2011-08-09 12:20:48 +08:00
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Scaling in the Linux Networking Stack
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Introduction
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============
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This document describes a set of complementary techniques in the Linux
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networking stack to increase parallelism and improve performance for
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multi-processor systems.
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The following technologies are described:
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RSS: Receive Side Scaling
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RPS: Receive Packet Steering
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RFS: Receive Flow Steering
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Accelerated Receive Flow Steering
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XPS: Transmit Packet Steering
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RSS: Receive Side Scaling
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=========================
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Contemporary NICs support multiple receive and transmit descriptor queues
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(multi-queue). On reception, a NIC can send different packets to different
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queues to distribute processing among CPUs. The NIC distributes packets by
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applying a filter to each packet that assigns it to one of a small number
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of logical flows. Packets for each flow are steered to a separate receive
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queue, which in turn can be processed by separate CPUs. This mechanism is
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generally known as “Receive-side Scaling” (RSS). The goal of RSS and
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2011-10-04 12:00:30 +08:00
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the other scaling techniques is to increase performance uniformly.
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2011-08-09 12:20:48 +08:00
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Multi-queue distribution can also be used for traffic prioritization, but
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that is not the focus of these techniques.
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The filter used in RSS is typically a hash function over the network
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and/or transport layer headers-- for example, a 4-tuple hash over
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IP addresses and TCP ports of a packet. The most common hardware
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implementation of RSS uses a 128-entry indirection table where each entry
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stores a queue number. The receive queue for a packet is determined
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by masking out the low order seven bits of the computed hash for the
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packet (usually a Toeplitz hash), taking this number as a key into the
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indirection table and reading the corresponding value.
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Some advanced NICs allow steering packets to queues based on
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programmable filters. For example, webserver bound TCP port 80 packets
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can be directed to their own receive queue. Such “n-tuple” filters can
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be configured from ethtool (--config-ntuple).
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==== RSS Configuration
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The driver for a multi-queue capable NIC typically provides a kernel
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module parameter for specifying the number of hardware queues to
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configure. In the bnx2x driver, for instance, this parameter is called
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num_queues. A typical RSS configuration would be to have one receive queue
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for each CPU if the device supports enough queues, or otherwise at least
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2011-08-11 22:41:48 +08:00
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one for each memory domain, where a memory domain is a set of CPUs that
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share a particular memory level (L1, L2, NUMA node, etc.).
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2011-08-09 12:20:48 +08:00
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The indirection table of an RSS device, which resolves a queue by masked
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hash, is usually programmed by the driver at initialization. The
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default mapping is to distribute the queues evenly in the table, but the
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indirection table can be retrieved and modified at runtime using ethtool
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commands (--show-rxfh-indir and --set-rxfh-indir). Modifying the
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indirection table could be done to give different queues different
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relative weights.
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== RSS IRQ Configuration
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Each receive queue has a separate IRQ associated with it. The NIC triggers
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this to notify a CPU when new packets arrive on the given queue. The
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signaling path for PCIe devices uses message signaled interrupts (MSI-X),
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that can route each interrupt to a particular CPU. The active mapping
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of queues to IRQs can be determined from /proc/interrupts. By default,
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an IRQ may be handled on any CPU. Because a non-negligible part of packet
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processing takes place in receive interrupt handling, it is advantageous
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to spread receive interrupts between CPUs. To manually adjust the IRQ
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2011-08-15 08:02:26 +08:00
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affinity of each interrupt see Documentation/IRQ-affinity.txt. Some systems
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will be running irqbalance, a daemon that dynamically optimizes IRQ
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assignments and as a result may override any manual settings.
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== Suggested Configuration
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RSS should be enabled when latency is a concern or whenever receive
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interrupt processing forms a bottleneck. Spreading load between CPUs
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decreases queue length. For low latency networking, the optimal setting
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is to allocate as many queues as there are CPUs in the system (or the
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NIC maximum, if lower). The most efficient high-rate configuration
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is likely the one with the smallest number of receive queues where no
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receive queue overflows due to a saturated CPU, because in default
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mode with interrupt coalescing enabled, the aggregate number of
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interrupts (and thus work) grows with each additional queue.
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Per-cpu load can be observed using the mpstat utility, but note that on
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processors with hyperthreading (HT), each hyperthread is represented as
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a separate CPU. For interrupt handling, HT has shown no benefit in
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initial tests, so limit the number of queues to the number of CPU cores
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in the system.
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2011-08-09 12:20:48 +08:00
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RPS: Receive Packet Steering
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============================
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Receive Packet Steering (RPS) is logically a software implementation of
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RSS. Being in software, it is necessarily called later in the datapath.
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Whereas RSS selects the queue and hence CPU that will run the hardware
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interrupt handler, RPS selects the CPU to perform protocol processing
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above the interrupt handler. This is accomplished by placing the packet
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on the desired CPU’s backlog queue and waking up the CPU for processing.
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RPS has some advantages over RSS: 1) it can be used with any NIC,
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2) software filters can easily be added to hash over new protocols,
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3) it does not increase hardware device interrupt rate (although it does
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introduce inter-processor interrupts (IPIs)).
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RPS is called during bottom half of the receive interrupt handler, when
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a driver sends a packet up the network stack with netif_rx() or
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netif_receive_skb(). These call the get_rps_cpu() function, which
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selects the queue that should process a packet.
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The first step in determining the target CPU for RPS is to calculate a
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flow hash over the packet’s addresses or ports (2-tuple or 4-tuple hash
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depending on the protocol). This serves as a consistent hash of the
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associated flow of the packet. The hash is either provided by hardware
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or will be computed in the stack. Capable hardware can pass the hash in
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the receive descriptor for the packet; this would usually be the same
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hash used for RSS (e.g. computed Toeplitz hash). The hash is saved in
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skb->rx_hash and can be used elsewhere in the stack as a hash of the
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packet’s flow.
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Each receive hardware queue has an associated list of CPUs to which
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RPS may enqueue packets for processing. For each received packet,
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an index into the list is computed from the flow hash modulo the size
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of the list. The indexed CPU is the target for processing the packet,
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and the packet is queued to the tail of that CPU’s backlog queue. At
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the end of the bottom half routine, IPIs are sent to any CPUs for which
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packets have been queued to their backlog queue. The IPI wakes backlog
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processing on the remote CPU, and any queued packets are then processed
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up the networking stack.
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==== RPS Configuration
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RPS requires a kernel compiled with the CONFIG_RPS kconfig symbol (on
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by default for SMP). Even when compiled in, RPS remains disabled until
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explicitly configured. The list of CPUs to which RPS may forward traffic
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can be configured for each receive queue using a sysfs file entry:
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/sys/class/net/<dev>/queues/rx-<n>/rps_cpus
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This file implements a bitmap of CPUs. RPS is disabled when it is zero
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(the default), in which case packets are processed on the interrupting
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CPU. Documentation/IRQ-affinity.txt explains how CPUs are assigned to
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the bitmap.
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== Suggested Configuration
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For a single queue device, a typical RPS configuration would be to set
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the rps_cpus to the CPUs in the same memory domain of the interrupting
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CPU. If NUMA locality is not an issue, this could also be all CPUs in
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the system. At high interrupt rate, it might be wise to exclude the
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interrupting CPU from the map since that already performs much work.
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For a multi-queue system, if RSS is configured so that a hardware
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receive queue is mapped to each CPU, then RPS is probably redundant
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and unnecessary. If there are fewer hardware queues than CPUs, then
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RPS might be beneficial if the rps_cpus for each queue are the ones that
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share the same memory domain as the interrupting CPU for that queue.
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RFS: Receive Flow Steering
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==========================
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While RPS steers packets solely based on hash, and thus generally
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provides good load distribution, it does not take into account
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application locality. This is accomplished by Receive Flow Steering
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(RFS). The goal of RFS is to increase datacache hitrate by steering
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kernel processing of packets to the CPU where the application thread
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consuming the packet is running. RFS relies on the same RPS mechanisms
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to enqueue packets onto the backlog of another CPU and to wake up that
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CPU.
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In RFS, packets are not forwarded directly by the value of their hash,
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but the hash is used as index into a flow lookup table. This table maps
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flows to the CPUs where those flows are being processed. The flow hash
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(see RPS section above) is used to calculate the index into this table.
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The CPU recorded in each entry is the one which last processed the flow.
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If an entry does not hold a valid CPU, then packets mapped to that entry
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are steered using plain RPS. Multiple table entries may point to the
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same CPU. Indeed, with many flows and few CPUs, it is very likely that
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a single application thread handles flows with many different flow hashes.
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2011-10-04 12:00:30 +08:00
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rps_sock_flow_table is a global flow table that contains the *desired* CPU
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for flows: the CPU that is currently processing the flow in userspace.
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Each table value is a CPU index that is updated during calls to recvmsg
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and sendmsg (specifically, inet_recvmsg(), inet_sendmsg(), inet_sendpage()
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and tcp_splice_read()).
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When the scheduler moves a thread to a new CPU while it has outstanding
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receive packets on the old CPU, packets may arrive out of order. To
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avoid this, RFS uses a second flow table to track outstanding packets
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for each flow: rps_dev_flow_table is a table specific to each hardware
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receive queue of each device. Each table value stores a CPU index and a
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counter. The CPU index represents the *current* CPU onto which packets
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for this flow are enqueued for further kernel processing. Ideally, kernel
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and userspace processing occur on the same CPU, and hence the CPU index
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in both tables is identical. This is likely false if the scheduler has
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recently migrated a userspace thread while the kernel still has packets
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enqueued for kernel processing on the old CPU.
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The counter in rps_dev_flow_table values records the length of the current
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CPU's backlog when a packet in this flow was last enqueued. Each backlog
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queue has a head counter that is incremented on dequeue. A tail counter
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is computed as head counter + queue length. In other words, the counter
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in rps_dev_flow_table[i] records the last element in flow i that has
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been enqueued onto the currently designated CPU for flow i (of course,
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entry i is actually selected by hash and multiple flows may hash to the
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same entry i).
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And now the trick for avoiding out of order packets: when selecting the
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CPU for packet processing (from get_rps_cpu()) the rps_sock_flow table
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and the rps_dev_flow table of the queue that the packet was received on
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are compared. If the desired CPU for the flow (found in the
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rps_sock_flow table) matches the current CPU (found in the rps_dev_flow
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table), the packet is enqueued onto that CPU’s backlog. If they differ,
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the current CPU is updated to match the desired CPU if one of the
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following is true:
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- The current CPU's queue head counter >= the recorded tail counter
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value in rps_dev_flow[i]
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- The current CPU is unset (equal to NR_CPUS)
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- The current CPU is offline
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After this check, the packet is sent to the (possibly updated) current
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CPU. These rules aim to ensure that a flow only moves to a new CPU when
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there are no packets outstanding on the old CPU, as the outstanding
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packets could arrive later than those about to be processed on the new
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CPU.
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==== RFS Configuration
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RFS is only available if the kconfig symbol CONFIG_RFS is enabled (on
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by default for SMP). The functionality remains disabled until explicitly
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configured. The number of entries in the global flow table is set through:
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/proc/sys/net/core/rps_sock_flow_entries
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The number of entries in the per-queue flow table are set through:
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2011-09-28 01:26:27 +08:00
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/sys/class/net/<dev>/queues/rx-<n>/rps_flow_cnt
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== Suggested Configuration
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Both of these need to be set before RFS is enabled for a receive queue.
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Values for both are rounded up to the nearest power of two. The
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suggested flow count depends on the expected number of active connections
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at any given time, which may be significantly less than the number of open
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connections. We have found that a value of 32768 for rps_sock_flow_entries
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works fairly well on a moderately loaded server.
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For a single queue device, the rps_flow_cnt value for the single queue
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would normally be configured to the same value as rps_sock_flow_entries.
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For a multi-queue device, the rps_flow_cnt for each queue might be
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configured as rps_sock_flow_entries / N, where N is the number of
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queues. So for instance, if rps_flow_entries is set to 32768 and there
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are 16 configured receive queues, rps_flow_cnt for each queue might be
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configured as 2048.
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Accelerated RFS
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===============
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Accelerated RFS is to RFS what RSS is to RPS: a hardware-accelerated load
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balancing mechanism that uses soft state to steer flows based on where
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the application thread consuming the packets of each flow is running.
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Accelerated RFS should perform better than RFS since packets are sent
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directly to a CPU local to the thread consuming the data. The target CPU
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will either be the same CPU where the application runs, or at least a CPU
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which is local to the application thread’s CPU in the cache hierarchy.
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To enable accelerated RFS, the networking stack calls the
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ndo_rx_flow_steer driver function to communicate the desired hardware
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queue for packets matching a particular flow. The network stack
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automatically calls this function every time a flow entry in
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rps_dev_flow_table is updated. The driver in turn uses a device specific
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method to program the NIC to steer the packets.
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The hardware queue for a flow is derived from the CPU recorded in
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rps_dev_flow_table. The stack consults a CPU to hardware queue map which
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is maintained by the NIC driver. This is an auto-generated reverse map of
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the IRQ affinity table shown by /proc/interrupts. Drivers can use
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functions in the cpu_rmap (“CPU affinity reverse map”) kernel library
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to populate the map. For each CPU, the corresponding queue in the map is
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set to be one whose processing CPU is closest in cache locality.
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==== Accelerated RFS Configuration
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Accelerated RFS is only available if the kernel is compiled with
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CONFIG_RFS_ACCEL and support is provided by the NIC device and driver.
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It also requires that ntuple filtering is enabled via ethtool. The map
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of CPU to queues is automatically deduced from the IRQ affinities
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configured for each receive queue by the driver, so no additional
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configuration should be necessary.
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== Suggested Configuration
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This technique should be enabled whenever one wants to use RFS and the
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NIC supports hardware acceleration.
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XPS: Transmit Packet Steering
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=============================
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Transmit Packet Steering is a mechanism for intelligently selecting
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which transmit queue to use when transmitting a packet on a multi-queue
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device. To accomplish this, a mapping from CPU to hardware queue(s) is
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recorded. The goal of this mapping is usually to assign queues
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exclusively to a subset of CPUs, where the transmit completions for
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these queues are processed on a CPU within this set. This choice
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provides two benefits. First, contention on the device queue lock is
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significantly reduced since fewer CPUs contend for the same queue
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(contention can be eliminated completely if each CPU has its own
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transmit queue). Secondly, cache miss rate on transmit completion is
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reduced, in particular for data cache lines that hold the sk_buff
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structures.
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XPS is configured per transmit queue by setting a bitmap of CPUs that
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may use that queue to transmit. The reverse mapping, from CPUs to
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transmit queues, is computed and maintained for each network device.
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When transmitting the first packet in a flow, the function
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get_xps_queue() is called to select a queue. This function uses the ID
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|
of the running CPU as a key into the CPU-to-queue lookup table. If the
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ID matches a single queue, that is used for transmission. If multiple
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queues match, one is selected by using the flow hash to compute an index
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into the set.
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The queue chosen for transmitting a particular flow is saved in the
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|
corresponding socket structure for the flow (e.g. a TCP connection).
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|
This transmit queue is used for subsequent packets sent on the flow to
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|
prevent out of order (ooo) packets. The choice also amortizes the cost
|
2011-08-11 22:41:48 +08:00
|
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|
|
of calling get_xps_queues() over all packets in the flow. To avoid
|
2011-08-09 12:20:48 +08:00
|
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|
|
ooo packets, the queue for a flow can subsequently only be changed if
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|
|
skb->ooo_okay is set for a packet in the flow. This flag indicates that
|
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|
|
there are no outstanding packets in the flow, so the transmit queue can
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|
|
change without the risk of generating out of order packets. The
|
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|
|
transport layer is responsible for setting ooo_okay appropriately. TCP,
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|
|
for instance, sets the flag when all data for a connection has been
|
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|
|
acknowledged.
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|
|
==== XPS Configuration
|
|
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|
|
|
XPS is only available if the kconfig symbol CONFIG_XPS is enabled (on by
|
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|
|
default for SMP). The functionality remains disabled until explicitly
|
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|
|
configured. To enable XPS, the bitmap of CPUs that may use a transmit
|
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|
|
|
queue is configured using the sysfs file entry:
|
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|
|
/sys/class/net/<dev>/queues/tx-<n>/xps_cpus
|
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|
|
|
|
|
|
|
|
== 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).
|
|
|
|
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|
|
|
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|
|
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)
|