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Fixed MTP to work with TWRP
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Documentation/networking/scaling.txt
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Documentation/networking/scaling.txt
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Scaling in the Linux Networking Stack
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Introduction
|
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============
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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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|
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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
|
||||
|
||||
|
||||
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
|
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the other scaling techniques is to increase performance uniformly.
|
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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.
|
||||
|
||||
==== RPS Flow Limit
|
||||
|
||||
RPS scales kernel receive processing across CPUs without introducing
|
||||
reordering. The trade-off to sending all packets from the same flow
|
||||
to the same CPU is CPU load imbalance if flows vary in packet rate.
|
||||
In the extreme case a single flow dominates traffic. Especially on
|
||||
common server workloads with many concurrent connections, such
|
||||
behavior indicates a problem such as a misconfiguration or spoofed
|
||||
source Denial of Service attack.
|
||||
|
||||
Flow Limit is an optional RPS feature that prioritizes small flows
|
||||
during CPU contention by dropping packets from large flows slightly
|
||||
ahead of those from small flows. It is active only when an RPS or RFS
|
||||
destination CPU approaches saturation. Once a CPU's input packet
|
||||
queue exceeds half the maximum queue length (as set by sysctl
|
||||
net.core.netdev_max_backlog), the kernel starts a per-flow packet
|
||||
count over the last 256 packets. If a flow exceeds a set ratio (by
|
||||
default, half) of these packets when a new packet arrives, then the
|
||||
new packet is dropped. Packets from other flows are still only
|
||||
dropped once the input packet queue reaches netdev_max_backlog.
|
||||
No packets are dropped when the input packet queue length is below
|
||||
the threshold, so flow limit does not sever connections outright:
|
||||
even large flows maintain connectivity.
|
||||
|
||||
== Interface
|
||||
|
||||
Flow limit is compiled in by default (CONFIG_NET_FLOW_LIMIT), but not
|
||||
turned on. It is implemented for each CPU independently (to avoid lock
|
||||
and cache contention) and toggled per CPU by setting the relevant bit
|
||||
in sysctl net.core.flow_limit_cpu_bitmap. It exposes the same CPU
|
||||
bitmap interface as rps_cpus (see above) when called from procfs:
|
||||
|
||||
/proc/sys/net/core/flow_limit_cpu_bitmap
|
||||
|
||||
Per-flow rate is calculated by hashing each packet into a hashtable
|
||||
bucket and incrementing a per-bucket counter. The hash function is
|
||||
the same that selects a CPU in RPS, but as the number of buckets can
|
||||
be much larger than the number of CPUs, flow limit has finer-grained
|
||||
identification of large flows and fewer false positives. The default
|
||||
table has 4096 buckets. This value can be modified through sysctl
|
||||
|
||||
net.core.flow_limit_table_len
|
||||
|
||||
The value is only consulted when a new table is allocated. Modifying
|
||||
it does not update active tables.
|
||||
|
||||
== Suggested Configuration
|
||||
|
||||
Flow limit is useful on systems with many concurrent connections,
|
||||
where a single connection taking up 50% of a CPU indicates a problem.
|
||||
In such environments, enable the feature on all CPUs that handle
|
||||
network rx interrupts (as set in /proc/irq/N/smp_affinity).
|
||||
|
||||
The feature depends on the input packet queue length to exceed
|
||||
the flow limit threshold (50%) + the flow history length (256).
|
||||
Setting net.core.netdev_max_backlog to either 1000 or 10000
|
||||
performed well in experiments.
|
||||
|
||||
|
||||
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 (bwh@kernel.org)
|
||||
|
||||
Authors:
|
||||
Tom Herbert (therbert@google.com)
|
||||
Willem de Bruijn (willemb@google.com)
|
Loading…
Add table
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Reference in a new issue