| ======================= | |
| NUMA Memory Performance | |
| ======================= | |
| NUMA Locality | |
| ============= | |
| Some platforms may have multiple types of memory attached to a compute | |
| node. These disparate memory ranges may share some characteristics, such | |
| as CPU cache coherence, but may have different performance. For example, | |
| different media types and buses affect bandwidth and latency. | |
| A system supports such heterogeneous memory by grouping each memory type | |
| under different domains, or "nodes", based on locality and performance | |
| characteristics. Some memory may share the same node as a CPU, and others | |
| are provided as memory only nodes. While memory only nodes do not provide | |
| CPUs, they may still be local to one or more compute nodes relative to | |
| other nodes. The following diagram shows one such example of two compute | |
| nodes with local memory and a memory only node for each of compute node:: | |
| +------------------+ +------------------+ | |
| | Compute Node 0 +-----+ Compute Node 1 | | |
| | Local Node0 Mem | | Local Node1 Mem | | |
| +--------+---------+ +--------+---------+ | |
| | | | |
| +--------+---------+ +--------+---------+ | |
| | Slower Node2 Mem | | Slower Node3 Mem | | |
| +------------------+ +--------+---------+ | |
| A "memory initiator" is a node containing one or more devices such as | |
| CPUs or separate memory I/O devices that can initiate memory requests. | |
| A "memory target" is a node containing one or more physical address | |
| ranges accessible from one or more memory initiators. | |
| When multiple memory initiators exist, they may not all have the same | |
| performance when accessing a given memory target. Each initiator-target | |
| pair may be organized into different ranked access classes to represent | |
| this relationship. The highest performing initiator to a given target | |
| is considered to be one of that target's local initiators, and given | |
| the highest access class, 0. Any given target may have one or more | |
| local initiators, and any given initiator may have multiple local | |
| memory targets. | |
| To aid applications matching memory targets with their initiators, the | |
| kernel provides symlinks to each other. The following example lists the | |
| relationship for the access class "0" memory initiators and targets:: | |
| # symlinks -v /sys/devices/system/node/nodeX/access0/targets/ | |
| relative: /sys/devices/system/node/nodeX/access0/targets/nodeY -> ../../nodeY | |
| # symlinks -v /sys/devices/system/node/nodeY/access0/initiators/ | |
| relative: /sys/devices/system/node/nodeY/access0/initiators/nodeX -> ../../nodeX | |
| A memory initiator may have multiple memory targets in the same access | |
| class. The target memory's initiators in a given class indicate the | |
| nodes' access characteristics share the same performance relative to other | |
| linked initiator nodes. Each target within an initiator's access class, | |
| though, do not necessarily perform the same as each other. | |
| The access class "1" is used to allow differentiation between initiators | |
| that are CPUs and hence suitable for generic task scheduling, and | |
| IO initiators such as GPUs and NICs. Unlike access class 0, only | |
| nodes containing CPUs are considered. | |
| NUMA Performance | |
| ================ | |
| Applications may wish to consider which node they want their memory to | |
| be allocated from based on the node's performance characteristics. If | |
| the system provides these attributes, the kernel exports them under the | |
| node sysfs hierarchy by appending the attributes directory under the | |
| memory node's access class 0 initiators as follows:: | |
| /sys/devices/system/node/nodeY/access0/initiators/ | |
| These attributes apply only when accessed from nodes that have the | |
| are linked under the this access's initiators. | |
| The performance characteristics the kernel provides for the local initiators | |
| are exported are as follows:: | |
| # tree -P "read*|write*" /sys/devices/system/node/nodeY/access0/initiators/ | |
| /sys/devices/system/node/nodeY/access0/initiators/ | |
| |-- read_bandwidth | |
| |-- read_latency | |
| |-- write_bandwidth | |
| `-- write_latency | |
| The bandwidth attributes are provided in MiB/second. | |
| The latency attributes are provided in nanoseconds. | |
| The values reported here correspond to the rated latency and bandwidth | |
| for the platform. | |
| Access class 1 takes the same form but only includes values for CPU to | |
| memory activity. | |
| NUMA Cache | |
| ========== | |
| System memory may be constructed in a hierarchy of elements with various | |
| performance characteristics in order to provide large address space of | |
| slower performing memory cached by a smaller higher performing memory. The | |
| system physical addresses memory initiators are aware of are provided | |
| by the last memory level in the hierarchy. The system meanwhile uses | |
| higher performing memory to transparently cache access to progressively | |
| slower levels. | |
| The term "far memory" is used to denote the last level memory in the | |
| hierarchy. Each increasing cache level provides higher performing | |
| initiator access, and the term "near memory" represents the fastest | |
| cache provided by the system. | |
| This numbering is different than CPU caches where the cache level (ex: | |
| L1, L2, L3) uses the CPU-side view where each increased level is lower | |
| performing. In contrast, the memory cache level is centric to the last | |
| level memory, so the higher numbered cache level corresponds to memory | |
| nearer to the CPU, and further from far memory. | |
| The memory-side caches are not directly addressable by software. When | |
| software accesses a system address, the system will return it from the | |
| near memory cache if it is present. If it is not present, the system | |
| accesses the next level of memory until there is either a hit in that | |
| cache level, or it reaches far memory. | |
| An application does not need to know about caching attributes in order | |
| to use the system. Software may optionally query the memory cache | |
| attributes in order to maximize the performance out of such a setup. | |
| If the system provides a way for the kernel to discover this information, | |
| for example with ACPI HMAT (Heterogeneous Memory Attribute Table), | |
| the kernel will append these attributes to the NUMA node memory target. | |
| When the kernel first registers a memory cache with a node, the kernel | |
| will create the following directory:: | |
| /sys/devices/system/node/nodeX/memory_side_cache/ | |
| If that directory is not present, the system either does not provide | |
| a memory-side cache, or that information is not accessible to the kernel. | |
| The attributes for each level of cache is provided under its cache | |
| level index:: | |
| /sys/devices/system/node/nodeX/memory_side_cache/indexA/ | |
| /sys/devices/system/node/nodeX/memory_side_cache/indexB/ | |
| /sys/devices/system/node/nodeX/memory_side_cache/indexC/ | |
| Each cache level's directory provides its attributes. For example, the | |
| following shows a single cache level and the attributes available for | |
| software to query:: | |
| # tree /sys/devices/system/node/node0/memory_side_cache/ | |
| /sys/devices/system/node/node0/memory_side_cache/ | |
| |-- index1 | |
| | |-- indexing | |
| | |-- line_size | |
| | |-- size | |
| | `-- write_policy | |
| The "indexing" will be 0 if it is a direct-mapped cache, and non-zero | |
| for any other indexed based, multi-way associativity. | |
| The "line_size" is the number of bytes accessed from the next cache | |
| level on a miss. | |
| The "size" is the number of bytes provided by this cache level. | |
| The "write_policy" will be 0 for write-back, and non-zero for | |
| write-through caching. | |
| See Also | |
| ======== | |
| [1] https://www.uefi.org/sites/default/files/resources/ACPI_6_2.pdf | |
| - Section 5.2.27 |