GPU Comparison

AMD MI250XvsNVIDIA H100 PCIe

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

vs
AMD

AMD MI250X

CDNA 2 Architecture

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

NVIDIA H100 PCIe

Hopper Architecture

VRAM80 GB HBM3
FP32 Performance51 TFLOPS
Memory Bandwidth2000 GB/s
TDP350W
Avg. Price/Hour$1.4

Detailed Specifications

SpecificationAMD MI250XNVIDIA H100 PCIe
Architecture
CDNA 2
Hopper
Release Year
2021
2022
VRAM
128 GB+60.0%
80 GB
Memory Type
HBM2e
HBM3
Memory Bandwidth
3277 GB/s+63.8%
2000 GB/s
FP32 Performance
47.9 TFLOPS
51 TFLOPS+6.1%
FP16 Performance
95.7 TFLOPS
102 TFLOPS+6.2%
INT8 Performance
383 TOPS
2040 TOPS+81.2%
Tensor Cores
N/A
14592
CUDA Cores
14080
14592
TDP
560W
350W
Form Factor
OAM
PCIe
NVLink Support
No
No
Avg. Price/Hour
$1.35
$1.4+3.6%

Performance Breakdown

Compute Performance

Single-precision floating-point performance for general compute workloads

AMD MI250X
47.9TFLOPS
NVIDIA H100 PCIe
51TFLOPS

NVIDIA H100 PCIe is 6.1% faster

AI Training Performance

Half-precision performance optimized for deep learning training

AMD MI250X
95.7TFLOPS
NVIDIA H100 PCIe
102TFLOPS

NVIDIA H100 PCIe is 6.2% faster

AI Inference Performance

Integer performance for efficient model inference and deployment

AMD MI250X
383TOPS
NVIDIA H100 PCIe
2040TOPS

NVIDIA H100 PCIe is 81.2% faster

Memory Bandwidth

Data transfer speed between GPU and memory

AMD MI250X
3277GB/s
NVIDIA H100 PCIe
2000GB/s

AMD MI250X is 63.8% faster

Performance

NVIDIA H100 PCIe

Memory

AMD MI250X

Value

AMD MI250X

Efficiency

NVIDIA H100 PCIe

Ideal Workloads

AMD

AMD MI250X

HPC
AI Training
Scientific Computing
Research
NVIDIA

NVIDIA H100 PCIe

Deep Learning Training
AI Inference
Data Analytics

Cost Analysis

Hourly Rate

AMD MI250X
$1.35per hour
NVIDIA H100 PCIe
$1.40per hour
Savings with AMD MI250X$0.05 (4%)

Daily Cost

AMD MI250X
$32.40per day
NVIDIA H100 PCIe
$33.60per day
Savings with AMD MI250X$1.20 (4%)

Monthly Cost

AMD MI250X
$985.50per month
NVIDIA H100 PCIe
$1022.00per month
Savings with AMD MI250X$36.50 (4%)

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