GPU Comparison

NVIDIA RTX 4090vsAMD MI250X

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

NVIDIA

NVIDIA RTX 4090

Ada Lovelace · 2022

Faster
VRAM24 GB GDDR6X
FP3282.6 TFLOPS
FP16165 TFLOPS
Bandwidth1008 GB/s
TDP450W
Price$0.36/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 4090AMD MI250X
ArchitectureAda LovelaceCDNA 2
VRAM24 GB128 GB+81.3%
Memory TypeGDDR6XHBM2e
Memory Bandwidth1008 GB/s3277 GB/s+69.2%
FP32 Performance82.6 TFLOPS+72.4%47.9 TFLOPS
FP16 Performance165 TFLOPS+72.4%95.7 TFLOPS
INT8 Performance661 TOPS+72.6%383 TOPS
TDP450W560W
Form FactorConsumerOAM
Price (avg/hr)$0.36$1.35

Performance · Analysis

Performance breakdown.

Compute (FP32)

Raw single-precision floating point throughput

NVIDIA RTX 4090
82.6TFLOPSWinner
AMD MI250X
47.9TFLOPS

NVIDIA RTX 4090 is 72.4% faster

Training (FP16)

Half-precision performance for deep learning training

NVIDIA RTX 4090
165TFLOPSWinner
AMD MI250X
95.7TFLOPS

NVIDIA RTX 4090 is 72.4% faster

Inference (INT8)

Integer performance for model inference workloads

NVIDIA RTX 4090
661TOPSWinner
AMD MI250X
383TOPS

NVIDIA RTX 4090 is 72.6% faster

Memory Bandwidth

Data transfer rate between memory and compute units

NVIDIA RTX 4090
1008GB/s
AMD MI250X
3277GB/sWinner

AMD MI250X is 69.2% faster

Best Compute

NVIDIA RTX 4090

Most Memory

AMD MI250X

Best Training

NVIDIA RTX 4090

Best Value

NVIDIA RTX 4090

Pricing · Cost

Cost comparison.

Hourly

NVIDIA RTX 4090
$0.36/hr
AMD MI250X
$1.35/hr

Save $0.99 with NVIDIA RTX 4090

Daily

NVIDIA RTX 4090
$8.64/day
AMD MI250X
$32.40/day

Save $23.76 with NVIDIA RTX 4090

Monthly

NVIDIA RTX 4090
$259.20/mo
AMD MI250X
$972.00/mo

Save $712.80 with NVIDIA RTX 4090

Use Cases · Workloads

Best for your workload.

NVIDIA

NVIDIA RTX 4090

AI Development
ML Prototyping
Content Creation
Gaming
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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