Volta architecture

E790550

Volta architecture is NVIDIA’s GPU microarchitecture that debuted specialized Tensor Cores to accelerate deep learning and high-performance computing workloads.

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Volta architecture canonical 2

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Predicate Object
instanceOf GPU microarchitecture
architectureGeneration NVIDIA 7th-generation GPU architecture
codename Volta
designedFor deep learning workloads
high-performance computing workloads
developer NVIDIA
linked to: NVIDIA Corporation
feature enhanced SM (Streaming Multiprocessor) design
hardware-accelerated matrix multiply-accumulate
improved instruction scheduling
larger register file per SM
unified L1 data cache and shared memory
firstLaunchYear 2017
firstProduct NVIDIA Tesla V100
foundry TSMC
introducedFeature Tensor Cores
manufacturer NVIDIA
linked to: NVIDIA Corporation
marketSegment enterprise
professional
memoryType HBM2
namedAfter Alessandro Volta
notableGPU Quadro GV100
linked to: NVIDIA Quadro GV100

Tesla V100
linked to: NVIDIA Tesla V100

Titan V
optimizationFor large-scale parallel workloads
mixed-precision training
predecessor Pascal architecture
linked to: Pascal
processNode 12 nm FinFET
successor Ampere architecture
Turing architecture
supports CUDA
linked to: NVIDIA CUDA

CUDA Compute Capability 7.0
ECC memory
FP16 compute
FP32 compute
FP64 compute
HBM2 memory
INT8 operations
NVIDIA NVLink high-bandwidth interconnect
NVLink 2.0
linked to: NVLink interconnect

Tensor Cores mixed-precision operations
Unified Memory
targetMarket AI training
data center
scientific computing
useCase GPU-accelerated supercomputing
HPC simulations
deep learning inference
neural network training

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Tensor Cores introducedIn Volta architecture