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| 1 | +.. SPDX-License-Identifier: GPL-2.0 |
| 2 | +
|
| 3 | +============= |
| 4 | +False Sharing |
| 5 | +============= |
| 6 | + |
| 7 | +What is False Sharing |
| 8 | +===================== |
| 9 | +False sharing is related with cache mechanism of maintaining the data |
| 10 | +coherence of one cache line stored in multiple CPU's caches; then |
| 11 | +academic definition for it is in [1]_. Consider a struct with a |
| 12 | +refcount and a string:: |
| 13 | + |
| 14 | + struct foo { |
| 15 | + refcount_t refcount; |
| 16 | + ... |
| 17 | + char name[16]; |
| 18 | + } ____cacheline_internodealigned_in_smp; |
| 19 | + |
| 20 | +Member 'refcount'(A) and 'name'(B) _share_ one cache line like below:: |
| 21 | + |
| 22 | + +-----------+ +-----------+ |
| 23 | + | CPU 0 | | CPU 1 | |
| 24 | + +-----------+ +-----------+ |
| 25 | + / | |
| 26 | + / | |
| 27 | + V V |
| 28 | + +----------------------+ +----------------------+ |
| 29 | + | A B | Cache 0 | A B | Cache 1 |
| 30 | + +----------------------+ +----------------------+ |
| 31 | + | | |
| 32 | + ---------------------------+------------------+----------------------------- |
| 33 | + | | |
| 34 | + +----------------------+ |
| 35 | + | | |
| 36 | + +----------------------+ |
| 37 | + Main Memory | A B | |
| 38 | + +----------------------+ |
| 39 | + |
| 40 | +'refcount' is modified frequently, but 'name' is set once at object |
| 41 | +creation time and is never modified. When many CPUs access 'foo' at |
| 42 | +the same time, with 'refcount' being only bumped by one CPU frequently |
| 43 | +and 'name' being read by other CPUs, all those reading CPUs have to |
| 44 | +reload the whole cache line over and over due to the 'sharing', even |
| 45 | +though 'name' is never changed. |
| 46 | + |
| 47 | +There are many real-world cases of performance regressions caused by |
| 48 | +false sharing. One of these is a rw_semaphore 'mmap_lock' inside |
| 49 | +mm_struct struct, whose cache line layout change triggered a |
| 50 | +regression and Linus analyzed in [2]_. |
| 51 | + |
| 52 | +There are two key factors for a harmful false sharing: |
| 53 | + |
| 54 | +* A global datum accessed (shared) by many CPUs |
| 55 | +* In the concurrent accesses to the data, there is at least one write |
| 56 | + operation: write/write or write/read cases. |
| 57 | + |
| 58 | +The sharing could be from totally unrelated kernel components, or |
| 59 | +different code paths of the same kernel component. |
| 60 | + |
| 61 | + |
| 62 | +False Sharing Pitfalls |
| 63 | +====================== |
| 64 | +Back in time when one platform had only one or a few CPUs, hot data |
| 65 | +members could be purposely put in the same cache line to make them |
| 66 | +cache hot and save cacheline/TLB, like a lock and the data protected |
| 67 | +by it. But for recent large system with hundreds of CPUs, this may |
| 68 | +not work when the lock is heavily contended, as the lock owner CPU |
| 69 | +could write to the data, while other CPUs are busy spinning the lock. |
| 70 | + |
| 71 | +Looking at past cases, there are several frequently occurring patterns |
| 72 | +for false sharing: |
| 73 | + |
| 74 | +* lock (spinlock/mutex/semaphore) and data protected by it are |
| 75 | + purposely put in one cache line. |
| 76 | +* global data being put together in one cache line. Some kernel |
| 77 | + subsystems have many global parameters of small size (4 bytes), |
| 78 | + which can easily be grouped together and put into one cache line. |
| 79 | +* data members of a big data structure randomly sitting together |
| 80 | + without being noticed (cache line is usually 64 bytes or more), |
| 81 | + like 'mem_cgroup' struct. |
| 82 | + |
| 83 | +Following 'mitigation' section provides real-world examples. |
| 84 | + |
| 85 | +False sharing could easily happen unless they are intentionally |
| 86 | +checked, and it is valuable to run specific tools for performance |
| 87 | +critical workloads to detect false sharing affecting performance case |
| 88 | +and optimize accordingly. |
| 89 | + |
| 90 | + |
| 91 | +How to detect and analyze False Sharing |
| 92 | +======================================== |
| 93 | +perf record/report/stat are widely used for performance tuning, and |
| 94 | +once hotspots are detected, tools like 'perf-c2c' and 'pahole' can |
| 95 | +be further used to detect and pinpoint the possible false sharing |
| 96 | +data structures. 'addr2line' is also good at decoding instruction |
| 97 | +pointer when there are multiple layers of inline functions. |
| 98 | + |
| 99 | +perf-c2c can capture the cache lines with most false sharing hits, |
| 100 | +decoded functions (line number of file) accessing that cache line, |
| 101 | +and in-line offset of the data. Simple commands are:: |
| 102 | + |
| 103 | + $ perf c2c record -ag sleep 3 |
| 104 | + $ perf c2c report --call-graph none -k vmlinux |
| 105 | + |
| 106 | +When running above during testing will-it-scale's tlb_flush1 case, |
| 107 | +perf reports something like:: |
| 108 | + |
| 109 | + Total records : 1658231 |
| 110 | + Locked Load/Store Operations : 89439 |
| 111 | + Load Operations : 623219 |
| 112 | + Load Local HITM : 92117 |
| 113 | + Load Remote HITM : 139 |
| 114 | + |
| 115 | + #---------------------------------------------------------------------- |
| 116 | + 4 0 2374 0 0 0 0xff1100088366d880 |
| 117 | + #---------------------------------------------------------------------- |
| 118 | + 0.00% 42.29% 0.00% 0.00% 0.00% 0x8 1 1 0xffffffff81373b7b 0 231 129 5312 64 [k] __mod_lruvec_page_state [kernel.vmlinux] memcontrol.h:752 1 |
| 119 | + 0.00% 13.10% 0.00% 0.00% 0.00% 0x8 1 1 0xffffffff81374718 0 226 97 3551 64 [k] folio_lruvec_lock_irqsave [kernel.vmlinux] memcontrol.h:752 1 |
| 120 | + 0.00% 11.20% 0.00% 0.00% 0.00% 0x8 1 1 0xffffffff812c29bf 0 170 136 555 64 [k] lru_add_fn [kernel.vmlinux] mm_inline.h:41 1 |
| 121 | + 0.00% 7.62% 0.00% 0.00% 0.00% 0x8 1 1 0xffffffff812c3ec5 0 175 108 632 64 [k] release_pages [kernel.vmlinux] mm_inline.h:41 1 |
| 122 | + 0.00% 23.29% 0.00% 0.00% 0.00% 0x10 1 1 0xffffffff81372d0a 0 234 279 1051 64 [k] __mod_memcg_lruvec_state [kernel.vmlinux] memcontrol.c:736 1 |
| 123 | + |
| 124 | +A nice introduction for perf-c2c is [3]_. |
| 125 | + |
| 126 | +'pahole' decodes data structure layouts delimited in cache line |
| 127 | +granularity. Users can match the offset in perf-c2c output with |
| 128 | +pahole's decoding to locate the exact data members. For global |
| 129 | +data, users can search the data address in System.map. |
| 130 | + |
| 131 | + |
| 132 | +Possible Mitigations |
| 133 | +==================== |
| 134 | +False sharing does not always need to be mitigated. False sharing |
| 135 | +mitigations should balance performance gains with complexity and |
| 136 | +space consumption. Sometimes, lower performance is OK, and it's |
| 137 | +unnecessary to hyper-optimize every rarely used data structure or |
| 138 | +a cold data path. |
| 139 | + |
| 140 | +False sharing hurting performance cases are seen more frequently with |
| 141 | +core count increasing. Because of these detrimental effects, many |
| 142 | +patches have been proposed across variety of subsystems (like |
| 143 | +networking and memory management) and merged. Some common mitigations |
| 144 | +(with examples) are: |
| 145 | + |
| 146 | +* Separate hot global data in its own dedicated cache line, even if it |
| 147 | + is just a 'short' type. The downside is more consumption of memory, |
| 148 | + cache line and TLB entries. |
| 149 | + |
| 150 | + - Commit 91b6d3256356 ("net: cache align tcp_memory_allocated, tcp_sockets_allocated") |
| 151 | + |
| 152 | +* Reorganize the data structure, separate the interfering members to |
| 153 | + different cache lines. One downside is it may introduce new false |
| 154 | + sharing of other members. |
| 155 | + |
| 156 | + - Commit 802f1d522d5f ("mm: page_counter: re-layout structure to reduce false sharing") |
| 157 | + |
| 158 | +* Replace 'write' with 'read' when possible, especially in loops. |
| 159 | + Like for some global variable, use compare(read)-then-write instead |
| 160 | + of unconditional write. For example, use:: |
| 161 | + |
| 162 | + if (!test_bit(XXX)) |
| 163 | + set_bit(XXX); |
| 164 | + |
| 165 | + instead of directly "set_bit(XXX);", similarly for atomic_t data:: |
| 166 | + |
| 167 | + if (atomic_read(XXX) == AAA) |
| 168 | + atomic_set(XXX, BBB); |
| 169 | + |
| 170 | + - Commit 7b1002f7cfe5 ("bcache: fixup bcache_dev_sectors_dirty_add() multithreaded CPU false sharing") |
| 171 | + - Commit 292648ac5cf1 ("mm: gup: allow FOLL_PIN to scale in SMP") |
| 172 | + |
| 173 | +* Turn hot global data to 'per-cpu data + global data' when possible, |
| 174 | + or reasonably increase the threshold for syncing per-cpu data to |
| 175 | + global data, to reduce or postpone the 'write' to that global data. |
| 176 | + |
| 177 | + - Commit 520f897a3554 ("ext4: use percpu_counters for extent_status cache hits/misses") |
| 178 | + - Commit 56f3547bfa4d ("mm: adjust vm_committed_as_batch according to vm overcommit policy") |
| 179 | + |
| 180 | +Surely, all mitigations should be carefully verified to not cause side |
| 181 | +effects. To avoid introducing false sharing when coding, it's better |
| 182 | +to: |
| 183 | + |
| 184 | +* Be aware of cache line boundaries |
| 185 | +* Group mostly read-only fields together |
| 186 | +* Group things that are written at the same time together |
| 187 | +* Separate frequently read and frequently written fields on |
| 188 | + different cache lines. |
| 189 | + |
| 190 | +and better add a comment stating the false sharing consideration. |
| 191 | + |
| 192 | +One note is, sometimes even after a severe false sharing is detected |
| 193 | +and solved, the performance may still have no obvious improvement as |
| 194 | +the hotspot switches to a new place. |
| 195 | + |
| 196 | + |
| 197 | +Miscellaneous |
| 198 | +============= |
| 199 | +One open issue is that kernel has an optional data structure |
| 200 | +randomization mechanism, which also randomizes the situation of cache |
| 201 | +line sharing of data members. |
| 202 | + |
| 203 | + |
| 204 | +.. [1] https://en.wikipedia.org/wiki/False_sharing |
| 205 | +.. [2] https://lore.kernel.org/lkml/CAHk-=whoqV=cX5VC80mmR9rr+Z+yQ6fiQZm36Fb-izsanHg23w@mail.gmail.com/ |
| 206 | +.. [3] https://joemario.github.io/blog/2016/09/01/c2c-blog/ |
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