GPU Comparison

NVIDIA A100 PCIevsAMD MI250X

Comprehensive comparison for AI, machine learning, and high-performance computing workloads.

vs
NVIDIA

NVIDIA A100 PCIe

Ampere Architecture

VRAM80 GB HBM2e
FP32 Performance19.5 TFLOPS
Memory Bandwidth1935 GB/s
TDP300W
Avg. Price/Hour$0.98
Performance Leader
AMD

AMD MI250X

CDNA 2 Architecture

VRAM128 GB HBM2e
FP32 Performance47.9 TFLOPS
Memory Bandwidth3277 GB/s
TDP560W
Avg. Price/Hour$1.35

Detailed Specifications

SpecificationNVIDIA A100 PCIeAMD MI250X
Architecture
Ampere
CDNA 2
Release Year
2020
2021
VRAM
80 GB
128 GB+37.5%
Memory Type
HBM2e
HBM2e
Memory Bandwidth
1935 GB/s
3277 GB/s+41%
FP32 Performance
19.5 TFLOPS
47.9 TFLOPS+59.3%
FP16 Performance
78 TFLOPS
95.7 TFLOPS+18.5%
INT8 Performance
624 TOPS+62.9%
383 TOPS
Tensor Cores
6912
N/A
CUDA Cores
6912
14080
TDP
300W
560W
Form Factor
PCIe
OAM
NVLink Support
No
No
Avg. Price/Hour
$0.98
$1.35+27.4%

Performance Breakdown

Compute Performance

Single-precision floating-point performance for general compute workloads

NVIDIA A100 PCIe
19.5TFLOPS
AMD MI250X
47.9TFLOPS

AMD MI250X is 59.3% faster

AI Training Performance

Half-precision performance optimized for deep learning training

NVIDIA A100 PCIe
78TFLOPS
AMD MI250X
95.7TFLOPS

AMD MI250X is 18.5% faster

AI Inference Performance

Integer performance for efficient model inference and deployment

NVIDIA A100 PCIe
624TOPS
AMD MI250X
383TOPS

NVIDIA A100 PCIe is 62.9% faster

Memory Bandwidth

Data transfer speed between GPU and memory

NVIDIA A100 PCIe
1935GB/s
AMD MI250X
3277GB/s

AMD MI250X is 41% faster

Performance

AMD MI250X

Memory

AMD MI250X

Value

NVIDIA A100 PCIe

Efficiency

AMD MI250X

Ideal Workloads

NVIDIA

NVIDIA A100 PCIe

ML Training
AI Inference
Edge AI
AMD

AMD MI250X

HPC
AI Training
Scientific Computing
Research

Cost Analysis

Hourly Rate

NVIDIA A100 PCIe
$0.98per hour
AMD MI250X
$1.35per hour
Savings with NVIDIA A100 PCIe$0.37 (27%)

Daily Cost

NVIDIA A100 PCIe
$23.52per day
AMD MI250X
$32.40per day
Savings with NVIDIA A100 PCIe$8.88 (27%)

Monthly Cost

NVIDIA A100 PCIe
$715.40per month
AMD MI250X
$985.50per month
Savings with NVIDIA A100 PCIe$270.10 (27%)

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