Tiny Nets
TinyNets is stateless, resilient multipath message passing for networked control systems.
See a longer report on the work (for 6.829) here.
Networked Control Systems (NCS)
no one makes networks for machines, for reasons
We developed TinyNet(s) in response to a lack of purpose-built networking solutions for realtime (or 'just in time') embedded systems. I.E. Robotics, Avionics, and Manufacturing devices. NCS are strange (messages are typically very small, determinism is more important than throughput, hardware resources are limited) and the market is small enough that no technology exists for the niche.
NCS State of the Art
instead they use internet tech because it's available
Most NCS use Switched Ethernet! Critically, Ethernet on its own does not allow multipath routing due to the Spanning Tree Protocol1. However, we see Multipath as a must-have for resilient message passing, and a driving strategy for bringing determinism to a network.
These problems exist in Datacenters. Multipathing in a Datacenter is achieved by adding Network Controllers to the infrastructure that implement some other routing scheme1 by remotely manipulating routers' port-forwarding tables. However, these Network Controllers must know the entire state of the network, and take time - between 200ms and 10s - to re-configure forwarding schemes. A sudden 200ms increase in the RTT of a packet is a no-go for embedded systems, where control loops rely on sensor data, say, once every 200us to remain stable.
The TinyNets Strategy
so we invent a strategy that does the things we want
TinyNet routers maintain a port forwarding table and update one-another on their current queue sizes. With this small amount of data, each router makes a semi-intelligent port-forwarding decision for each flow of data. Essentially, the job of the Network Controller is distributed into each router - and routers use local information rather than global information to perform a distributed 'greedy' path-planning algorithm. This is a simple Distance-Vector scheme.
Results
it works pretty well
We show that TinyNets recovers fairly well from the loss of nodes:
In addition, we developed TinyNets to run on small microcontrollers, that can simulatenously be used to do 'other stuff' - i.e. motor control, sensor reading, etc.
On the hardware we tested (a 300MHz embedded uc) we record a packet processing time3 of about 37us.
With a bitrate of about ~2MBPS we do a total per-hop time of ~ 100us. This means that between two nodes we can run a 10kHz control loop.
Footnotes
- A few: TRILL, OSPF, ECMP, SPB
- STP is necessary to avoid endless message looping on flood packets.
- The time it takes for a microcontroller to decide where to forward it's packet.
TinyNet Protocol & Architecture
We develop a router, protocol and implementation of a network that:
- Implements a Multipath Distance-Vector Routing Protocol
- Does Realtime Route Selection
- Does Automatic, Convergence-free Route Discovery and Optimization
- Is robust in the face of link losses and router failures
- Can be arbitrarily implemented in software on numerous microcontrollers
Addressing
- 10-bit address (1024 Unique in System, scalable by systems designers at the cost of larger packet size)
- Addresses are assigned in software (Ethernet: Hardware Addresses)
- Can be location-based (e.g. first five MSBs correspond to x, last five correspond to y)
Packet Structure
Type | 8 Bits | 10 Bits | 6 Bits | 10 Bits | 6 Bits | N Bytes | CRC |
---|---|---|---|---|---|---|---|
Standard: | 255 | Dest. | Hop Count | Src. | # Bytes | Payload … | CRC |
ACK: | 253 | Dest. | Hop Count | Src. | x | x | CRC |
Buffer Length: | [0 - 251] | x | x | x | x | x | x |
- previously-flooded Standard Packets have start delimiter 254
- previously-flooded Acks have start delimiter 252
Routing Rules
On Packet Received:
if the packet is not a buffer update:
update the LUT using packet src. and hop count
if packet is standard:
if I am destination:
process data in packet
reply with ACK
else:
increment hop count
if LUT has destination address:
send packet to port which minimizes C(hops, buffer) = hops + \lambda*buffer over all ports
else:
send packet to all ports as standard flood
elseif packet is ack:
if I am destination:
process acknowledgement
else:
increment hop count
if LUT has destination address:
send packet to port which minimizes C(hops, buffer) = hops + \lambda*buffer over all ports
else:
send packet to all ports as ack flood
elseif packet is standard flood:
remove packet src. from LUT at that port if it exists
if I have not yet seen this flood:
if I am destination:
process data in packet
reply with ACK
else:
increment hop count
if LUT has destination address:
send packet to port which minimizes C(hops, buffer) = hops + \lambda*buffer as standard packet
else:
send packet to all ports except one from which it was received
elseif packet is ack flood
remove packet src. from LUT at that port if it exists
if I am destination:
process acknowledgement
else:
increment hop count
if LUT has destination address:
send packet to port which minimizes C(hops, buffer) = hops + \lambda*buffer as standard ACK
else:
send packet to all ports except one from which it was received
else:
write buffer depth to LUT
Routing Table
The routing table (or lookup table, LUT) consists of rows of:
| Destination | Seen on Ports | Min. Hopcount Recorded on Port | Port buffer size |
This is different from standard Ethernet routing tables:
| Ports | Destinations seen on Port |
Because it includes the current port buffer size and number of hops as part of the table entry, allowing for a more robust cost function for use in the path planning algorithm.
Buffer Depth Updates
Send buffer depth on all ports every q seconds, and every time a packet leaves or arrives
Announcements
New arrivals to network do not announce, they simply begin transmitting. Their addresses are recoreded in surrounding switches' tables on their first packet-out.
Withdrawals
Buffer Depth Updates are Periodic as well as event-based (on buffer-depth change). When no BDU is heard within a 250ms (or other setting) window, the node is considered withdrawn.
Next Steps
Presents a good option for wired routing over robust networks, with some complexity pushed into the nodes. Only really advantageous when we want to be able to re-route messages upstream in order to move around bottlenecks. TN does load-balancing without thinking about it... other approaches would require some implementation. Napoleon's Messenger.
If we include flows, needs per-flow, not per-packet, routing - if we are going to hop about per buffers etc.
Wants a C API for packetizing streams / flows.
Still some question about duplicate message arrivals after message? OR don't packetize flows - add source -> destination 0-255 counter, only take next in this series.
TN wins over the blissfully simple APA when we want a very big network, say, want 1,000,000 objects to individually address 1,000,000 objects. Here we also need to introduce heirarchichal addressing.
Critically, measuring APA vs. TN - when does multi-pathing become really important?