The Quest for More Processing Power, Part Two: "Multi-core and multi-threaded gaming"
by Johan De Gelas on March 14, 2005 12:05 AM EST- Posted in
- CPUs
Threads & Gaming
Tim gave us some extremely interesting information. Yes, the extra computing power of multi-cores is welcome in the gaming industry. Better game physics, animation and intensive and accurate sound effects are made possible with more than one core.[3] Galactic Civilizations is another example of how game developers can make good use of multithreading. This galactic domination game, which has a lot of emphasis on diplomacy, research and empire management, needs an AI with the most complex decisions. By multithreading this engine, it is possible that the game engine is thinking while the player is playing instead of working turn-based. In the next years, we may expect much better AI. But the price (game) developers have to pay is high: a multithreaded game engine triples or at least doubles the development effort, as Tim told us.
The tools, which Intel advertises in almost any multi-core presentation, are next to useless for the problems that the developers face, as Tim explained. Auto parallelisation is a nice trick to increase the spec FP score, but it is next to useless for a real world application. The good news for Intel, AMD and others is that the CPU will play a much more important role again. Physics, Artificial Intelligence and animation can be improved significantly by being parallelised and using the extra capabilities in dual core CPUs. But there are limits to Thread Level Parallelism. While increased ILP (Instruction Level Parallelism, IPC) might require exponentional increasing efforts of the manufacturer, using more and more threads, or increased TLP (Thread Level Parallelism), requires exponentional efforts from the developers. Tim clearly emphasizes that only parts of the application can be economically parallelized. Increasing parallelisation, using more threads, is simply not feasible. There is a pretty hard economic limit to TLP.
Tim Sweeney resumes:
"You can expect games to take advantage of multi-core pretty thoroughly in late 2006 as games and engines also targeting next-generation consoles start making their way onto the PC.
Writing multithreaded software is very hard; it's about as unnatural to support multithreading in C++ as it was to write object-oriented software in assembly language. The whole industry is starting to do it now, but it's pretty clear that a new programming model is needed if we're going to scale to ever more parallel architectures. I have been doing a lot of R&D along these lines, but it's going slowly."
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NullSubroutine - Monday, March 14, 2005 - link
I think there is a few things that most people overlook when looking at multi-cpu/multi-core, almost all benchmarks that I have seen are written and tested on systems with clean installs, and have no other programs running (anti-virus, aim, msn, teamspeak, IRC, p2p software, firewall, decode human genome :b, etc). I would think that most people do leave many programs open, such as those above, when playing games.With this in mind, people will find an increase of system performance when leaving multiple programs running. It wont be an increase for performance for benchmark testbeds so much, as an increase in real world performance.
So basically it won't increase speed in these circumstances, but limit the decrease of fps while running many different programs.
fitten - Monday, March 14, 2005 - link
Article: "Be warned that Intel was already showing performance increases, which are not realistic "up to 124%"."#5, there's another explanation as well, but it's a more rare condition. Suppose you had two processors (doesn't even have to be dual core), each with 1M L2 cache. Suppose you also had a problem that has data that is 1.5M in size and is very coarse grained (very parallelizable). One processor cannot fit all the data into L2 cache so it will have to run at main memory speeds most/all of the time. With two processors, each gets 768K, which can easily fit into its L2 cache, which enables each processor to run at L2 cache speeds. This would show up as a superlinear speedup (two cores = more than 2X as fast). This is an extreme example, but one I expect to find in published marketing propaganda.
#13 " A though! I still think threads are rubbish, that processes and better schedulers are the way forward. "
Well, with threads you get shared memory for "free", if you've ever written processes that use shared memory, well, there you are. However, since a threaded kernel and a process based kernel are pretty much the same when a process has only one thread, there's little difference between the two for single-threaded executables and you can continue to use your multi-process model without any problems.
As with #17... like it or not, multi-core/multi-processor boxes are what's coming. You can choose to use what resources are available to you or you can stick to one process programming. Some groups will choose to use what resources are available and some won't. The marketplace will sort out the winners/losers based on which solution is better.
#18 The PPU is just another form of multiprocessing (just like GPUs are). It's just Asymmetric Multiprocessing (AMP) instead of Symmetric Multiprocessing (SMP). It's not new or anything. I do agree, though, that the PPU has a lot of potential and, just out of my own preferences, goes by the idea that adding specialized hardware (cheaply) usually is a bigger win than adding more generalized hardware. Just think of graphics cards today. Adding a relatively cheap graphics card will make your game run much better/prettier than adding another P4 or Opteron.
Basically, my thoughts are this: The gaming industry has already gone "multi-threaded" in an asymmetric way simply because of 3D video cards. They already have solved some problems by abstracting parts of their problem. This is simply adding more resources that they can take advantage of, or not, as they see fit. Having dual-core or dual processor systems doesn't prevent them from writing as they've done today. The main issue, for the short term, is that they will need to know whether or not they are on a dual core machine and write accordingly. The main reason that multithreaded games haven't really caught on as of yet is because 99% (or more) of the target audience has only one core. Spending the amount of time/effort to optimize for dual processors for less than 1% of your target market doesn't make sense. If 90% of the market had dual processors, then it would probably be worth the effort to plan to use the resources available. Since both major CPU houses are going dual core and it looks like that's the "way it's gonna be", there will be a rocky period for a while while dual core machines are rare, but they will get more common until the point where they are in the majority. At that time, it will make sense to consider single core machines as the degenerate case and, basically, make single cores the exception instead of the rule.
Calin - Monday, March 14, 2005 - link
#20, a multicore implementation could have shared cache, and also have very fast inter processor communications. You could write a program with small interdependent threads that wait to end both and update parts of some common data. The data used stays in the common cache, and every update is made extremely fast.Compare this to a dual processor, that must maintain its caches in synchronization. After a fraction of a millisecond (or less) or work, the processors update different portions of the common data. And there goes: invalidation of cache lines, writing of modified cache lines to memory, the processors must fight for a single FSB (the case with Intel Pentium processors), and so on. You can see that there are some cases (even if somehow artificial) when a proper implementation of dual core can be much faster than multiprocessor.
The best advantage the multicore will have over multiprocessor would be in numerical tasks like weather prediction, and other highly interdependant computation tasks
hzmonte - Tuesday, October 4, 2005 - link
"a multicore implementation could have shared cache and also have very fast inter processor communications... Compare this to a dual processor, that must maintain its caches in synchronization." Is this the real reason that multi-core multiprocessing is better than multi-chip multiprocessing (the traditional SMP)? A multi-core chip can have dedicated caches (per core) too, and that requires synchronization. And multi-chip SMP could also have shared cache and fast inter-chip communication. Well, you may argue that it is easier to make inter-core communication faster than inter-chip communication. But is this really the fundamental reason why multicore is better than multichip? Could someone explain why a processor manufacturer and a consumer would prefer making/buying a multicore than multichip processors? As far as power consumption and leakage is concerned, isn't it true that multichip is more manageable? In a paper "Planning Considerations for Multicore Processor Technology" by John Fruehe (May 2005) in dell.com/powersolutions, the author compares the effective performance level of a multicore and multichip processors. (But he does not address my question.) Without giving reason, he assume that the core-to-core scalability is 70% (that is, the second core delivers 70% of its processor power due to overhead) whereas the estimated socket-to-socket (i.e. chip-to-chip) scalability is 80% (that is, the dual processors achieve 180% of their combined processing power). That is kind of interesting. I really want to see a comparison between multi-core multiprocessing vs. multi-chip multiprocessing.ksherman - Monday, March 14, 2005 - link
at80eighty, by sexy, I mean SCARY AS ALL FREAKIN REASON!!! ;-)Calin - Monday, March 14, 2005 - link
High IPC is not the form of parallelism from the article - the focus of the article was on running a process on two (or more) different cores. The idea is that high IPC profits all the programs, no matter how written. Multi thread is different - the idea is to have parts of a program that execute simultaneously but with very few interrelations (you can have a thread to paint the interface in a game, while having another thread to paint the rest of the screen. The threads would be with almost no correlations (except for sending commands).High IPC is not a solution in x86 world because the code tends to have dependencies close to each other, so you can start executing 100 instructions at a time, but 99 of them needs to wait for the execution of one. You simply have those moments when all execution must wait for an instruction to end.
EPIC (Itanium) will help with that, as the high IPC could be guaranteed by the instructions - at every clock you can execute one instruction = equivalent to several x86 instructions. So, the performance would be the clock speed multiplied by an IPC of 3 or 4, unlike the Athlon (let's say) that have a performance generated by its larger clock speed multiplied by 1 IPC or something.
Kensei - Monday, March 14, 2005 - link
Wonderful article! I loved the "hardware meets software" focus of this piece. I've had many questions about the practicality of multi-threaded applications and this article answered many of them. Also, loved the interview with Sweeny.bob661 - Monday, March 14, 2005 - link
#9I am offended by the word "steam".
Matthew Daws - Monday, March 14, 2005 - link
#20:MarriedMan - Yes, I think so. This is actually an interesting question. As I understand it, I think both AMD and Intel are using pretty much the same technology in both, so that communication channels on the motherboard (in the dual CPU case) will be replaced by communication channels on the CPU die. I think AMD's approach is better only because HT etc. lends itself to dual-core much better than Intel's older technology. I guess the next generation of dual-core chips might be somewhat different though. Anyone else know anything?MarriedMan - Monday, March 14, 2005 - link
I assume that when a program is multi-threaded to take advantage of dual core CPUs, it will automatically take advantage of dual CPU systems as well.Is that a correct assumption? Will the Unreal 3 engine use multiple single core CPUs on an MP system?