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    <style> h2.part{color:#000000;} h3.part{color:#D92424;} h4.part{color:#005BB0;} h5.part{color:#FD6F0A;} h6.part{color:#4400B0;} </style> # 2017q1 Homework1 (phonebook) contributed by <bananahuang> [作業要求](https://hackmd.io/s/rJYD4UPKe#) ## Reviewed by `claaaaassic` * Github 上的 commit message 盡量打清楚這段程式碼修改的目的,使用 test 為標題會讓別人看不懂為何做這段修改,以及自己也會過一段時間就忘記原因 * 可以嘗試使用 hash function 改善效能,可使 findName() 時間大幅縮短 * 在你解決 memory leak 的地方有提出一段程式碼,這邊會把你原先建立出來的鏈接串列從頭開始,每一個不等於 NULL 的節點都會先讓它指向他的下一個節點,然後讓它執行 free(),建議 while 結束可以加上一行 `free(pHead);` ,才能讓所有 malloc 出來的都釋放 ``` while (pHead->pNext) { entry *next = pHead->pNext; pHead->pNext = next->pNext; free(next); } free(pHead); ``` ## 開發環境 `$ cat /etc/lsb-release` DISTRIB_ID=Ubuntu DISTRIB_RELEASE=16.04 DISTRIB_CODENAME=xenial DISTRIB_DESCRIPTION="Ubuntu 16.04.1 LTS" `$lscpu` ``` Architecture: x86_64 CPU op-mode(s): 32-bit, 64-bit Byte Order: Little Endian CPU(s): 4 On-line CPU(s) list: 0-3 Thread(s) per core: 1 Core(s) per socket: 4 Socket(s): 1 NUMA node(s): 1 Vendor ID: GenuineIntel CPU family: 6 Model: 42 Model name: Intel(R) Core(TM) i5-2400 CPU @ 3.10GHz Stepping: 7 CPU MHz: 3245.917 CPU max MHz: 3400.0000 CPU min MHz: 1600.0000 BogoMIPS: 6186.21 Virtualization: VT-x L1d cache: 32K L1i cache: 32K L2 cache: 256K L3 cache: 6144K NUMA node0 CPU(s): 0-3 ``` ## 了解電腦的系統架構圖 指令: `$ sudo apt-get install hwloc` `$ lstopo` ![](https://i.imgur.com/3b8a1FK.png) ## 安裝相關開發工具 [2017 年春季作業說明](https://hackmd.io/s/Bk-1zqIte#) ## 工具熟悉: perf #### step1: 檢查是否啟用 perf ==$ cat "/boot/config-`uname -r`" | grep "PERF_EVENT"== 終端機輸出: ``` CONFIG_PERF_EVENTS_INTEL_UNCORE=y CONFIG_HAVE_PERF_EVENTS=y` CONFIG_PERF_EVENTS=y` CONFIG_HAVE_PERF_EVENTS_NMI=y ``` #### step2: 安裝 perf `$ sudo apt-get install linux-tools-common` #### step3: 使用 perf list `$ perf list` ``` List of pre-defined events (to be used in -e): branch-instructions OR branches [Hardware event] branch-misses [Hardware event] bus-cycles [Hardware event] cache-misses [Hardware event] cache-references [Hardware event] cpu-cycles OR cycles [Hardware event] instructions [Hardware event] ref-cycles [Hardware event] stalled-cycles-backend OR idle-cycles-backend [Hardware event] stalled-cycles-frontend OR idle-cycles-frontend [Hardware event] alignment-faults [Software event] bpf-output [Software event] context-switches OR cs [Software event] cpu-clock [Software event] cpu-migrations OR migrations [Software event] dummy [Software event] emulation-faults [Software event] major-faults [Software event] minor-faults [Software event] ``` #### step4(法1): 使用圓周率程式測試 perf 注意:用原本 terminal 收尋完 pid 要開另外一個terminal,並且要在圓周率的 process 尚未結束前在新開的terminal打上`perf top -p pid`,如果怕來不及可以在圓周率程式裡增加迴圈 **原本 terminal** 指令: `$ g++ -c perf_top_example.c` `$ g++ perf_top_example.o -o example` `$ ./example` ![](https://i.imgur.com/hTgXaIS.png) **新開 terminal** 指令: `$perf top -p 8628` ![](https://i.imgur.com/ggsO1BH.png) 錯誤版本(當process已經執行完了在新開的視窗再打`perf top -p pid`會無效) ![](https://i.imgur.com/SZPJd2X.png) #### step4(法2): 指令: `$ ./ "執行檔案名稱" & sudo perf top -p $!` ![](https://i.imgur.com/4CAJg6w.png) 打完 password 就會出現下圖 ![](https://i.imgur.com/8OzIChw.png) ## reference [Documents/Perf FAQ](http://kernel.taobao.org/index.php?title=Documents/Perf_FAQ) [perf 原理和實務](https://hackmd.io/s/B11109rdg#) ## 工具熟悉: gnuplot(針對未改善前 phonebook 使用 gnuplot 練習) `$ cd phonebook` `$ make phonebook` `$ make`(編譯) `$ make run`(測試) `$ make plot` 接下來進入 phonebook 就會看到用gnuplot建立的圖表 ![](https://i.imgur.com/vyLzAZr.png) ## 開發目標: 1.減少 cache miss 情形 keyword:cache line [cache line](http://cenalulu.github.io/linux/all-about-cpu-cache/) **改善方法1**: 將 lastname 提出來變成一個struct,收尋時先比對 lastname ## 閱讀程式碼 **main.c** * IMPL * diff_in_second:算時間比較精準 * assert:後面判斷為真繼續執行,為否停止執行 **reference** [louielu](https://hackmd.io/CYJgZgHA7AnADAFgLQGMCmaCGSEGYCsyMARjPkgIwhS4gT4VwogJA===?view#) ## 效能分析(優化前) 提醒:在執行程式(phonebook_orig 和 phonebook_opt) 前,先清空 cache ##### 指令:`$ echo 1 | sudo tee /proc/sys/vm/drop_caches` ##### 執行:`$ ./phonebook_orig` #### 顯示append()及findName()所執行時間 ``` size of entry : 136 bytes execution time of append() : 0.057090 sec execution time of findName() : 0.005835 sec ``` #### 找 cache-misses 發現高達90.506% `$ make cache-test`(makefile 有寫好) ``` Performance counter stats for './phonebook_orig' (100 runs): 203,8137 cache-misses # 90.506 % of all cache refs ( +- 0.06% ) 225,1932 cache-references ( +- 0.03% ) 2,6169,4498 instructions # 1.30 insns per cycle ( +- 0.02% ) 2,0144,5323 cycles ( +- 0.09% ) 0.064792767 seconds time elapsed ( +- 0.38% ) ``` #### 鎖定想優化的目標可以使用 perf stat,下面的數字可以自行設定要 run 幾次 `$ perf stat --repeat 5 -e cache-misses,cache-references,instructions,cycles ./執行檔` ``` Performance counter stats for './phonebook_orig' (5 runs): 205,2030 cache-misses # 90.374 % of all cache refs ( +- 0.28% ) 227,0589 cache-references ( +- 0.22% ) 2,6144,2354 instructions # 1.29 insns per cycle ( +- 0.11% ) 2,0344,6395 cycles ( +- 0.19% ) 0.064507173 seconds time elapsed ( +- 1.21% ) ``` #### 透過 perf 找熱點:`$./phonebook_orig & sudo perf top -p $!` * findName 佔了24.67%而 append 佔了1.47%,但是 append 執行時間比 findName 長 ``` 24.67% phonebook_orig [.] findName 6.09% libc-2.23.so [.] _IO_fgets 5.82% libc-2.23.so [.] _int_malloc 5.54% phonebook_orig [.] main 3.39% libc-2.23.so [.] __memcpy_sse2 3.32% [kernel] [k] page_fault 2.36% [kernel] [k] handle_mm_fault 2.16% [kernel] [k] clear_page 1.55% [kernel] [k] unmap_page_range 1.53% [kernel] [k] free_hot_cold_page 1.47% phonebook_orig [.] append 1.29% libc-2.23.so [.] __strcpy_sse2_unaligned 1.23% [kernel] [k] policy_zonelist 1.12% libc-2.23.so [.] memchr 1.03% libc-2.23.so [.] _IO_getline_info 0.85% [kernel] [k] __do_page_fault 0.84% [kernel] [k] __rmqueue.isra.80 0.83% [kernel] [k] nv04_fifo_intr 0.79% [kernel] [k] __internal_add_timer 0.79% libc-2.23.so [.] __strcasecmp_avx ``` ## 效能分析(改變 struct) #### 方法1:更改原先 struct ```clike= typedef struct __PHONE_BOOK_ENTRY { //char lastName[MAX_LAST_NAME_SIZE]; char firstName[16]; char email[16]; char phone[10]; char cell[10]; char addr1[16]; char addr2[16]; char city[16]; char state[2]; char zip[5]; struct __PHONE_BOOK_ENTRY *pNext; } other_entry; typedef struct entry{ char lastName[MAX_LAST_NAME_SIZE]; other_entry *information; struct entry *pNext; } entry entry *findName(char lastName[], entry *pHead); entry *append(char lastName[], entry *e); ``` 執行:`$ ./phonebook_opt` * 顯示 append()及 findName()所執行時間 ``` size of entry : 32 bytes execution time of append() : 0.049802 sec execution time of findName() : 0.002554 sec ``` cache test:`$ make cache-test` * 發現 cache-misses 降到57.459% ``` Performance counter stats for './phonebook_opt' (100 runs): 37,6305 cache-misses # 57.459 % of all cache refs ( +- 0.12% ) 65,4911 cache-references ( +- 0.13% ) 2,4415,7636 instructions # 1.71 insns per cycle ( +- 0.02% ) 1,4276,3682 cycles ( +- 0.28% ) 0.047078644 seconds time elapsed ( +- 0.72% ) ``` ![](https://i.imgur.com/baoLG9W.png) #### entry size 縮小對 cache miss 影響 Lid cache size = 32kB, Cache line=64bytes 計算 Cache line個數 ==32 * 1024 / 64=== 512 改善結構前,每筆 entry 有136bytes,所以一次能存入Ld1 cache size 只有 ==64 * 512/ 136=== 大約 240筆 Entry 根據大小改善的原始結構後 每筆Entry剩下32Bytes,因此一次存入L1d的數量增加為 ==64 * 512 / 32== 大約 1024筆 Entry #### 觀察是否有資料留在heap上,造成memory leak 安裝工具:`$sudo apt install valgrind` 執行:`$ valgrind --leak-check=full ./phonebook_opt` ``` ==3854== HEAP SUMMARY: ==3854== in use at exit: 11,196,768 bytes in 349,899 blocks ==3854== total heap usage: 349,906 allocs, 7 frees, 11,207,152 bytes allocated ==3854== ==3854== 11,196,768 (32 direct, 11,196,736 indirect) bytes in 1 blocks are definitely lost in loss record 2 of 2 ==3854== at 0x4C2DB8F: malloc (in /usr/lib/valgrind/vgpreload_memcheck-amd64-linux.so) ==3854== by 0x400D50: append (in /home/huangtingshieh/phonebook/phonebook_opt) ==3854== by 0x400AC8: main (in /home/huangtingshieh/phonebook/phonebook_opt) ==3854== ==3854== LEAK SUMMARY: ==3854== definitely lost: 32 bytes in 1 blocks ==3854== indirectly lost: 11,196,736 bytes in 349,898 blocks ==3854== possibly lost: 0 bytes in 0 blocks ==3854== still reachable: 0 bytes in 0 blocks ==3854== suppressed: 0 bytes in 0 blocks ==3854== ==3854== For counts of detected and suppressed errors, rerun with: -v ==3854== Use --track-origins=yes to see where uninitialised values come from ==3854== ERROR SUMMARY: 7 errors from 7 contexts (suppressed: 0 from 0) ``` ##### 分析: total heap usage:程式配置新記憶體片段349906次但只釋放7次,且有11,196,768 bytes 留在 heap 上 #### 解決memory leak 原本 ```clike= if (pHead->pNext) free(pHead->pNext); free(pHead); ``` 修改(尚未十分理解此為參考寫法) [<0140454>](https://hackmd.io/s/Bkx3cYX6#reviewed-bt-finalallpass) ```clike= while(pHead->pNext) { entry *next = pHead->pNext; pHead->pNext = next->pNext; free(next); ``` 解決了大部份 memory leak ``` ==4014== HEAP SUMMARY: ==4014== in use at exit: 32 bytes in 1 blocks ==4014== total heap usage: 349,906 allocs, 349,905 frees, 11,207,152 bytes allocated ==4014== ==4014== 32 bytes in 1 blocks are definitely lost in loss record 1 of 1 ==4014== at 0x4C2DB8F: malloc (in /usr/lib/valgrind/vgpreload_memcheck-amd64-linux.so) ==4014== by 0x400A44: main (in /home/huangtingshieh/phonebook/phonebook_opt) ==4014== ==4014== LEAK SUMMARY: ==4014== definitely lost: 32 bytes in 1 blocks ==4014== indirectly lost: 0 bytes in 0 blocks ==4014== possibly lost: 0 bytes in 0 blocks ==4014== still reachable: 0 bytes in 0 blocks ==4014== suppressed: 0 bytes in 0 blocks ==4014== ==4014== For counts of detected and suppressed errors, rerun with: -v ==4014== Use --track-origins=yes to see where uninitialised values come from ==4014== ERROR SUMMARY: 7 errors from 7 contexts (suppressed: 0 from 0) ``` 效能也有改善一點 ![](https://i.imgur.com/skYWo9h.png) **reference** 網站資源: [淺談memory cache ](http://opass.logdown.com/posts/249025-discussion-on-memory-cache) 共筆閱讀: [Hsiang](https://hackmd.io/s/HylfV2FFe#2017q1-homework1-phonebook) [0140454](https://hackmd.io/EwMwhgDBDGBsYFoDsBGWAOBAWdSCsCAnCIQEYLAoRgAmApvHiAMylA==?view#) ## 效能分析(使用 hash function) #### 新增phonebook_hash.c ```clike= #include <stdio.h> #include <stdlib.h> #include <string.h> #include <ctype.h> #include "phonebook_hash.h" /* FILL YOUR OWN IMPLEMENTATION HERE! */ /* original version */ entry *findName(char lastName[], entry *pHead[]) { /* TODO: implement */ unsigned int key=BKDRHash(lastName)%3571; while (pHead[key] != NULL) { if (strcasecmp(lastName, pHead[key]->lastName) == 0){ printf("%15s is found\n",lastName); return pHead[key]; } pHead[key] = pHead[key]->pNext; } return NULL; } entry *append(char lastName[], entry *e[]) { unsigned int key=BKDRHash(lastName)%3571; /* allocate memory for the new entry and put lastName */ e[key]->pNext = (entry *) malloc(sizeof(entry)); e[key] = e[key]->pNext; strcpy(e[key]->lastName, lastName); e[key]->pNext = NULL; return e[key]; } unsigned int BKDRHash(char lastName[]) { unsigned int seed = 131; // 31 131 1313 13131 131313 etc.. unsigned int hash = 0; while (*lastName) { hash = hash * seed + (*lastName++); } return hash; } ``` #### 新增phonebook_hash.h ```clike= #ifndef _PHONEBOOK_H #define _PHONEBOOK_H #define MAX_LAST_NAME_SIZE 16 /* TODO: After modifying the original version, uncomment the following * line to set OPT properly */ #define HASH 1 typedef struct __PHONE_BOOK_DETAIL { char firstName[16]; char email[16]; char phone[10]; char cell[10]; char addr1[16]; char addr2[16]; char city[16]; char state[2]; char zip[5]; } phonebookdetail; typedef struct entry { char lastName[MAX_LAST_NAME_SIZE]; //__PHONE_BOOK_ENTRY phonebookdetail *detail; struct entry *pNext; } entry; entry *findName(char lastName[], entry *pHead[]); entry *append(char lastName[], entry *e[]); unsigned int BKDRHash(char lastname[]); #endif ``` #### 修改runtime.gp ```clike= reset set ylabel 'time(sec)' set style fill solid set title 'perfomance comparison' set term png enhanced font 'Verdana,10' set output 'runtime.png' plot [:][:0.150]'output.txt' using 2:xtic(1) with histogram title 'original', \ '' using ($0-0.06):($2+0.001):2 with labels title ' ', \ '' using 3:xtic(1) with histogram title 'optimized' , \ '' using 4:xtic(1) with histogram title 'hash' , \ '' using ($0+0.3):($3+0.0015):3 with labels title ' ', \ '' using ($0+0.4):($4+0.0015):4 with labels title ' ' ``` #### 修改main.c #### 修改calculate.c #### 修改Makefile #### 效能改進 ![](https://i.imgur.com/AScRR9x.png) ``` Performance counter stats for './phonebook_hash' (100 runs): 29,7280 cache-misses # 41.245 % of all cache refs ( +- 0.09% ) 72,0775 cache-references ( +- 0.11% ) 2,4553,5637 instructions # 1.51 insns per cycle ( +- 0.02% ) 1,6262,9456 cycles ( +- 0.07% ) 0.051042278 seconds time elapsed ( +- 0.61% ) ``` **reference** [hash function 觀念和實務](https://hackmd.io/s/HJln3jU_e#) [Hash Function](https://hackmd.io/OwIwTALAHGwCYFoDMA2AnGhEQGMUKigkTSgFMBWARioAYBDOFAM1qA==?view#hash-function) [為何hash seed 是131](https://www.zhihu.com/question/20507188) [哈希表之bkdrhash算法解析及扩展 ](http://blog.csdn.net/wanglx_/article/details/40400693) [Which hashing algorithm is best for uniqueness and speed?](http://softwareengineering.stackexchange.com/questions/49550/which-hashing-algorithm-is-best-for-uniqueness-and-speed) [各种字符串Hash函数比较](https://www.byvoid.com/zhs/blog/string-hash-compare) [非常重要:算法与数据结构,有HASH各種介紹](http://lib.csdn.net/datastructure/knowledge/817) 參考共筆: [Hsiang](https://hackmd.io/OwIwTALAHGwCYFoDMA2AnGhEQGMUKigkTSgFMBWARioAYBDOFAM1qA==?view) [changyuanhua](https:// "title") ## 未來工作 先閱讀共筆後,再進行更多實作 [陳品睿](https://embedded2016.hackpad.com/2016q1-Homework1-utBhpkDFVMh) [yenWu](https://hackmd.io/s/BkN1JNQp#2016q3-homework1-phonebook) [Hsiang ](https://hackmd.io/s/HylfV2FFe#2017q1-homework1-phonebook) [twzjwang](https://hackmd.io/s/HJsOjpYKl#2017q1-homework1-phonebook) [louielu](https://hackmd.io/CYJgZgHA7AnADAFgLQGMCmaCGSEGYCsyMARjPkgIwhS4gT4VwogJA===?view#2016q3-homework1-phonebook) [0140454](https://hackmd.io/EwMwhgDBDGBsYFoDsBGWAOBAWdSCsCAnCIQEYLAoRgAmApvHiAMylA==?view#) [Weinux](https://hackmd.io/s/SJOifEKte#2017q1-homework1-phonebook) [hugikun999](https://hackmd.io/AwFgJgHATAxgpsAtMARgVgIyJAZhBRFAThzkQHY0w0AzMANhChBjCA==?view#2017q1-homework1-phonebook) [ktvexe](https://hackmd.io/MYZgnCwGbALAtGArCADPWAjAhgRnpgOwAmY8UAbMJqsLgBxb2ZA=#2017q1-homework1-phonebook) [0xff07](https://hackmd.io/s/SkpIRTvKe#) [jeff60907](https://hackmd.io/s/HyA9r6CYx#2017q1-homework1-phonebook) ## 同步 Github fork 出来的分支 **step1** 先登入 github,對要 fork 的專案按下右上角的 fork ![](https://i.imgur.com/BHjQZm5.png) **step2** 打開 terminal,打上`$ git clone 剛剛fork的URL` `$ git clone https://github.com/bananahuang/phonebook.git` **step3** `$ git remote -v `羅列遠端主機並顯示網址 ``` origin https://github.com/bananahuang/phonebook.git (fetch) origin https://github.com/bananahuang/phonebook.git (push) ``` **step4** 顯示當前狀態 `$git status` 顯示 ``` On branch master Your branch is up-to-date with 'origin/master'. Changes not staged for commit: (use "git add <file>..." to update what will be committed) (use "git checkout -- <file>..." to discard changes in working directory) modified: phonebook_opt.c modified: phonebook_opt.h no changes added to commit (use "git add" and/or "git commit -a") ``` **step5** `$ git add phonebook_opt.c` `$ git add phonebook_opt.h` 顯示 ``` On branch master Your branch is up-to-date with 'origin/master'. Changes to be committed: (use "git reset HEAD <file>..." to unstage) modified: phonebook_opt.c modified: phonebook_opt.h ``` **step6** `$ git commit`(local workspace)會觸發 git hooks astyle, cppcheck test 是自己的註解,要打上做了什麼修改,打錯了可以用`$git commit --amend`修正 最後註解會上傳github [How to Write a Git Commit Message](https://chris.beams.io/posts/git-commit/) ``` # Please enter the commit message for your changes. Lines starting # with '#' will be ignored, and an empty message aborts the commit. # On branch master # Your branch is up-to-date with 'origin/master'. # # Changes to be committed: # modified: Makefile # modified: math-toolkit.h # # Untracked files: # out.jpg # output.jpg # output.png # ``` ``` [master 8f2853d] test 2 files changed, 25 insertions(+), 5 deletions(-) ``` **step7** `$ git status` 顯示 ``` On branch master Your branch is ahead of 'origin/master' by 1 commit. (use "git push" to publish your local commits) nothing to commit, working directory clean ``` **step8** 上傳到遠端儲存庫 `$ git push` 顯示 ``` Username for 'https://github.com': brennenhuang Password for 'https://brennenhuang@github.com': Counting objects: 4, done. Delta compression using up to 4 threads. Compressing objects: 100% (4/4), done. Writing objects: 100% (4/4), 760 bytes | 0 bytes/s, done. Total 4 (delta 2), reused 0 (delta 0) remote: Resolving deltas: 100% (2/2), completed with 2 local objects. To https://github.com/bananahuang/phonebook.git 88e1942..8f2853d master -> master ``` **reference** [ssh key](https://git-scm.com/book/zh-tw/v1/%E4%BC%BA%E6%9C%8D%E5%99%A8%E4%B8%8A%E7%9A%84-Git-%E7%94%9F%E6%88%90-SSH-%E5%85%AC%E9%96%8B%E9%87%91%E9%91%B0) [ssh key 觀念](http://dannysun-unknown.blogspot.tw/2016/08/git-ssh-keygen-github.html) [30 天精通 Git 版本控管](https://github.com/doggy8088/Learn-Git-in-30-days/blob/master/zh-tw/README.md) [10分鐘掌握Git常用命令,做一名有知識的程式設計師](https://kknews.cc/zh-tw/other/5lgy26.html) [Git 教學(1) : Git 的基本使用](http://gogojimmy.net/2012/01/17/how-to-use-git-1-git-basic/) [介绍如何使用git及gitlab](https://github.com/kanlidy/LearmGit/blob/master/README.md) [Git](https://zlargon.gitbooks.io/git-tutorial/content/) [Git遠程操作詳解](https://read01.com/BEDyKG.html) [gnuplot](https://hackmd.io/IwQwzApgTFBGEFoCsAGYAOBAWA7DxsYSmEwScWISVsAJkA==#) [How to use makefile](https://hackmd.io/CYDgZgjArCAMDGBaA7AIwGysQFhAJm0QE4iR0cwBmPdWbePMZKIA#) [etc276](https://hackmd.io/s/H12bIgQ5e) [如果再github建立一個空的resp,那麼再本地端要直接上傳檔案的話,用這個](http://stackoverflow.com/questions/4181861/src-refspec-master-does-not-match-any-when-pushing-commits-in-git) ## [code review] ### coding skill: while()? if(...==NULL)=>if(!...) strcmp意義比較字串後是回傳>0=0<0可能是把ascII相減 ### other malloc可能配置不到記憶體位置要小心(可用man malloc去看) c/C++已經大不同 hash function 有六種 數學意義?? =>加速資料查詢的速度? http://blog.xuite.net/yh96301/blog/242333268-%E5%AE%89%E8%A3%9DUbuntu+16.04 http://marktwtn.blogspot.tw/2014/05/diy-win8-ubuntu.html CPU cache miss wiki **思維提升**:![](https://i.imgur.com/p5NR8MR.jpg) 反藍標示 可以變成orig hash bst全都標示在main.c變成一個struct

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