| Scaling in the Linux Networking Stack | 
 |  | 
 |  | 
 | Introduction | 
 | ============ | 
 |  | 
 | This document describes a set of complementary techniques in the Linux | 
 | networking stack to increase parallelism and improve performance for | 
 | multi-processor systems. | 
 |  | 
 | The following technologies are described: | 
 |  | 
 |   RSS: Receive Side Scaling | 
 |   RPS: Receive Packet Steering | 
 |   RFS: Receive Flow Steering | 
 |   Accelerated Receive Flow Steering | 
 |   XPS: Transmit Packet Steering | 
 |  | 
 |  | 
 | RSS: Receive Side Scaling | 
 | ========================= | 
 |  | 
 | Contemporary NICs support multiple receive and transmit descriptor queues | 
 | (multi-queue). On reception, a NIC can send different packets to different | 
 | queues to distribute processing among CPUs. The NIC distributes packets by | 
 | applying a filter to each packet that assigns it to one of a small number | 
 | of logical flows. Packets for each flow are steered to a separate receive | 
 | queue, which in turn can be processed by separate CPUs. This mechanism is | 
 | generally known as “Receive-side Scaling” (RSS). The goal of RSS and | 
 | the other scaling techniques is to increase performance uniformly. | 
 | Multi-queue distribution can also be used for traffic prioritization, but | 
 | that is not the focus of these techniques. | 
 |  | 
 | The filter used in RSS is typically a hash function over the network | 
 | and/or transport layer headers-- for example, a 4-tuple hash over | 
 | IP addresses and TCP ports of a packet. The most common hardware | 
 | implementation of RSS uses a 128-entry indirection table where each entry | 
 | stores a queue number. The receive queue for a packet is determined | 
 | by masking out the low order seven bits of the computed hash for the | 
 | packet (usually a Toeplitz hash), taking this number as a key into the | 
 | indirection table and reading the corresponding value. | 
 |  | 
 | Some advanced NICs allow steering packets to queues based on | 
 | programmable filters. For example, webserver bound TCP port 80 packets | 
 | can be directed to their own receive queue. Such “n-tuple” filters can | 
 | be configured from ethtool (--config-ntuple). | 
 |  | 
 | ==== RSS Configuration | 
 |  | 
 | The driver for a multi-queue capable NIC typically provides a kernel | 
 | module parameter for specifying the number of hardware queues to | 
 | configure. In the bnx2x driver, for instance, this parameter is called | 
 | num_queues. A typical RSS configuration would be to have one receive queue | 
 | for each CPU if the device supports enough queues, or otherwise at least | 
 | one for each memory domain, where a memory domain is a set of CPUs that | 
 | share a particular memory level (L1, L2, NUMA node, etc.). | 
 |  | 
 | The indirection table of an RSS device, which resolves a queue by masked | 
 | hash, is usually programmed by the driver at initialization. The | 
 | default mapping is to distribute the queues evenly in the table, but the | 
 | indirection table can be retrieved and modified at runtime using ethtool | 
 | commands (--show-rxfh-indir and --set-rxfh-indir). Modifying the | 
 | indirection table could be done to give different queues different | 
 | relative weights. | 
 |  | 
 | == RSS IRQ Configuration | 
 |  | 
 | Each receive queue has a separate IRQ associated with it. The NIC triggers | 
 | this to notify a CPU when new packets arrive on the given queue. The | 
 | signaling path for PCIe devices uses message signaled interrupts (MSI-X), | 
 | that can route each interrupt to a particular CPU. The active mapping | 
 | of queues to IRQs can be determined from /proc/interrupts. By default, | 
 | an IRQ may be handled on any CPU. Because a non-negligible part of packet | 
 | processing takes place in receive interrupt handling, it is advantageous | 
 | to spread receive interrupts between CPUs. To manually adjust the IRQ | 
 | affinity of each interrupt see Documentation/IRQ-affinity.txt. Some systems | 
 | will be running irqbalance, a daemon that dynamically optimizes IRQ | 
 | assignments and as a result may override any manual settings. | 
 |  | 
 | == Suggested Configuration | 
 |  | 
 | RSS should be enabled when latency is a concern or whenever receive | 
 | interrupt processing forms a bottleneck. Spreading load between CPUs | 
 | decreases queue length. For low latency networking, the optimal setting | 
 | is to allocate as many queues as there are CPUs in the system (or the | 
 | NIC maximum, if lower). The most efficient high-rate configuration | 
 | is likely the one with the smallest number of receive queues where no | 
 | receive queue overflows due to a saturated CPU, because in default | 
 | mode with interrupt coalescing enabled, the aggregate number of | 
 | interrupts (and thus work) grows with each additional queue. | 
 |  | 
 | Per-cpu load can be observed using the mpstat utility, but note that on | 
 | processors with hyperthreading (HT), each hyperthread is represented as | 
 | a separate CPU. For interrupt handling, HT has shown no benefit in | 
 | initial tests, so limit the number of queues to the number of CPU cores | 
 | in the system. | 
 |  | 
 |  | 
 | RPS: Receive Packet Steering | 
 | ============================ | 
 |  | 
 | Receive Packet Steering (RPS) is logically a software implementation of | 
 | RSS. Being in software, it is necessarily called later in the datapath. | 
 | Whereas RSS selects the queue and hence CPU that will run the hardware | 
 | interrupt handler, RPS selects the CPU to perform protocol processing | 
 | above the interrupt handler. This is accomplished by placing the packet | 
 | on the desired CPU’s backlog queue and waking up the CPU for processing. | 
 | RPS has some advantages over RSS: 1) it can be used with any NIC, | 
 | 2) software filters can easily be added to hash over new protocols, | 
 | 3) it does not increase hardware device interrupt rate (although it does | 
 | introduce inter-processor interrupts (IPIs)). | 
 |  | 
 | RPS is called during bottom half of the receive interrupt handler, when | 
 | a driver sends a packet up the network stack with netif_rx() or | 
 | netif_receive_skb(). These call the get_rps_cpu() function, which | 
 | selects the queue that should process a packet. | 
 |  | 
 | The first step in determining the target CPU for RPS is to calculate a | 
 | flow hash over the packet’s addresses or ports (2-tuple or 4-tuple hash | 
 | depending on the protocol). This serves as a consistent hash of the | 
 | associated flow of the packet. The hash is either provided by hardware | 
 | or will be computed in the stack. Capable hardware can pass the hash in | 
 | the receive descriptor for the packet; this would usually be the same | 
 | hash used for RSS (e.g. computed Toeplitz hash). The hash is saved in | 
 | skb->rx_hash and can be used elsewhere in the stack as a hash of the | 
 | packet’s flow. | 
 |  | 
 | Each receive hardware queue has an associated list of CPUs to which | 
 | RPS may enqueue packets for processing. For each received packet, | 
 | an index into the list is computed from the flow hash modulo the size | 
 | of the list. The indexed CPU is the target for processing the packet, | 
 | and the packet is queued to the tail of that CPU’s backlog queue. At | 
 | the end of the bottom half routine, IPIs are sent to any CPUs for which | 
 | packets have been queued to their backlog queue. The IPI wakes backlog | 
 | processing on the remote CPU, and any queued packets are then processed | 
 | up the networking stack. | 
 |  | 
 | ==== RPS Configuration | 
 |  | 
 | RPS requires a kernel compiled with the CONFIG_RPS kconfig symbol (on | 
 | by default for SMP). Even when compiled in, RPS remains disabled until | 
 | explicitly configured. The list of CPUs to which RPS may forward traffic | 
 | can be configured for each receive queue using a sysfs file entry: | 
 |  | 
 |  /sys/class/net/<dev>/queues/rx-<n>/rps_cpus | 
 |  | 
 | This file implements a bitmap of CPUs. RPS is disabled when it is zero | 
 | (the default), in which case packets are processed on the interrupting | 
 | CPU. Documentation/IRQ-affinity.txt explains how CPUs are assigned to | 
 | the bitmap. | 
 |  | 
 | == Suggested Configuration | 
 |  | 
 | For a single queue device, a typical RPS configuration would be to set | 
 | the rps_cpus to the CPUs in the same memory domain of the interrupting | 
 | CPU. If NUMA locality is not an issue, this could also be all CPUs in | 
 | the system. At high interrupt rate, it might be wise to exclude the | 
 | interrupting CPU from the map since that already performs much work. | 
 |  | 
 | For a multi-queue system, if RSS is configured so that a hardware | 
 | receive queue is mapped to each CPU, then RPS is probably redundant | 
 | and unnecessary. If there are fewer hardware queues than CPUs, then | 
 | RPS might be beneficial if the rps_cpus for each queue are the ones that | 
 | share the same memory domain as the interrupting CPU for that queue. | 
 |  | 
 |  | 
 | RFS: Receive Flow Steering | 
 | ========================== | 
 |  | 
 | While RPS steers packets solely based on hash, and thus generally | 
 | provides good load distribution, it does not take into account | 
 | application locality. This is accomplished by Receive Flow Steering | 
 | (RFS). The goal of RFS is to increase datacache hitrate by steering | 
 | kernel processing of packets to the CPU where the application thread | 
 | consuming the packet is running. RFS relies on the same RPS mechanisms | 
 | to enqueue packets onto the backlog of another CPU and to wake up that | 
 | CPU. | 
 |  | 
 | In RFS, packets are not forwarded directly by the value of their hash, | 
 | but the hash is used as index into a flow lookup table. This table maps | 
 | flows to the CPUs where those flows are being processed. The flow hash | 
 | (see RPS section above) is used to calculate the index into this table. | 
 | The CPU recorded in each entry is the one which last processed the flow. | 
 | If an entry does not hold a valid CPU, then packets mapped to that entry | 
 | are steered using plain RPS. Multiple table entries may point to the | 
 | same CPU. Indeed, with many flows and few CPUs, it is very likely that | 
 | a single application thread handles flows with many different flow hashes. | 
 |  | 
 | rps_sock_flow_table is a global flow table that contains the *desired* CPU | 
 | for flows: the CPU that is currently processing the flow in userspace. | 
 | Each table value is a CPU index that is updated during calls to recvmsg | 
 | and sendmsg (specifically, inet_recvmsg(), inet_sendmsg(), inet_sendpage() | 
 | and tcp_splice_read()). | 
 |  | 
 | When the scheduler moves a thread to a new CPU while it has outstanding | 
 | receive packets on the old CPU, packets may arrive out of order. To | 
 | avoid this, RFS uses a second flow table to track outstanding packets | 
 | for each flow: rps_dev_flow_table is a table specific to each hardware | 
 | receive queue of each device. Each table value stores a CPU index and a | 
 | counter. The CPU index represents the *current* CPU onto which packets | 
 | for this flow are enqueued for further kernel processing. Ideally, kernel | 
 | and userspace processing occur on the same CPU, and hence the CPU index | 
 | in both tables is identical. This is likely false if the scheduler has | 
 | recently migrated a userspace thread while the kernel still has packets | 
 | enqueued for kernel processing on the old CPU. | 
 |  | 
 | The counter in rps_dev_flow_table values records the length of the current | 
 | CPU's backlog when a packet in this flow was last enqueued. Each backlog | 
 | queue has a head counter that is incremented on dequeue. A tail counter | 
 | is computed as head counter + queue length. In other words, the counter | 
 | in rps_dev_flow[i] records the last element in flow i that has | 
 | been enqueued onto the currently designated CPU for flow i (of course, | 
 | entry i is actually selected by hash and multiple flows may hash to the | 
 | same entry i). | 
 |  | 
 | And now the trick for avoiding out of order packets: when selecting the | 
 | CPU for packet processing (from get_rps_cpu()) the rps_sock_flow table | 
 | and the rps_dev_flow table of the queue that the packet was received on | 
 | are compared. If the desired CPU for the flow (found in the | 
 | rps_sock_flow table) matches the current CPU (found in the rps_dev_flow | 
 | table), the packet is enqueued onto that CPU’s backlog. If they differ, | 
 | the current CPU is updated to match the desired CPU if one of the | 
 | following is true: | 
 |  | 
 | - The current CPU's queue head counter >= the recorded tail counter | 
 |   value in rps_dev_flow[i] | 
 | - The current CPU is unset (equal to RPS_NO_CPU) | 
 | - The current CPU is offline | 
 |  | 
 | After this check, the packet is sent to the (possibly updated) current | 
 | CPU. These rules aim to ensure that a flow only moves to a new CPU when | 
 | there are no packets outstanding on the old CPU, as the outstanding | 
 | packets could arrive later than those about to be processed on the new | 
 | CPU. | 
 |  | 
 | ==== RFS Configuration | 
 |  | 
 | RFS is only available if the kconfig symbol CONFIG_RPS is enabled (on | 
 | by default for SMP). The functionality remains disabled until explicitly | 
 | configured. The number of entries in the global flow table is set through: | 
 |  | 
 |  /proc/sys/net/core/rps_sock_flow_entries | 
 |  | 
 | The number of entries in the per-queue flow table are set through: | 
 |  | 
 |  /sys/class/net/<dev>/queues/rx-<n>/rps_flow_cnt | 
 |  | 
 | == Suggested Configuration | 
 |  | 
 | Both of these need to be set before RFS is enabled for a receive queue. | 
 | Values for both are rounded up to the nearest power of two. The | 
 | suggested flow count depends on the expected number of active connections | 
 | at any given time, which may be significantly less than the number of open | 
 | connections. We have found that a value of 32768 for rps_sock_flow_entries | 
 | works fairly well on a moderately loaded server. | 
 |  | 
 | For a single queue device, the rps_flow_cnt value for the single queue | 
 | would normally be configured to the same value as rps_sock_flow_entries. | 
 | For a multi-queue device, the rps_flow_cnt for each queue might be | 
 | configured as rps_sock_flow_entries / N, where N is the number of | 
 | queues. So for instance, if rps_sock_flow_entries is set to 32768 and there | 
 | are 16 configured receive queues, rps_flow_cnt for each queue might be | 
 | configured as 2048. | 
 |  | 
 |  | 
 | Accelerated RFS | 
 | =============== | 
 |  | 
 | Accelerated RFS is to RFS what RSS is to RPS: a hardware-accelerated load | 
 | balancing mechanism that uses soft state to steer flows based on where | 
 | the application thread consuming the packets of each flow is running. | 
 | Accelerated RFS should perform better than RFS since packets are sent | 
 | directly to a CPU local to the thread consuming the data. The target CPU | 
 | will either be the same CPU where the application runs, or at least a CPU | 
 | which is local to the application thread’s CPU in the cache hierarchy. | 
 |  | 
 | To enable accelerated RFS, the networking stack calls the | 
 | ndo_rx_flow_steer driver function to communicate the desired hardware | 
 | queue for packets matching a particular flow. The network stack | 
 | automatically calls this function every time a flow entry in | 
 | rps_dev_flow_table is updated. The driver in turn uses a device specific | 
 | method to program the NIC to steer the packets. | 
 |  | 
 | The hardware queue for a flow is derived from the CPU recorded in | 
 | rps_dev_flow_table. The stack consults a CPU to hardware queue map which | 
 | is maintained by the NIC driver. This is an auto-generated reverse map of | 
 | the IRQ affinity table shown by /proc/interrupts. Drivers can use | 
 | functions in the cpu_rmap (“CPU affinity reverse map”) kernel library | 
 | to populate the map. For each CPU, the corresponding queue in the map is | 
 | set to be one whose processing CPU is closest in cache locality. | 
 |  | 
 | ==== Accelerated RFS Configuration | 
 |  | 
 | Accelerated RFS is only available if the kernel is compiled with | 
 | CONFIG_RFS_ACCEL and support is provided by the NIC device and driver. | 
 | It also requires that ntuple filtering is enabled via ethtool. The map | 
 | of CPU to queues is automatically deduced from the IRQ affinities | 
 | configured for each receive queue by the driver, so no additional | 
 | configuration should be necessary. | 
 |  | 
 | == Suggested Configuration | 
 |  | 
 | This technique should be enabled whenever one wants to use RFS and the | 
 | NIC supports hardware acceleration. | 
 |  | 
 | XPS: Transmit Packet Steering | 
 | ============================= | 
 |  | 
 | Transmit Packet Steering is a mechanism for intelligently selecting | 
 | which transmit queue to use when transmitting a packet on a multi-queue | 
 | device. To accomplish this, a mapping from CPU to hardware queue(s) is | 
 | recorded. The goal of this mapping is usually to assign queues | 
 | exclusively to a subset of CPUs, where the transmit completions for | 
 | these queues are processed on a CPU within this set. This choice | 
 | provides two benefits. First, contention on the device queue lock is | 
 | significantly reduced since fewer CPUs contend for the same queue | 
 | (contention can be eliminated completely if each CPU has its own | 
 | transmit queue). Secondly, cache miss rate on transmit completion is | 
 | reduced, in particular for data cache lines that hold the sk_buff | 
 | structures. | 
 |  | 
 | XPS is configured per transmit queue by setting a bitmap of CPUs that | 
 | may use that queue to transmit. The reverse mapping, from CPUs to | 
 | transmit queues, is computed and maintained for each network device. | 
 | When transmitting the first packet in a flow, the function | 
 | get_xps_queue() is called to select a queue. This function uses the ID | 
 | of the running CPU as a key into the CPU-to-queue lookup table. If the | 
 | ID matches a single queue, that is used for transmission. If multiple | 
 | queues match, one is selected by using the flow hash to compute an index | 
 | into the set. | 
 |  | 
 | The queue chosen for transmitting a particular flow is saved in the | 
 | corresponding socket structure for the flow (e.g. a TCP connection). | 
 | This transmit queue is used for subsequent packets sent on the flow to | 
 | prevent out of order (ooo) packets. The choice also amortizes the cost | 
 | of calling get_xps_queues() over all packets in the flow. To avoid | 
 | ooo packets, the queue for a flow can subsequently only be changed if | 
 | skb->ooo_okay is set for a packet in the flow. This flag indicates that | 
 | there are no outstanding packets in the flow, so the transmit queue can | 
 | change without the risk of generating out of order packets. The | 
 | transport layer is responsible for setting ooo_okay appropriately. TCP, | 
 | for instance, sets the flag when all data for a connection has been | 
 | acknowledged. | 
 |  | 
 | ==== XPS Configuration | 
 |  | 
 | XPS is only available if the kconfig symbol CONFIG_XPS is enabled (on by | 
 | default for SMP). The functionality remains disabled until explicitly | 
 | configured. To enable XPS, the bitmap of CPUs that may use a transmit | 
 | queue is configured using the sysfs file entry: | 
 |  | 
 | /sys/class/net/<dev>/queues/tx-<n>/xps_cpus | 
 |  | 
 | == Suggested Configuration | 
 |  | 
 | For a network device with a single transmission queue, XPS configuration | 
 | has no effect, since there is no choice in this case. In a multi-queue | 
 | system, XPS is preferably configured so that each CPU maps onto one queue. | 
 | If there are as many queues as there are CPUs in the system, then each | 
 | queue can also map onto one CPU, resulting in exclusive pairings that | 
 | experience no contention. If there are fewer queues than CPUs, then the | 
 | best CPUs to share a given queue are probably those that share the cache | 
 | with the CPU that processes transmit completions for that queue | 
 | (transmit interrupts). | 
 |  | 
 |  | 
 | Further Information | 
 | =================== | 
 | RPS and RFS were introduced in kernel 2.6.35. XPS was incorporated into | 
 | 2.6.38. Original patches were submitted by Tom Herbert | 
 | (therbert@google.com) | 
 |  | 
 | Accelerated RFS was introduced in 2.6.35. Original patches were | 
 | submitted by Ben Hutchings (bhutchings@solarflare.com) | 
 |  | 
 | Authors: | 
 | Tom Herbert (therbert@google.com) | 
 | Willem de Bruijn (willemb@google.com) |