GPU Comparison

NVIDIA V100vsAMD MI250X

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

vs
NVIDIA

NVIDIA V100

Volta Architecture

VRAM32 GB HBM2
FP32 Performance15.7 TFLOPS
Memory Bandwidth900 GB/s
TDP300W
Avg. Price/Hour$0.55
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 V100AMD MI250X
Architecture
Volta
CDNA 2
Release Year
2017
2021
VRAM
32 GB
128 GB+75%
Memory Type
HBM2
HBM2e
Memory Bandwidth
900 GB/s
3277 GB/s+72.5%
FP32 Performance
15.7 TFLOPS
47.9 TFLOPS+67.2%
FP16 Performance
31.4 TFLOPS
95.7 TFLOPS+67.2%
INT8 Performance
125 TOPS
383 TOPS+67.4%
Tensor Cores
5120
N/A
CUDA Cores
5120
14080
TDP
300W
560W
Form Factor
PCIe
OAM
NVLink Support
Yes
No
Avg. Price/Hour
$0.55
$1.35+59.3%

Performance Breakdown

Compute Performance

Single-precision floating-point performance for general compute workloads

NVIDIA V100
15.7TFLOPS
AMD MI250X
47.9TFLOPS

AMD MI250X is 67.2% faster

AI Training Performance

Half-precision performance optimized for deep learning training

NVIDIA V100
31.4TFLOPS
AMD MI250X
95.7TFLOPS

AMD MI250X is 67.2% faster

AI Inference Performance

Integer performance for efficient model inference and deployment

NVIDIA V100
125TOPS
AMD MI250X
383TOPS

AMD MI250X is 67.4% faster

Memory Bandwidth

Data transfer speed between GPU and memory

NVIDIA V100
900GB/s
AMD MI250X
3277GB/s

AMD MI250X is 72.5% faster

Performance

AMD MI250X

Memory

AMD MI250X

Value

NVIDIA V100

Efficiency

AMD MI250X

Ideal Workloads

NVIDIA

NVIDIA V100

Legacy ML Training
AI Research
HPC
Deep Learning
AMD

AMD MI250X

HPC
AI Training
Scientific Computing
Research

Cost Analysis

Hourly Rate

NVIDIA V100
$0.55per hour
AMD MI250X
$1.35per hour
Savings with NVIDIA V100$0.80 (59%)

Daily Cost

NVIDIA V100
$13.20per day
AMD MI250X
$32.40per day
Savings with NVIDIA V100$19.20 (59%)

Monthly Cost

NVIDIA V100
$401.50per month
AMD MI250X
$985.50per month
Savings with NVIDIA V100$584.00 (59%)

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