GPU Comparison

NVIDIA H100 PCIevsAMD MI300X

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

vs
NVIDIA

NVIDIA H100 PCIe

Hopper Architecture

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

AMD MI300X

CDNA 3 Architecture

VRAM192 GB HBM3
FP32 Performance163 TFLOPS
Memory Bandwidth5300 GB/s
TDP750W
Avg. Price/Hour$2.5

Detailed Specifications

SpecificationNVIDIA H100 PCIeAMD MI300X
Architecture
Hopper
CDNA 3
Release Year
2022
2023
VRAM
80 GB
192 GB+58.3%
Memory Type
HBM3
HBM3
Memory Bandwidth
2000 GB/s
5300 GB/s+62.3%
FP32 Performance
51 TFLOPS
163 TFLOPS+68.7%
FP16 Performance
102 TFLOPS
326 TFLOPS+68.7%
INT8 Performance
2040 TOPS
2610 TOPS+21.8%
Tensor Cores
14592
N/A
CUDA Cores
14592
19456
TDP
350W
750W
Form Factor
PCIe
OAM
NVLink Support
No
No
Avg. Price/Hour
$1.4
$2.5+44%

Performance Breakdown

Compute Performance

Single-precision floating-point performance for general compute workloads

NVIDIA H100 PCIe
51TFLOPS
AMD MI300X
163TFLOPS

AMD MI300X is 68.7% faster

AI Training Performance

Half-precision performance optimized for deep learning training

NVIDIA H100 PCIe
102TFLOPS
AMD MI300X
326TFLOPS

AMD MI300X is 68.7% faster

AI Inference Performance

Integer performance for efficient model inference and deployment

NVIDIA H100 PCIe
2040TOPS
AMD MI300X
2610TOPS

AMD MI300X is 21.8% faster

Memory Bandwidth

Data transfer speed between GPU and memory

NVIDIA H100 PCIe
2000GB/s
AMD MI300X
5300GB/s

AMD MI300X is 62.3% faster

Performance

AMD MI300X

Memory

AMD MI300X

Value

NVIDIA H100 PCIe

Efficiency

AMD MI300X

Ideal Workloads

NVIDIA

NVIDIA H100 PCIe

Deep Learning Training
AI Inference
Data Analytics
AMD

AMD MI300X

LLM Training
AI Research
HPC
Scientific Computing

Cost Analysis

Hourly Rate

NVIDIA H100 PCIe
$1.40per hour
AMD MI300X
$2.50per hour
Savings with NVIDIA H100 PCIe$1.10 (44%)

Daily Cost

NVIDIA H100 PCIe
$33.60per day
AMD MI300X
$60.00per day
Savings with NVIDIA H100 PCIe$26.40 (44%)

Monthly Cost

NVIDIA H100 PCIe
$1022.00per month
AMD MI300X
$1825.00per month
Savings with NVIDIA H100 PCIe$803.00 (44%)

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Frequently Asked Questions

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