GPU Comparison

NVIDIA H100 PCIevsAMD MI250X

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

vs
Performance Leader
NVIDIA

NVIDIA H100 PCIe

Hopper Architecture

VRAM80 GB HBM3
FP32 Performance51 TFLOPS
Memory Bandwidth2000 GB/s
TDP350W
Avg. Price/Hour$1.4
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 H100 PCIeAMD MI250X
Architecture
Hopper
CDNA 2
Release Year
2022
2021
VRAM
80 GB
128 GB+37.5%
Memory Type
HBM3
HBM2e
Memory Bandwidth
2000 GB/s
3277 GB/s+39%
FP32 Performance
51 TFLOPS+6.5%
47.9 TFLOPS
FP16 Performance
102 TFLOPS+6.6%
95.7 TFLOPS
INT8 Performance
2040 TOPS+432.6%
383 TOPS
Tensor Cores
14592
N/A
CUDA Cores
14592
14080
TDP
350W
560W
Form Factor
PCIe
OAM
NVLink Support
No
No
Avg. Price/Hour
$1.4+3.7%
$1.35

Performance Breakdown

Compute Performance

Single-precision floating-point performance for general compute workloads

NVIDIA H100 PCIe
51TFLOPS
AMD MI250X
47.9TFLOPS

NVIDIA H100 PCIe is 6.5% faster

AI Training Performance

Half-precision performance optimized for deep learning training

NVIDIA H100 PCIe
102TFLOPS
AMD MI250X
95.7TFLOPS

NVIDIA H100 PCIe is 6.6% faster

AI Inference Performance

Integer performance for efficient model inference and deployment

NVIDIA H100 PCIe
2040TOPS
AMD MI250X
383TOPS

NVIDIA H100 PCIe is 432.6% faster

Memory Bandwidth

Data transfer speed between GPU and memory

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

AMD MI250X is 39% faster

Performance

NVIDIA H100 PCIe

Memory

AMD MI250X

Value

AMD MI250X

Efficiency

NVIDIA H100 PCIe

Ideal Workloads

NVIDIA

NVIDIA H100 PCIe

Deep Learning Training
AI Inference
Data Analytics
AMD

AMD MI250X

HPC
AI Training
Scientific Computing
Research

Cost Analysis

Hourly Rate

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

Daily Cost

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

Monthly Cost

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

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