GPU Comparison

NVIDIA H100 SXMvsAMD MI250X

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

vs
Performance Leader
NVIDIA

NVIDIA H100 SXM

Hopper Architecture

VRAM80 GB HBM3
FP32 Performance60 TFLOPS
Memory Bandwidth3350 GB/s
TDP700W
Avg. Price/Hour$1.5
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 SXMAMD MI250X
Architecture
Hopper
CDNA 2
Release Year
2022
2021
VRAM
80 GB
128 GB+37.5%
Memory Type
HBM3
HBM2e
Memory Bandwidth
3350 GB/s+2.2%
3277 GB/s
FP32 Performance
60 TFLOPS+25.3%
47.9 TFLOPS
FP16 Performance
120 TFLOPS+25.4%
95.7 TFLOPS
INT8 Performance
2400 TOPS+526.6%
383 TOPS
Tensor Cores
16896
N/A
CUDA Cores
16896
14080
TDP
700W
560W
Form Factor
SXM
OAM
NVLink Support
Yes
No
Avg. Price/Hour
$1.5+11.1%
$1.35

Performance Breakdown

Compute Performance

Single-precision floating-point performance for general compute workloads

NVIDIA H100 SXM
60TFLOPS
AMD MI250X
47.9TFLOPS

NVIDIA H100 SXM is 25.3% faster

AI Training Performance

Half-precision performance optimized for deep learning training

NVIDIA H100 SXM
120TFLOPS
AMD MI250X
95.7TFLOPS

NVIDIA H100 SXM is 25.4% faster

AI Inference Performance

Integer performance for efficient model inference and deployment

NVIDIA H100 SXM
2400TOPS
AMD MI250X
383TOPS

NVIDIA H100 SXM is 526.6% faster

Memory Bandwidth

Data transfer speed between GPU and memory

NVIDIA H100 SXM
3350GB/s
AMD MI250X
3277GB/s

NVIDIA H100 SXM is 2.2% faster

Performance

NVIDIA H100 SXM

Memory

AMD MI250X

Value

AMD MI250X

Efficiency

NVIDIA H100 SXM

Ideal Workloads

NVIDIA

NVIDIA H100 SXM

Deep Learning Training
LLM Fine-tuning
AI Research
HPC
AMD

AMD MI250X

HPC
AI Training
Scientific Computing
Research

Cost Analysis

Hourly Rate

NVIDIA H100 SXM
$1.50per hour
AMD MI250X
$1.35per hour
Savings with AMD MI250X$0.15 (10%)

Daily Cost

NVIDIA H100 SXM
$36.00per day
AMD MI250X
$32.40per day
Savings with AMD MI250X$3.60 (10%)

Monthly Cost

NVIDIA H100 SXM
$1095.00per month
AMD MI250X
$985.50per month
Savings with AMD MI250X$109.50 (10%)

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