示有 DATA資料傳輸;
# RST 表示連線重置;
# URG 表示緊急停止位;
所以,我們在這裡需要關注這麼多嗎? 其實不需要的,我覺得我們們可以先看下是否有 RST 連線重置的情況,如果存在,則說明這個網路是不通的,基本定位網路問題!~ 如下抓包:
17:30:41.635937 IP zt-d-xx.43062 > 172.1.0.17.http: Flags [S], seq 3503889751, win 29200, options [mss 1460,sackOK,TS val 1904549734 ecr 0,nop,wscale 7], length 0 17:30:41.636084 IP 172.1.0.17.http > zt-d-xx.43062: Flags [R.], seq 0, ack 3503889752, win 0, length 0
另外,要檢視下是不是某個網路請求 只有 [S] 訊號,沒有 [P] 的訊號, 則說明只有一端在建立連線,另一邊則無響應,網路問題定位!如下請求一個不存在的地址:
17:13:57.744349 IP zt-d-xx.37604 > 172-1-1-2.lightspeed.hstntx.sbcglobal.net.http: Flags [S], seq 3312915935, win 29200, options [mss 1460,sackOK,TS val 1903545842 ecr 0,nop,wscale 7], length 0 17:13:58.745584 IP zt-d-xx.37604 > 172-1-1-2.lightspeed.hstntx.sbcglobal.net.http: Flags [S], seq 3312915935, win 29200, options [mss 1460,sackOK,TS val 1903546844 ecr 0,nop,wscale 7], length 0 17:14:00.749570 IP zt-d-xx.37604 > 172-1-1-2.lightspeed.hstntx.sbcglobal.net.http: Flags [S], seq 3312915935, win 29200, options [mss 1460,sackOK,TS val 1903548848 ecr 0,nop,wscale 7], length 0 17:14:04.757571 IP zt-d-xx.37604 > 172-1-1-2.lightspeed.hstntx.sbcglobal.net.http: Flags [S], seq 3312915935, win 29200, options [mss 1460,sackOK,TS val 1903552856 ecr 0,nop,wscale 7], length 0 17:14:12.765568 IP zt-d-xx.37604 > 172-1-1-2.lightspeed.hstntx.sbcglobal.net.http: Flags [S], seq 3312915935, win 29200, options [mss 1460,sackOK,TS val 1903560864 ecr 0,nop,wscale 7], length 0 17:14:28.797584 IP zt-d-xx.37604 > 172-1-1-2.lightspeed.hstntx.sbcglobal.net.http: Flags [S], seq 3312915935, win 29200, options [mss 1460,sackOK,TS val 1903576896 ecr 0,nop,wscale 7], length 0 17:15:00.861591 IP zt-d-xx.37604 > 172-1-1-2.lightspeed.hstntx.sbcglobal.net.http: Flags [S], seq 3312915935, win 29200, options [mss 1460,sackOK,TS val 1903608960 ecr 0,nop,wscale 7], length 0
發了n個 [S] 包,都沒有響應; 說明整個網路都是不通的;
通過這個排查,我們一般排除網路問題!
4. 抓包檢視卡住的時候,應用都做什麼?
這個點其實可以早點做,使用 top 檢視記憶體,cpu 佔用情況!
使用 vmstat 檢視系統虛擬記憶體狀態,也可以報告關於程式、記憶體、I/O等系統整體執行狀態!
使用 lsof -p <pid> 檢視開啟的檔案情況!應該可以看到一些不一樣的東西,比如你會看到一些你不知道被開啟的檔案,你會看到一些你不知道的連線請求!
lsof -i # 列出所有的網路連線 lsof -p <pid> # 列出程式對應的檔案資訊 lsof -i4:8080 # 列表8080 埠對應的 ipv4 的連線
5. 把執行緒堆疊列印出來,執行緒都在做什麼?把記憶體dump 出來瞅瞅吧?
如果還是沒有發現什麼,那我們還得回來。看看執行緒卡在了哪裡!
使用 jstack 把執行緒堆疊列印出來,使用 jmap 把記憶體dump 出來,分析:
jstack <pid> | less # 檢視執行緒資訊,是否存在死鎖 jmap -dump:format=b,file=/tmp/dumpid.dump <pid> # 檢視堆資訊,是否需要特別的物件
6. 實在不行,本地debug不行,換一臺測試機試試?
對於本地debug, 我只能說,一般環境都不通的,而且本地一般也很復現場景!
換臺機器測試的目的,其實是想確認問題是否在所有機器上覆現,因為如果是和機器本身相關的問題,往往是很難排查的。(我說的沒有相關經驗的同學)
所以,找一臺另外機器,程式碼跑起來,如果其他地方正常,則該問題是機器相關的。
那麼機器相關的bug又該怎麼辦呢?其實,還得具體問題,具體分析!
不過幸好,我們還有 remote debug 功能,直接連線上去就可以除錯了。問題自然也就清晰起來!
7. 實在不行,遠端debug吧?
remote debug 請檢視上一篇文章: 排障利器之遠端除錯與監控 --jmx & remote debug
連線上之後,先大概猜測可能會出問題的地方,進行斷點。判斷依據,應該是之前的排查結果,執行緒情況等等!
進行大概估計後,在可能的地方進行單步,卡住的地方,其中必然出現了問題。只需再進入內部重複剛才的做法即可!
優點是這樣除錯下來,必定能找到問題出現的地方。缺點是:可能需要反覆重現問題(可能就是反覆重啟)。但是這樣顯得沒有技術含量,還有就是在問題難以復現的場景,很難抓住機會解決問題。
所以,經驗真的很重要!
卡住時的堆疊如下:
"main@1" prio=5 tid=0x1 nid=NA runnable java.lang.Thread.State: RUNNABLE at java.io.FileInputStream.readBytes(FileInputStream.java:-1) at java.io.FileInputStream.read(FileInputStream.java:255) at sun.security.provider.SeedGenerator$URLSeedGenerator.getSeedBytes(SeedGenerator.java:539) at sun.security.provider.SeedGenerator.generateSeed(SeedGenerator.java:144) at sun.security.provider.SecureRandom$SeederHolder.<clinit>(SecureRandom.java:203) at sun.security.provider.SecureRandom.engineNextBytes(SecureRandom.java:221) - locked <0x1af3> (a sun.security.provider.SecureRandom) at java.security.SecureRandom.nextBytes(SecureRandom.java:468) at java.security.SecureRandom.next(SecureRandom.java:491) at java.util.Random.nextLong(Random.java:424) at com.taobao.notify.utils.StrongRandom.<init>(StrongRandom.java:45) at com.taobao.notify.utils.UniqId.<init>(UniqId.java:38) at com.taobao.notify.utils.UniqId.<clinit>(UniqId.java:36) at com.taobao.notify.client.impl.DefaultNotifyClient.<init>(DefaultNotifyClient.java:91) at com.taobao.notify.client.impl.DefaultNotifyClient.<init>(DefaultNotifyClient.java:97) at com.taobao.notify.client.NotifyClientFactory.<clinit>(NotifyClientFactory.java:13) at com.taobao.notify.remotingclient.DefaultNotifyManager.<init>(DefaultNotifyManager.java:38) at com.taobao.notify.remotingclient.NotifyManagerBean.init(NotifyManagerBean.java:90) - locked <0x1a78> (a com.alipay.common.event.tbnotify.adapter.UniformEventPublisherAdapter) at com.alipay.common.event.tbnotify.client.NotifyManagerBeanEx.init(NotifyManagerBeanEx.java:64) at com.alipay.common.event.tbnotify.adapter.EventSendFacadeTBNotifyImpl.init(EventSendFacadeTBNotifyImpl.java:99) at com.alipay.common.event.tbnotify.client.NotifyManagerBeanEx.init(NotifyManagerBeanEx.java:84) at com.alipay.common.event.tbnotify.adapter.UniformEventPublisherAdapter.init(UniformEventPublisherAdapter.java:80) at com.alipay.boot.dms.client.util.InitializeUtil.initializePublisher(InitializeUtil.java:14) at com.alipay.boot.dms.spring.factory.DmsPublisherFactoryBean.afterPropertiesSet(DmsPublisherFactoryBean.java:59) at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.invokeInitMethods(AbstractAutowireCapableBeanFactory.java:1642) at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.initializeBean(AbstractAutowireCapableBeanFactory.java:1579) at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.doCreateBean(AbstractAutowireCapableBeanFactory.java:553) at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.createBean(AbstractAutowireCapableBeanFactory.java:482) at org.springframework.beans.factory.support.AbstractBeanFactory$1.getObject(AbstractBeanFactory.java:306) at org.springframework.beans.factory.support.DefaultSingletonBeanRegistry.getSingleton(DefaultSingletonBeanRegistry.java:230) - locked <0x1af4> (a java.util.concurrent.ConcurrentHashMap) at org.springframework.beans.factory.support.AbstractBeanFactory.doGetBean(AbstractBeanFactory.java:302) at org.springframework.beans.factory.support.AbstractBeanFactory.getBean(AbstractBeanFactory.java:197) at org.springframework.beans.factory.support.BeanDefinitionValueResolver.resolveReference(BeanDefinitionValueResolver.java:351) at org.springframework.beans.factory.support.BeanDefinitionValueResolver.resolveValueIfNecessary(BeanDefinitionValueResolver.java:108) at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.applyPropertyValues(AbstractAutowireCapableBeanFactory.java:1486) at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.populateBean(AbstractAutowireCapableBeanFactory.java:1231) at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.doCreateBean(AbstractAutowireCapableBeanFactory.java:551) at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.createBean(AbstractAutowireCapableBeanFactory.java:482) at org.springframework.beans.factory.support.AbstractBeanFactory$1.getObject(AbstractBeanFactory.java:306) at org.springframework.beans.factory.support.DefaultSingletonBeanRegistry.getSingleton(DefaultSingletonBeanRegistry.java:230) at org.springframework.beans.factory.support.AbstractBeanFactory.doGetBean(AbstractBeanFactory.java:302) at org.springframework.beans.factory.support.AbstractBeanFactory.getBean(AbstractBeanFactory.java:202) at org.springframework.context.annotation.CommonAnnotationBeanPostProcessor.autowireResource(CommonAnnotationBeanPostProcessor.java:522) at org.springframework.context.annotation.CommonAnnotationBeanPostProcessor.getResource(CommonAnnotationBeanPostProcessor.java:496) at org.springframework.context.annotation.CommonAnnotationBeanPostProcessor$ResourceElement.getResourceToInject(CommonAnnotationBeanPostProcessor.java:627) at org.springframework.beans.factory.annotation.InjectionMetadata$InjectedElement.inject(InjectionMetadata.java:169) at org.springframework.beans.factory.annotation.InjectionMetadata.inject(InjectionMetadata.java:88) at org.springframework.context.annotation.CommonAnnotationBeanPostProcessor.postProcessPropertyValues(CommonAnnotationBeanPostProcessor.java:318) at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.populateBean(AbstractAutowireCapableBeanFactory.java:1219) at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.doCreateBean(AbstractAutowireCapableBeanFactory.java:551) at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.createBean(AbstractAutowireCapableBeanFactory.java:482) at org.springframework.beans.factory.support.AbstractBeanFactory$1.getObject(AbstractBeanFactory.java:306) at org.springframework.beans.factory.support.DefaultSingletonBeanRegistry.getSingleton(DefaultSingletonBeanRegistry.java:230) at org.springframework.beans.factory.support.AbstractBeanFactory.doGetBean(AbstractBeanFactory.java:302) at org.springframework.beans.factory.support.AbstractBeanFactory.getBean(AbstractBeanFactory.java:202) at org.springframework.beans.factory.config.DependencyDescriptor.resolveCandidate(DependencyDescriptor.java:207) at org.springframework.beans.factory.support.DefaultListableBeanFactory.doResolveDependency(DefaultListableBeanFactory.java:1131) at org.springframework.beans.factory.support.DefaultListableBeanFactory.resolveDependency(DefaultListableBeanFactory.java:1059) at org.springframework.context.annotation.CommonAnnotationBeanPostProcessor.autowireResource(CommonAnnotationBeanPostProcessor.java:518) at org.springframework.context.annotation.CommonAnnotationBeanPostProcessor.getResource(CommonAnnotationBeanPostProcessor.java:496) at org.springframework.context.annotation.CommonAnnotationBeanPostProcessor$ResourceElement.getResourceToInject(CommonAnnotationBeanPostProcessor.java:627) at org.springframework.beans.factory.annotation.InjectionMetadata$InjectedElement.inject(InjectionMetadata.java:169) at org.springframework.beans.factory.annotation.InjectionMetadata.inject(InjectionMetadata.java:88) at org.springframework.context.annotation.CommonAnnotationBeanPostProcessor.postProcessPropertyValues(CommonAnnotationBeanPostProcessor.java:318) at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.populateBean(AbstractAutowireCapableBeanFactory.java:1219) at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.doCreateBean(AbstractAutowireCapableBeanFactory.java:551) at org.springframework.beans.factory.support.AbstractAutowireCapableBeanFactory.createBean(AbstractAutowireCapableBeanFactory.java:482) at org.springframework.beans.factory.support.AbstractBeanFactory$1.getObject(AbstractBeanFactory.java:306) at org.springframework.beans.factory.support.DefaultSingletonBeanRegistry.getSingleton(DefaultSingletonBeanRegistry.java:230) at org.springframework.beans.factory.support.AbstractBeanFactory.doGetBean(AbstractBeanFactory.java:302) at org.springframework.beans.factory.support.AbstractBeanFactory.getBean(AbstractBeanFactory.java:197) at org.springframework.beans.factory.support.DefaultListableBeanFactory.preInstantiateSingletons(DefaultListableBeanFactory.java:754) at org.springframework.context.support.AbstractApplicationContext.finishBeanFactoryInitialization(AbstractApplicationContext.java:866) at org.springframework.context.support.AbstractApplicationContext.refresh(AbstractApplicationContext.java:542) - locked <0x1af5> (a java.lang.Object) at org.springframework.boot.context.embedded.EmbeddedWebApplicationContext.refresh(EmbeddedWebApplicationContext.java:122) at org.springframework.boot.SpringApplication.refresh(SpringApplication.java:761) at org.springframework.boot.SpringApplication.refreshContext(SpringApplication.java:371) at org.springframework.boot.SpringApplication.run(SpringApplication.java:315) at org.springframework.boot.SpringApplication.run(SpringApplication.java:1186) at org.springframework.boot.SpringApplication.run(SpringApplication.java:1175) at com.xx.SOFABootSpringApplication.main(SOFABootSpringApplication.java:15) at sun.reflect.NativeMethodAccessorImpl.invoke0(NativeMethodAccessorImpl.java:-1) at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62) at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43) at java.lang.reflect.Method.invoke(Method.java:498) at org.springframework.boot.loader.MainMethodRunner.run(MainMethodRunner.java:48) at org.springframework.boot.loader.Launcher.launch(Launcher.java:87) at org.springframework.boot.loader.Launcher.launch(Launcher.java:50) at org.springframework.boot.loader.JarLauncher.main(JarLauncher.java:58)
而根據堆疊進行的大概猜想,開始排查,過程如下:
// 初始程式碼位置: // com.taobao.notify.remotingclient.NotifyManagerBean public synchronized void init() { if (inited.get()) { return; } if (StringUtil.isEmpty(this.name) || StringUtil.isEmpty(this.description)) { throw new RuntimeException("The name and description property is required."); } if (null == notifyManager) { AllNotifyClientProperties properties = new AllNotifyClientProperties(); properties.setCheckMessageTPConfig(checkMessageTPConfig); properties.setMessageTPConfig(messageTPConfig); properties.setMessageProperties(messageProperties); properties.setAntVipConfig(antVipConfig); // 問題出在這裡,new 這個物件時,會觸發很多的其他類載入,而這裡面就包含了有問題的類 notifyManager = new DefaultNotifyManager(groupId, appName, name, description, messageListener, checkMessageListener, 1, enableCrc, properties); notifyManager.subscribeAllMessages(this.subscribeMessages, this.bindingList); /** ������ظ���groupId������ɾ��֮ǰ��publish topic*/ //notifyManager.resetPublishTopics(publishTopics); for (String publishTopic : publishTopics) { notifyManager.addPublishTopic(publishTopic); } // ��ʼ��ʱ����servertag��url�Ķ�Ӧ�б� notifyManager.resetServerTagUrls(); } inited.set(true); } // com.taobao.notify.remotingclient.DefaultNotifyManager 這個構造方法是 ok 的 public DefaultNotifyManager(String groupId, String appName, String name, String description, MessageListener msgListener, CheckMessageListener checkMsgListener, int connCount, boolean enableCrc, AllNotifyClientProperties properties) { initNotifyClient(properties); if (StringUtil.isBlank(groupId)) { throw new IllegalArgumentException("GroupID cannot be blank."); } if (StringTools.containsWhitespace(groupId)) { throw new IllegalArgumentException("GroupID cannot contain the blank character. [" + groupId + "]"); } this.groupId = groupId.trim(); this.appName = StringUtil.trim(appName); if (null == properties) { properties = new AllNotifyClientProperties(); } this.notifyclient.addGroup(this.groupId, this.appName, name, description, msgListener, checkMsgListener, properties.getMessageProperties(), properties.getWaitForConnTime(), enableCrc, properties.getAntVipConfig()); this.notifyclient.setConnectionCount(connCount); } // 但是問題在靜態欄位的初始化問題 // com.taobao.notify.remotingclient.DefaultNotifyManager public class DefaultNotifyManager implements NotifyManager, DefaultNotifyManagerMBean { //��־ private static final Logger logger = MsgBrokerClientLoggerFactory .getLogger(DefaultNotifyManager.class); // 這看起來像是個單例的 client private NotifyClient notifyclient = NotifyClientFactory .getSingletonNotifyClient(); } // com.taobao.notify.client.NotifyClientFactory public class NotifyClientFactory implements FactoryBean { // 初始化類時,會先初始化一個單例 static NotifyClient notifyClient = new DefaultNotifyClient(); /** * * @return */ public static NotifyClient getSingletonNotifyClient() { return notifyClient; } } // 到此,一切看起來都很美好,讓我繼續往下看 // com.taobao.notify.client.impl.DefaultNotifyClient public class DefaultNotifyClient implements NotifyClient { private static final String LogPrefix = LoggerPrefix .makeLogPrefix(DefaultNotifyClient.class); static final Logger logger = MsgBrokerClientLoggerFactory .getLogger(DefaultNotifyClient.class); private volatile NotifyClientConfig notifyClientConfig = null; private static final int MAX_TIMES = 3; protected final NotifyGroupManager notifyGroupManager = new NotifyGroupManager(); private final RemotingService remotingService; protected final ClientSubscriptionManager clientSubscriptionManager = new ClientSubscriptionManager(); protected final PublishTopicsManager publishTopicsManager = new PublishTopicsManager(); private final ThreadPoolExecutor asynSendMessageWorkTP; private final LoggingService loggingService = LoggingService .getInstance(); private final ReliableAsynSendManager reliableAsynSendManager; private final MessageProperties reliableMessageProperties = new MessageProperties(); // 問題在於 UniqId 的生成 private final UniqId uniqIdInstance = UniqId.getInstance(); /** * */ public DefaultNotifyClient() { this(new NotifyClientConfig()); } /** * @param notifyClientConfig */ public DefaultNotifyClient(final NotifyClientConfig notifyClientConfig) { if (null == this.notifyClientConfig) { this.notifyClientConfig = notifyClientConfig; } if (notifyClientConfig.isDebug()) { this.remotingService = new IntegratedMockRemotingService( this.clientSubscriptionManager, notifyClientConfig.getDebugRemoteSubscribers(), this.notifyGroupManager, notifyClientConfig.getDebugLocalPort()); logger.warn(LogPrefix + "Note that, this is a MsgbrokerClient in the DEBUG mode."); logger.warn(LogPrefix + "In the DEBUG mode, local port [" + notifyClientConfig.getDebugLocalPort() + "]"); logger.warn(LogPrefix + "In the DEBUG mode, connections [" + notifyClientConfig.getDebugRemoteSubscribers() + "]"); } else { this.remotingService = new DefaultRemotingService( this.notifyClientConfig.getRemotingType(), this.notifyGroupManager, notifyClientConfig); } // ��ֹѹ�� this.reliableMessageProperties.setCompressSize(Integer.MAX_VALUE); this.reliableMessageProperties.setMaxStringMessageSize(Integer.MAX_VALUE); this.asynSendMessageWorkTP = new ManagedThreadPoolExecutor(notifyClientConfig .getAsynSendMessageTPConfig().getCorePoolSize(), notifyClientConfig .getAsynSendMessageTPConfig().getMaxPoolSize(), notifyClientConfig .getAsynSendMessageTPConfig().getKeepAliveTime(), notifyClientConfig .getAsynSendMessageTPConfig().getMaxQueueSize(), "asynSendMsgTP-" + this.hashCode(), new ThreadPoolExecutor.AbortPolicy()); this.reliableAsynSendManager = new ReliableAsynSendManager(this, notifyGroupManager, notifyClientConfig); if (notifyClientConfig.isPreInitializeReliableAsynSendManager()) { this.reliableAsynSendManager.init(); } // DefaultNotifyClientʵ�������ж������Ҫ���䲻ͬ��ID try { ThreadPoolConfig messageTPConfig = notifyClientConfig.getMessageTPConfig(); Lookout.registry().info( Lookout.registry().createId("msgbroker.client.group.infos") .withTag("hashcode", String.valueOf(this.hashCode())) .withTag("corePoolSize", String.valueOf(messageTPConfig.getCorePoolSize())) .withTag("maxPoolSize", String.valueOf(messageTPConfig.getMaxPoolSize())) .withTag("queueSize", String.valueOf(messageTPConfig.getMaxQueueSize())) .withTag("channelSize", String.valueOf(messageTPConfig.getChannelSize())), new Info<Set<String>>() { public Set<String> value() { return notifyGroupManager.getGroupIds(); } }); } catch (Exception e) { logger.warn("register msgbroker.client.group.infos failed, " + e.getMessage()); } } } // UniqId 生成如下 // com.taobao.notify.utils.UniqId public class UniqId { private static final Logger log = MsgBrokerClientLoggerFactory.getLogger(UniqId.class); private static final String LogPrefix = LoggerPrefix.makeLogPrefix(UniqId.class); private static char[] digits = { '0', '1', '2', '3', '4', '5', '6', '7', '8', '9', 'a', 'b', 'c', 'd', 'e', 'f' }; private static Map<Character, Integer> rDigits = new HashMap<Character, Integer>(16); static { for (int i = 0; i < digits.length; ++i) { rDigits.put(digits[i], i); } } private static UniqId me = new UniqId(); private String hostAddr; // 實際問題在於這裡了, StrongRandom 的問題 private Random random = new StrongRandom(); private MessageDigest mHasher; private UniqTimer timer = new UniqTimer(); private ReentrantLock opLock = new ReentrantLock(); private UniqId() { try { InetAddress addr = InetAddress.getLocalHost(); hostAddr = addr.getHostAddress(); } catch (IOException e) { log.error(LogPrefix + "Get HostAddr Error", e); hostAddr = String.valueOf(System.currentTimeMillis()); } if (Util.isBlank(hostAddr) || "127.0.0.1".equals(hostAddr)) { hostAddr = String.valueOf(System.currentTimeMillis()); } if (log.isDebugEnabled()) { log.debug(LogPrefix + "hostAddr is:" + hostAddr); } try { mHasher = MessageDigest.getInstance("MD5"); } catch (NoSuchAlgorithmException nex) { mHasher = null; log.error(LogPrefix + "new MD5 Hasher error", nex); } } /** * ��ȡUniqIDʵ�� * * @return UniqId */ public static UniqId getInstance() { return me; } } // StrongRandom 生成緩慢 // com.taobao.notify.utils.StrongRandom public StrongRandom() { try { // This operation may block on some systems with low entropy. See // this page // for workaround suggestions: // http://docs.codehaus.org.display.JETTY.Connectors+slow+to+startup random = SecureRandom.getInstance(SESSION_ID_RANDOM_ALGORITHM); } catch (NoSuchAlgorithmException e) { try { random = SecureRandom.getInstance(SESSION_ID_RANDOM_ALGORITHM_ALT); weakRandom = false; } catch (NoSuchAlgorithmException e_alt) { random = new Random(); weakRandom = true; } } // 就是這裡緩慢了,卡住大約一分鐘,且無法除錯 random.setSeed(random.nextLong() ^ System.currentTimeMillis() ^ hashCode() ^ Runtime.getRuntime().freeMemory()); }
最後,定位到是 隨機數生成有問題了!
8. 定位到點後,再來思考解決好的解決方案?
如上,我們知道了是因為 SecureRandom 生成隨機數時出現了問題!
那麼,如何解決?我能想到的,就是網上搜尋答案了。因為這時候已經沒有什麼可以參考的了。
搜尋內容就是, SecureRandom 生成隨機緩慢解決方案? 然後就有答案了!
當然,你可以諮詢遇到過這些問題的前輩們,那樣更快速!
原因如下:
java生成隨機碼時,會使用兩個檔案:
1. /dev/random , 隨機性高,和真實的物理環境有關,阻塞模式。(本文出現的啟動緩慢問題,就出在這個上面)
2. /dev/urandom ,偽隨機模式,非阻塞,隨機性不如 random。
所以,既然是生成random模式有問題,那麼想辦法換掉這個模式就ok了。
jdk中,提供相應的替換方法,我們先看 $JAVA_HOME/jre/lib/security/java.security 這個裡面有個隨機數的配置,其說明如下:
# # Sun Provider SecureRandom seed source. # # Select the primary source of seed data for the "SHA1PRNG" and # "NativePRNG" SecureRandom implementations in the "Sun" provider. # (Other SecureRandom implementations might also use this property.) # # On Unix-like systems (for example, Solaris/Linux/MacOS), the # "NativePRNG" and "SHA1PRNG" implementations obtains seed data from # special device files such as file:/dev/random. # # On Windows systems, specifying the URLs "file:/dev/random" or # "file:/dev/urandom" will enable the native Microsoft CryptoAPI seeding # mechanism for SHA1PRNG. # # By default, an attempt is made to use the entropy gathering device # specified by the "securerandom.source" Security property. If an # exception occurs while accessing the specified URL: # # SHA1PRNG: # the traditional system/thread activity algorithm will be used. # # NativePRNG: # a default value of /dev/random will be used. If neither # are available, the implementation will be disabled. # "file" is the only currently supported protocol type. # # The entropy gathering device can also be specified with the System # property "java.security.egd". For example: # # % java -Djava.security.egd=file:/dev/random MainClass # # Specifying this System property will override the # "securerandom.source" Security property. # # In addition, if "file:/dev/random" or "file:/dev/urandom" is # specified, the "NativePRNG" implementation will be more preferred than # SHA1PRNG in the Sun provider. # securerandom.source=file:/dev/random
即 可以直接改這個檔案,也可以通過命令列加引數修改,且命令列優先順序更高,所以我們使用命令列修改即可:
-Djava.security.egd=file:/dev/./urandom # 在專案中新增java_opts,裡面新增啟動引數 urandom
如此,再次驗證後,啟動正常了。問題done。
9. 除了解決這個問題,我們還能思考點什麼?
關於 SecureRandom 為什麼慢的原因,可以看下這篇文章:
https://blog.csdn.net.zengdeqing2012/article.details/78133370
老話:說了不一定有機會,但不說一定沒機會。