| 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_table[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 NR_CPUS) |
| - 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_RFS 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_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) |