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Google Keyword Rankings for : cuda precision problem
1
Floating Point and IEEE 754 :: CUDA Toolkit Documentation
https://docs.nvidia.com/cuda/floating-point/index.html
The value 2/3 must be rounded first in order to be represented as a floating point number with limited precision. The rules for rounding and the ...
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https://docs.nvidia.com/cuda/floating-point/index.html
The value 2/3 must be rounded first in order to be represented as a floating point number with limited precision. The rules for rounding and the ...
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2
CUDA C Best Practices Guide - Campus de Metz
http://www.metz.supelec.fr/metz/personnel/vialle/course/Mineure-HPC/doc-cuda/CUDA_C_Best_Practices_Guide.pdf
This Best Practices Guide is a manual to help developers obtain the best performance from the NVIDIA® CUDA™ architecture using version 5.5 of the CUDA ...
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http://www.metz.supelec.fr/metz/personnel/vialle/course/Mineure-HPC/doc-cuda/CUDA_C_Best_Practices_Guide.pdf
This Best Practices Guide is a manual to help developers obtain the best performance from the NVIDIA® CUDA™ architecture using version 5.5 of the CUDA ...
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3
GPU compute & high precision general questions - New to Julia
https://discourse.julialang.org/t/gpu-compute-high-precision-general-questions/61527
— My computation is primarily FP64. AMD appears to offer more cores for that sort of computation over NVIDIA. However, CUDA seems like the more ...
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https://discourse.julialang.org/t/gpu-compute-high-precision-general-questions/61527
— My computation is primarily FP64. AMD appears to offer more cores for that sort of computation over NVIDIA. However, CUDA seems like the more ...
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4
Exploiting half precision arithmetic in Nvidia GPUs
https://www.comp.nus.edu.sg/~wongwf/papers/hpec17.pdf
data intensive and error tolerant applications in GPUs. Nvidia. GPUs support half precision as storage format starting from. CUDA 7.5 reduce the burden of ...
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https://www.comp.nus.edu.sg/~wongwf/papers/hpec17.pdf
data intensive and error tolerant applications in GPUs. Nvidia. GPUs support half precision as storage format starting from. CUDA 7.5 reduce the burden of ...
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5
Supporting half-precision floats is really annoying
https://futhark-lang.org/blog/2021-08-05-half-precision-floats.html
So, CUDA does indeed support half-precision floats on devices that are Compute Capability 6.0 or newer. This can be checked with an #ifdef .
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https://futhark-lang.org/blog/2021-08-05-half-precision-floats.html
So, CUDA does indeed support half-precision floats on devices that are Compute Capability 6.0 or newer. This can be checked with an #ifdef .
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6
High-precision numerical simulations on a CUDA GPU
https://www.researchgate.net/publication/257592059_High-precision_numerical_simulations_on_a_CUDA_GPU_Kerr_black_hole_tails
A very common problem in GPU programming is that some combination of thread block dimensions and other code optimization parameters, like tiling ...
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https://www.researchgate.net/publication/257592059_High-precision_numerical_simulations_on_a_CUDA_GPU_Kerr_black_hole_tails
A very common problem in GPU programming is that some combination of thread block dimensions and other code optimization parameters, like tiling ...
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7
Add an optional diagnostic for the use of double-precision ops ...
https://github.com/intel/llvm/issues/5783
However, it's very easy in C++ to accidentally introduce double-precision arithmetic. Such issues can be detected with a profiler, but it might ...
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https://github.com/intel/llvm/issues/5783
However, it's very easy in C++ to accidentally introduce double-precision arithmetic. Such issues can be detected with a profiler, but it might ...
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8
Numerical accuracy — PyTorch 1.13 documentation
https://pytorch.org/docs/stable/notes/numerical_accuracy.html
If reduced-precision reductions are problematic, they can be turned off with torch.backends.cuda.matmul.allow_fp16_reduced_precision_reduction = False.
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https://pytorch.org/docs/stable/notes/numerical_accuracy.html
If reduced-precision reductions are problematic, they can be turned off with torch.backends.cuda.matmul.allow_fp16_reduced_precision_reduction = False.
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9
A Framework for Dynamically Mixing Precisions in GPU ...
https://dl.acm.org/doi/fullHtml/10.1145/3441830
The effect of using half precision on error of various applications is also ... all the threads used to compute the problem in that particular CUDA kernel.
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https://dl.acm.org/doi/fullHtml/10.1145/3441830
The effect of using half precision on error of various applications is also ... all the threads used to compute the problem in that particular CUDA kernel.
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10
Floating Point and IEEE-754 Compliance for NVIDIA GPUs
https://on-demand.gputechconf.com/gtc-express/2011/presentations/floatingpointwebinarjune2011.pdf
(2) Issues related to accuracy: examples. (3) CUDA, SSE ... Most popular: 32-bit and 64-bit, i.e. single and double precision ... Evolution of CUDA Numerics.
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https://on-demand.gputechconf.com/gtc-express/2011/presentations/floatingpointwebinarjune2011.pdf
(2) Issues related to accuracy: examples. (3) CUDA, SSE ... Most popular: 32-bit and 64-bit, i.e. single and double precision ... Evolution of CUDA Numerics.
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11
CUDA 프로그램 정밀도 문제 (Precision issues on floating point ...
https://www.youtube.com/watch?v=IJ_k8SCR3Y8
Translate this page
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https://www.youtube.com/watch?v=IJ_k8SCR3Y8
Translate this page
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12
Detecting Floating-Point Exceptions in GPU Applications
https://www.osti.gov/servlets/purl/1574625
several exceptions to help programmers detect errors that ... the precision level, and the location (line number and file.
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https://www.osti.gov/servlets/purl/1574625
several exceptions to help programmers detect errors that ... the precision level, and the location (line number and file.
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13
Extended-Precision Floating-Point Numbers for GPU ...
http://andrewthall.org/papers/df64_qf128.pdf
The double-precision capabilities can be accessed using CUDA or ... Testing accuracy and precision of hardware systems is problem-.
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http://andrewthall.org/papers/df64_qf128.pdf
The double-precision capabilities can be accessed using CUDA or ... Testing accuracy and precision of hardware systems is problem-.
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14
Floating-point pitfalls — Numba 0.50.1 documentation
https://numba.pydata.org/numba-doc/latest/reference/fpsemantics.html
Another typical problem is when an operating system's libm function set is ... Numpy forces some linear algebra operations to run in double-precision mode ...
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https://numba.pydata.org/numba-doc/latest/reference/fpsemantics.html
Another typical problem is when an operating system's libm function set is ... Numpy forces some linear algebra operations to run in double-precision mode ...
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15
A Fast Double Precision CFD Code using CUDA
https://www.jcohen.name/papers/Cohen_Fast_2009.pdf
implemented using the CUDA platform. We perform detailed validation of the code on a variety of Rayleigh-Benard convection problems and show second order ...
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https://www.jcohen.name/papers/Cohen_Fast_2009.pdf
implemented using the CUDA platform. We perform detailed validation of the code on a variety of Rayleigh-Benard convection problems and show second order ...
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16
Resolving CUDA Being Out of Memory With Gradient ...
https://towardsdatascience.com/i-am-so-done-with-cuda-out-of-memory-c62f42947dca
Implementing gradient accumulation and automatic mixed precision to solve CUDA out of memory issue when training big deep learning models which requires ...
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https://towardsdatascience.com/i-am-so-done-with-cuda-out-of-memory-c62f42947dca
Implementing gradient accumulation and automatic mixed precision to solve CUDA out of memory issue when training big deep learning models which requires ...
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17
Mixed precision training - fastai
https://docs.fast.ai/callback.fp16.html
An idea to reduce memory usage (and avoid those annoying cuda errors) has been to try and do the same thing in half-precision, which means using 16-bits ...
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https://docs.fast.ai/callback.fp16.html
An idea to reduce memory usage (and avoid those annoying cuda errors) has been to try and do the same thing in half-precision, which means using 16-bits ...
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18
Analysis of Performance/Accuracy Tradeoffs for Floating Point ...
https://mospace.umsystem.edu/xmlui/bitstream/handle/10355/60461/research.pdf?sequence=2&isAllowed=y
Figure 22: Absolute error of multiplication micro-benchmark when the input ... arbitrary precision arithmetic on CUDA, operating on floating point numbers.
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https://mospace.umsystem.edu/xmlui/bitstream/handle/10355/60461/research.pdf?sequence=2&isAllowed=y
Figure 22: Absolute error of multiplication micro-benchmark when the input ... arbitrary precision arithmetic on CUDA, operating on floating point numbers.
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19
Quad Doubles on a GPU
http://homepages.math.uic.edu/~jan/mcs572/quad_double_cuda.pdf
CUDA Multiple Precision Arithmetic Library ... Numerical analysis studies algorithms for continuous problems, investigating.
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http://homepages.math.uic.edu/~jan/mcs572/quad_double_cuda.pdf
CUDA Multiple Precision Arithmetic Library ... Numerical analysis studies algorithms for continuous problems, investigating.
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20
Support for half-precision complex numbers? - Lightrun
https://lightrun.com/answers/cupy-cupy-support-for-half-precision-complex-numbers
Specifically, many scientific computing problems may have a portion (could be a significant one) in the computation that has high tolerance of low precision ...
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https://lightrun.com/answers/cupy-cupy-support-for-half-precision-complex-numbers
Specifically, many scientific computing problems may have a portion (could be a significant one) in the computation that has high tolerance of low precision ...
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21
Cuda Multiple Precision Arithmetic Library and Applications
https://hal.archives-ouvertes.fr/hal-01312858/document
We make use of error-free transforms algorithms, which are based only on native precision opera- tions, but keep track of all rounding errors ...
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https://hal.archives-ouvertes.fr/hal-01312858/document
We make use of error-free transforms algorithms, which are based only on native precision opera- tions, but keep track of all rounding errors ...
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22
Cuda Multiple Precision Arithmetic Library and Applications
http://homepages.laas.fr/mmjoldes/Exposes/exposeICMS.pdf
CAMPARY (both parallelized with OpenMP on 8 threads) on Intel i7-3820. @3.60GHz. 22 / 24. Page 56. Performance on Applications: ill-posed SDP problems.
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http://homepages.laas.fr/mmjoldes/Exposes/exposeICMS.pdf
CAMPARY (both parallelized with OpenMP on 8 threads) on Intel i7-3820. @3.60GHz. 22 / 24. Page 56. Performance on Applications: ill-posed SDP problems.
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23
Guarding Numerics Amidst Rising Heterogeneity
https://web.cs.ucdavis.edu/~rubio/includes/correctness21.pdf
Double/single/half-precision (i.e., DP/SP/HP) performance scaling for the NVIDIA HPC-focused Tesla GPUs from the first CUDA-enabled Tesla architecture (CC-1.0) ...
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https://web.cs.ucdavis.edu/~rubio/includes/correctness21.pdf
Double/single/half-precision (i.e., DP/SP/HP) performance scaling for the NVIDIA HPC-focused Tesla GPUs from the first CUDA-enabled Tesla architecture (CC-1.0) ...
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24
[Question] Math typing in CUDA - Numba Discussion - Discourse
https://numba.discourse.group/t/question-math-typing-in-cuda/215
Are there single precision variants available somewhere? ... It may that the root of your problem is that the functions you're calling are ...
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https://numba.discourse.group/t/question-math-typing-in-cuda/215
Are there single precision variants available somewhere? ... It may that the root of your problem is that the functions you're calling are ...
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25
A developer-friendly guide to mixed precision training ... - Spell
https://spell.ml/blog/mixed-precision-training-with-pytorch-Xuk7YBEAACAASJam
TLDR: the torch.cuda.amp mixed-precision training module ... This is known as underflowing, and it's a problem because many to most gradient ...
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https://spell.ml/blog/mixed-precision-training-with-pytorch-Xuk7YBEAACAASJam
TLDR: the torch.cuda.amp mixed-precision training module ... This is known as underflowing, and it's a problem because many to most gradient ...
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26
CUDA C Programming Guide - Colby Computer Science
https://cs.colby.edu/courses/S14/cs336/online_materials/CUDA_C_Programming_Guide.pdf
Table 7 Double-Precision Mathematical Standard Library Functions with ... More specifically, the GPU is especially well-suited to address problems that can ...
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https://cs.colby.edu/courses/S14/cs336/online_materials/CUDA_C_Programming_Guide.pdf
Table 7 Double-Precision Mathematical Standard Library Functions with ... More specifically, the GPU is especially well-suited to address problems that can ...
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27
Performance data of multiple-precision scalar and vector ...
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7195515/
The execution time of CPU and GPU implementations is measured at a fixed problem size and various levels of numeric precision.
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https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7195515/
The execution time of CPU and GPU implementations is measured at a fixed problem size and various levels of numeric precision.
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28
Introduction to CUDA Programming
https://www.eecg.utoronto.ca/~moshovos/CUDA10/lectures/009%20-%20FP%20and%20Assembly.ppt
Helps measure and find potential performance problem. GPU and CPU timing for all kernel invocations and memcpys; Time stamps. Access to hardware performance ...
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https://www.eecg.utoronto.ca/~moshovos/CUDA10/lectures/009%20-%20FP%20and%20Assembly.ppt
Helps measure and find potential performance problem. GPU and CPU timing for all kernel invocations and memcpys; Time stamps. Access to hardware performance ...
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29
Mixed precision | TensorFlow Core
https://www.tensorflow.org/guide/mixed_precision
The Keras mixed precision API allows you to use a mix of either float16 or ... You can look up the compute capability for your GPU at NVIDIA's CUDA GPU web ...
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https://www.tensorflow.org/guide/mixed_precision
The Keras mixed precision API allows you to use a mix of either float16 or ... You can look up the compute capability for your GPU at NVIDIA's CUDA GPU web ...
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30
Accuracy of Mathematical Functions in Single, Double ... - Loria
https://members.loria.fr/PZimmermann/papers/accuracy.pdf
errors [11]. Today, at least for single precision and most double precision functions, it is known how to get.
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https://members.loria.fr/PZimmermann/papers/accuracy.pdf
errors [11]. Today, at least for single precision and most double precision functions, it is known how to get.
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31
CUDA C Best Practices Guide
http://cg.elte.hu/~gpgpu/cuda/CUDA_C_Best_Practices_Guide.pdf
via single-precision arithmetic due to the greater precision of the former and due to rounding issues. Therefore, it is important to be sure to compare ...
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http://cg.elte.hu/~gpgpu/cuda/CUDA_C_Best_Practices_Guide.pdf
via single-precision arithmetic due to the greater precision of the former and due to rounding issues. Therefore, it is important to be sure to compare ...
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32
Implementation of Multiple Precision Sparse Matrix-vector ...
https://iopscience.iop.org/article/10.1088/1742-6596/1828/1/012013/pdf
sometimes the problem cannot be solved even by careful selection of the ... arbitrary precision floating-point arithmetic on CUDA that is ...
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https://iopscience.iop.org/article/10.1088/1742-6596/1828/1/012013/pdf
sometimes the problem cannot be solved even by careful selection of the ... arbitrary precision floating-point arithmetic on CUDA that is ...
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33
Quantile Precision Issues in CUDA - UCL
http://www.homepages.ucl.ac.uk/~ucahwts/quantiles/QuantilePrecisioninCUDA.pdf
Quantile Precision Issues in CUDA. Thomas Luu and William Shaw. UCL, Dec 2011. Corrections to w.shaw@ucl.ac.uk. Set up and Introduction.
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http://www.homepages.ucl.ac.uk/~ucahwts/quantiles/QuantilePrecisioninCUDA.pdf
Quantile Precision Issues in CUDA. Thomas Luu and William Shaw. UCL, Dec 2011. Corrections to w.shaw@ucl.ac.uk. Set up and Introduction.
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34
How to write efficient CUDA programs - PRACE Events
https://events.prace-ri.eu/event/989/sessions/3077/attachments/1195/2032/cuda-efficiency.pdf
GPU programming in CUDA: How to write efficient CUDA ... 14.9 TFLOPS (single precision) ... A problem is memory bound if the performance is dictated by the.
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https://events.prace-ri.eu/event/989/sessions/3077/attachments/1195/2032/cuda-efficiency.pdf
GPU programming in CUDA: How to write efficient CUDA ... 14.9 TFLOPS (single precision) ... A problem is memory bound if the performance is dictated by the.
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35
Cuda Multiple Precision Arithmetic Library and Applications
https://pdfs.semanticscholar.org/e8fd/e87629fd19e51205dbdec265926899237728.pdf
CAMPARY (both parallelized with OpenMP on 8 threads) on Intel i7-3820. @3.60GHz. 22 / 24. Page 56. Performance on Applications: ill-posed SDP problems.
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https://pdfs.semanticscholar.org/e8fd/e87629fd19e51205dbdec265926899237728.pdf
CAMPARY (both parallelized with OpenMP on 8 threads) on Intel i7-3820. @3.60GHz. 22 / 24. Page 56. Performance on Applications: ill-posed SDP problems.
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36
Significance of single precision floating point - Cross Validated
https://stats.stackexchange.com/questions/3446/significance-of-single-precision-floating-point
Because before GPUs there was no practical sense of using single reals; you never have too much accuracy and memory is usually not a problem.
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https://stats.stackexchange.com/questions/3446/significance-of-single-precision-floating-point
Because before GPUs there was no practical sense of using single reals; you never have too much accuracy and memory is usually not a problem.
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37
GPUMixer: Performance-Driven Floating-Point Tuning for GPU ...
https://engineering.purdue.edu/dcsl/publications/papers/2019/gpumixer_isc19_cameraready.pdf
To illustrate the problem of mixed-precision tuning, we present an example using a CUDA kernel from an N-body simulation [18]. Listing 1.1 shows an implemen-.
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https://engineering.purdue.edu/dcsl/publications/papers/2019/gpumixer_isc19_cameraready.pdf
To illustrate the problem of mixed-precision tuning, we present an example using a CUDA kernel from an N-body simulation [18]. Listing 1.1 shows an implemen-.
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38
Why do most GPUs only support single precision floating point ...
https://www.quora.com/Why-do-most-GPUs-only-support-single-precision-floating-point-math
By using CUDA, you can get the bottlenecking 5% of the code (which takes 90% of execution time) and turn it into a parallel version then accelerate its ...
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https://www.quora.com/Why-do-most-GPUs-only-support-single-precision-floating-point-math
By using CUDA, you can get the bottlenecking 5% of the code (which takes 90% of execution time) and turn it into a parallel version then accelerate its ...
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39
Mixed-Precision Numerical Linear Algebra Algorithms
https://trace.tennessee.edu/cgi/viewcontent.cgi?article=7347&context=utk_graddiss
Mixed-Precision Numerical Linear Algebra Algorithms: Integer. Arithmetic Based LU Factorization and Iterative Refinement for. Hermitian Eigenvalue Problem.
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https://trace.tennessee.edu/cgi/viewcontent.cgi?article=7347&context=utk_graddiss
Mixed-Precision Numerical Linear Algebra Algorithms: Integer. Arithmetic Based LU Factorization and Iterative Refinement for. Hermitian Eigenvalue Problem.
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40
Math library reference (CUDA) - SLEEF
https://sleef.org/cuda.xhtml
Trigonometric Functions. Vectorized double precision sine function with 1.0 ULP error bound. Synopsis. #include <sleefinline_cuda.h> __device__ double ...
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https://sleef.org/cuda.xhtml
Trigonometric Functions. Vectorized double precision sine function with 1.0 ULP error bound. Synopsis. #include <sleefinline_cuda.h> __device__ double ...
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41
Half-precision floating-point format - Wikipedia
https://en.wikipedia.org/wiki/Half-precision_floating-point_format
Depending on the computer, half-precision can be over an order of magnitude faster than double precision, e.g. 550 PFLOPS for half-precision vs 37 PFLOPS for ...
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https://en.wikipedia.org/wiki/Half-precision_floating-point_format
Depending on the computer, half-precision can be over an order of magnitude faster than double precision, e.g. 550 PFLOPS for half-precision vs 37 PFLOPS for ...
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42
Fine optimisations - Increase arithmetic intensity - RidgeRun
https://developer.ridgerun.com/wiki/index.php/RidgeRun_CUDA_Optimisation_Guide/Optimisation_Recipes/Fine_optimisations/Increase_arithmetic_intensity
RidgeRun CUDA Optimisation Guide - Optimisation Recipes - Fine optimisations - Increase arithmetic intensity · Workload offloading · Problem size
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https://developer.ridgerun.com/wiki/index.php/RidgeRun_CUDA_Optimisation_Guide/Optimisation_Recipes/Fine_optimisations/Increase_arithmetic_intensity
RidgeRun CUDA Optimisation Guide - Optimisation Recipes - Fine optimisations - Increase arithmetic intensity · Workload offloading · Problem size
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43
Low-Precision Arithmetic - Cornell Computer Science
https://www.cs.cornell.edu/courses/cs4787/2020sp/lectures/Lecture21-Slides.pdf
Introduces quantization error when we store a full-precision number in a low- ... ://devblogs.nvidia.com/parallelforall/mixed-precision-programming-cuda-8/ ...
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https://www.cs.cornell.edu/courses/cs4787/2020sp/lectures/Lecture21-Slides.pdf
Introduces quantization error when we store a full-precision number in a low- ... ://devblogs.nvidia.com/parallelforall/mixed-precision-programming-cuda-8/ ...
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44
A Quick Note on GPU Accuracy and Double Precision - Expero
https://www.experoinc.com/post/a-quick-note-on-gpu-accuracy-and-double-precision
Of course, there are many instances in real physical problems where, indeed, a solution requires double precision computation.
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https://www.experoinc.com/post/a-quick-note-on-gpu-accuracy-and-double-precision
Of course, there are many instances in real physical problems where, indeed, a solution requires double precision computation.
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45
EDEM CUDA GPU - Precision modes - Altair Community
https://community.altair.com/community?id=community_blog&sys_id=2d46ab421b4cd150c4dfdbd9dc4bcb86
The GPU CUDA solver has the option to select the precision of floating-point numbers used to represent simulation variables which affect ...
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https://community.altair.com/community?id=community_blog&sys_id=2d46ab421b4cd150c4dfdbd9dc4bcb86
The GPU CUDA solver has the option to select the precision of floating-point numbers used to represent simulation variables which affect ...
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46
Accelerating Double Precision FEM Simulations with GPUs
http://www.mathematik.tu-dortmund.de/~goeddeke/pubs/talks/talk_asim2005_1.pdf
on the CPU, GPU-based iterative solver in single precision works as a ... Goal: Analyze influence of input data precision on the overall error.
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http://www.mathematik.tu-dortmund.de/~goeddeke/pubs/talks/talk_asim2005_1.pdf
on the CPU, GPU-based iterative solver in single precision works as a ... Goal: Analyze influence of input data precision on the overall error.
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47
CUDA C Programming Guide
https://www3.nd.edu/~zxu2/acms60212-40212/CUDA_C_Programming_Guide_V7.5.pdf
Updated Table 12 to mention support of half-precision floating-point ... More specifically, the GPU is especially well-suited to address problems that can ...
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https://www3.nd.edu/~zxu2/acms60212-40212/CUDA_C_Programming_Guide_V7.5.pdf
Updated Table 12 to mention support of half-precision floating-point ... More specifically, the GPU is especially well-suited to address problems that can ...
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48
Reproducible floating-point atomic addition in data-parallel ...
https://annals-csis.org/Volume_5/pliks/86.pdf
This problem can be depicted with the simplified following CUDA kernel which computes the sum of N floating-point numbers stored in table.
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https://annals-csis.org/Volume_5/pliks/86.pdf
This problem can be depicted with the simplified following CUDA kernel which computes the sum of N floating-point numbers stored in table.
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49
8.3. Floating-Point Support | GPU Programming and ... - InformIT
https://www.informit.com/articles/article.aspx?p=2103809&seqNum=3
Figure 8.2 depicts the three (3) IEEE standard floating-point formats supported by CUDA: double precision (64-bit), single precision ...
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https://www.informit.com/articles/article.aspx?p=2103809&seqNum=3
Figure 8.2 depicts the three (3) IEEE standard floating-point formats supported by CUDA: double precision (64-bit), single precision ...
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50
arXiv:1912.06217v3 [math.NA] 27 Feb 2021
https://arxiv.org/pdf/1912.06217
ROUNDING ERROR ANALYSIS OF MIXED PRECISION BLOCK ... numerical stability and well-conditionedness of the problem, both of which may be ...
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https://arxiv.org/pdf/1912.06217
ROUNDING ERROR ANALYSIS OF MIXED PRECISION BLOCK ... numerical stability and well-conditionedness of the problem, both of which may be ...
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51
7.4.1. GPU package - LAMMPS documentation
https://docs.lammps.org/Speed_gpu.html
This is also a function of the problem size and the pair style being using. Likewise, you should experiment with the precision setting for the GPU library ...
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https://docs.lammps.org/Speed_gpu.html
This is also a function of the problem size and the pair style being using. Likewise, you should experiment with the precision setting for the GPU library ...
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52
Measure and Improve GPU Performance - MATLAB & Simulink
https://www.mathworks.com/help/distcomp/measure-and-improve-gpu-performance.html
Time code running on your GPU and explore options for improving performance. ... such as linear algebra problems, might require double-precision processing.
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https://www.mathworks.com/help/distcomp/measure-and-improve-gpu-performance.html
Time code running on your GPU and explore options for improving performance. ... such as linear algebra problems, might require double-precision processing.
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53
Efficient 3D stencil computations using CUDA - ScienceDirect
https://www.sciencedirect.com/science/article/abs/pii/S016781911300094X
GPUs just as the CPUs suffer from the same problem of a limited memory bandwidth. Consider the Nvidia Tesla C2050, which has a peak double precision ...
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https://www.sciencedirect.com/science/article/abs/pii/S016781911300094X
GPUs just as the CPUs suffer from the same problem of a limited memory bandwidth. Consider the Nvidia Tesla C2050, which has a peak double precision ...
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54
A Study of High Performance Multiple Precision Arithmetic on ...
https://scholarworks.umass.edu/cgi/viewcontent.cgi?article=2252&context=dissertations_2
2.5.4 GPU Based Multiple Precision Libraries . ... used in some FFT multiplication algorithms, but the error analysis of the round-off errors.
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https://scholarworks.umass.edu/cgi/viewcontent.cgi?article=2252&context=dissertations_2
2.5.4 GPU Based Multiple Precision Libraries . ... used in some FFT multiplication algorithms, but the error analysis of the round-off errors.
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55
Double Precision - OpenGL: Advanced Coding
https://community.khronos.org/t/double-precision/63437
I know if I use CUDA or OpenCL I get double-precision support for calculations, but the problem is how can I render to a “buffer” for using ...
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https://community.khronos.org/t/double-precision/63437
I know if I use CUDA or OpenCL I get double-precision support for calculations, but the problem is how can I render to a “buffer” for using ...
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56
CUDA Floating Point 16 Compile Error with Function is Not ...
https://www.kaitaiblog.com.tw/?p=410
I am programming an FP16 (half) program in CUDA. While I compile the code, it gives some errors such as the “function undefined.
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https://www.kaitaiblog.com.tw/?p=410
I am programming an FP16 (half) program in CUDA. While I compile the code, it gives some errors such as the “function undefined.
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57
CUDA 7 REL update cripples double precision on the Titan Z
https://wccftech.com/cuda-7-update-disables-double-precision-gtx-titan-bug/
Nvidia Titan Z users get double precision computing crippled with CUDA 7 REL ... The problem is as of yet unverified and we are awaiting official ...
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https://wccftech.com/cuda-7-update-disables-double-precision-gtx-titan-bug/
Nvidia Titan Z users get double precision computing crippled with CUDA 7 REL ... The problem is as of yet unverified and we are awaiting official ...
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58
Mixed Precision Training - Islam Mohamed
https://islammohamedmosaad.github.io/journal/Mixed-Precision-Training.html
But Half precision had some issues which localized in its small range and low precision, unlike single or double precision, floats.
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https://islammohamedmosaad.github.io/journal/Mixed-Precision-Training.html
But Half precision had some issues which localized in its small range and low precision, unlike single or double precision, floats.
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59
CS6501 Assignment 3: CUDA Programming
https://www.cs.virginia.edu/~skadron/cs6501_f11/cuda/
Problem: Write a CUDA program that, given an N-element vector, finds the largest element. Your solution should take as input N and generate ...
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https://www.cs.virginia.edu/~skadron/cs6501_f11/cuda/
Problem: Write a CUDA program that, given an N-element vector, finds the largest element. Your solution should take as input N and generate ...
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60
Cuda driver error 1 , Cuda driver error 4
https://matsci.org/t/cuda-driver-error-1-cuda-driver-error-4/14637
But in the .o#### file lots of “Cuda driver errors” printed (also see following) . ... using double precision FFTs
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https://matsci.org/t/cuda-driver-error-1-cuda-driver-error-4/14637
But in the .o#### file lots of “Cuda driver errors” printed (also see following) . ... using double precision FFTs
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61
The pmemd.cuda GPU Implementation
https://ambermd.org/GPULogistics.php
In the current generation of GPUs, single precision arithmetic gets substantially more throughput. This is important when trying to obtain good ...
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https://ambermd.org/GPULogistics.php
In the current generation of GPUs, single precision arithmetic gets substantially more throughput. This is important when trying to obtain good ...
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62
PyTorch | 8. Faster training with mixed precision
https://effectivemachinelearning.com/PyTorch/8._Faster_training_with_mixed_precision
Training neural networks using 32-bit floats is usually stable and doesn't cause major numerical issues, however neural networks have been shown to perform ...
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https://effectivemachinelearning.com/PyTorch/8._Faster_training_with_mixed_precision
Training neural networks using 32-bit floats is usually stable and doesn't cause major numerical issues, however neural networks have been shown to perform ...
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63
atomicadd for double precision in CUDA Fortran - #17 by tlstar
https://www.pgroup.com/userforum/viewtopic.php?p=9652
But if I increase ATOMIC_RAYS into a larger value, for example 214BLOCKSIZE, the code stopped with the same error. I do not quite know about ...
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https://www.pgroup.com/userforum/viewtopic.php?p=9652
But if I increase ATOMIC_RAYS into a larger value, for example 214BLOCKSIZE, the code stopped with the same error. I do not quite know about ...
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64
GROMACS - gpu is not detected - User discussions
https://gromacs.bioexcel.eu/t/gromacs-gpu-is-not-detected/1549
That is a sign that your CUDA runtime is either not installed correctly or is not compatible with your driver. Is there any other detection error in the log? 1 ...
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https://gromacs.bioexcel.eu/t/gromacs-gpu-is-not-detected/1549
That is a sign that your CUDA runtime is either not installed correctly or is not compatible with your driver. Is there any other detection error in the log? 1 ...
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65
GPUs - abinit
https://docs.abinit.org/INSTALL_gpu/
At present it is possible to ask for single- or double-precision Cuda support. The configure script will check that the Cuda libraries are properly working, ...
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https://docs.abinit.org/INSTALL_gpu/
At present it is possible to ask for single- or double-precision Cuda support. The configure script will check that the Cuda libraries are properly working, ...
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66
Precision error in shaders - Questions - three.js forum
https://discourse.threejs.org/t/precision-error-in-shaders/3438
I suggest you have a look at GPGPU via Cuda or OpenCL. But keep in mind that most GPUs are not optimized for 64-bit floating point.You need GPUs intended for ...
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https://discourse.threejs.org/t/precision-error-in-shaders/3438
I suggest you have a look at GPGPU via Cuda or OpenCL. But keep in mind that most GPUs are not optimized for 64-bit floating point.You need GPUs intended for ...
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67
Arbitrary-Precision Arithmetics on the GPU - CESCG
https://old.cescg.org/CESCG-2015/papers/Langer-Arbitrary-Precision_Arithmetics_on_the_GPU.pdf
prior to execution or if rounding errors of floating point arithmetics cannot be tolerated. ... CUDA Multi-Precision library (CUMP), was presented by.
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https://old.cescg.org/CESCG-2015/papers/Langer-Arbitrary-Precision_Arithmetics_on_the_GPU.pdf
prior to execution or if rounding errors of floating point arithmetics cannot be tolerated. ... CUDA Multi-Precision library (CUMP), was presented by.
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68
CCPEM Archives - JISCMail
https://www.jiscmail.ac.uk/cgi-bin/webadmin?A2=CCPEM;d8f64f67.1907
Re: CUDA driver version is insufficient for CUDA runtime version ... but > the > following error is arising all the time when I try with different CUDA ...
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https://www.jiscmail.ac.uk/cgi-bin/webadmin?A2=CCPEM;d8f64f67.1907
Re: CUDA driver version is insufficient for CUDA runtime version ... but > the > following error is arising all the time when I try with different CUDA ...
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69
10. Platform-Specific Properties — OpenMM User Guide 7.6 ...
http://docs.openmm.org/7.6.0/userguide/library/04_platform_specifics.html
For instance, as of this writing, using PME on the Reference, OpenCL, and double-precision CUDA will result in deterministic simulations. Single-precision CUDA ...
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http://docs.openmm.org/7.6.0/userguide/library/04_platform_specifics.html
For instance, as of this writing, using PME on the Reference, OpenCL, and double-precision CUDA will result in deterministic simulations. Single-precision CUDA ...
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70
Mixed Precision Training - Paperspace Blog
https://blog.paperspace.com/mixed-precision-training-overview/
Nvidia Volta GPUs Tesla V100, Quadro V100, and Titan V have 640 tensor cores and can provide up to ∼TFLOPS in mixed FP16-FP32 precision. Traditional CUDA cores ...
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https://blog.paperspace.com/mixed-precision-training-overview/
Nvidia Volta GPUs Tesla V100, Quadro V100, and Titan V have 640 tensor cores and can provide up to ∼TFLOPS in mixed FP16-FP32 precision. Traditional CUDA cores ...
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71
High-performance particle simulation using CUDA - DiVA Portal
http://liu.diva-portal.org/smash/get/diva2:816727/FULLTEXT01.pdf
This is indicative not of a problem with the algorithm itself, but rather of precision problems: all computations in reference and CUDA ...
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http://liu.diva-portal.org/smash/get/diva2:816727/FULLTEXT01.pdf
This is indicative not of a problem with the algorithm itself, but rather of precision problems: all computations in reference and CUDA ...
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72
CULA Sparse Reference Manual
http://www.culatools.com/cula_sparse_programmers_guide/
Support for CUDA accelerated double-precision operations requires a GPU ... If a non-CUDA 5.0 runtime loads first, you will experience CULA Sparse errors.
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http://www.culatools.com/cula_sparse_programmers_guide/
Support for CUDA accelerated double-precision operations requires a GPU ... If a non-CUDA 5.0 runtime loads first, you will experience CULA Sparse errors.
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73
unit test failures due to CUDA error in ... - GitLab
https://gitlab.com/gromacs/gromacs/-/issues/3980
... (single precision) This run will default to '-update gpu' as ... CUDA error #704 (cudaErrorPeerAccessAlreadyEnabled): peer access is ...
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https://gitlab.com/gromacs/gromacs/-/issues/3980
... (single precision) This run will default to '-update gpu' as ... CUDA error #704 (cudaErrorPeerAccessAlreadyEnabled): peer access is ...
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74
Autotuning batch Cholesky factorization in CUDA with ...
https://ieeexplore.ieee.org/document/7965201
... same linear algebra problem for a very large number of very small matrices. ... factorization in CUDA, in single precision arithmetic, for NVIDIA GPUs.
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https://ieeexplore.ieee.org/document/7965201
... same linear algebra problem for a very large number of very small matrices. ... factorization in CUDA, in single precision arithmetic, for NVIDIA GPUs.
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75
[petsc-users] Unable to configure PETSc with CUDA
https://lists.mcs.anl.gov/pipermail/petsc-users/2014-August/022685.html
[but then - there is a dependency on precision. ... I get the following error: > > > > CUDA version error: PETSC currently requires CUDA ...
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https://lists.mcs.anl.gov/pipermail/petsc-users/2014-August/022685.html
[but then - there is a dependency on precision. ... I get the following error: > > > > CUDA version error: PETSC currently requires CUDA ...
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76
Numerical behavior of NVIDIA tensor cores - PeerJ
https://peerj.com/articles/cs-330.pdf
correct data produced by the GPU, despite increasing the impact of numerical errors due to the use of lower-precision data.
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https://peerj.com/articles/cs-330.pdf
correct data produced by the GPU, despite increasing the impact of numerical errors due to the use of lower-precision data.
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77
stable diffusion 1.4 - CUDA out of memory error - Reddit
https://www.reddit.com/r/StableDiffusion/comments/x4ykei/stable_diffusion_14_cuda_out_of_memory_error/
If you're getting green squares, add --precision full to the command line. This command rendered 5 good images on my machine with the NVidia ...
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https://www.reddit.com/r/StableDiffusion/comments/x4ykei/stable_diffusion_14_cuda_out_of_memory_error/
If you're getting green squares, add --precision full to the command line. This command rendered 5 good images on my machine with the NVidia ...
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78
Mike Giles - Parallel Computing Using NVIDIA GPUs - People
http://people.maths.ox.ac.uk/~gilesm/cuda.html
Current NVIDIA GPUs have double precision support, but it is 2-4 times slower than single precision. Similarly, when using SSE vectorisation on Intel CPUs ...
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http://people.maths.ox.ac.uk/~gilesm/cuda.html
Current NVIDIA GPUs have double precision support, but it is 2-4 times slower than single precision. Similarly, when using SSE vectorisation on Intel CPUs ...
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79
System crashes while setting traps (MD-CUDA) - SourceForge
https://sourceforge.net/p/oxdna/discussion/general/thread/c8105dc0c3/?limit=25
Of course, this is a minor issue in double precision, but it becomes noticeable in float precision (CUDA). Importantly, the code brings the ...
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https://sourceforge.net/p/oxdna/discussion/general/thread/c8105dc0c3/?limit=25
Of course, this is a minor issue in double precision, but it becomes noticeable in float precision (CUDA). Importantly, the code brings the ...
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80
Introduction to GPU Programming with CUDA and OpenACC
https://www.asc.edu/sites/default/files/org_sections/HPC/documents/gpu_cuda_acc_10_small.pdf
Purpose GPU) have double precision capability so that they ... 8 single precision thread processors ... cudaDeviceSynchronize() calls can fix the problem.
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https://www.asc.edu/sites/default/files/org_sections/HPC/documents/gpu_cuda_acc_10_small.pdf
Purpose GPU) have double precision capability so that they ... 8 single precision thread processors ... cudaDeviceSynchronize() calls can fix the problem.
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81
CUDA 11 UPDATE - OLCF
https://www.olcf.ornl.gov/wp-content/uploads/2020/09/OLCF_Users_Call_Oct2020.pdf
CUDA C++. OPENACC. STANDARD LANGUAGES. SYNCHRONIZATION. PRECISION. TASK GRAPHS ... --destroy-on-device-error kernel --show-backtrace no.
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https://www.olcf.ornl.gov/wp-content/uploads/2020/09/OLCF_Users_Call_Oct2020.pdf
CUDA C++. OPENACC. STANDARD LANGUAGES. SYNCHRONIZATION. PRECISION. TASK GRAPHS ... --destroy-on-device-error kernel --show-backtrace no.
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82
Problem in comparing Floating point numbers and how to ...
https://www.geeksforgeeks.org/problem-in-comparing-floating-point-numbers-and-how-to-compare-them-correctly/
In the case of floating-point numbers, the relational operator (==) does not produce correct output, this is due to the internal precision ...
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https://www.geeksforgeeks.org/problem-in-comparing-floating-point-numbers-and-how-to-compare-them-correctly/
In the case of floating-point numbers, the relational operator (==) does not produce correct output, this is due to the internal precision ...
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83
Cuda matrix multiplication github
https://oldpalmgolfclub.us/cuda-matrix-multiplication-github.htm
cuBLAS • CUDA BLAS library • cuBLAS is an implementation of the BLAS library ... algebra software as well as multiple-precision libraries for CPU and GPU.
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https://oldpalmgolfclub.us/cuda-matrix-multiplication-github.htm
cuBLAS • CUDA BLAS library • cuBLAS is an implementation of the BLAS library ... algebra software as well as multiple-precision libraries for CPU and GPU.
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84
GeForce Experience driver installation failed. How do I ...
https://nvidia.custhelp.com/app/answers/detail/a_id/10/~/geforce-experience-driver-installation-failed.-how-do-i-manually-clean-install
This includes GPU monitoring utilities (eg. EVGA Precision X, MSI Afterburner, etc) that may be actively using the graphics card (eg. for ...
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https://nvidia.custhelp.com/app/answers/detail/a_id/10/~/geforce-experience-driver-installation-failed.-how-do-i-manually-clean-install
This includes GPU monitoring utilities (eg. EVGA Precision X, MSI Afterburner, etc) that may be actively using the graphics card (eg. for ...
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85
Docker Desktop WSL 2 backend on Windows
https://docs.docker.com/desktop/windows/wsl/
The Docker-WSL integration components running in your distro depend on glibc. This can cause issues when running musl-based distros such as Alpine Linux. Alpine ...
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https://docs.docker.com/desktop/windows/wsl/
The Docker-WSL integration components running in your distro depend on glibc. This can cause issues when running musl-based distros such as Alpine Linux. Alpine ...
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86
Diagnosing Precision Loss on NVIDIA Graphics Cards
https://icode4.coffee/?p=566
This is a short write up about how I diagnosed and debugged some precision loss issues I was encountering on NVIDIA graphics cards.
→ Check Latest Keyword Rankings ←
https://icode4.coffee/?p=566
This is a short write up about how I diagnosed and debugged some precision loss issues I was encountering on NVIDIA graphics cards.
→ Check Latest Keyword Rankings ←
87
PyTorch on Twitter: " Low Numerical Precision in PyTorch ...
https://twitter.com/pytorch/status/1450502314486284297?lang=en
Low Numerical Precision in PyTorch ✨ Most DL models are ... FP16 is only supported in CUDA, BF16 has support on newer CPUs and TPUs Calling ...
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https://twitter.com/pytorch/status/1450502314486284297?lang=en
Low Numerical Precision in PyTorch ✨ Most DL models are ... FP16 is only supported in CUDA, BF16 has support on newer CPUs and TPUs Calling ...
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88
Numpy rms - Fresh Kitchen Express
https://freshkitchen.us/numpy-rms.htm
0 Added error message when the rms is zero in some part of the rms map. Useful when precision is important at the expense of range. 17 Manual num Oct 31, ...
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https://freshkitchen.us/numpy-rms.htm
0 Added error message when the rms is zero in some part of the rms map. Useful when precision is important at the expense of range. 17 Manual num Oct 31, ...
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89
NVIDIA GeForce RTX 3080 Specs - GPU Database
https://www.techpowerup.com/gpu-specs/geforce-rtx-3080.c3621
› gpu-specs › geforce-rt...
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https://www.techpowerup.com/gpu-specs/geforce-rtx-3080.c3621
› gpu-specs › geforce-rt...
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90
Nvidia pytorch - kkcircuits.us
https://kkcircuits.us/nvidia-pytorch.htm
0-gpu. cuda Installing NVIDIA cuDNN, PyTorch, and FastAI. ... Feb 02, 2022 · Hello, I'm using WSL2 on Windows 10 with Dell Precision 7760 which has a RTX ...
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https://kkcircuits.us/nvidia-pytorch.htm
0-gpu. cuda Installing NVIDIA cuDNN, PyTorch, and FastAI. ... Feb 02, 2022 · Hello, I'm using WSL2 on Windows 10 with Dell Precision 7760 which has a RTX ...
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91
Fast and Accurate Finite-Element Multigrid Solvers for PDE ...
https://books.google.com/books?id=8ksY0JTurfwC&pg=PA137&lpg=PA137&dq=cuda+precision+problem&source=bl&ots=G7638Dky3X&sig=ACfU3U0RRVzts8HRFUCcH7_hcrNlZwxpIA&hl=en&sa=X&ved=2ahUKEwj_1trlwsH7AhXeFFkFHVHzDooQ6AF6BQjeAhAD
CUDA vs. OpenGL Comparison In this experiment, we compare the performance of ... ( l o g 1 0 ) Problem size 10 100 1000 10000 100000 33 2 L=5 65 2 L=6 129 2 ...
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https://books.google.com/books?id=8ksY0JTurfwC&pg=PA137&lpg=PA137&dq=cuda+precision+problem&source=bl&ots=G7638Dky3X&sig=ACfU3U0RRVzts8HRFUCcH7_hcrNlZwxpIA&hl=en&sa=X&ved=2ahUKEwj_1trlwsH7AhXeFFkFHVHzDooQ6AF6BQjeAhAD
CUDA vs. OpenGL Comparison In this experiment, we compare the performance of ... ( l o g 1 0 ) Problem size 10 100 1000 10000 100000 33 2 L=5 65 2 L=6 129 2 ...
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92
AliceVision | Photogrammetric Computer Vision Framework
https://alicevision.org/
MeshroomMaya allows graphic artists to do photomodeling on top of a 3D reconstruction (point cloud and cameras) with pixel precision.
→ Check Latest Keyword Rankings ←
https://alicevision.org/
MeshroomMaya allows graphic artists to do photomodeling on top of a 3D reconstruction (point cloud and cameras) with pixel precision.
→ Check Latest Keyword Rankings ←
93
CUDA Programming: A Developer's Guide to Parallel Computing ...
https://books.google.com/books?id=EX2LNkSqViUC&pg=PA545&lpg=PA545&dq=cuda+precision+problem&source=bl&ots=XAjmojEX9I&sig=ACfU3U1U6ng85des-Z2jxrkT7h9ihfB_-Q&hl=en&sa=X&ved=2ahUKEwj_1trlwsH7AhXeFFkFHVHzDooQ6AF6BQjfAhAD
The answer is largely down to if you are using floating-point (single- or double-precision) numbers or not. The issue with floating-point numbers is ...
→ Check Latest Keyword Rankings ←
https://books.google.com/books?id=EX2LNkSqViUC&pg=PA545&lpg=PA545&dq=cuda+precision+problem&source=bl&ots=XAjmojEX9I&sig=ACfU3U1U6ng85des-Z2jxrkT7h9ihfB_-Q&hl=en&sa=X&ved=2ahUKEwj_1trlwsH7AhXeFFkFHVHzDooQ6AF6BQjfAhAD
The answer is largely down to if you are using floating-point (single- or double-precision) numbers or not. The issue with floating-point numbers is ...
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94
CUDA Fortran for Scientists and Engineers: Best Practices ...
https://books.google.com/books?id=yQwwAAAAQBAJ&pg=PA21&lpg=PA21&dq=cuda+precision+problem&source=bl&ots=1myr43qUgs&sig=ACfU3U3Ed16qkdQ5p5D9avuP-JIc5VHrCw&hl=en&sa=X&ved=2ahUKEwj_1trlwsH7AhXeFFkFHVHzDooQ6AF6BQjdAhAD
Best Practices for Efficient CUDA Fortran Programming Gregory Ruetsch, Massimiliano Fatica. Table 1.2 Single- and double-precision resources on various ...
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https://books.google.com/books?id=yQwwAAAAQBAJ&pg=PA21&lpg=PA21&dq=cuda+precision+problem&source=bl&ots=1myr43qUgs&sig=ACfU3U3Ed16qkdQ5p5D9avuP-JIc5VHrCw&hl=en&sa=X&ved=2ahUKEwj_1trlwsH7AhXeFFkFHVHzDooQ6AF6BQjdAhAD
Best Practices for Efficient CUDA Fortran Programming Gregory Ruetsch, Massimiliano Fatica. Table 1.2 Single- and double-precision resources on various ...
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95
Contact Us | Dell USA
https://www.dell.com/en-us/lp/contact-us
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https://www.dell.com/en-us/lp/contact-us
Dell reserves the right to cancel orders arising from pricing or other errors. ... Battery Boost, CUDA, FXAA, GameStream, G-Sync, NVLINK, ShadowPlay, SLI, ...
→ Check Latest Keyword Rankings ←
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