| .. _numaperf: |
| |
| ============= |
| 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 inititiators. |
| |
| 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 |