From 9446d923d45daa771462bb2710a1e7fc39443e39 Mon Sep 17 00:00:00 2001
From: Keno Fischer <keno@juliacomputing.com>
Date: Wed, 23 Sep 2020 23:56:20 -0400
Subject: [PATCH 1/4] Add blogpost about the rr memory debugging saga

---
 .../blog/2020-09-23-rr-memory/faulty-mem.jpg  |  Bin 0 -> 191675 bytes
 .../blog/2020-09-23-rr-memory/rr-meme.jpeg    |  Bin 0 -> 72451 bytes
 .../blog/2020-09-23-rr-memory/rrmemory.cast   | 7746 +++++++++++++++++
 blog/2020/09/rr-memory-magic.md               |  503 ++
 4 files changed, 8249 insertions(+)
 create mode 100644 _assets/blog/2020-09-23-rr-memory/faulty-mem.jpg
 create mode 100644 _assets/blog/2020-09-23-rr-memory/rr-meme.jpeg
 create mode 100644 _assets/blog/2020-09-23-rr-memory/rrmemory.cast
 create mode 100644 blog/2020/09/rr-memory-magic.md

diff --git a/_assets/blog/2020-09-23-rr-memory/faulty-mem.jpg b/_assets/blog/2020-09-23-rr-memory/faulty-mem.jpg
new file mode 100644
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diff --git a/_assets/blog/2020-09-23-rr-memory/rrmemory.cast b/_assets/blog/2020-09-23-rr-memory/rrmemory.cast
new file mode 100644
index 0000000000..69786b301f
--- /dev/null
+++ b/_assets/blog/2020-09-23-rr-memory/rrmemory.cast
@@ -0,0 +1,7746 @@
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+[221.673954, "o", "\r\n"]
+[221.729692, "o", "Episode: "]
+[221.729839, "o", "2574"]
+[221.730177, "o", "\r\n"]
+[221.815633, "o", "Episode: "]
+[221.81578, "o", "2575"]
+[221.816121, "o", "\r\n"]
+[221.90632, "o", "Episode: "]
+[221.906467, "o", "2576"]
+[221.906804, "o", "\r\n"]
+[221.979067, "o", "Episode: "]
+[221.979233, "o", "2577"]
+[221.979568, "o", "\r\n"]
+[222.025557, "o", "Episode: "]
+[222.025692, "o", "2578"]
+[222.02603, "o", "\r\n"]
+[222.072534, "o", "Episode: "]
+[222.072678, "o", "2579"]
+[222.073015, "o", "\r\n"]
+[222.158479, "o", "Episode: "]
+[222.158783, "o", "2580"]
+[222.158978, "o", "\r\n"]
+[222.203245, "o", "Episode: "]
+[222.203548, "o", "2581"]
+[222.203743, "o", "\r\n"]
+[222.256763, "o", "Episode: "]
+[222.256908, "o", "2582"]
+[222.257245, "o", "\r\n"]
+[222.392429, "o", "Episode: "]
+[222.392745, "o", "2583"]
+[222.392919, "o", "\r\n"]
+[222.506421, "o", "Episode: "]
+[222.506568, "o", "2584"]
+[222.50692, "o", "\r\n"]
+[222.551616, "o", "Episode: "]
+[222.551752, "o", "2585"]
+[222.551979, "o", "\r\n"]
+[222.596673, "o", "Episode: "]
+[222.596817, "o", "2586"]
+[222.597156, "o", "\r\n"]
+[222.641297, "o", "Episode: "]
+[222.641441, "o", "2587"]
+[222.641783, "o", "\r\n"]
+[222.72641, "o", "Episode: "]
+[222.726557, "o", "2588"]
+[222.726893, "o", "\r\n"]
+[222.77133, "o", "Episode: "]
+[222.771633, "o", "2589"]
+[222.771817, "o", "\r\n"]
+[222.815797, "o", "Episode: "]
+[222.815937, "o", "2590"]
+[222.816259, "o", "\r\n"]
+[222.860488, "o", "Episode: "]
+[222.860633, "o", "2591"]
+[222.860974, "o", "\r\n"]
+[222.978344, "o", "Episode: "]
+[222.97865, "o", "2592"]
+[222.978842, "o", "\r\n"]
+[223.064576, "o", "Episode: "]
+[223.064722, "o", "2593"]
+[223.065061, "o", "\r\n"]
+[223.109666, "o", "Episode: "]
+[223.109811, "o", "2594"]
+[223.110153, "o", "\r\n"]
+[223.169503, "o", "Episode: "]
+[223.169809, "o", "2595"]
+[223.170001, "o", "\r\n"]
+[223.215889, "o", "Episode: "]
+[223.216028, "o", "2596"]
+[223.216346, "o", "\r\n"]
+[223.261716, "o", "Episode: "]
+[223.26202, "o", "2597"]
+[223.262212, "o", "\r\n"]
+[223.360245, "o", "Episode: "]
+[223.360392, "o", "2598"]
+[223.360733, "o", "\r\n"]
+[223.405307, "o", "Episode: "]
+[223.40545, "o", "2599"]
+[223.405788, "o", "\r\n"]
+[223.52255, "o", "Episode: "]
+[223.522698, "o", "2600"]
+[223.52304, "o", "\r\n"]
+[223.568186, "o", "Episode: "]
+[223.568331, "o", "2601"]
+[223.568673, "o", "\r\n"]
+[223.613313, "o", "Episode: "]
+[223.613459, "o", "2602"]
+[223.613791, "o", "\r\n"]
+[223.657913, "o", "Episode: "]
+[223.658056, "o", "2603"]
+[223.658399, "o", "\r\n"]
+[223.743199, "o", "Episode: "]
+[223.743342, "o", "2604"]
+[223.743677, "o", "\r\n"]
+[223.788993, "o", "Episode: "]
+[223.789294, "o", "2605"]
+[223.789483, "o", "\r\n"]
+[223.881202, "o", "[FATAL /home/keno/rr/src/ReplaySession.cc:636:check_pending_sig()] \r\n (task 17107 (rec:7760) at time 51911)\r\n -> Assertion `false' failed to hold. Replaying `SIGNAL: SIGSEGV(det)': expecting tracee signal or trap, but instead at `write' (ticks: 144040993972)\r\nTail of trace dump:\r\n[snip]\r\n"]
+[224.168239, "o", "  { syscall:'clock_gettime', ret:0x0, size:0x20 }\r\n}\r\n{\r\n  real_time:38257.585221 global_time:51911, event:`SIGNAL: SIGSEGV(det)' tid:7760, ticks:143998759917\r\nrax:0x436487c0 rbx:0x7f0490b74330 rcx:0xb479 rdx:0x435f2dc8 rsi:0x435f2dc0 rdi:0x435f2dc0 rbp:0x7fff6ca71250 rsp:0x7fff6ca71230 r8:0x1 r9:0x7f0490b74330 r10:0x1007f0490b784d0 r11:0x4364d190 r12:"]
+[224.168352, "o", "0x0 r13:0x7f0490b88c70 r14:0x7f047daf36d0 r15:0xb479 rip:0x7f049e2ba8e3 eflags:0x10287 cs:0x33 ss:0x2b ds:0x0 es:0x0 fs:0x0 gs:0x0 orig_rax:0xffffffffffffffff fs_base:0x7f0499f49240 gs_base:0x0\r\n}\r\n{\r\n  real_time:38257.585223 global_time:51912, event:`SYSCALLBUF_RESET' tid:7760, ticks:143998759917\r\n}\r\n"]
\ No newline at end of file
diff --git a/blog/2020/09/rr-memory-magic.md b/blog/2020/09/rr-memory-magic.md
new file mode 100644
index 0000000000..7fee1a829a
--- /dev/null
+++ b/blog/2020/09/rr-memory-magic.md
@@ -0,0 +1,503 @@
+@def authors = "Keno Fischer"
+@def published = "23 September 2020"
+@def title = "Remotely Debugging Faulty Memory - an rr case study"
+@def rss_pubdate = Date(2020, 5, 2)
+@def rss = """Since the release of Julia 1.5 we've gotten lots of rr traces. This tells the story of a particularly interesting one."""
+
+~~~
+  <link rel="stylesheet" type="text/css" href="/assets/blog/2020-05-02-rr/asciinema-player.css" />
+  <script src="/assets/blog/2020-05-02-rr/asciinema-player.js"></script>
+~~~
+
+A [few months ago](../05/rr) on this blog, I introduced a new Julia feature that lets users easily submit rr traces along with their bug reports (please go read that post if you haven't, otherwise the rest of this post may not make much sense). Since Julia 1.5 was officially released a little over a month ago, more than a dozen users
+have made use of this capability to send us detailed bug reports. So far, everything went to plan.
+
+~~~
+<center>
+<img id="meme" src="/assets/blog/2020-09-23-rr-memory/rr-meme.jpeg"/>
+</center><br/>
+~~~
+
+In this post I want to tell the story of issue [#37524](https://github.com/JuliaLang/julia/issues/37524), the most unusual of the several rr traces we received. As spoiled in the title of this blog post, the eventual issue turned
+out to be faulty memory. However, by popular demand, and to dispel any rumors of the use of black magic, I thought
+it might be worth stepping through the analysis of this issue step by step.
+
+When debugging an rr trace, the first thing to do is usually to just replay it to the point of the crash to look around (sometimes the crash is obvious from the state of the program at the crash location, other times, more history is required). In this case the initial investigation was done by my colleague
+[Tim Besard](https://github.com/maleadt). Downloading the trace and starting the replay he would have seen the following. Note that this recording is sped up about 20x (it runs for about two minutes real time) and lightly edited at the end to focus on only the relevant output.
+
+~~~
+  <asciinema-player author="Keno Fischer"
+                    speed="20"
+                    theme="asciinema"
+                    title="The initial replay"
+                    src="/assets/blog/2020-09-23-rr-memory/rrmemory.cast">
+  </asciinema-player>
+~~~
+
+So clearly the user who submitted the bug report was doing some sort of episodic procedure (maybe an ML training process), and a couple thousand iterations in, something went wrong. The issue reported the following output:
+```
+signal (11): Segmentation fault
+in expression starting at /home/user/RL-Carla/rl-carla/proofofconcepts/crashes/julia-crash.jl:76
+jl_is_concrete_type at /buildworker/worker/package_linux64/build/src/julia.h:1222 [inlined]
+jl_apply_tuple_type_v_ at /buildworker/worker/package_linux64/build/src/jltypes.c:1381 [inlined]
+jl_apply_tuple_type at /buildworker/worker/package_linux64/build/src/jltypes.c:1389
+arg_type_tuple at /buildworker/worker/package_linux64/build/src/gf.c:1853
+jl_lookup_generic_ at /buildworker/worker/package_linux64/build/src/gf.c:2361 [inlined]
+jl_apply_generic at /buildworker/worker/package_linux64/build/src/gf.c:2394
+jl_apply at /buildworker/worker/package_linux64/build/src/julia.h:1690 [inlined]
+do_apply at /buildworker/worker/package_linux64/build/src/builtins.c:655
+update! at /home/user/RL-Carla/rl_framework/src/approximators/Knn2.jl:48
+update! at /home/user/RL-Carla/rl_framework/src/approximators/Knn2.jl:106
+unknown function (ip: 0x7f0483dd8205)
+[snip]
+```
+
+but instead, we get an internal rr error:
+
+```raw
+[FATAL /home/keno/rr/src/ReplaySession.cc:636:check_pending_sig()]                                                     
+ (task 17107 (rec:7760) at time 51911)                                                                                 
+ -> Assertion `false' failed to hold. Replaying `SIGNAL: SIGSEGV(det)': expecting tracee signal or trap, but instead at
+ `write' (ticks: 144040993972)                                                                                         
+Tail of trace dump:                                                                                                    
+[snip]                                                                                                                 
+  { syscall:'clock_gettime', ret:0x0, size:0x20 }                                                                      
+}                                                                                                                      
+{                                                                                                                      
+  real_time:38257.585221 global_time:51911, event:`SIGNAL: SIGSEGV(det)' tid:7760, ticks:143998759917                  
+rax:0x436487c0 rbx:0x7f0490b74330 rcx:0xb479 rdx:0x435f2dc8 rsi:0x435f2dc0 rdi:0x435f2dc0 rbp:0x7fff6ca71250 rsp:0x7fff
+6ca71230 r8:0x1 r9:0x7f0490b74330 r10:0x1007f0490b784d0 r11:0x4364d190 r12:0x0 r13:0x7f0490b88c70 r14:0x7f047daf36d0 r1
+5:0xb479 rip:0x7f049e2ba8e3 eflags:0x10287 cs:0x33 ss:0x2b ds:0x0 es:0x0 fs:0x0 gs:0x0 orig_rax:0xffffffffffffffff fs_b
+ase:0x7f0499f49240 gs_base:0x0                                                                                         
+}                                                                                                                      
+{                                                                                                                      
+  real_time:38257.585223 global_time:51912, event:`SYSCALLBUF_RESET' tid:7760, ticks:143998759917                      
+}           
+```
+
+This is the point where Tim asked me to take over, since that really isn't supposed to happen.
+Now, the error message here may look a bit scary, but let's parse it out part by part. The actual error message
+is:
+
+```raw
+Replaying `SIGNAL: SIGSEGV(det)': expecting tracee signal or trap, but instead at
+ `write' (ticks: 144040993972)
+```
+
+What does this mean? First a quick refresher about how rr works: Basically, it records any modifications made to the process memory by the kernel (or any other source of non-determinism). Then, between such modification it relies on the determinism of the processor to produce a bitwise-identical output state, given an input memory state.
+
+Now, what happened here is that rr expected to get a deterministic (`(det)`) segfault (i.e. one caused by the execution of an instruction, as opposed to being asynchronously sent by some other process e.g. using `kill -SIGSEGV`). However, instead of seeing this segfault, we ended up somewhere else. In this case (`but instead at
+ 'write'`), during the replay, we instead tried to execute a write system call. We've already seen the output behavior of the program (basically one write for every episode), so a reasonable guess is that during replay, it instead sucessfully finished the episode and reached the next `write` system call (which would have been the first
+ execution point at which the `rr` supervisor regains control from the tracee). In rr parlance, we call this a "divergence": A situation in which the execution path taken during replay differs from what actually happened during recording. Divergences are generally caused by rr bugs resulting in unobserved memory modifications (e.g. an imperfect model of the kernel's memory modification behavior), but there are more subtle issues that may be responsible as well (such as CPU microarchitecture bugs). I thus turned to trying to debug this divergence. There are a few common candidates for divergences that I looked for first. In no particular order of preference, they are:
+
+- Unusual system calls that may not have gotten enough testing in rr, thus making it likely that rr's model of the kernel behavior is incomplete
+- Unusual or proprietary devices/device drivers/kernel extensions that may be silently modifying userspace memory (a big no-no, and probably a security issue, but surprisingly many bad drivers do it anyway).
+- Unusual CPUs or microarchitectures that may not have been tested before (e.g. old Silvermont Atom chips are known to have such microarchitecture bugs).
+
+However, looking through the raw trace (the event log obtained using `rr dump`) and asking for hardware details, nothing particularly suspicious came to mind, so I set to analyzing the trace itself. In the listing above, I snipped out the events before the segfaults, but here they are for reference, so we can talk about them a bit:
+
+```raw
+{
+  real_time:38257.562367 global_time:51903, event:`SYSCALL: write' (state:ENTERING_SYSCALL) tid:7760, ticks:143983372177
+rax:0xffffffffffffffda rbx:0x681fffa0 rcx:0xffffffffffffffff rdx:0x4 rsi:0x7f046a9a0338 rdi:0xd rbp:0xd rsp:0x681ffe10 r8:0x0 r9:0x7f0490095f90 r10:0x7f0475ad7bb0 r11:0x246 r12:0x0 r13:0x7f046a9a0338 r14:0x4 r15:0x7f046a9a0338 rip:0x70000002 eflags:0x246 cs:0x33 ss:0x2b ds:0x0 es:0x0 fs:0x0 gs:0x0 orig_rax:0x1 fs_base:0x7f0499f49240 gs_base:0x0
+}
+{
+  real_time:38257.562369 global_time:51904, event:`SYSCALLBUF_RESET' tid:7760, ticks:143983372177
+}
+{
+  real_time:38257.562395 global_time:51905, event:`SYSCALL: write' (state:EXITING_SYSCALL) tid:7760, ticks:143983372177
+rax:0x4 rbx:0x681fffa0 rcx:0xffffffffffffffff rdx:0x4 rsi:0x7f046a9a0338 rdi:0xd rbp:0xd rsp:0x681ffe10 r8:0x0 r9:0x7f0490095f90 r10:0x7f0475ad7bb0 r11:0x246 r12:0x0 r13:0x7f046a9a0338 r14:0x4 r15:0x7f046a9a0338 rip:0x70000002 eflags:0x246 cs:0x33 ss:0x2b ds:0x0 es:0x0 fs:0x0 gs:0x0 orig_rax:0x1 fs_base:0x7f0499f49240 gs_base:0x0
+}
+{
+  real_time:38257.562444 global_time:51906, event:`SYSCALLBUF_FLUSH' tid:7760, ticks:143983372944
+{
+  real_time:38257.562448 global_time:51907, event:`SYSCALL: write' (state:ENTERING_SYSCALL) tid:7760, ticks:143983372944
+rax:0xffffffffffffffda rbx:0x681fffa0 rcx:0xffffffffffffffff rdx:0x1 rsi:0x7f047ba39840 rdi:0xd rbp:0xd rsp:0x681ffe10 r8:0x0 r9:0x7f0490095f90 r10:0x7f0475ad7bb0 r11:0x246 r12:0x0 r13:0x7f047ba39840 r14:0x1 r15:0x7f047ba39840 rip:0x70000002 eflags:0x246 cs:0x33 ss:0x2b ds:0x0 es:0x0 fs:0x0 gs:0x0 orig_rax:0x1 fs_base:0x7f0499f49240 gs_base:0x0
+}
+{
+  real_time:38257.562449 global_time:51908, event:`SYSCALLBUF_RESET' tid:7760, ticks:143983372944
+}
+{
+  real_time:38257.562475 global_time:51909, event:`SYSCALL: write' (state:EXITING_SYSCALL) tid:7760, ticks:143983372944
+rax:0x1 rbx:0x681fffa0 rcx:0xffffffffffffffff rdx:0x1 rsi:0x7f047ba39840 rdi:0xd rbp:0xd rsp:0x681ffe10 r8:0x0 r9:0x7f0490095f90 r10:0x7f0475ad7bb0 r11:0x246 r12:0x0 r13:0x7f047ba39840 r14:0x1 r15:0x7f047ba39840 rip:0x70000002 eflags:0x246 cs:0x33 ss:0x2b ds:0x0 es:0x0 fs:0x0 gs:0x0 orig_rax:0x1 fs_base:0x7f0499f49240 gs_base:0x0
+}
+{
+  real_time:38257.585211 global_time:51910, event:`SYSCALLBUF_FLUSH' tid:7760, ticks:143998759917
+}
+{                                                                                                                      
+  real_time:38257.585221 global_time:51911, event:`SIGNAL: SIGSEGV(det)' tid:7760, ticks:143998759917                  
+rax:0x436487c0 rbx:0x7f0490b74330 rcx:0xb479 rdx:0x435f2dc8 rsi:0x435f2dc0 rdi:0x435f2dc0 rbp:0x7fff6ca71250 rsp:0x7fff
+6ca71230 r8:0x1 r9:0x7f0490b74330 r10:0x1007f0490b784d0 r11:0x4364d190 r12:0x0 r13:0x7f0490b88c70 r14:0x7f047daf36d0 r1
+5:0xb479 rip:0x7f049e2ba8e3 eflags:0x10287 cs:0x33 ss:0x2b ds:0x0 es:0x0 fs:0x0 gs:0x0 orig_rax:0xffffffffffffffff fs_b
+ase:0x7f0499f49240 gs_base:0x0                                                                                         
+} 
+```
+
+Let's start with explaining some terminology. While rr does keep track of elapsed wall clock time (`real_time` above), that notion of "time" is entirely informational. Instead, rather than dividing time into hours, seconds and minutes, `rr` divides time into `events`, `tid` (+ serial, not shown and only relevant when tids are re-used) and `ticks`. `events` are a global (over the tree of recorded processes) linear ordering of events that cause external modification to the process' memory (e.g. system calls or signals), whereas `ticks` are a per-task (think per-thread or per-`tid`) measure of forward progress. The exact metric depends on the CPU microarchitecture and what measurement hardware is available. Valid choices are e.g. `Number of retired instructions` or `Number of retired conditional branches`, but in theory any stable, reliable count of forward progress is sufficient, as long as it uniquely identifies (potentially in conjunction with the register state) a particular point in the execution (e.g. number of retired instructions works trivially and retired conditional branches mostly work, because that count in conjunction with the instruction pointer forms a monotonically increasing pair).
+
+Alright, so looking at the event log, we basically see reflected what we already knew: It does a bunch of write system calls (to print the episode number), a ton of computation (143 billion conditional branches' worth), and eventually it's supposed to crash. We also know that at event `51909` (the last write before the supposed segfault), things in the replay were still mostly on track. We can't say whether the memory contents had already diverged, but we at least know that the register state and the number of instructions executed was bitwise identical to what happened during the recording.
+
+One good way to investigate a divergence is to poke around in memory a bit prior to when one suspects the divergence to
+have occurred and see what kind of memory modifications could have made the difference. Usually, I just do this by going to the prior event, but in our case, there are 15 million conditional branches between the last two events, which is quite a bit of distance. Instead I hacked up a [quick command](https://github.com/mozilla/rr/pull/2658) that lets us seek directly to a particular tick count. In this case, I arbitrarily chose `143998750000`, about 10000 ticks prior to when the segfault occurred during the recording. Let's go there:
+
+```
+$ rr replay -g 51908 --serve-files .
+[snip]
+0x0000000070000002 in ?? ()
+(rr) when
+Current event: 51909
+(rr) when-ticks
+Current tick: 143983372944
+(rr) seek-ticks 143998750000
+
+(rr) when-ticks
+Current tick: 143998750000
+(rr) when
+Current event: 51911
+
+(rr)
+```
+
+The trace tells us that it expected the segfault to happen at address `rip:0x7f049e2ba8e3`, so let's take a look there:
+
+```
+(rr) disas 0x7f049e2ba8e3
+Dump of assembler code for function jl_apply_tuple_type:
+[snip]
+   0x00007f049e2ba8e0 <+96>:  mov    (%rax),%r10
+   0x00007f049e2ba8e3 <+99>:  mov    -0x8(%r10),%r9
+[snip]
+```
+
+Alright, so that's a load from `r10`. Luckily `r10` is recorded in the trace: `r10:0x1007f0490b784d0`. A seasoned debugger will quickly recognize this pointer as too wide. In particular, this pointer has the lowest bit of its high byte set. These bits are mostly unused. Sometimes unused pointer bits are used for extra information, but at least julia itself only uses the unused low bits for this purpose, not the high bits. That said, this trace included a significant number of external native libraries (including a full python environment), so it's certainly possible that some external library would have used such pointer tagging techniques. Let's do some more investigation. The first thing I tried to do was take a look at the pointer with the high bit manually cleared to see if it was a valid julia object at all or just some junk that somehow ended up being loaded from:
+
+```
+(rr) p jl_(0x7f0490b784d0)
+Array{Any, 1}
+$1 = void
+(rr) 
+```
+
+Ok, so this is actually a pointer to a julia object (the type `Array{Any, 1}`) with a corrupted high bit. Let's gather some more information. We're still 10000 ticks away from the place where the segfault was supposed to occur, but let's see what's currently happening in the process:
+
+```
+(rr) bt
+#0  type_hash (kj=<optimized out>, failed=failed@entry=0x7fff6ca7102c)
+    at /buildworker/worker/package_linux64/build/src/jltypes.c:1003
+#1  0x00007f049e2b5856 in typekey_hash (nofail=0, n=<optimized out>, key=0x435f2dc8, 
+    tn=0x7f0490b99000 <jl_system_image_data+150848>) at /buildworker/worker/package_linux64/build/src/jltypes.c:1013
+#2  lookup_type (tn=0x7f0490b99000 <jl_system_image_data+150848>, key=0x435f2dc8, n=46200)
+    at /buildworker/worker/package_linux64/build/src/jltypes.c:623
+#3  0x00007f049e2b9655 in inst_datatype_inner (dt=<optimized out>, p=<optimized out>, p@entry=0x435f2dc0, 
+    iparams=iparams@entry=0x435f2dc8, ntp=<optimized out>, cacheable=cacheable@entry=1, stack=stack@entry=0x0, 
+    env=0x0) at /buildworker/worker/package_linux64/build/src/jltypes.c:1158
+#4  0x00007f049e2bbefc in jl_inst_concrete_tupletype (p=p@entry=0x435f2dc0)
+    at /buildworker/worker/package_linux64/build/src/jltypes.c:1399
+#5  0x00007f049e2d856c in jl_f_tuple (F=<optimized out>, args=0x42f54590, nargs=46200)
+    at /buildworker/worker/package_linux64/build/src/builtins.c:729
+
+(rr) p jl_(((jl_value_t**)0x42f54590)[0])
+Array{Any, (2,)}[
+  Array{Float64, (1,)}[9.3902],
+  0.00922841]
+$2 = void
+(rr) p jl_(((jl_value_t**)0x42f54590)[1])
+Array{Any, (2,)}[
+  Array{Float64, (1,)}[13.5571],
+  0.01415]
+$3 = void
+(rr) p jl_(((jl_value_t**)0x42f54590)[20000])
+Array{Any, (2,)}[
+  Array{Float64, (1,)}[58.965],
+  1.40691]
+$4 = void
+```
+
+Alright, so we're currently trying to allocate a tuple of `42600` elements, all of which are 2-element arrays (of type `Array{Any, 1}`). Since 10000 is less than `42600`, it's also quite likely that this is the operation that we crashed in during the recording (also remember that the crash location was `jl_apply_tuple`, which is part of the allocation of a new tuple type). However, we haven't quite explained things yet. If we set a breakpoint at the location of the crash:
+
+```
+(rr) b *0x7f049e2ba8e3
+Breakpoint 1 at 0x7f049e2ba8e3: file /buildworker/worker/package_linux64/build/src/julia.h, line 1222.
+(rr) c
+Continuing.
+[FATAL /home/keno/rr/src/ReplaySession.cc:636:check_pending_sig()] 
+```
+
+we just get the divergence again, so it never actually reached this execution point, but diverged earlier (but only happened to crash there). Can we find out what happened? Looking back at the assembly, we see that r10 was loaded from
+`rax`, which we also have: rax:0x436487c0. What's there currently (remember we're still 10000 ticks before the crash):
+
+```
+(rr) p *(void**)0x436487c0
+$5 = (void *) 0x7f0490b784d0
+(rr) p jl_($5)
+Array{Any, 1}
+$6 = void
+```
+
+That's exactly the pointer we saw during the crash, but the high bit isn't set. The next thing we might want to ask is what (recorded) changes *do* happen to this memory location:
+
+```
+(rr) awatch *(void**)0x436487c0
+Hardware access (read/write) watchpoint 1: *(void**)0x436487c0
+
+(rr) c
+Continuing.
+
+Thread 1 hit Hardware access (read/write) watchpoint 1: *(void**)0x436487c0
+
+Value = (void *) 0x7f0490b784d0 <jl_system_image_data+16912>
+0x00007f049e2b584e in typekey_hash (nofail=0, n=<optimized out>, key=0x435f2dc8, 
+    tn=0x7f0490b99000 <jl_system_image_data+150848>) at /buildworker/worker/package_linux64/build/src/jltypes.c:1013
+1013  /buildworker/worker/package_linux64/build/src/jltypes.c: No such file or directory.
+
+typekey_eq (key=key@entry=0x435f2dc8, n=n@entry=46200, tt=<optimized out>, tt=<optimized out>)
+    at /buildworker/worker/package_linux64/build/src/jltypes.c:560
+560 in /buildworker/worker/package_linux64/build/src/jltypes.c
+(rr) 
+Continuing.
+[FATAL /home/keno/rr/src/ReplaySession.cc:636:check_pending_sig()] 
+ (task 19490 (rec:7760) at time 51911)
+ -> Assertion `false' failed to hold. Replaying `SIGNAL: SIGSEGV(det)': expecting tracee signal or trap, but instead at `write' (ticks: 144040993972)
+```
+
+We see some accesses from the type cache, and then the divergence. What about in the other direction? (Note that the divergence crashed the rr process, so we have to first get back to the same execution point - luckily since this is a recording, everything is stable, so we can just `seek-ticks` right back to where we were).
+
+```
+(rr) awatch *(void**)0x436487c0
+Hardware access (read/write) watchpoint 1: *(void**)0x436487c0
+(rr) rc
+Continuing.
+
+Thread 1 hit Hardware access (read/write) watchpoint 1: *(void**)0x436487c0
+
+Old value = (void *) 0x7f0490b784d0 <jl_system_image_data+16912>
+New value = (void *) 0x0
+jl_svecset (x=0x7f0490b784d0 <jl_system_image_data+16912>, i=<optimized out>, t=<optimized out>)
+    at /buildworker/worker/package_linux64/build/src/julia.h:840
+840 /buildworker/worker/package_linux64/build/src/julia.h: No such file or directory.
+(rr) bt
+#0  jl_svecset (x=0x7f0490b784d0 <jl_system_image_data+16912>, i=<optimized out>, t=<optimized out>)
+    at /buildworker/worker/package_linux64/build/src/julia.h:840
+#1  jl_f_tuple (F=<optimized out>, args=0x42f54590, nargs=46200)
+    at /buildworker/worker/package_linux64/build/src/builtins.c:728
+```
+
+For reference (from the 1.5 release branch):
+
+```
+JL_CALLABLE(jl_f_tuple)
+{
+    size_t i;
+    if (nargs == 0)
+        return (jl_value_t*)jl_emptytuple;
+    jl_datatype_t *tt;
+    if (nargs < jl_page_size / sizeof(jl_value_t*)) {
+        jl_value_t **types = (jl_value_t**)alloca(nargs * sizeof(jl_value_t*));
+        for (i = 0; i < nargs; i++)
+            types[i] = jl_typeof(args[i]);
+        tt = jl_inst_concrete_tupletype_v(types, nargs);
+    }
+    else {
+        jl_svec_t *types = jl_alloc_svec_uninit(nargs);
+        JL_GC_PUSH1(&types);
+        for (i = 0; i < nargs; i++)
+            jl_svecset(types, i, jl_typeof(args[i]));
+        tt = jl_inst_concrete_tupletype(types);
+        JL_GC_POP();
+    }
+    if (tt->instance != NULL)
+        return tt->instance;
+    jl_ptls_t ptls = jl_get_ptls_states();
+    jl_value_t *jv = jl_gc_alloc(ptls, jl_datatype_size(tt), tt);
+    for (i = 0; i < nargs; i++)
+        set_nth_field(tt, (void*)jv, i, args[i]);
+    return jv;
+}
+```
+
+So we're just getting the type pointer from some array. We can find out which one:
+
+```
+(rr) disas
+   0x00007f049e2d8530 <+240>: mov    -0x8(%r12,%r13,1),%rax
+   0x00007f049e2d8535 <+245>: mov    -0x8(%rax),%rax
+   0x00007f049e2d8539 <+249>: and    $0xfffffffffffffff0,%rax
+   0x00007f049e2d853d <+253>: test   %rax,%rax
+   0x00007f049e2d8540 <+256>: mov    %rax,(%r14,%r13,1)
+=> 0x00007f049e2d8544 <+260>: je     0x7f049e2d8553 <jl_f_tuple+275>
+(rr) rsi
+(rr) rsi
+(rr) rsi
+(rr) rsi
+=> 0x00007f049e2d8535 <+245>: mov    -0x8(%rax),%rax
+   0x00007f049e2d8539 <+249>: and    $0xfffffffffffffff0,%rax
+   0x00007f049e2d853d <+253>: test   %rax,%rax
+   0x00007f049e2d8540 <+256>: mov    %rax,(%r14,%r13,1)
+   0x00007f049e2d8544 <+260>: je     0x7f049e2d8553 <jl_f_tuple+275>
+(rr) p /x $rax
+$5 = 0x7f0478f5aa10
+(rr) p jl_($rax)
+Array{Any, (2,)}[
+  Array{Float64, (1,)}[43.1183],
+  0.86978]
+$6 = void
+```
+
+We can also watch this array's type pointer to see if there's anything
+unexpected that messes with it:
+
+```
+(rr) p &((uint64_t**)0x7f0478f5aa10)[-1]
+$9 = (void **) 0x7f0478f5aa08
+(rr) p jl_((uint64_t)*$9 & ~0x3)
+Array{Any, 1}
+```
+
+(note that we masked out the low bits, which julia does use as mentioned above - and
+if we looked at the assembly the code does the same). Now:
+
+```
+(rr) awatch *0x7f0478f5aa08
+Hardware access (read/write) watchpoint 6: *0x7f0478f5aa08
+
+(rr) command 6
+
+
+(rr) rc
+Continuing.
+
+(rr) bt
+Thread 1 hit Hardware access (read/write) watchpoint 6: *0x7f0478f5aa08
+
+Value = -1867021101
+0x00007f049e2d8535 in jl_f_tuple (F=<optimized out>, args=0x42f54590, nargs=46200)
+    at /buildworker/worker/package_linux64/build/src/builtins.c:728
+728 /buildworker/worker/package_linux64/build/src/builtins.c: No such file or directory.
+#0  0x00007f049e2d8535 in jl_f_tuple (F=<optimized out>, args=0x42f54590, nargs=46200)
+    at /buildworker/worker/package_linux64/build/src/builtins.c:728
+[snip]
+Current event: 51911
+Current tick: 143998538325
+
+Thread 1 hit Hardware access (read/write) watchpoint 6: *0x7f0478f5aa08
+
+Value = -1867021101
+jl_isa (x=0x7f0478f5aa10, t=t@entry=0x7f0490b784d0 <jl_system_image_data+16912>)
+    at /buildworker/worker/package_linux64/build/src/subtype.c:2064
+2064  /buildworker/worker/package_linux64/build/src/subtype.c: No such file or directory.
+#0  jl_isa (x=0x7f0478f5aa10, t=t@entry=0x7f0490b784d0 <jl_system_image_data+16912>)
+    at /buildworker/worker/package_linux64/build/src/subtype.c:2064
+#1  0x00007f049e2cd91c in sig_match_simple (lensig=<optimized out>, va=1, sig=<optimized out>, n=46201, 
+    args=0x42f54590, arg1=0x7f0492cdab30 <jl_system_image_data+35022960>)
+    at /buildworker/worker/package_linux64/build/src/typemap.c:173
+#2  jl_typemap_entry_assoc_exact (ml=<optimized out>, arg1=arg1@entry=0x7f0492cdab30 <jl_system_image_data+35022960>, 
+    args=args@entry=0x42f54590, n=n@entry=46201, world=world@entry=27833)
+    at /buildworker/worker/package_linux64/build/src/typemap.c:675
+#3  0x00007f049e2c914c in jl_typemap_assoc_exact (world=27833, offs=<optimized out>, n=46201, args=0x42f54590, 
+    arg1=0x7f0492cdab30 <jl_system_image_data+35022960>, ml_or_cache=<optimized out>)
+    at /buildworker/worker/package_linux64/build/src/julia_internal.h:1075
+#4  jl_lookup_generic_ (world=27833, callsite=<optimized out>, nargs=46201, args=0x42f54590, 
+    F=0x7f0492cdab30 <jl_system_image_data+35022960>) at /buildworker/worker/package_linux64/build/src/gf.c:2342
+#5  jl_apply_generic (F=0x7f0492cdab30 <jl_system_image_data+35022960>, args=args@entry=0x42f54590, nargs=46200)
+    at /buildworker/worker/package_linux64/build/src/gf.c:2394
+#6  0x00007f049e2d8f04 in jl_apply (nargs=<optimized out>, args=0x42f54588)
+    at /buildworker/worker/package_linux64/build/src/julia.h:1690
+#7  do_apply (args=<optimized out>, nargs=<optimized out>, iterate=0x7f0493df96f0 <jl_system_image_data+52974640>, 
+    F=<optimized out>) at /buildworker/worker/package_linux64/build/src/builtins.c:655
+[snip]
+Current event: 51911
+Current tick: 143998396840
+
+Thread 1 hit Hardware access (read/write) watchpoint 6: *0x7f0478f5aa08
+
+Value = -1867021101
+jl_isa (x=0x7f0478f5aa10, t=t@entry=0x7f0490b784d0 <jl_system_image_data+16912>)
+    at /buildworker/worker/package_linux64/build/src/subtype.c:2064
+2064  in /buildworker/worker/package_linux64/build/src/subtype.c
+#0  jl_isa (x=0x7f0478f5aa10, t=t@entry=0x7f0490b784d0 <jl_system_image_data+16912>)
+    at /buildworker/worker/package_linux64/build/src/subtype.c:2064
+#1  0x00007f049e2cd91c in sig_match_simple (lensig=<optimized out>, va=1, sig=<optimized out>, n=46201, 
+    args=0x52409d10, arg1=0x7f0492cdab30 <jl_system_image_data+35022960>)
+    at /buildworker/worker/package_linux64/build/src/typemap.c:173
+Current event: 51911
+Current tick: 143984580058
+
+Thread 1 hit Hardware access (read/write) watchpoint 6: *0x7f0478f5aa08
+
+Value = -1867021101
+0x00007f049e2d8535 in jl_f_tuple (F=<optimized out>, args=0x4179f790, nargs=46100)
+    at /buildworker/worker/package_linux64/build/src/builtins.c:728
+728 /buildworker/worker/package_linux64/build/src/builtins.c: No such file or directory.
+#0  0x00007f049e2d8535 in jl_f_tuple (F=<optimized out>, args=0x4179f790, nargs=46100)
+    at /buildworker/worker/package_linux64/build/src/builtins.c:728
+[snip]
+Current event: 51839
+Current tick: 143756648123
+```
+
+This gives us a lot of information. Basically, we looked at the type tag a couple of times trying
+to allocate the tuple during event 51911, but other than that, nothing read or wrote it since event 51839.
+We also know that during event 51839 it must have still had the correct value, since otherwise we would have
+seen the crash. At this point, we basically have the full story:
+
+At some point after event 51839, something flipped the low bit of the high byte of either the array itself
+or the value of the type pointer in the svec of types. This causes the type cache lookup (the `type_hash`
+stuff we saw above to fail), causing the program to try to allocate a new type for this tuple, which then
+crashes because it tries to actually look at the type, causing the original segfault. During replay,
+the bit does not get flipped, the type cache lookup succeeds and the program just goes along normally.
+
+What kind of issues could cause a bit flip like this? We already checked for obvious explanations
+like a weird kernel or strange devices, which leaves more obscure causes: CPU microarchitecture issues
+(modern CPUs are basically JITs from their ISA to some other internal representation - this occasionally
+has bugs - just look for the phrase "complex microarchitectural conditions" in Intel errata),
+faulty memory, cosmic rays or similar issues. Single-bit flips in particular often point to hardware
+issues, since software tends to overwrite in 8-bit units at least (unless it does a read-update-write
+cycle, e.g. because of a bogus pointer, but just as a practical observation software induced divergences
+tend to mostly be stray writes of larger unit size). On the issue, I asked for two additional pieces
+of evidence: Another recording of the same program as well as a replay attempt on the original machine.
+
+If the replay fails on the original machine as well (it did), this is some evidence against a microarchitectural
+issue (it's not guaranteed of course, but executing the exact same instruction sequence at least has
+some chance to re-trigger such an issue). As for the second recording, it failed in exactly the same
+way: A bit flip in the low bit of the high byte of some pointer. This strongly implicates faulty memory
+as the fault is in the same bit position across both runs, which could happen, if one particular bit of
+a memory cell is degraded (e.g. in such a way that charge leaks into it over time, or there is some
+damage to the particular data line that this bit is on). In particular, if the issue were radiation-induced
+(perhaps the user's office happens to be above the physics department fusion reactor), we would have
+not expected a preference for any particular bit index.
+
+Having excluded these other issues to my satisfaction, I closed the report with my conclusion and
+encouraged the user to run memtest on their machine. And indeed, the next day I got the following
+screenshot:
+
+~~~
+<img id="meme" src="/assets/blog/2020-09-23-rr-memory/faulty-mem.jpg"/>
+~~~
+
+The failures reported are exactly what we expected: A 0->1 bit flip in the low bit of the high
+byte (second-highest nibble) of the memory location. Since all the failing memory addresses have
+then `0x5c` address bits set, we can probably make the assumption that the bit that was flipped
+was that of the array itself (whose address ended in `0x8`, i.e. having the high dword at `0xc`),
+rather than the copy of the type tag in the svec (whose address ended in `0x0`), but none of the
+detected failures exactly match the address offset of one of the two addresses we identified as
+potential targets for the bit flip (though the test in the screenshot was not run to completion,
+so maybe it would have found one). Further analysis of the failure would require physical access
+to the DRAM and perhaps an electron microscope, but we need not go there, because we've already
+determined this is not a Julia bug and the user will probably be replacing their machine.
+
+# Conclusion
+
+With about an hour's work (plus 2-3 hours to add the `seek-to-ticks` functionality written,
+tested, upstreamed, etc.), we managed to remotely and conclusively diagnose that a reported
+crash was caused by faulty memory on the users machine.  Even though the rr trace did not
+contain the actual cause of the crash, it was nevertheless
+an invaluable tool to analyze this issue. The fact that the stray bit flip was missing
+from the recording already excluded 99% of possible cases for the crash, and some
+careful analysis of the trace gave enough clues to be able to eliminate most of the
+remaining. To quote Sherlock Holmes "When you have eliminated the impossible,
+whatever remains, however improbable, must be the truth". Without rr, it may often
+be tempting to blame unexplained crashes on bad hardware, cosmic rays or gremlins
+living under the floors. Here, we were able to fairly convincingly conclude that
+that the issue must indeed be bad memory. I like to say that `rr` turns a debugging
+problem into a data analysis problem and here, as is so often the case, the most
+insightful piece is figuring out what data is missing.
\ No newline at end of file

From 2d7db38cb657a467e1eee2b847c5560baee692a4 Mon Sep 17 00:00:00 2001
From: Keno Fischer <keno@juliacomputing.com>
Date: Thu, 24 Sep 2020 19:50:23 -0400
Subject: [PATCH 2/4] Address Elliot's feedback

---
 blog/2020/09/rr-memory-magic.md | 65 +++++++++++++++++----------------
 1 file changed, 33 insertions(+), 32 deletions(-)

diff --git a/blog/2020/09/rr-memory-magic.md b/blog/2020/09/rr-memory-magic.md
index 7fee1a829a..4ed1d2b5ac 100644
--- a/blog/2020/09/rr-memory-magic.md
+++ b/blog/2020/09/rr-memory-magic.md
@@ -84,7 +84,8 @@ Replaying `SIGNAL: SIGSEGV(det)': expecting tracee signal or trap, but instead a
  `write' (ticks: 144040993972)
 ```
 
-What does this mean? First a quick refresher about how rr works: Basically, it records any modifications made to the process memory by the kernel (or any other source of non-determinism). Then, between such modification it relies on the determinism of the processor to produce a bitwise-identical output state, given an input memory state.
+What does this mean? First a quick refresher about how rr works: Basically, it records any modifications made to the process memory by the kernel (or any other source of non-determinism). Then, between such modification it relies on the determinism of the processor to produce a bitwise-identical output state, given an input memory state. At each event rr also records the complete incoming and outgoing register state.
+The incoming register state is not strictly required (since it will be deterministically computed from the previous input state), but it can be useful for some analyses purposes, as well as allowing an additional check that replay is proceeding correctly.
 
 Now, what happened here is that rr expected to get a deterministic (`(det)`) segfault (i.e. one caused by the execution of an instruction, as opposed to being asynchronously sent by some other process e.g. using `kill -SIGSEGV`). However, instead of seeing this segfault, we ended up somewhere else. In this case (`but instead at
  'write'`), during the replay, we instead tried to execute a write system call. We've already seen the output behavior of the program (basically one write for every episode), so a reasonable guess is that during replay, it instead sucessfully finished the episode and reached the next `write` system call (which would have been the first
@@ -133,7 +134,7 @@ ase:0x7f0499f49240 gs_base:0x0
 } 
 ```
 
-Let's start with explaining some terminology. While rr does keep track of elapsed wall clock time (`real_time` above), that notion of "time" is entirely informational. Instead, rather than dividing time into hours, seconds and minutes, `rr` divides time into `events`, `tid` (+ serial, not shown and only relevant when tids are re-used) and `ticks`. `events` are a global (over the tree of recorded processes) linear ordering of events that cause external modification to the process' memory (e.g. system calls or signals), whereas `ticks` are a per-task (think per-thread or per-`tid`) measure of forward progress. The exact metric depends on the CPU microarchitecture and what measurement hardware is available. Valid choices are e.g. `Number of retired instructions` or `Number of retired conditional branches`, but in theory any stable, reliable count of forward progress is sufficient, as long as it uniquely identifies (potentially in conjunction with the register state) a particular point in the execution (e.g. number of retired instructions works trivially and retired conditional branches mostly work, because that count in conjunction with the instruction pointer forms a monotonically increasing pair).
+Let's start with explaining some terminology. While rr does keep track of elapsed wall clock time (`real_time` above), that notion of "time" is entirely informational. Instead, rather than dividing time into hours, seconds and minutes, `rr` divides time into `events`, `tid` (the kernel's thread id for each task; in circumstances where ids are reused an additional `serial` counter is computed, but not saved) and `ticks`. `events` are a global (over the tree of recorded processes) linear ordering of events that cause external modification to the process' memory (e.g. system calls or signals), whereas `ticks` are a per-task (think per-thread or per-`tid`) measure of forward progress. The exact metric depends on the CPU microarchitecture and what measurement hardware is available. Valid choices are e.g. `Number of retired instructions` or `Number of retired conditional branches`, but in theory any stable, reliable count of forward progress is sufficient, as long as it uniquely identifies (potentially in conjunction with the register state) a particular point in the execution (e.g. number of retired instructions works trivially and retired conditional branches mostly work, because that count in conjunction with the instruction pointer forms a monotonically increasing pair).
 
 Alright, so looking at the event log, we basically see reflected what we already knew: It does a bunch of write system calls (to print the episode number), a ton of computation (143 billion conditional branches' worth), and eventually it's supposed to crash. We also know that at event `51909` (the last write before the supposed segfault), things in the replay were still mostly on track. We can't say whether the memory contents had already diverged, but we at least know that the register state and the number of instructions executed was bitwise identical to what happened during the recording.
 
@@ -169,7 +170,7 @@ Dump of assembler code for function jl_apply_tuple_type:
 [snip]
 ```
 
-Alright, so that's a load from `r10`. Luckily `r10` is recorded in the trace: `r10:0x1007f0490b784d0`. A seasoned debugger will quickly recognize this pointer as too wide. In particular, this pointer has the lowest bit of its high byte set. These bits are mostly unused. Sometimes unused pointer bits are used for extra information, but at least julia itself only uses the unused low bits for this purpose, not the high bits. That said, this trace included a significant number of external native libraries (including a full python environment), so it's certainly possible that some external library would have used such pointer tagging techniques. Let's do some more investigation. The first thing I tried to do was take a look at the pointer with the high bit manually cleared to see if it was a valid julia object at all or just some junk that somehow ended up being loaded from:
+Alright, so that's a load from `r10`. Luckily `r10` is recorded in the trace: `r10:0x1007f0490b784d0`. A seasoned debugger will quickly recognize this pointer as too wide. In particular, in general, for use space pointers, the high byte is `0x00`, but here it is `0x01` (gdb drops leading zeros). Sometimes unused pointer bits are used for extra information, but at least julia itself only uses the unused low bits for this purpose, not the high bits. That said, this trace included a significant number of external native libraries (including a full python environment), so it's certainly possible that some external library would have used such pointer tagging techniques. Let's do some more investigation. The first thing I tried to do was take a look at the pointer with the high bit manually cleared to see if it was a valid julia object at all or just some junk that somehow ended up being loaded from:
 
 ```
 (rr) p jl_(0x7f0490b784d0)
@@ -282,20 +283,12 @@ jl_svecset (x=0x7f0490b784d0 <jl_system_image_data+16912>, i=<optimized out>, t=
     at /buildworker/worker/package_linux64/build/src/builtins.c:728
 ```
 
-For reference (from the 1.5 release branch):
+For reference, here's the relevant function we're currently in from the Julia 1.5 branch:
 
-```
+```c
 JL_CALLABLE(jl_f_tuple)
 {
-    size_t i;
-    if (nargs == 0)
-        return (jl_value_t*)jl_emptytuple;
-    jl_datatype_t *tt;
-    if (nargs < jl_page_size / sizeof(jl_value_t*)) {
-        jl_value_t **types = (jl_value_t**)alloca(nargs * sizeof(jl_value_t*));
-        for (i = 0; i < nargs; i++)
-            types[i] = jl_typeof(args[i]);
-        tt = jl_inst_concrete_tupletype_v(types, nargs);
+[snip]
     }
     else {
         jl_svec_t *types = jl_alloc_svec_uninit(nargs);
@@ -303,19 +296,14 @@ JL_CALLABLE(jl_f_tuple)
         for (i = 0; i < nargs; i++)
             jl_svecset(types, i, jl_typeof(args[i]));
         tt = jl_inst_concrete_tupletype(types);
-        JL_GC_POP();
-    }
-    if (tt->instance != NULL)
-        return tt->instance;
-    jl_ptls_t ptls = jl_get_ptls_states();
-    jl_value_t *jv = jl_gc_alloc(ptls, jl_datatype_size(tt), tt);
-    for (i = 0; i < nargs; i++)
-        set_nth_field(tt, (void*)jv, i, args[i]);
-    return jv;
+[snip]
 }
 ```
 
-So we're just getting the type pointer from some array. We can find out which one:
+The code is fairly straightforward: It's just iterating over the incoming arguments to `tuple`,
+and getting the types for each one (such that it can then create an appropriate tuple type
+that matches the argument). Clearly we just computed the type of one of the incoming arrays
+and are setting it into the svec. We can find out which array we just computed the type of:
 
 ```
 (rr) disas
@@ -354,7 +342,19 @@ Array{Any, 1}
 ```
 
 (note that we masked out the low bits, which julia does use as mentioned above - and
-if we looked at the assembly the code does the same). Now:
+if we looked at the assembly the code does the same).
+
+
+To recap: We found a suspicious pointer `0x1007f0490b784d0`, noticed it was loaded from
+`0x436487c0`, which we then found was previously set by loading the type pointer from some array
+object. We then found that the address of said array object was `0x7f0478f5aa10`, meaning
+that it's type pointer was at `0x7f0478f5aa08` (the value of which would eventually
+be propagated to the crash site). We further saw that at
+least in the replay, the value at `0x7f0478f5aa08` correctly pointed to the `Array{Any, 1}` type
+without any suspicious high bit flips.
+
+Let's further look at all memory accesses to this type tag at `0x7f0478f5aa08` (going backwards
+in time) to see if we find anything suspicious:
 
 ```
 (rr) awatch *0x7f0478f5aa08
@@ -438,13 +438,14 @@ Current tick: 143756648123
 This gives us a lot of information. Basically, we looked at the type tag a couple of times trying
 to allocate the tuple during event 51911, but other than that, nothing read or wrote it since event 51839.
 We also know that during event 51839 it must have still had the correct value, since otherwise we would have
-seen the crash. At this point, we basically have the full story:
-
-At some point after event 51839, something flipped the low bit of the high byte of either the array itself
-or the value of the type pointer in the svec of types. This causes the type cache lookup (the `type_hash`
-stuff we saw above to fail), causing the program to try to allocate a new type for this tuple, which then
-crashes because it tries to actually look at the type, causing the original segfault. During replay,
-the bit does not get flipped, the type cache lookup succeeds and the program just goes along normally.
+seen the crash there. At this point, we basically have the full story:
+
+At some point after event 51839, something flipped the lowest bit of the high byte of either the type tag of array
+itself (at memory location `0x7f0478f5aa08`) or the value of the type pointer in the svec of types
+(at memory location `0x436487c0`). This causes the type cache lookup (the `type_hash`
+ function we saw) to fail. As a result, the program tries to allocate a new type for this tuple, which then
+crashes because it attempts to actually look at the type corrupted type pointer. The observed segfault results.
+During replay, the bit does not get flipped, the type cache lookup succeeds and the program just goes along normally.
 
 What kind of issues could cause a bit flip like this? We already checked for obvious explanations
 like a weird kernel or strange devices, which leaves more obscure causes: CPU microarchitecture issues

From 5a391f9f9e694883ab61d86d426cff2b073984c1 Mon Sep 17 00:00:00 2001
From: Keno Fischer <keno@juliacomputing.com>
Date: Thu, 24 Sep 2020 20:01:25 -0400
Subject: [PATCH 3/4] Fredrik's review

---
 blog/2020/09/rr-memory-magic.md | 60 ++++++++++++++++++---------------
 1 file changed, 33 insertions(+), 27 deletions(-)

diff --git a/blog/2020/09/rr-memory-magic.md b/blog/2020/09/rr-memory-magic.md
index 4ed1d2b5ac..0061651403 100644
--- a/blog/2020/09/rr-memory-magic.md
+++ b/blog/2020/09/rr-memory-magic.md
@@ -1,7 +1,7 @@
 @def authors = "Keno Fischer"
-@def published = "23 September 2020"
+@def published = "24 September 2020"
 @def title = "Remotely Debugging Faulty Memory - an rr case study"
-@def rss_pubdate = Date(2020, 5, 2)
+@def rss_pubdate = Date(2020, 9, 24)
 @def rss = """Since the release of Julia 1.5 we've gotten lots of rr traces. This tells the story of a particularly interesting one."""
 
 ~~~
@@ -9,8 +9,8 @@
   <script src="/assets/blog/2020-05-02-rr/asciinema-player.js"></script>
 ~~~
 
-A [few months ago](../05/rr) on this blog, I introduced a new Julia feature that lets users easily submit rr traces along with their bug reports (please go read that post if you haven't, otherwise the rest of this post may not make much sense). Since Julia 1.5 was officially released a little over a month ago, more than a dozen users
-have made use of this capability to send us detailed bug reports. So far, everything went to plan.
+A [few months ago](/blog/2020/05/rr) on this blog, I introduced a new Julia feature that lets users easily submit `rr` traces along with their bug reports (please go read that post if you haven't, otherwise the rest of this post may not make much sense). Since Julia 1.5 was officially released a little over a month ago, more than a dozen users
+have made use of this capability to send us detailed bug reports. So far, everything went according to plan.
 
 ~~~
 <center>
@@ -18,11 +18,11 @@ have made use of this capability to send us detailed bug reports. So far, everyt
 </center><br/>
 ~~~
 
-In this post I want to tell the story of issue [#37524](https://github.com/JuliaLang/julia/issues/37524), the most unusual of the several rr traces we received. As spoiled in the title of this blog post, the eventual issue turned
+In this post I want to tell the story of issue [#37524](https://github.com/JuliaLang/julia/issues/37524), the most unusual of the several `rr` traces we received. As spoiled in the title of this blog post, the eventual issue turned
 out to be faulty memory. However, by popular demand, and to dispel any rumors of the use of black magic, I thought
 it might be worth stepping through the analysis of this issue step by step.
 
-When debugging an rr trace, the first thing to do is usually to just replay it to the point of the crash to look around (sometimes the crash is obvious from the state of the program at the crash location, other times, more history is required). In this case the initial investigation was done by my colleague
+When debugging an `rr` trace, the first thing to do is usually to just replay it to the point of the crash to look around (sometimes the crash is obvious from the state of the program at the crash location, other times, more history is required). In this case the initial investigation was done by my colleague
 [Tim Besard](https://github.com/maleadt). Downloading the trace and starting the replay he would have seen the following. Note that this recording is sped up about 20x (it runs for about two minutes real time) and lightly edited at the end to focus on only the relevant output.
 
 ~~~
@@ -30,14 +30,15 @@ When debugging an rr trace, the first thing to do is usually to just replay it t
                     speed="20"
                     theme="asciinema"
                     title="The initial replay"
-                    src="/assets/blog/2020-09-23-rr-memory/rrmemory.cast">
+                    src="/assets/blog/2020-09-23-rr-memory/rrmemory.cast"
+                    preload>
   </asciinema-player>
 ~~~
 
 So clearly the user who submitted the bug report was doing some sort of episodic procedure (maybe an ML training process), and a couple thousand iterations in, something went wrong. The issue reported the following output:
 ```
 signal (11): Segmentation fault
-in expression starting at /home/user/RL-Carla/rl-carla/proofofconcepts/crashes/julia-crash.jl:76
+in expression starting at julia-crash.jl:76
 jl_is_concrete_type at /buildworker/worker/package_linux64/build/src/julia.h:1222 [inlined]
 jl_apply_tuple_type_v_ at /buildworker/worker/package_linux64/build/src/jltypes.c:1381 [inlined]
 jl_apply_tuple_type at /buildworker/worker/package_linux64/build/src/jltypes.c:1389
@@ -46,13 +47,13 @@ jl_lookup_generic_ at /buildworker/worker/package_linux64/build/src/gf.c:2361 [i
 jl_apply_generic at /buildworker/worker/package_linux64/build/src/gf.c:2394
 jl_apply at /buildworker/worker/package_linux64/build/src/julia.h:1690 [inlined]
 do_apply at /buildworker/worker/package_linux64/build/src/builtins.c:655
-update! at /home/user/RL-Carla/rl_framework/src/approximators/Knn2.jl:48
-update! at /home/user/RL-Carla/rl_framework/src/approximators/Knn2.jl:106
+update! at Knn2.jl:48
+update! at Knn2.jl:106
 unknown function (ip: 0x7f0483dd8205)
 [snip]
 ```
 
-but instead, we get an internal rr error:
+but instead, we get an internal `rr` error:
 
 ```raw
 [FATAL /home/keno/rr/src/ReplaySession.cc:636:check_pending_sig()]                                                     
@@ -84,14 +85,18 @@ Replaying `SIGNAL: SIGSEGV(det)': expecting tracee signal or trap, but instead a
  `write' (ticks: 144040993972)
 ```
 
-What does this mean? First a quick refresher about how rr works: Basically, it records any modifications made to the process memory by the kernel (or any other source of non-determinism). Then, between such modification it relies on the determinism of the processor to produce a bitwise-identical output state, given an input memory state. At each event rr also records the complete incoming and outgoing register state.
+What does this mean? First a quick refresher about how `rr` works: Basically, it records any modifications made to the process memory by the kernel (or any other source of non-determinism). Then, between such modification it relies on the determinism of the processor to produce a bitwise-identical output state, given an input memory state. At each event `rr` also records the complete incoming and outgoing register state.
 The incoming register state is not strictly required (since it will be deterministically computed from the previous input state), but it can be useful for some analyses purposes, as well as allowing an additional check that replay is proceeding correctly.
 
-Now, what happened here is that rr expected to get a deterministic (`(det)`) segfault (i.e. one caused by the execution of an instruction, as opposed to being asynchronously sent by some other process e.g. using `kill -SIGSEGV`). However, instead of seeing this segfault, we ended up somewhere else. In this case (`but instead at
- 'write'`), during the replay, we instead tried to execute a write system call. We've already seen the output behavior of the program (basically one write for every episode), so a reasonable guess is that during replay, it instead sucessfully finished the episode and reached the next `write` system call (which would have been the first
- execution point at which the `rr` supervisor regains control from the tracee). In rr parlance, we call this a "divergence": A situation in which the execution path taken during replay differs from what actually happened during recording. Divergences are generally caused by rr bugs resulting in unobserved memory modifications (e.g. an imperfect model of the kernel's memory modification behavior), but there are more subtle issues that may be responsible as well (such as CPU microarchitecture bugs). I thus turned to trying to debug this divergence. There are a few common candidates for divergences that I looked for first. In no particular order of preference, they are:
+Now, what happened here is that `rr` expected to get a deterministic (`(det)`) segfault
+(i.e. one caused by the execution of an instruction, as opposed to being asynchronously sent by some other process e.g. using `kill -SIGSEGV`). 
+However, instead of seeing this segfault, we ended up somewhere else. In this case (`but instead at
+ 'write'`), during the replay, we instead tried to execute a write system call.
+We've already seen the output behavior of the program (basically one write for every episode),
+so a reasonable guess is that during replay, it instead successfully finished the episode and reached the next `write` system call (which would have been the first
+ execution point at which the `rr` supervisor regains control from the tracee). In `rr` parlance, we call this a "divergence": A situation in which the execution path taken during replay differs from what actually happened during recording. Divergences are generally caused by rr bugs resulting in unobserved memory modifications (e.g. an imperfect model of the kernel's memory modification behavior), but there are more subtle issues that may be responsible as well (such as CPU microarchitecture bugs). I thus turned to trying to debug this divergence. There are a few common candidates for divergences that I looked for first. In no particular order of preference, they are:
 
-- Unusual system calls that may not have gotten enough testing in rr, thus making it likely that rr's model of the kernel behavior is incomplete
+- Unusual system calls that may not have gotten enough testing in `rr`, thus making it likely that `rr`'s model of the kernel behavior is incomplete
 - Unusual or proprietary devices/device drivers/kernel extensions that may be silently modifying userspace memory (a big no-no, and probably a security issue, but surprisingly many bad drivers do it anyway).
 - Unusual CPUs or microarchitectures that may not have been tested before (e.g. old Silvermont Atom chips are known to have such microarchitecture bugs).
 
@@ -134,14 +139,14 @@ ase:0x7f0499f49240 gs_base:0x0
 } 
 ```
 
-Let's start with explaining some terminology. While rr does keep track of elapsed wall clock time (`real_time` above), that notion of "time" is entirely informational. Instead, rather than dividing time into hours, seconds and minutes, `rr` divides time into `events`, `tid` (the kernel's thread id for each task; in circumstances where ids are reused an additional `serial` counter is computed, but not saved) and `ticks`. `events` are a global (over the tree of recorded processes) linear ordering of events that cause external modification to the process' memory (e.g. system calls or signals), whereas `ticks` are a per-task (think per-thread or per-`tid`) measure of forward progress. The exact metric depends on the CPU microarchitecture and what measurement hardware is available. Valid choices are e.g. `Number of retired instructions` or `Number of retired conditional branches`, but in theory any stable, reliable count of forward progress is sufficient, as long as it uniquely identifies (potentially in conjunction with the register state) a particular point in the execution (e.g. number of retired instructions works trivially and retired conditional branches mostly work, because that count in conjunction with the instruction pointer forms a monotonically increasing pair).
+Let's start with explaining some terminology. While `rr` does keep track of elapsed wall clock time (`real_time` above), that notion of "time" is entirely informational. Instead, rather than dividing time into hours, seconds and minutes, `rr` divides time into `events`, `tid` (the kernel's thread id for each task; in circumstances where ids are reused an additional `serial` counter is computed, but not saved) and `ticks`. `events` are a global (over the tree of recorded processes) linear ordering of events that cause external modification to the process' memory (e.g. system calls or signals), whereas `ticks` are a per-task (think per-thread or per-`tid`) measure of forward progress. The exact metric depends on the CPU microarchitecture and what measurement hardware is available. Valid choices are e.g. `Number of retired instructions` or `Number of retired conditional branches`, but in theory any stable, reliable count of forward progress is sufficient, as long as it uniquely identifies (potentially in conjunction with the register state) a particular point in the execution (e.g. number of retired instructions works trivially and retired conditional branches mostly work, because that count in conjunction with the instruction pointer forms a monotonically increasing pair).
 
 Alright, so looking at the event log, we basically see reflected what we already knew: It does a bunch of write system calls (to print the episode number), a ton of computation (143 billion conditional branches' worth), and eventually it's supposed to crash. We also know that at event `51909` (the last write before the supposed segfault), things in the replay were still mostly on track. We can't say whether the memory contents had already diverged, but we at least know that the register state and the number of instructions executed was bitwise identical to what happened during the recording.
 
 One good way to investigate a divergence is to poke around in memory a bit prior to when one suspects the divergence to
 have occurred and see what kind of memory modifications could have made the difference. Usually, I just do this by going to the prior event, but in our case, there are 15 million conditional branches between the last two events, which is quite a bit of distance. Instead I hacked up a [quick command](https://github.com/mozilla/rr/pull/2658) that lets us seek directly to a particular tick count. In this case, I arbitrarily chose `143998750000`, about 10000 ticks prior to when the segfault occurred during the recording. Let's go there:
 
-```
+```bash
 $ rr replay -g 51908 --serve-files .
 [snip]
 0x0000000070000002 in ?? ()
@@ -170,7 +175,7 @@ Dump of assembler code for function jl_apply_tuple_type:
 [snip]
 ```
 
-Alright, so that's a load from `r10`. Luckily `r10` is recorded in the trace: `r10:0x1007f0490b784d0`. A seasoned debugger will quickly recognize this pointer as too wide. In particular, in general, for use space pointers, the high byte is `0x00`, but here it is `0x01` (gdb drops leading zeros). Sometimes unused pointer bits are used for extra information, but at least julia itself only uses the unused low bits for this purpose, not the high bits. That said, this trace included a significant number of external native libraries (including a full python environment), so it's certainly possible that some external library would have used such pointer tagging techniques. Let's do some more investigation. The first thing I tried to do was take a look at the pointer with the high bit manually cleared to see if it was a valid julia object at all or just some junk that somehow ended up being loaded from:
+Alright, so that's a load from `r10`. Luckily `r10` is recorded in the trace: `r10:0x1007f0490b784d0`. A seasoned debugger will quickly recognize this pointer as too wide. In particular, in general, for use space pointers, the high byte is `0x00`, but here it is `0x01` (gdb drops leading zeros). Sometimes unused pointer bits are used for extra information, but at least julia itself only uses the unused low bits for this purpose, not the high bits. That said, this trace included a significant number of external native libraries (including a full python environment), so it's certainly possible that some external library would have used such pointer tagging techniques. Let's do some more investigation. The first thing I tried to do was take a look at the pointer with the high bit manually cleared to see if it was a valid Julia object at all or just some junk that somehow ended up being loaded from:
 
 ```
 (rr) p jl_(0x7f0490b784d0)
@@ -224,8 +229,8 @@ Continuing.
 [FATAL /home/keno/rr/src/ReplaySession.cc:636:check_pending_sig()] 
 ```
 
-we just get the divergence again, so it never actually reached this execution point, but diverged earlier (but only happened to crash there). Can we find out what happened? Looking back at the assembly, we see that r10 was loaded from
-`rax`, which we also have: rax:0x436487c0. What's there currently (remember we're still 10000 ticks before the crash):
+we just get the divergence again, so it never actually reached this execution point, but diverged earlier (but only happened to crash there). Can we find out what happened? Looking back at the assembly, we see that `r10` was loaded from
+`rax`, which we also have: `rax:0x436487c0`. What's there currently (remember we're still 10000 ticks before the crash)?:
 
 ```
 (rr) p *(void**)0x436487c0
@@ -261,7 +266,7 @@ Continuing.
  -> Assertion `false' failed to hold. Replaying `SIGNAL: SIGSEGV(det)': expecting tracee signal or trap, but instead at `write' (ticks: 144040993972)
 ```
 
-We see some accesses from the type cache, and then the divergence. What about in the other direction? (Note that the divergence crashed the rr process, so we have to first get back to the same execution point - luckily since this is a recording, everything is stable, so we can just `seek-ticks` right back to where we were).
+We see some accesses from the type cache, and then the divergence. What about in the other direction? (Note that the divergence crashed the `rr` process, so we have to first get back to the same execution point - luckily since this is a recording, everything is stable, so we can just `seek-ticks` right back to where we were).
 
 ```
 (rr) awatch *(void**)0x436487c0
@@ -341,7 +346,7 @@ $9 = (void **) 0x7f0478f5aa08
 Array{Any, 1}
 ```
 
-(note that we masked out the low bits, which julia does use as mentioned above - and
+(note that we masked out the low bits, which `julia` does use as mentioned above - and
 if we looked at the assembly the code does the same).
 
 
@@ -486,17 +491,18 @@ so maybe it would have found one). Further analysis of the failure would require
 to the DRAM and perhaps an electron microscope, but we need not go there, because we've already
 determined this is not a Julia bug and the user will probably be replacing their machine.
 
-# Conclusion
+## Conclusion
 
 With about an hour's work (plus 2-3 hours to add the `seek-to-ticks` functionality written,
 tested, upstreamed, etc.), we managed to remotely and conclusively diagnose that a reported
-crash was caused by faulty memory on the users machine.  Even though the rr trace did not
+crash was caused by faulty memory on the users machine.  Even though the `rr` trace did not
 contain the actual cause of the crash, it was nevertheless
 an invaluable tool to analyze this issue. The fact that the stray bit flip was missing
 from the recording already excluded 99% of possible cases for the crash, and some
 careful analysis of the trace gave enough clues to be able to eliminate most of the
-remaining. To quote Sherlock Holmes "When you have eliminated the impossible,
-whatever remains, however improbable, must be the truth". Without rr, it may often
+remaining. To quote Sherlock Holmes
+> When you have eliminated the impossible, whatever remains, however improbable, must be the truth.
+Without `rr`, it may often
 be tempting to blame unexplained crashes on bad hardware, cosmic rays or gremlins
 living under the floors. Here, we were able to fairly convincingly conclude that
 that the issue must indeed be bad memory. I like to say that `rr` turns a debugging

From 21f46de25de3565aef0299fd1a1a8cdf77f46a20 Mon Sep 17 00:00:00 2001
From: Keno Fischer <keno@juliacomputing.com>
Date: Thu, 24 Sep 2020 20:07:30 -0400
Subject: [PATCH 4/4] Stefan's review

---
 blog/2020/09/rr-memory-magic.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/blog/2020/09/rr-memory-magic.md b/blog/2020/09/rr-memory-magic.md
index 0061651403..48a596ffe4 100644
--- a/blog/2020/09/rr-memory-magic.md
+++ b/blog/2020/09/rr-memory-magic.md
@@ -90,8 +90,8 @@ The incoming register state is not strictly required (since it will be determini
 
 Now, what happened here is that `rr` expected to get a deterministic (`(det)`) segfault
 (i.e. one caused by the execution of an instruction, as opposed to being asynchronously sent by some other process e.g. using `kill -SIGSEGV`). 
-However, instead of seeing this segfault, we ended up somewhere else. In this case (`but instead at
- 'write'`), during the replay, we instead tried to execute a write system call.
+However, instead of seeing this segfault, we ended up somewhere else: `but instead at
+ 'write'`. During the replay, `rr` found itself being told to execute a `write` system call rather than seeing the crash.
 We've already seen the output behavior of the program (basically one write for every episode),
 so a reasonable guess is that during replay, it instead successfully finished the episode and reached the next `write` system call (which would have been the first
  execution point at which the `rr` supervisor regains control from the tracee). In `rr` parlance, we call this a "divergence": A situation in which the execution path taken during replay differs from what actually happened during recording. Divergences are generally caused by rr bugs resulting in unobserved memory modifications (e.g. an imperfect model of the kernel's memory modification behavior), but there are more subtle issues that may be responsible as well (such as CPU microarchitecture bugs). I thus turned to trying to debug this divergence. There are a few common candidates for divergences that I looked for first. In no particular order of preference, they are:
@@ -184,7 +184,7 @@ $1 = void
 (rr) 
 ```
 
-Ok, so this is actually a pointer to a julia object (the type `Array{Any, 1}`) with a corrupted high bit. Let's gather some more information. We're still 10000 ticks away from the place where the segfault was supposed to occur, but let's see what's currently happening in the process:
+Ok, so this is actually a pointer to a julia object (the type `Array{Any, 1}`) with a mysteriously set high bit. It's not necessarily unexpected for junk to junk data to look like valid pointers. Junk data often comes from uninitialized re-use of memory, and could certainly pick up part of a valid pointer if such a pointer was previously at that memory location. To narrow things down further, let's gather some more information. We're still 10000 ticks away from the place where the segfault was supposed to occur, but let's see what's currently happening in the process:
 
 ```
 (rr) bt
@@ -495,7 +495,7 @@ determined this is not a Julia bug and the user will probably be replacing their
 
 With about an hour's work (plus 2-3 hours to add the `seek-to-ticks` functionality written,
 tested, upstreamed, etc.), we managed to remotely and conclusively diagnose that a reported
-crash was caused by faulty memory on the users machine.  Even though the `rr` trace did not
+crash was caused by faulty memory on the user's machine.  Even though the `rr` trace did not
 contain the actual cause of the crash, it was nevertheless
 an invaluable tool to analyze this issue. The fact that the stray bit flip was missing
 from the recording already excluded 99% of possible cases for the crash, and some