From 7afa47c198826e5435f014e365cede83c515224d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=BE=90=E6=99=97=E5=8D=9A?= Date: Fri, 12 Jul 2024 18:56:28 +0800 Subject: [PATCH] =?UTF-8?q?=E5=A2=9E=E5=8A=A0=E6=B5=8B=E8=AF=95=E4=B8=8E?= =?UTF-8?q?=E6=95=B0=E6=8D=AE=E5=85=B3=E8=81=94=E6=96=87=E6=A1=A3?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .../docs/images/1720660193068.png | Bin 0 -> 112792 bytes .../docs/images/1720683501899.png | Bin 0 -> 110710 bytes .../docs/images/1720692895341.png | Bin 0 -> 60766 bytes .../docs/images/1720693018279.png | Bin 0 -> 63517 bytes .../docs/images/1720693526887.png | Bin 0 -> 66032 bytes .../docs/images/1720693579439.png | Bin 0 -> 65217 bytes .../docs/images/1720693616700.png | Bin 0 -> 59366 bytes .../docs/images/1720694420680.png | Bin 0 -> 95346 bytes .../docs/images/1720696786685.png | Bin 0 -> 72100 bytes ...60\346\215\256\345\205\263\350\201\224.md" | 343 ++++++++++++++++++ 10 files changed, 343 insertions(+) create mode 100644 eBPF_Supermarket/CPU_Subsystem/eBPF_proc_image/docs/images/1720660193068.png create mode 100644 eBPF_Supermarket/CPU_Subsystem/eBPF_proc_image/docs/images/1720683501899.png create mode 100644 eBPF_Supermarket/CPU_Subsystem/eBPF_proc_image/docs/images/1720692895341.png create mode 100644 eBPF_Supermarket/CPU_Subsystem/eBPF_proc_image/docs/images/1720693018279.png create mode 100644 eBPF_Supermarket/CPU_Subsystem/eBPF_proc_image/docs/images/1720693526887.png create mode 100644 eBPF_Supermarket/CPU_Subsystem/eBPF_proc_image/docs/images/1720693579439.png create mode 100644 eBPF_Supermarket/CPU_Subsystem/eBPF_proc_image/docs/images/1720693616700.png create mode 100644 eBPF_Supermarket/CPU_Subsystem/eBPF_proc_image/docs/images/1720694420680.png create mode 100644 eBPF_Supermarket/CPU_Subsystem/eBPF_proc_image/docs/images/1720696786685.png create mode 100644 "eBPF_Supermarket/CPU_Subsystem/eBPF_proc_image/docs/\346\265\213\350\257\225\344\270\216\346\225\260\346\215\256\345\205\263\350\201\224.md" diff --git a/eBPF_Supermarket/CPU_Subsystem/eBPF_proc_image/docs/images/1720660193068.png b/eBPF_Supermarket/CPU_Subsystem/eBPF_proc_image/docs/images/1720660193068.png new file mode 100644 index 0000000000000000000000000000000000000000..0544a55d5500d5baddf6e02118ca3fd3f2834b92 GIT binary patch literal 112792 zcmZU4byS=^(>E2M6fII5+T!kRrMSDh7cVZ0w74$ruoQRb;_gy(afdDLy0AEW^uFKs zdCq&je{!yqE6GeIlgVT&}F2>RS^)7d=L;`y?%rAT$98eIf8)j z0YOGwRNXW4aK*zDR|CIu4LXv15kz^R{AE{zKO(p=H-Pp-0BuCX{MIXg1Y=l$=>U+l z1Rih!yuiructe$+!o&e3&j@<$p0F|+Vx9sMh6u{ITkb43S-G4iC^rBlJ23N4*|*v})h z7M0Qit_~SbOy7{p7DJ`Sr2ac_M2{ksNnXMx$QOsEBEH@HSOLXNZ^IorUmPlgn2QS`7UPgQk_ZgF~66LIG~njR{l##+$#b0?k_XfVY#%g zgM)t-BW0J%vC$TXe2Ai^Xwq5OO*b_6`_S(!J0~Y-g*ts3+l+bNd_@V|R5oo=|8cIr zedn5Um28`3t2z13JI^Ixe%0K=31ho1a5 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zDlG)lmi4DIu;ovpZ~Dtxi?osN{$pX-3I><3Zp9^2i)H_>Osk55x_r%R^RNFO!A4x* literal 0 HcmV?d00001 diff --git "a/eBPF_Supermarket/CPU_Subsystem/eBPF_proc_image/docs/\346\265\213\350\257\225\344\270\216\346\225\260\346\215\256\345\205\263\350\201\224.md" "b/eBPF_Supermarket/CPU_Subsystem/eBPF_proc_image/docs/\346\265\213\350\257\225\344\270\216\346\225\260\346\215\256\345\205\263\350\201\224.md" new file mode 100644 index 000000000..f65bd664f --- /dev/null +++ "b/eBPF_Supermarket/CPU_Subsystem/eBPF_proc_image/docs/\346\265\213\350\257\225\344\270\216\346\225\260\346\215\256\345\205\263\350\201\224.md" @@ -0,0 +1,343 @@ +# 数据真实性测试 + +本次测试工作主要包括: + +* 针对进程画像的每个功能,涉及测试用例,在逻辑上验证ebpf程序的正确性; +* 学习使用LTTng工具,通过该工具实现相同或相似功能,将测试用例在使用在LTTng工具上,验证进程画像相应工具数据的正确性; +* 学习使用trace compass可视化性能分析工具,将LTTng监测出的数据放在trace compass上查看进程流程,并根据LTTng工具提供的技术文档来梳理不同数据见的关系; +* 输出数据关联性文档; + +## 0.准备工作: + +学习使用LTTng 来监测数据; + +学习将LTTng生成的文件在compass上跑出来,并分析; + +### 0.1.LTTng学习使用: + +[linux下 LTTng使用详细说明_no package 'liburcu' found-CSDN博客](https://blog.csdn.net/mao_hui_fei/article/details/120654095) + +```c +lttng create my-session +lttng enable-event --kernel sched_switch +lttng add-context --kernel --type pid --type tid +lttng track --kernel --pid +lttng track --kernel --tid +lttng start +# 运行你想监控的进程或线程 +lttng stop +lttng view +lttng destroy +``` + +### 0.2.trace compass + +[Trace Compass User Guide - LTTng Kernel Analysis (eclipse.org)](https://archive.eclipse.org/tracecompass/doc/stable/org.eclipse.tracecompass.doc.user/LTTng-Kernel-Analysis.html#Control_Flow_View) + +![1720660193068](./images/1720660193068.png) + +## 1.keytime_image + +keytime_image 是一个用于捕获进程关键时间点的工具,聚焦于进程何时创建(fork,vfork, pthread_create),何时上CPU,何时下CPU,何时执行execve等。通过ebpf技术将其挂载固定的挂载点上,并在进程发生以上几种行为时进行数据收集,并对数据进行处理,可以通过数据描绘出进程在关键时间点上的行为; + +本次测试以及数据关联工作分为三部分: + +* keytime_image工具逻辑正确性的测试; +* keytime_image工具数据正确性的测试; +* keytime_image工具数据的关联关系,以及原理梳理; + +### 1.1 测试用例 test_keytime + +为了完成以上三步测试与数据关联工作,需要涉及一个测试用例,使用该测试用例可以测试keytime_image工具的逻辑正确性,并通过和lttng工具测试的结果进行对比,判断keytime_image数据正确性; + +#### 1.1.1 测试用例设计思路 + +测试用例主要目的是为了模拟一个进程的一组行为,包括keytime_image所检测的关键时间点,从而查看keytime_image在进程行为观测上是否正确无误; + +测试用例主要思路 + +* 对测试用例进程进行cpu绑核,提高优先级,保证当前cpu仅运行一个或一组进程; +* 分别通过fork,vfork创建新进程; +* 通过pthread_create创建3个不同的线程,并将三个线程绑核,保证整个线程组在同一个cpu上运行; + * 线程1:执行cpu密集型任务; + * 线程2:执行mem密集型任务; + * 线程3:执行io密集型任务; + * 注意:这三个线程会存在抢占cpu现象,这是由于三者的优先级一致; +* 通过sleep(3),让当前进程从绑定的cpu上下来,当睡眠结束,进程则会上cpu; +* 通过execve();,让测试程序执行指定的操作,方便测试keytime_image能否监测到进程执行execve; +* 如果execve()执行失败,则执行exit来终止进程; + +### 1.1.2 测试脚本: + +在通过测试用例对keytime_image工具进行逻辑正确性的验证之后,需要验证keytime_image工具采集到的数据是否是可靠的; + +这里通过一个测试脚本实现keytime_image工具和lttng同时监测测试用例的数据,并将数据导出; + +### 1.2 结果分析: + +通过测试用例和测试脚本,对keytime_image工具的逻辑正确性和数据正确性进行了评估,本小节将针对输出的数据进行正确性检测; + +#### 1.2.1.逻辑正确性: + +通过脚本,可以获取到keytime_image监测测试用例进程的全过程;以下是输出的数据: + +```shell +KEYTIME ------------------------------------------------------------------------------------------------- +TIME PID EVENT ARGS/RET/OTHERS +14:46:20 125532 onCPU oncpu_time:50032701454776 +14:46:20 125532 offCPU offcpu_time:50032701499005 +14:46:22 125532 onCPU oncpu_time:50035264147470 +14:46:22 125532 forkP_enter child_pid:127606 +14:46:22 125532 offCPU offcpu_time:50035264461066 +14:46:24 125532 forkP_exit child_pid:127606 +14:46:24 125532 onCPU oncpu_time:50037265018542 +14:46:24 125532 offCPU offcpu_time:50037265183095 +14:46:24 125532 vforkP_enter child_pid:128805 +14:46:26 125532 vforkP_exit child_pid:128805 +14:46:26 125532 onCPU oncpu_time:50039273327870 +14:46:26 125532 createT_enter child_pid:129392 +14:46:26 125532 createT_enter child_pid:129393 +14:46:26 125532 createT_enter child_pid:129394 +14:46:26 125532 offCPU offcpu_time:50039273813650 +14:46:29 125532 createT_exit child_pid:129393 +14:46:29 125532 createT_exit child_pid:129392 +14:46:29 125532 onCPU oncpu_time:50042307545368 +14:46:29 125532 offCPU offcpu_time:50042307567649 +14:46:29 125532 onCPU oncpu_time:50042411845305 +14:46:29 125532 offCPU offcpu_time:50042411869110 +14:46:29 125532 createT_exit child_pid:129394 +14:46:29 125532 onCPU oncpu_time:50042412175342 +14:46:29 125532 offCPU offcpu_time:50042412370717 +14:46:32 125532 onCPU oncpu_time:50045412482772 +14:46:32 125532 exec_enter /bin/ls -l +14:46:32 125532 offCPU offcpu_time:50045412900824 +14:46:32 125532 onCPU oncpu_time:50045413164136 +14:46:32 125532 offCPU offcpu_time:50045413644970 +14:46:32 125532 onCPU oncpu_time:50045414001685 +14:46:32 125532 exec_exit 0 +14:46:32 125532 exit 0 +14:46:32 125532 offCPU offcpu_time:50045415933416 + +``` + +结合测试用例在执行特定操作时的时间节点输出,可以验证在特定时间点,keytime_image是否正确捕获测试进程的该行为: + +```shell +#PID125532绑定CPU4:√ +#PID125532 被绑定在以下cpu上: 4 +test_proc进程的TGID:125532 PID:125532 CPU_id:4 +输入任意数字继续程序的运行: +程序开始执行... + +KEYTIME_TEST----------------------------------------------- + +fork逻辑------------------------: +fork开始时间2024-07-11 14:46:22 +(fork)子进程pid:127606,睡眠2s后退出 +fork结束时间2024-07-11 14:46:24 +(fork)pid为127606的子进程退出 + +输入任意数字开始测试vfork:vfork逻辑------------------------: +vfork开始时间2024-07-11 14:46:24 +(vfork)子进程pid:128805,睡眠2s后退出 +vfork退出时间2024-07-11 14:46:26 +(vfork)pid为128805的子进程退出 + +输入任意数字开始测试 pthread_create:pthread_create逻辑------------------------: +pthread_create开始时间2024-07-11 14:46:26 + + #3.PID:129394 TGID:125532 + #PID129394绑定CPU4:√ + #PID129394 被绑定在以下cpu上: 4 + #IO密集型 + + #2.PID:129393 TGID:125532 + #PID129393绑定CPU4:√ + #PID129393 被绑定在以下cpu上: 4 + #MEM 密集型 + + #1.PID:129392 TGID:125532 + #PID129392绑定CPU4:√ + #PID129392 被绑定在以下cpu上: 4 + #CPU密集型 + #129393退出 + #129392退出 + #129394退出 +pthread_create结束时间2024-07-11 14:46:29 + +输入任意数字开始测试 上下cpu:进程上下CPU逻辑------------------------: +CPU sleep 开始时间2024-07-11 14:46:29 +CPU sleep 结束时间2024-07-11 14:46:32 +程序睡眠3s! + +输入任意数字开始测试 execve:execve开始时间2024-07-11 14:46:32 +execve逻辑------------------------: +total 60 +-rw-rw-r-- 1 xhb xhb 194 Jul 9 10:51 Makefile +drwxrwxr-x 5 xhb xhb 4096 Jul 11 14:46 ebpf +-rwxr-xr-x 1 xhb xhb 995 Jul 10 23:10 ebpf_test.sh +drwxrwx--- 18 xhb xhb 4096 Jul 11 14:46 lttng-traces +-rwxr-xr-x 1 xhb xhb 1913 Jul 10 23:02 test_keytime.sh +-rwxr-xr-x 1 root root 26256 Jul 11 04:43 test_proc_image +-rw-rw-r-- 1 xhb xhb 9493 Jul 11 04:45 test_proc_image.c +``` + +![1720683501899](./images/1720683501899.png) + +通过对比测试用例关键点的时间和行为,与keytime_image关键点的时间完全一致,且keytime_image可以观测到进程执行cpu、mem、io等行为;至此我们可以得出结论,keytime_image逻辑正确,功能可用; + +#### 1.2.2 数据正确性 + +通过将keytime_image获取的数据同lttng作对比,便可得到 进程的整体行为是否正确,数据获取是否正确,描述该行为需要哪些数据进行关联; + +这里通过多次测试(包括但不限于指定某一进程进行数据采集,指定某一个线程组进行数据采集,不指定固定进程或线程采集全部数据信息),均证明可以证明keytime_image获取到的数据是真实可靠且可以描绘进程关键时间点行为的。原始数据在这里: + +keytime_image测出的数据:[keytime_image测试数据详细](../data/output.log) + +lttng 测出的数据: +- [lttng 测试数据表](../data/keytime_test_data.csv) +- [lttng 测试数据详细](../data/trace_data.txt) + +### 1.3.关键数据点的关联关系 + +通过lttng检测到的数据以及在trace compass上可以看到进程的行为跟踪图,我们这里可以根据lttng所提供的关键数据点指导进程行为分析,从而将这些数据关联到一起。本小节将找到这些关键数据点,并依据内核中的香相关原理来指导进程行为分析。 + +keytime_image关注点在一个进程或线程,我们以125532进程为例,分析keytime_image观测到该进程的具体行为,该进程的行为众多,这里值分析典型行为:创建进程,上下cpu,执行execve,以及进程退出: + +#### 1.3.1 创建进程: + +由于lttng关于进程创建的跟踪点为 sched_process_fork 只能识别进程创建了子进程,不能识别到通过什么方式创建的,而keytime_image可以通过uprobe和uretpobe识别到时是fork、vfork还是pythreat_create创建的子进程或线程; + +##### 1.3.1.1 fork + +**【22:811111842】** + +- 行为:主体进程125532,fork出子进程127606 + +- 数据点:父进程的信息,子进程的信息; + + * parent_comm = "test_proc_image", parent_tid = 125532, parent_pid = 125532; + + * child_comm = "test_proc_image", child_tid = 127606,child_pid = 127606; + * cpu_id = 4; + +- 原理:lttng的挂载点在sched_process_fork上,记录了父进程的信息,子进程的信息,以及在哪个cpu上进行的fork;而我们的keytime_image则将挂载点放在了用户态fork上,可以看到父进程fork开始和fork结束的时间;这一点相较于lttng关注到了用户态,更细节; + +![1720693018279](./images/1720693018279.png) + +##### 1.3.1.2 vfork + +**【24:811853001】** + +- 行为:主体进程125532 vfork 出子进程128805; + +- 数据点:父进程的信息,子进程的信息; + + - prev_comm = "test_proc_image", prev_tid = 125532,prev_prio = 20, prev_state = 1; + + - next_comm = "test_proc_image", next_tid = 127606, next_prio = 20; + +- 原理:lttng的挂载点在sched_process_fork上,记录了父进程的信息,子进程的信息,以及在哪个cpu上进行的fork;而我们的keytime_image则将挂载点放在了用户态vfork上,可以看到父进程vfork开始和fork结束的时间;并且可以知道父进程是如何创建了子进程,这一点相较于lttng关注到了用户态,更细节; + +![1720692895341](./images/1720692895341.png) + +##### 1.3.1.3 pthread_create + +**【26:820321972】** + +- 行为:主体进程125532创建线程129392, +- 数据点:父进程的信息,子进程的信息; + * parent_comm = "test_proc_image", parent_tid = 125532, parent_pid = 125532; + * child_comm = "test_proc_image", child_tid = 129392,child_pid = 125532 +- 原理:lttng的挂载点在sched_process_fork上,记录了父进程的信息,子进程的信息,以及在哪个cpu上进行的fork;而我们的keytime_image则将挂载点放在了用户态上pthread_create,可以看到父进程pthread_create开始和fork结束的时间;并且可以知道父进程是如何创建了子进程,这一点相较于lttng关注到了用户态,更细节; + +![1720693526887](./images/1720693526887.png) + +![1720693579439](./images/1720693579439.png) + +![1720693616700](./images/1720693616700.png) + + + +#### 1.3.2 上下CPU: + +上下CPU是CPU调度时产生的进程行为,由于不同的调度策略会使不同的进程上下CPU,一般进程上下CPU是在linux内核函数中的`__schedule()`中实现的,具体是通过`__schedule()–>pick_next_task()`选择下一个要上CPU的进程,`__schedule()–>context_switch()`进行上下文切换,完成进程上下CPU操作; + +keytime_image和lttng都关注到`__schedule()`中的一个静态挂载点:`sched_switch`,此时cpu知道了哪个进程下cpu,哪个进程上cpu,故而该关键点处的数据便可以描绘出进程上下cpu的行为; + +![1720694420680](./images/1720694420680.png) + +测试用例中涉及到了很多上下CPU的情况,此处将分析主体进程创建的三个线程129392,129393,129394三者之间在CPU4上的切换情况。 + +![1720696786685](./images/1720696786685.png) + +**【26:820503574】** + +- 行为:主体进程125532让出cpu,子进程 129394上CPU; +- 数据点:上CPU进程信息,下CPU进程信息; + - prev_comm = "test_proc_image", prev_tid = 125532, prev_prio = 20, prev_state = 1,; + - next_comm = "test_proc_image", next_tid = 129394, next_prio = 20; +- 原理:挂载点在sched_switch上,记录了进程在cpu上切换的数据,哪个进程下cpu,哪个进程上cpu; + +**【26:823397729】** + +- 行为:线程129394让出cpu,子进程 129393上CPU; +- 数据点:上CPU进程信息,下CPU进程信息; + - prev_comm = "test_proc_image", prev_tid = 129394, prev_prio = 20, prev_state = 2; + - next_comm = "test_proc_image", next_tid = 129393, next_prio = 20; +- 原理:挂载点在sched_switch上,记录了进程在cpu上切换的数据,哪个进程下cpu,哪个进程上cpu; + +**【26:826032494】** + +- 行为:线程129393让出cpu,子进程 129394上CPU; +- 数据点:上CPU进程信息,下CPU进程信息; + - prev_comm = "test_proc_image", prev_tid = 129393, prev_prio = 20, prev_state = 1; + - next_comm = "test_proc_image", next_tid = 129394, next_prio = 20 ; +- 原理:挂载点在sched_switch上,记录了进程在cpu上切换的数据,哪个进程下cpu,哪个进程上cpu; + +**【26:826933280】** + +- 行为:线程129394让出cpu,线程 111470上CPU; +- 数据点:上CPU进程信息,下CPU进程信息; + - prev_comm = "test_proc_image", prev_tid = 129394, prev_prio = 20, prev_state = 256; + - next_comm = "kworker/4:1", next_tid = 111470, next_prio = 20; +- 原理:挂载点在sched_switch上,记录了进程在cpu上切换的数据,哪个进程下cpu,哪个进程上cpu; + +**【26:835640901】** + +- 行为:线程129394让出cpu,线程129392上CPU; +- 数据点:上CPU进程信息,下CPU进程信息; + - prev_comm = "test_proc_image", prev_tid = 129394, prev_prio = 20, prev_state = 2; + - next_comm = "test_proc_image", next_tid = 129392, next_prio = 20 +- 原理:挂载点在sched_switch上,记录了进程在cpu上切换的数据,哪个进程下cpu,哪个进程上cpu; + +通过以上数据就可将keytime_image工具所监测到的数据所描述的进程行为描述出来,做到上下CPU这个行为的数据关联; + + + +#### 1.3.3 execve执行: + +execve是进程所执行的一个程序,它是进程的一种行为,会替换当前进程的地址空间,并加载并执行一个新的程序,这里`execve` 不创建新进程,而是替换当前进程。 + +keytime_image工具通过挂载点sys_enter_execve、sys_exit_execve对进程execve行为进行监测,而lttng通过sched_process_exec实现相同的数据监测。 + +**【32:960747436】** + +- 行为:线程 125532,执性程序/bin/ls; +- 数据点:哪个进程/线程在执行,执行的命令,下CPU进程信息; + - filename = "/bin/ls", tid = 125532, old_tid = 125532; + +* 原理:挂载点在sched_process_exec,或sys_enter_execve、sys_exit_execve上,用户态进程执行execve时会通过系统调用在内核中进行相关操作,通过sys_enter_execve、sys_exit_execve便可以获取到用户态进程执行的execve信息; + +#### 1.3.4 exit 执行: + +exit可以用于终止进程, 会导致当前进程的执行终止,并返回一个退出状态码给操作系统;同execve一样,exit会通过系统调用到内核中实现终止进程的操作;所以我们在sys_enter_exit、sys_enter_exit_group两处进行插装,获取到关于进程退出时的相关数据,这里主要是进程退出时间的统计; + +**【32:962637158】** + +- 行为:进程 125532, 退出; +- 数据点:哪个进程/线程,在什么时间点退出; + - pid : 125532 exit ret :0; + +- 原理:挂载点在sys_enter_exit、sys_enter_exit_group上,用户态进程执行exit时会通过系统调用在内核中进行相关操作,通过sys_enter_exit、sys_enter_exit_group便可以获取到用户态进程终止时的信息; +