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ACCWCards Comparison Roadmap

Chip Architectures

GPU (General Parallel)
TPU (Tensor Processing)
LPU (Language Processing)
NPU (Neural Processing)
APU (Accelerated Processing)
ASIC (Application-Specific)
WSE (Wafer-Scale)
IPU (Intelligence Processing)
RPU / RDU (Reconfigurable Dataflow)
PIM (Processing-in-Memory)
Neuromorphic (Spiking Neural)

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2

20261

B

Blackwell1

G

GPU1

I

Inference1

N

NVIDIA1

T

Training1

By Type

AI Training GPU
AI Training ASIC
Wafer-Scale Training
AI Inference GPU
AI Inference ASIC
Workstation / Consumer
Edge AI
Innovative

By Vendor

NVIDIA
AMD
Intel (Habana)
Google TPU
AWS
华为昇腾
Cerebras / 其他

By Architecture

GPU / TPU / LPU
NPU / APU / ASIC
WSE / IPU / RPU
PIM (Processing-in-Memory)
Neuromorphic (Spiking)

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