About Kernel Documentation Linux Kernel Contact Linux Resources Linux Blog

Documentation / networking / scaling.txt

Custom Search

Based on kernel version 4.16.1. Page generated on 2018-04-09 11:53 EST.

1	Scaling in the Linux Networking Stack
4	Introduction
5	============
7	This document describes a set of complementary techniques in the Linux
8	networking stack to increase parallelism and improve performance for
9	multi-processor systems.
11	The following technologies are described:
13	  RSS: Receive Side Scaling
14	  RPS: Receive Packet Steering
15	  RFS: Receive Flow Steering
16	  Accelerated Receive Flow Steering
17	  XPS: Transmit Packet Steering
20	RSS: Receive Side Scaling
21	=========================
23	Contemporary NICs support multiple receive and transmit descriptor queues
24	(multi-queue). On reception, a NIC can send different packets to different
25	queues to distribute processing among CPUs. The NIC distributes packets by
26	applying a filter to each packet that assigns it to one of a small number
27	of logical flows. Packets for each flow are steered to a separate receive
28	queue, which in turn can be processed by separate CPUs. This mechanism is
29	generally known as “Receive-side Scaling” (RSS). The goal of RSS and
30	the other scaling techniques is to increase performance uniformly.
31	Multi-queue distribution can also be used for traffic prioritization, but
32	that is not the focus of these techniques.
34	The filter used in RSS is typically a hash function over the network
35	and/or transport layer headers-- for example, a 4-tuple hash over
36	IP addresses and TCP ports of a packet. The most common hardware
37	implementation of RSS uses a 128-entry indirection table where each entry
38	stores a queue number. The receive queue for a packet is determined
39	by masking out the low order seven bits of the computed hash for the
40	packet (usually a Toeplitz hash), taking this number as a key into the
41	indirection table and reading the corresponding value.
43	Some advanced NICs allow steering packets to queues based on
44	programmable filters. For example, webserver bound TCP port 80 packets
45	can be directed to their own receive queue. Such “n-tuple” filters can
46	be configured from ethtool (--config-ntuple).
48	==== RSS Configuration
50	The driver for a multi-queue capable NIC typically provides a kernel
51	module parameter for specifying the number of hardware queues to
52	configure. In the bnx2x driver, for instance, this parameter is called
53	num_queues. A typical RSS configuration would be to have one receive queue
54	for each CPU if the device supports enough queues, or otherwise at least
55	one for each memory domain, where a memory domain is a set of CPUs that
56	share a particular memory level (L1, L2, NUMA node, etc.).
58	The indirection table of an RSS device, which resolves a queue by masked
59	hash, is usually programmed by the driver at initialization. The
60	default mapping is to distribute the queues evenly in the table, but the
61	indirection table can be retrieved and modified at runtime using ethtool
62	commands (--show-rxfh-indir and --set-rxfh-indir). Modifying the
63	indirection table could be done to give different queues different
64	relative weights.
66	== RSS IRQ Configuration
68	Each receive queue has a separate IRQ associated with it. The NIC triggers
69	this to notify a CPU when new packets arrive on the given queue. The
70	signaling path for PCIe devices uses message signaled interrupts (MSI-X),
71	that can route each interrupt to a particular CPU. The active mapping
72	of queues to IRQs can be determined from /proc/interrupts. By default,
73	an IRQ may be handled on any CPU. Because a non-negligible part of packet
74	processing takes place in receive interrupt handling, it is advantageous
75	to spread receive interrupts between CPUs. To manually adjust the IRQ
76	affinity of each interrupt see Documentation/IRQ-affinity.txt. Some systems
77	will be running irqbalance, a daemon that dynamically optimizes IRQ
78	assignments and as a result may override any manual settings.
80	== Suggested Configuration
82	RSS should be enabled when latency is a concern or whenever receive
83	interrupt processing forms a bottleneck. Spreading load between CPUs
84	decreases queue length. For low latency networking, the optimal setting
85	is to allocate as many queues as there are CPUs in the system (or the
86	NIC maximum, if lower). The most efficient high-rate configuration
87	is likely the one with the smallest number of receive queues where no
88	receive queue overflows due to a saturated CPU, because in default
89	mode with interrupt coalescing enabled, the aggregate number of
90	interrupts (and thus work) grows with each additional queue.
92	Per-cpu load can be observed using the mpstat utility, but note that on
93	processors with hyperthreading (HT), each hyperthread is represented as
94	a separate CPU. For interrupt handling, HT has shown no benefit in
95	initial tests, so limit the number of queues to the number of CPU cores
96	in the system.
99	RPS: Receive Packet Steering
100	============================
102	Receive Packet Steering (RPS) is logically a software implementation of
103	RSS. Being in software, it is necessarily called later in the datapath.
104	Whereas RSS selects the queue and hence CPU that will run the hardware
105	interrupt handler, RPS selects the CPU to perform protocol processing
106	above the interrupt handler. This is accomplished by placing the packet
107	on the desired CPU’s backlog queue and waking up the CPU for processing.
108	RPS has some advantages over RSS: 1) it can be used with any NIC,
109	2) software filters can easily be added to hash over new protocols,
110	3) it does not increase hardware device interrupt rate (although it does
111	introduce inter-processor interrupts (IPIs)).
113	RPS is called during bottom half of the receive interrupt handler, when
114	a driver sends a packet up the network stack with netif_rx() or
115	netif_receive_skb(). These call the get_rps_cpu() function, which
116	selects the queue that should process a packet.
118	The first step in determining the target CPU for RPS is to calculate a
119	flow hash over the packet’s addresses or ports (2-tuple or 4-tuple hash
120	depending on the protocol). This serves as a consistent hash of the
121	associated flow of the packet. The hash is either provided by hardware
122	or will be computed in the stack. Capable hardware can pass the hash in
123	the receive descriptor for the packet; this would usually be the same
124	hash used for RSS (e.g. computed Toeplitz hash). The hash is saved in
125	skb->hash and can be used elsewhere in the stack as a hash of the
126	packet’s flow.
128	Each receive hardware queue has an associated list of CPUs to which
129	RPS may enqueue packets for processing. For each received packet,
130	an index into the list is computed from the flow hash modulo the size
131	of the list. The indexed CPU is the target for processing the packet,
132	and the packet is queued to the tail of that CPU’s backlog queue. At
133	the end of the bottom half routine, IPIs are sent to any CPUs for which
134	packets have been queued to their backlog queue. The IPI wakes backlog
135	processing on the remote CPU, and any queued packets are then processed
136	up the networking stack.
138	==== RPS Configuration
140	RPS requires a kernel compiled with the CONFIG_RPS kconfig symbol (on
141	by default for SMP). Even when compiled in, RPS remains disabled until
142	explicitly configured. The list of CPUs to which RPS may forward traffic
143	can be configured for each receive queue using a sysfs file entry:
145	 /sys/class/net/<dev>/queues/rx-<n>/rps_cpus
147	This file implements a bitmap of CPUs. RPS is disabled when it is zero
148	(the default), in which case packets are processed on the interrupting
149	CPU. Documentation/IRQ-affinity.txt explains how CPUs are assigned to
150	the bitmap.
152	== Suggested Configuration
154	For a single queue device, a typical RPS configuration would be to set
155	the rps_cpus to the CPUs in the same memory domain of the interrupting
156	CPU. If NUMA locality is not an issue, this could also be all CPUs in
157	the system. At high interrupt rate, it might be wise to exclude the
158	interrupting CPU from the map since that already performs much work.
160	For a multi-queue system, if RSS is configured so that a hardware
161	receive queue is mapped to each CPU, then RPS is probably redundant
162	and unnecessary. If there are fewer hardware queues than CPUs, then
163	RPS might be beneficial if the rps_cpus for each queue are the ones that
164	share the same memory domain as the interrupting CPU for that queue.
166	==== RPS Flow Limit
168	RPS scales kernel receive processing across CPUs without introducing
169	reordering. The trade-off to sending all packets from the same flow
170	to the same CPU is CPU load imbalance if flows vary in packet rate.
171	In the extreme case a single flow dominates traffic. Especially on
172	common server workloads with many concurrent connections, such
173	behavior indicates a problem such as a misconfiguration or spoofed
174	source Denial of Service attack.
176	Flow Limit is an optional RPS feature that prioritizes small flows
177	during CPU contention by dropping packets from large flows slightly
178	ahead of those from small flows. It is active only when an RPS or RFS
179	destination CPU approaches saturation.  Once a CPU's input packet
180	queue exceeds half the maximum queue length (as set by sysctl
181	net.core.netdev_max_backlog), the kernel starts a per-flow packet
182	count over the last 256 packets. If a flow exceeds a set ratio (by
183	default, half) of these packets when a new packet arrives, then the
184	new packet is dropped. Packets from other flows are still only
185	dropped once the input packet queue reaches netdev_max_backlog.
186	No packets are dropped when the input packet queue length is below
187	the threshold, so flow limit does not sever connections outright:
188	even large flows maintain connectivity.
190	== Interface
192	Flow limit is compiled in by default (CONFIG_NET_FLOW_LIMIT), but not
193	turned on. It is implemented for each CPU independently (to avoid lock
194	and cache contention) and toggled per CPU by setting the relevant bit
195	in sysctl net.core.flow_limit_cpu_bitmap. It exposes the same CPU
196	bitmap interface as rps_cpus (see above) when called from procfs:
198	 /proc/sys/net/core/flow_limit_cpu_bitmap
200	Per-flow rate is calculated by hashing each packet into a hashtable
201	bucket and incrementing a per-bucket counter. The hash function is
202	the same that selects a CPU in RPS, but as the number of buckets can
203	be much larger than the number of CPUs, flow limit has finer-grained
204	identification of large flows and fewer false positives. The default
205	table has 4096 buckets. This value can be modified through sysctl
207	 net.core.flow_limit_table_len
209	The value is only consulted when a new table is allocated. Modifying
210	it does not update active tables.
212	== Suggested Configuration
214	Flow limit is useful on systems with many concurrent connections,
215	where a single connection taking up 50% of a CPU indicates a problem.
216	In such environments, enable the feature on all CPUs that handle
217	network rx interrupts (as set in /proc/irq/N/smp_affinity).
219	The feature depends on the input packet queue length to exceed
220	the flow limit threshold (50%) + the flow history length (256).
221	Setting net.core.netdev_max_backlog to either 1000 or 10000
222	performed well in experiments.
225	RFS: Receive Flow Steering
226	==========================
228	While RPS steers packets solely based on hash, and thus generally
229	provides good load distribution, it does not take into account
230	application locality. This is accomplished by Receive Flow Steering
231	(RFS). The goal of RFS is to increase datacache hitrate by steering
232	kernel processing of packets to the CPU where the application thread
233	consuming the packet is running. RFS relies on the same RPS mechanisms
234	to enqueue packets onto the backlog of another CPU and to wake up that
235	CPU.
237	In RFS, packets are not forwarded directly by the value of their hash,
238	but the hash is used as index into a flow lookup table. This table maps
239	flows to the CPUs where those flows are being processed. The flow hash
240	(see RPS section above) is used to calculate the index into this table.
241	The CPU recorded in each entry is the one which last processed the flow.
242	If an entry does not hold a valid CPU, then packets mapped to that entry
243	are steered using plain RPS. Multiple table entries may point to the
244	same CPU. Indeed, with many flows and few CPUs, it is very likely that
245	a single application thread handles flows with many different flow hashes.
247	rps_sock_flow_table is a global flow table that contains the *desired* CPU
248	for flows: the CPU that is currently processing the flow in userspace.
249	Each table value is a CPU index that is updated during calls to recvmsg
250	and sendmsg (specifically, inet_recvmsg(), inet_sendmsg(), inet_sendpage()
251	and tcp_splice_read()).
253	When the scheduler moves a thread to a new CPU while it has outstanding
254	receive packets on the old CPU, packets may arrive out of order. To
255	avoid this, RFS uses a second flow table to track outstanding packets
256	for each flow: rps_dev_flow_table is a table specific to each hardware
257	receive queue of each device. Each table value stores a CPU index and a
258	counter. The CPU index represents the *current* CPU onto which packets
259	for this flow are enqueued for further kernel processing. Ideally, kernel
260	and userspace processing occur on the same CPU, and hence the CPU index
261	in both tables is identical. This is likely false if the scheduler has
262	recently migrated a userspace thread while the kernel still has packets
263	enqueued for kernel processing on the old CPU.
265	The counter in rps_dev_flow_table values records the length of the current
266	CPU's backlog when a packet in this flow was last enqueued. Each backlog
267	queue has a head counter that is incremented on dequeue. A tail counter
268	is computed as head counter + queue length. In other words, the counter
269	in rps_dev_flow[i] records the last element in flow i that has
270	been enqueued onto the currently designated CPU for flow i (of course,
271	entry i is actually selected by hash and multiple flows may hash to the
272	same entry i).
274	And now the trick for avoiding out of order packets: when selecting the
275	CPU for packet processing (from get_rps_cpu()) the rps_sock_flow table
276	and the rps_dev_flow table of the queue that the packet was received on
277	are compared. If the desired CPU for the flow (found in the
278	rps_sock_flow table) matches the current CPU (found in the rps_dev_flow
279	table), the packet is enqueued onto that CPU’s backlog. If they differ,
280	the current CPU is updated to match the desired CPU if one of the
281	following is true:
283	- The current CPU's queue head counter >= the recorded tail counter
284	  value in rps_dev_flow[i]
285	- The current CPU is unset (>= nr_cpu_ids)
286	- The current CPU is offline
288	After this check, the packet is sent to the (possibly updated) current
289	CPU. These rules aim to ensure that a flow only moves to a new CPU when
290	there are no packets outstanding on the old CPU, as the outstanding
291	packets could arrive later than those about to be processed on the new
292	CPU.
294	==== RFS Configuration
296	RFS is only available if the kconfig symbol CONFIG_RPS is enabled (on
297	by default for SMP). The functionality remains disabled until explicitly
298	configured. The number of entries in the global flow table is set through:
300	 /proc/sys/net/core/rps_sock_flow_entries
302	The number of entries in the per-queue flow table are set through:
304	 /sys/class/net/<dev>/queues/rx-<n>/rps_flow_cnt
306	== Suggested Configuration
308	Both of these need to be set before RFS is enabled for a receive queue.
309	Values for both are rounded up to the nearest power of two. The
310	suggested flow count depends on the expected number of active connections
311	at any given time, which may be significantly less than the number of open
312	connections. We have found that a value of 32768 for rps_sock_flow_entries
313	works fairly well on a moderately loaded server.
315	For a single queue device, the rps_flow_cnt value for the single queue
316	would normally be configured to the same value as rps_sock_flow_entries.
317	For a multi-queue device, the rps_flow_cnt for each queue might be
318	configured as rps_sock_flow_entries / N, where N is the number of
319	queues. So for instance, if rps_sock_flow_entries is set to 32768 and there
320	are 16 configured receive queues, rps_flow_cnt for each queue might be
321	configured as 2048.
324	Accelerated RFS
325	===============
327	Accelerated RFS is to RFS what RSS is to RPS: a hardware-accelerated load
328	balancing mechanism that uses soft state to steer flows based on where
329	the application thread consuming the packets of each flow is running.
330	Accelerated RFS should perform better than RFS since packets are sent
331	directly to a CPU local to the thread consuming the data. The target CPU
332	will either be the same CPU where the application runs, or at least a CPU
333	which is local to the application thread’s CPU in the cache hierarchy.
335	To enable accelerated RFS, the networking stack calls the
336	ndo_rx_flow_steer driver function to communicate the desired hardware
337	queue for packets matching a particular flow. The network stack
338	automatically calls this function every time a flow entry in
339	rps_dev_flow_table is updated. The driver in turn uses a device specific
340	method to program the NIC to steer the packets.
342	The hardware queue for a flow is derived from the CPU recorded in
343	rps_dev_flow_table. The stack consults a CPU to hardware queue map which
344	is maintained by the NIC driver. This is an auto-generated reverse map of
345	the IRQ affinity table shown by /proc/interrupts. Drivers can use
346	functions in the cpu_rmap (“CPU affinity reverse map”) kernel library
347	to populate the map. For each CPU, the corresponding queue in the map is
348	set to be one whose processing CPU is closest in cache locality.
350	==== Accelerated RFS Configuration
352	Accelerated RFS is only available if the kernel is compiled with
353	CONFIG_RFS_ACCEL and support is provided by the NIC device and driver.
354	It also requires that ntuple filtering is enabled via ethtool. The map
355	of CPU to queues is automatically deduced from the IRQ affinities
356	configured for each receive queue by the driver, so no additional
357	configuration should be necessary.
359	== Suggested Configuration
361	This technique should be enabled whenever one wants to use RFS and the
362	NIC supports hardware acceleration.
364	XPS: Transmit Packet Steering
365	=============================
367	Transmit Packet Steering is a mechanism for intelligently selecting
368	which transmit queue to use when transmitting a packet on a multi-queue
369	device. To accomplish this, a mapping from CPU to hardware queue(s) is
370	recorded. The goal of this mapping is usually to assign queues
371	exclusively to a subset of CPUs, where the transmit completions for
372	these queues are processed on a CPU within this set. This choice
373	provides two benefits. First, contention on the device queue lock is
374	significantly reduced since fewer CPUs contend for the same queue
375	(contention can be eliminated completely if each CPU has its own
376	transmit queue). Secondly, cache miss rate on transmit completion is
377	reduced, in particular for data cache lines that hold the sk_buff
378	structures.
380	XPS is configured per transmit queue by setting a bitmap of CPUs that
381	may use that queue to transmit. The reverse mapping, from CPUs to
382	transmit queues, is computed and maintained for each network device.
383	When transmitting the first packet in a flow, the function
384	get_xps_queue() is called to select a queue. This function uses the ID
385	of the running CPU as a key into the CPU-to-queue lookup table. If the
386	ID matches a single queue, that is used for transmission. If multiple
387	queues match, one is selected by using the flow hash to compute an index
388	into the set.
390	The queue chosen for transmitting a particular flow is saved in the
391	corresponding socket structure for the flow (e.g. a TCP connection).
392	This transmit queue is used for subsequent packets sent on the flow to
393	prevent out of order (ooo) packets. The choice also amortizes the cost
394	of calling get_xps_queues() over all packets in the flow. To avoid
395	ooo packets, the queue for a flow can subsequently only be changed if
396	skb->ooo_okay is set for a packet in the flow. This flag indicates that
397	there are no outstanding packets in the flow, so the transmit queue can
398	change without the risk of generating out of order packets. The
399	transport layer is responsible for setting ooo_okay appropriately. TCP,
400	for instance, sets the flag when all data for a connection has been
401	acknowledged.
403	==== XPS Configuration
405	XPS is only available if the kconfig symbol CONFIG_XPS is enabled (on by
406	default for SMP). The functionality remains disabled until explicitly
407	configured. To enable XPS, the bitmap of CPUs that may use a transmit
408	queue is configured using the sysfs file entry:
410	/sys/class/net/<dev>/queues/tx-<n>/xps_cpus
412	== Suggested Configuration
414	For a network device with a single transmission queue, XPS configuration
415	has no effect, since there is no choice in this case. In a multi-queue
416	system, XPS is preferably configured so that each CPU maps onto one queue.
417	If there are as many queues as there are CPUs in the system, then each
418	queue can also map onto one CPU, resulting in exclusive pairings that
419	experience no contention. If there are fewer queues than CPUs, then the
420	best CPUs to share a given queue are probably those that share the cache
421	with the CPU that processes transmit completions for that queue
422	(transmit interrupts).
424	Per TX Queue rate limitation:
425	=============================
427	These are rate-limitation mechanisms implemented by HW, where currently
428	a max-rate attribute is supported, by setting a Mbps value to
430	/sys/class/net/<dev>/queues/tx-<n>/tx_maxrate
432	A value of zero means disabled, and this is the default.
434	Further Information
435	===================
436	RPS and RFS were introduced in kernel 2.6.35. XPS was incorporated into
437	2.6.38. Original patches were submitted by Tom Herbert
438	(therbert@google.com)
440	Accelerated RFS was introduced in 2.6.35. Original patches were
441	submitted by Ben Hutchings (bwh@kernel.org)
443	Authors:
444	Tom Herbert (therbert@google.com)
445	Willem de Bruijn (willemb@google.com)
Hide Line Numbers
About Kernel Documentation Linux Kernel Contact Linux Resources Linux Blog

Information is copyright its respective author. All material is available from the Linux Kernel Source distributed under a GPL License. This page is provided as a free service by mjmwired.net.