GPU Comparison

NVIDIA RTX 4080vsAMD MI300X

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

vs
NVIDIA

NVIDIA RTX 4080

Ada Lovelace Architecture

VRAM16 GB GDDR6X
FP32 Performance48.7 TFLOPS
Memory Bandwidth736 GB/s
TDP320W
Avg. Price/Hour$0.35
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 RTX 4080AMD MI300X
Architecture
Ada Lovelace
CDNA 3
Release Year
2022
2023
VRAM
16 GB
192 GB+91.7%
Memory Type
GDDR6X
HBM3
Memory Bandwidth
736 GB/s
5300 GB/s+86.1%
FP32 Performance
48.7 TFLOPS
163 TFLOPS+70.1%
FP16 Performance
97.4 TFLOPS
326 TFLOPS+70.1%
INT8 Performance
390 TOPS
2610 TOPS+85.1%
Tensor Cores
9728
N/A
CUDA Cores
9728
19456
TDP
320W
750W
Form Factor
Consumer
OAM
NVLink Support
No
No
Avg. Price/Hour
$0.35
$2.5+86%

Performance Breakdown

Compute Performance

Single-precision floating-point performance for general compute workloads

NVIDIA RTX 4080
48.7TFLOPS
AMD MI300X
163TFLOPS

AMD MI300X is 70.1% faster

AI Training Performance

Half-precision performance optimized for deep learning training

NVIDIA RTX 4080
97.4TFLOPS
AMD MI300X
326TFLOPS

AMD MI300X is 70.1% faster

AI Inference Performance

Integer performance for efficient model inference and deployment

NVIDIA RTX 4080
390TOPS
AMD MI300X
2610TOPS

AMD MI300X is 85.1% faster

Memory Bandwidth

Data transfer speed between GPU and memory

NVIDIA RTX 4080
736GB/s
AMD MI300X
5300GB/s

AMD MI300X is 86.1% faster

Performance

AMD MI300X

Memory

AMD MI300X

Value

NVIDIA RTX 4080

Efficiency

AMD MI300X

Ideal Workloads

NVIDIA

NVIDIA RTX 4080

AI Development
Content Creation
Gaming Workloads
ML Prototyping
AMD

AMD MI300X

LLM Training
AI Research
HPC
Scientific Computing

Cost Analysis

Hourly Rate

NVIDIA RTX 4080
$0.35per hour
AMD MI300X
$2.50per hour
Savings with NVIDIA RTX 4080$2.15 (86%)

Daily Cost

NVIDIA RTX 4080
$8.40per day
AMD MI300X
$60.00per day
Savings with NVIDIA RTX 4080$51.60 (86%)

Monthly Cost

NVIDIA RTX 4080
$255.50per month
AMD MI300X
$1825.00per month
Savings with NVIDIA RTX 4080$1569.50 (86%)

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