trading-system | source backtesting and live trading platform | Cryptocurrency library
kandi X-RAY | trading-system Summary
kandi X-RAY | trading-system Summary
It has been developed for both retail traders and institutional hedge funds to aid strategy development and deployment.
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Top functions reviewed by kandi - BETA
- Load configuration provider
- Determine if the date is a week
- Determines whether the given path is a directory or not
- Gets minutes between two dates
- Append the content to a file
- Get database format
- Get current time format
- Checks if the given date is EOD
- Gets the dates between two dates
- IsDate
- Gets seconds between two dates
- Is Monday
- Is the given date a weekday?
- Checks if a given date is today
- Writes the content to a file
- Delete a file
- Encrypt a string
- Decrypt a string
- Checks if a date is open
- Get the next open time
trading-system Key Features
trading-system Examples and Code Snippets
Community Discussions
Trending Discussions on trading-system
QUESTION
This is a question that was put on hold both in Network Engineering (because it involves a host) and in Server Fault (because... I'm not really sure). I'm hoping that it makes more sense here.
First, some context. High Frequency Traders depend on very high speed networking. In 2014 they were already working at the level of about 750 nanoseconds with 10Gb Ethernet, and competing to reach lower latencies, with single nanoseconds being important.
The surprising thing is: a 10GbE frame takes about 1 ns per byte. So, from the moment a typical NIC starts receiving a frame until it finishes and makes it available to the rest of the hardware, a minimum of 64 ns have passed for a minimal frame. For a 1500 byte frame, longer than 1 microsecond has passed. So if you wait to have a full frame before you start working on it, you are wasting precious time.
But that is exactly what every Ethernet NIC I have seen does! In fact, even kernel-bypass frameworks like DPDK or NetMap work with a granularity of frames, so they will never reach less-than-frame latency.
Consider that data in an Ethernet frame starts 14 bytes into the frame. If you started working on that data while the rest of the frame gets received, you'd save a minimum of 50 ns, and potentially 20 times that. That would be a BIG advantage when you are fighting for single ns.
I see two possibilities:
- HFTs and the like are not counting the potential time gain of processing data before the frame is fully received. Seems absurd: they use FPGAs for speed but are allowing to waste all that waiting time?
- They are actually using some fairly specialist hardware, even by DPDK standards
Hence my questions: how do they do it? Does anyone know of "byte-oriented" Ethernet NICs, which would make available the single bytes in the frame as they arrive? If so, how would such a NIC work: for example, would it present a stream à la stdout to the user? Probably also with its own network stack/subsystem?
Now, I have already collected some typical "that's impossible/bad/unholy" comments from the questions in NE and SF, so I will preemptively answer them here:
You want a product recommendation.
No. If anything, it'd be interesting to see some product manual if it explains the programming model or gives some insight about how they get sub-frame latency. But the goal is to learn how this is done.
Also, I know about the Hardware Recommendations SE. I'm not asking there because that's not what I want.
You are asking "why doesn't someone do this".
No. I stated that there's talk of latencies that are impossibly low for traditional NICs, and I am asking how they do it. I have advanced two possibilities I suspect: byte-oriented NIC and/or custom hardware.
It could still be something else: for example, that the way they measure those ~750 ns is actually from the moment the frame is made available by the (traditional) NIC. This would moot all my questioning. Also, this would be a surprising waste, given that they are already using FPGAs to shave nanoseconds.
You need the FCS at the end of the frame to know if the frame is valid.
The FCS is needed, but you don't need to wait for it. Look at speculative execution and branch prediction techniques, used by mainstream CPUs for decades now: work starts speculatively on a set of instructions after a branch, and if the branch is not taken, the work done is just discarded. This improves latency if the speculation was right. If not, well, the CPU would have been idle anyway.
This same speculative technique could be used on Ethernet frames: start working ASAP on the data at the beginning of the frame and only commit to that work once the frame is confirmed to be correct.
Particularly note that modern Ethernet is rather expected to not find collisions (switches everywhere) and is defined to have very low BER. Therefore, forcing all frames to have 1-frame latency just in case one frame turned out to be invalid is clearly wasteful when you care for nanoseconds.
Ethernet is frame-based, not byte-based. If you want to access bytes, use a serial protocol instead of bastardizing Ethernet.
If accessing data in a frame before it's fully received is "bastardization", then I'm sorry to break it to you, but this has been going on at least since 1989 with Cut-through switching. In fact, note that the technique I described does drop bad frames, so it is cleaner than cut-through switching, which does forward bad frames.
Getting an interrupt per byte would be horrible. If polling, you would need to use full CPUs dedicated just to RX. NUMA latency would make it impossible.
All of these points are already mooted by DPDK and the likes (NetMap?). Of course one has to configure the system carefully to make sure that you are working with the hardware, not against it. Interrupts are entirely avoided by polling. A single 3-GHz core is by far enough to RX without dropping frames at 10GbE. NUMA is a known problem, but as such you just have to deal carefully with it.
You can move to a higher speed Ethernet standard to reduce latency.
Yes, 100GbE (for example) is faster than 10GbE. But that will not help if your provider works at 10GbE and/or if your competition also moves to 100GbE. The goal is to reduce latency on a given Ethernet standard.
...ANSWER
Answered 2017-Jan-31 at 16:22OK, so I found the answer myself. SolarFlare for example does provide just this kind of streaming access to the incoming bytes, at least inside the FPGA in (some?) of their NICs.
This is used for example to split a long packet into smaller packets, each of which gets directed to a VNIC. There is an example explained in this SolarFlare presentation, at 49:50:
Packets arrive off the wire – bear in mind that this is all cut-through so you don't know the length at this point – you just have one metadata word at the beginning.
This also means that the host still communicates with the NIC in the traditional way: it just looks like various fully-formed packets arrived all of a sudden (and each can be routed to different cores, etc). And so, the network stack is rather an independent variable.
Good stuff.
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Install trading-system
You can use trading-system like any standard Java library. Please include the the jar files in your classpath. You can also use any IDE and you can run and debug the trading-system component as you would do with any other Java program. Best practice is to use a build tool that supports dependency management such as Maven or Gradle. For Maven installation, please refer maven.apache.org. For Gradle installation, please refer gradle.org .
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