Skip to content

GPU comparison

B300 vs MI250X.

The B300 is ahead on memory (288 GB vs 128 GB) and speed (5.9x the FP16 throughput and up to 2.4x the memory bandwidth). The MI250X makes sense when your model fits in 128 GB and its hourly price is lower.

Rent either on Runcrate

Live hourly price, then per GB of memory and per 100 FP16 TFLOPS.

Which is better for

Which to pick for each job. Memory fit and throughput, from the datasheets.

  • Hold a 70B model in 8-bit weights

    70 GB of 8-bit weights

    B300: 1 GPU, 218 GB spare

    MI250X: 1 GPU, 58 GB spare

    B300. Same GPU count, up to 2.4x the memory bandwidth.

  • Serve an 8B model in 16-bit weights

    16 GB of 16-bit weights

    B300: 1 GPU, 272 GB spare

    MI250X: 1 GPU, 112 GB spare

    B300. Same GPU count, up to 2.4x the memory bandwidth.

  • Fine-tune a 70B model with QLoRA

    About 46 GB with 4-bit weights

    B300: 1 GPU, 242 GB spare

    MI250X: 1 GPU, 82 GB spare

    B300. Same GPU count, 5.9x the FP16 throughput.

  • Train on a full node

    FP16 tensor throughput per node

    B300: 8x, 18,000 TFLOPS, NVLink

    MI250X: 8x, 3,064 TFLOPS

    B300. 5.9x the FP16 throughput per GPU.

  • Throughput per watt

    FP16 TFLOPS per 100 W of TDP

    B300: Varies by card

    MI250X: 68 TFLOPS per 100 W

    Either. Varies by card.

Compare another pair

vs

Blackwell

NVIDIA B300

from$10.40/hr
Available now · 1 region
Memory
288 GB HBM3e
FP16 tensor
2250 TFLOPS
Bandwidth
up to 8.0 TB/s
Full pricing details

CDNA 2

AMD MI250X

Not in stock right now
Memory
128 GB HBM2e
FP16 tensor
383 TFLOPS
Bandwidth
3.3 TB/s
Full pricing details

At a glance

Spec by spec. The longer bar is the better number.

Memory

NVIDIA B300288 GB
AMD MI250X128 GB

Memory bandwidth

NVIDIA B300up to 8.0 TB/s
AMD MI250X3.3 TB/s

FP16 tensor

NVIDIA B3002250 TFLOPS
AMD MI250X383 TFLOPS

FP32

NVIDIA B30075 TFLOPS
AMD MI250X47.9 TFLOPS

Full specs

The complete spec sheet.

SpecNVIDIA B300AMD MI250X
ArchitectureBlackwellCDNA 2
Memory288 GB128 GB
Memory typeHBM3eHBM2e
Memory bandwidthup to 8.0 TB/s3.3 TB/s
FP3275 TFLOPS47.9 TFLOPS
FP16 tensor2250 TFLOPS383 TFLOPS
INT8187.5 TOPS383 TOPS
TDPup to 1400 W560 W
Form factorSXMOAM
NVLinkYesNo
GPUs per node88
Hourly price (live)from $10.40/hrNot in stock right now

Questions

B300 or MI250X. What buyers ask first.

Other comparisons

More pairs with the B300 or the MI250X.