Pemalite said:
EpicRandy said:
Tflops are not meant to be used to evaluate the FPS performance of a GPU, so it's disingenuous to use the figure in this context solely and say it's a bullshit figure. It always depicts accurately the performance capacity of the stream processors themselves but not the whole GPU. for this, you have to take everything into account.
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No. It doesn't accurately depict the performance capacity of the stream processors. Teraflops is single precision floating point.
I have already provided the evidence on this, that the advertised Teraflops doesn't correspond with real-world floating point performance in tasks. See here with the Geforce 2060 @5.2 Teraflops doubling the floating point performance of the Radeon RX 580 @5.8 Teraflops. https://www.anandtech.com/bench/GPU19/2703
It doesn't tell us the capabilities of the Stream processors INT16 performance. It doesn't tell us the capabilities of the Stream processors INT8 performance. It doesn't tell us the capabilities of the Stream processors INT4 performance. It doesn't tell us the capabilities of the Stream processors FP8 performance. It doesn't tell us the capabilities of the Stream processors FP16 performance. It doesn't tell us the capabilities of the Stream processors FP64 performance.
You do realise the Stream processors do more than just single precision FP32, right? right? Things like rapid packed math is a thing as well. https://www.anandtech.com/show/11717/the-amd-radeon-rx-vega-64-and-56-review/4
You need to stop arguing against the evidence.
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You did not show me evidence that tflops is bullshits you've only shown me results that tflops are not even meant to represent.
Teraflops is single precision floating point.
No. TFLOPS of fp32 is for single, TFLOPS of fp16 is for half, and TFLOPS of fp64 is for double. They are all listed independently with every GPU and should be used accordingly with the workflow scenarios.
See here with the Geforce 2060 @5.2 Teraflops doubling the floating point performance of the Radeon RX 580 @5.8 Teraflops.
https://www.anandtech.com/bench/GPU19/2703
https://foldingathome.org/2013/03/06/fah-bench-fah-coreopenmm-based-benchmark-for-your-gpu/?lng=en-US "It measures the compute performance of GPUs for Folding@Home". So a test that's sole purpose is to measure the performance of specific workflows associated to Folding@Home soft.
However using the same link you provided, just changing the benchmark to Geekbench level set segmentation 256 :
GPU |
Score |
Tflops |
AMD Radeon RX 460 4GB |
3.1 |
2.15 |
NVIDIA GeForce GTX 1050 Ti |
3.4 |
2.138 |
NVIDIA GeForce GTX 960 |
3.79 |
2.413 |
NVIDIA GeForce GTX 1650 |
3.8 |
2.984 |
AMD Radeon R9 380 |
4.7 |
3.476 |
NVIDIA GeForce GTX 1060 3GB |
5.65 |
3.935 |
NVIDIA GeForce GTX 1650 Super |
5.7 |
4.416 |
NVIDIA GeForce GTX 1060 6GB |
6.15 |
4.375 |
NVIDIA GeForce GTX 1660 |
6.19 |
5.027 |
AMD Radeon RX 5500 XT 8GB |
6.7 |
5.196 |
NVIDIA GeForce GTX 1660 Super |
6.72 |
5.027 |
EVGA GTX 1660 Super SC Ultra |
6.8 |
5.153 |
NVIDIA GeForce GTX 980 |
7 |
4.981 |
AMD Radeon RX 570 |
7 |
5.095 |
NVIDIA GeForce GTX 1660 Ti |
7.06 |
5.437 |
AMD Radeon RX 580 |
7.2 |
6.175 |
AMD Radeon R9 390X |
8.1 |
5.914 |
NVIDIA GeForce RTX 2060 |
8.48 |
6.451 |
AMD Radeon RX 590 |
9.1 |
7.119 |
NVIDIA GeForce GTX 1070 |
9.2 |
6.463 |
AMD Radeon RX 5600 XT |
9.8 |
7.188 |
NVIDIA GeForce RTX 2060 Super |
9.9 |
7.181 |
NVIDIA GeForce RTX 2070 |
10.1 |
7.465 |
AMD Radeon RX 5700 |
10.7 |
7.949 |
Sapphire Pulse 5600 XT |
10.8 |
8.063 |
AMD Radeon RX Vega 56 |
11.3 |
10.5 |
NVIDIA GeForce GTX 1080 |
11.5 |
8.873 |
NVIDIA GeForce RTX 2070 Super |
11.7 |
9.062 |
AMD Radeon RX 5700 XT |
12.6 |
9.754 |
NVIDIA GeForce RTX 2080 |
12.8 |
10.07 |
AMD Radeon RX Vega 64 |
13.1 |
12.7 |
NVIDIA GeForce RTX 2080 Super |
13.9 |
11.15 |
AMD Radeon VII |
17.2 |
13.44 |
NVIDIA GeForce RTX 2080 Ti |
18.4 |
13.45 |
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)
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)
That's an incredibly strong relationship R20.96, with only 2 outliers in the Vega 56 & vega 64 (the same architecture and revision), if we removed these just to see what we get (right), the graph shows an even stronger relationship of R20.989. If the metrics were truly bullshit like you claim this should not be possible at all.
You do realise the Stream processors do more than just single precision FP32, right? right?
You do realize that even if stream processors can do int operations they have been created, designed, and optimized for large numbers of float operations, right? That's the reason they even exist. they generally do int it with added inefficiency compared to how the CPU handle them. GPUs exist because video games needed a better way to process large swat of floats operations required by graphics rendering.
fp32 TFlops is the most relevant figure when measuring stream processor capacity because that's what they are designed to compute predominantly, but this figure cannot assess for any bottleneck for the rest of the pipelines.
Pemalite said:
EpicRandy said:
Benchmarks cannot be used when designing new GPUs/architecture, they have to rely on metrics and sets targets from every one of these, and tFlops is 1, time spy score isn't.
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That isn't how CPU's and GPU's are designed.
They design them in such a way to have "projected" performance for different benchmarks.
AMD, nVidia and Intel will also take past historical performance uplift trends in current benchmarks to project their future performance of new hardware to see how they will compete.
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Even if they have a benchmark in mind during design this would only result in specific requirements targets, such as memory pool, bandwidth, and yes tFlops amongst others.
Pemalite said:
EpicRandy said:
Benchmarks cannot be used when designing new GPUs/architecture, they have to rely on metrics and sets targets from every one of these, and tFlops is 1, time spy score isn't.
Tflops will depict things accurately as long as you run workloads that have no, or are designed to avoid bottlenecks when possible. That's why supercomputers use this figure predominantly.
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No, supercomputers use the figure as an advertisement tool.
Teraflops. Aka. Single Precision Floating Point. Aka. FP32 would not be used... At all in a super computer that is only doing INT4 or INT8 A.I inference calculations... And this is actually a growing and common thing, where a super computer doesn't need any FP32 capability, making Teraflops a useless metric.
https://developer.nvidia.com/blog/int4-for-ai-inference/
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Of course, teraflops won't be used with supercomputers designed to process integers, that would be silly. But to claim, tflops is only an advertisement tool for others is simply wrong.
Pemalite said:
EpicRandy said:
Tflops will depict things accurately as long as you run workloads that have no, or are designed to avoid bottlenecks when possible. That's why supercomputers use this figure predominantly.
Yes, you would if the ddr4 starved the 1030 while the GDDR5 allowed for more consistent utilization of the stream processor.
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I think you just admitted that Teraflops alone is bullshit, because you are starting to recognize other aspects.
Took awhile, but we are getting there.
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What? I have claimed since my very first reply to your claim that tflops needed contextualization and repeated this many times since.
If you view HP as a bullshit metric too that's up to you but that's not my assessment whatsoever nor do I think there's much support for this amongst the car enthusiast community.
Pemalite said:
EpicRandy said:
they are generally 2 flops per cycle. They can be used for other operations and the performance of those will also be listed alongside the tFlops figure. combined operations are also listed with different tFlops figures like fp16 or fp64, Other optimizations can be pre-done through the compiler when the software is built and so the GPU would be agnostic of these.
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Except the advertised Teraflops doesn't account for FP16 and FP64. - When Teraflops is used by itself it's FP32/Single Precision.
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Yes, they account for fp16 and fp64 those are listed with every GPUs and they all use teraflops figure or a ratio over the fp32 one. How is that not accounting for those?
Pemalite said:
EpicRandy said:
A GPU designed with a stream processor with 2 flops/ cycle is not 2 operations, it is 2 operations using floats, when they process something else like double they will use many cycles to process the task. Some stream processors are designed so that they can use both 32-bit to process a single double (fp64), those will be listed with half performance on double. others are not and can take up to 16 cycles to do the same operations. that's dependent on the architecture. Some stream processors are limited to multiplication for 1 of its 32-bit operations and addition/subtraction for the other.
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Floats are an operation.
Here is the thing, packing math together -only- works if the operation is identical, thus Half-Precision and Double-Precision is -never- going to be a linear increase/decrease in the real world due to those inherent inefficiencies.
Again. Teraflops doesn't account for any of that, hence why it's bullshit.
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No float is a data type it's the same as single just with a different name and what you would use in C++ and many other languages.
again the performance of other floating datatypes are all listed with GPUs so it's only disingenuous to say tflops fp32 does not represent tflops fp16 or fp64 when those are listed as separate figures.
Pemalite said:
EpicRandy said:
No, you cannot, if you design your stream processor with different ALUs that can do 4flops/cycle like rdna3 or even 8 like some have done in the past, this will already be taken into consideration with the tFlops figure. like the 7900 xtx, its tFlops is Shader Core * clocks * 4 instead of 2. So you won't be able to exceed this value. You could offload some computing with other hardware accelerated parts but the tFlops figure is not meant to measure those, only the stream processors.
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A little bit more complex than that I am afraid.
The 7900XTX having dual-issue ALU's, each can do 2 operations, means it is Shader Core*2 (Just like with VLIW) * Clock * 2 Operations per cycle.
Those ALU's can do Integer operations as well, Teraflops doesn't represent any of that, Teraflops tells us *nothing* except for a single type of operation a GPU does... And only theoretically.
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Again the theoretical aspect of the figure is only to emphasize that you should not expect to max it out. It is the measurement of the max throughput of the stream processors for the datatype it represents.
If streams processor were designed for integers in any relevant capacity they would list performance with those separately just like :
![](data:image/png;base64,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)
Pemalite said:
EpicRandy said:
That's not because tFlops is bullshit, that's because the 7900 XTX utilization of its stream processor is bullshit with video games' typical workloads. Again tFlops are not meant to measure the performance of a whole GPU only the stream processor's max throughput.
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No. It pretty much tells us Teraflops is bullshit.
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and again it's only bullshit because you want to apply the tflops figure to something it isn't meant to represent.
Pemalite said:
EpicRandy said:
I know all that, but it does not really address the point. As binning is already done by the manufacturer and has been sorted and used in different SKUs that fit their respective tolerance the leeway you end up having as a customer to do undervolting and overclocking to get to the same TDP is marginal. And also the efficiency curve does exponentially increase the TDP with clocks passing a certain clock speed it does not really matter if you can get 100-200mhz of the most efficient target because you got lucky with the binning lottery. Skus that target consoles can't rely on the top few % of dies or else yield would be terrible.
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This is core clockrate and power scaling on the Radeon 6700XT.
Pretty much explains that increasing core clocks has an efficiency curve.
Now if you increase clock, but decrease voltage by 500mV you will have a net-gain in terms of power consumption, or stay the same.
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500mV would be one hell of an undervolt, never heard of such a drastic figure for any GPUs. Realistically you can expect from 25mV to 100mV. From my limited experience with this default mV typically range from 900 to 1200 mv so 500mV would be pretty insane. I've heard some more pronounced undervolt like 125mV and even 150mV but hard to say if they are any real or if the user properly ran benchmarks to assess stability.
Anyway, binning is used mainly to create different SKUs and/or rebranding old SKUs as the process matured and the average yield increases. But no one should expect the same gain as from a node shrink.
Last edited by EpicRandy - on 24 April 2023