GPU Comparison

NVIDIA RTX 4080vsAMD MI250X

Detailed specifications, performance benchmarks, and pricing comparison to help you choose the right GPU for your AI workloads.

NVIDIA

NVIDIA RTX 4080

Ada Lovelace · 2022

Faster
VRAM16 GB GDDR6X
FP3248.7 TFLOPS
FP1697.4 TFLOPS
Bandwidth736 GB/s
TDP320W
Price$0.35/hr
AMD

AMD MI250X

CDNA 2 · 2021

VRAM128 GB HBM2e
FP3247.9 TFLOPS
FP1695.7 TFLOPS
Bandwidth3277 GB/s
TDP560W
Price$1.35/hr

Specifications · Comparison

Side by side specs.

SpecNVIDIA RTX 4080AMD MI250X
ArchitectureAda LovelaceCDNA 2
VRAM16 GB128 GB+87.5%
Memory TypeGDDR6XHBM2e
Memory Bandwidth736 GB/s3277 GB/s+77.5%
FP32 Performance48.7 TFLOPS+1.7%47.9 TFLOPS
FP16 Performance97.4 TFLOPS+1.8%95.7 TFLOPS
INT8 Performance390 TOPS+1.8%383 TOPS
TDP320W560W
Form FactorConsumerOAM
Price (avg/hr)$0.35$1.35

Performance · Analysis

Performance breakdown.

Compute (FP32)

Raw single-precision floating point throughput

NVIDIA RTX 4080
48.7TFLOPSWinner
AMD MI250X
47.9TFLOPS

NVIDIA RTX 4080 is 1.7% faster

Training (FP16)

Half-precision performance for deep learning training

NVIDIA RTX 4080
97.4TFLOPSWinner
AMD MI250X
95.7TFLOPS

NVIDIA RTX 4080 is 1.8% faster

Inference (INT8)

Integer performance for model inference workloads

NVIDIA RTX 4080
390TOPSWinner
AMD MI250X
383TOPS

NVIDIA RTX 4080 is 1.8% faster

Memory Bandwidth

Data transfer rate between memory and compute units

NVIDIA RTX 4080
736GB/s
AMD MI250X
3277GB/sWinner

AMD MI250X is 77.5% faster

Best Compute

NVIDIA RTX 4080

Most Memory

AMD MI250X

Best Training

NVIDIA RTX 4080

Best Value

NVIDIA RTX 4080

Pricing · Cost

Cost comparison.

Hourly

NVIDIA RTX 4080
$0.35/hr
AMD MI250X
$1.35/hr

Save $1.00 with NVIDIA RTX 4080

Daily

NVIDIA RTX 4080
$8.40/day
AMD MI250X
$32.40/day

Save $24.00 with NVIDIA RTX 4080

Monthly

NVIDIA RTX 4080
$252.00/mo
AMD MI250X
$972.00/mo

Save $720.00 with NVIDIA RTX 4080

Use Cases · Workloads

Best for your workload.

NVIDIA

NVIDIA RTX 4080

AI Development
Content Creation
Gaming Workloads
ML Prototyping
AMD

AMD MI250X

HPC
AI Training
Scientific Computing
Research

Platform · Benefits

Why Runcrate.

Instant Deployment

Get your GPU instance running in minutes with pre-configured AI environments. No setup complexity.

Pay Per Hour

Only pay for the compute you actually use. Prepaid credits with transparent, per-hour billing.

Reliable Infrastructure

Enterprise-grade reliability with automatic failover and data persistence across sessions.

FAQ · Questions

Common questions.

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