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GPU comparison

B300 vs H100.

The B300 is ahead on memory (288 GB vs 80 GB) and speed (at least 2.2x the FP16 throughput and up to 2.4x the memory bandwidth). The H100 makes sense when your model fits in 80 GB and its hourly price is lower.

Rent either on Runcrate

  • B300from $16.77/hr

    $0.058 per GB/hr$0.75 per 100 TFLOPS/hr

    Launch B300
  • H100Cheaperfrom $2.49/hr

    $0.031 per GB/hrper TFLOPS: varies by card

    Launch H100

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

    H100: 1 GPU, 10 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

    H100: 1 GPU, 64 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

    H100: 1 GPU, 34 GB spare

    B300. Same GPU count, at least 2.2x the FP16 throughput.

  • Train on a full node

    FP16 tensor throughput per node

    B300: 8x, 18,000 TFLOPS, NVLink

    H100: 8x, up to 7,912 TFLOPS

    B300. at least 2.2x the FP16 throughput per GPU.

  • Throughput per watt

    FP16 TFLOPS per 100 W of TDP

    B300: Varies by card

    H100: Varies by card

    Either. Varies by card.

Compare another pair

vs

Blackwell

NVIDIA B300

from$16.77/hr
Available now · 1 region
Memory
288 GB HBM3e
FP16 tensor
2250 TFLOPS
Bandwidth
up to 8.0 TB/s
Full pricing details

Hopper

NVIDIA H100

from$2.49/hrCheaper
Available now · 6 regions
Memory
80 GB HBM3
FP16 tensor
up to 989 TFLOPS
Bandwidth
up to 3.4 TB/s
Full pricing details

At a glance

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

Memory

NVIDIA B300288 GB
NVIDIA H10080 GB

Memory bandwidth

NVIDIA B300up to 8.0 TB/s
NVIDIA H100up to 3.4 TB/s

FP16 tensor

NVIDIA B3002250 TFLOPS
NVIDIA H100up to 989 TFLOPS

Hourly price, from (live)

NVIDIA B300$16.77/hr
NVIDIA H100$2.49/hr

Full specs

The complete spec sheet.

SpecNVIDIA B300NVIDIA H100
ArchitectureBlackwellHopper
Memory288 GB80 GB
Memory typeHBM3eHBM3
Memory bandwidthup to 8.0 TB/sup to 3.4 TB/s
FP3275 TFLOPSup to 67 TFLOPS
FP16 tensor2250 TFLOPSup to 989 TFLOPS
INT8187.5 TOPSup to 2400 TOPS
TDPup to 1400 Wup to 700 W
GPUs per node88
Hourly price (live)from $16.77/hrfrom $2.49/hr

Questions

B300 or H100. What buyers ask first.

Other comparisons

More pairs with the B300 or the H100.