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GPU comparison

H200 NVL vs A100 40GB.

The H200 NVL is ahead on memory (141 GB vs 40 GB) and speed (2.7x the FP16 throughput and 3.1x the memory bandwidth). The A100 40GB makes sense when your model fits in 40 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

    H200 NVL: 1 GPU, 71 GB spare

    A100 40GB: 2 GPUs (80 GB)

    H200 NVL. Fits on one GPU.

  • Serve an 8B model in 16-bit weights

    16 GB of 16-bit weights

    H200 NVL: 1 GPU, 125 GB spare

    A100 40GB: 1 GPU, 24 GB spare

    H200 NVL. Same GPU count, 3.1x the memory bandwidth.

  • Fine-tune a 70B model with QLoRA

    About 46 GB with 4-bit weights

    H200 NVL: 1 GPU, 95 GB spare

    A100 40GB: 2 GPUs (80 GB)

    H200 NVL. Fits on one GPU.

  • Train on a full node

    FP16 tensor throughput per node

    H200 NVL: 8x, 6,680 TFLOPS, NVLink in groups of 4

    A100 40GB: 8x, 2,496 TFLOPS

    H200 NVL. 2.7x the FP16 throughput per GPU.

  • Throughput per watt

    FP16 TFLOPS per 100 W of TDP

    H200 NVL: 139 TFLOPS per 100 W

    A100 40GB: Varies by card

    Either. Varies by card.

Compare another pair

vs

Hopper

NVIDIA H200 NVL

from$4.63/hr
Available now · 2 regions
Memory
141 GB HBM3e
FP16 tensor
835 TFLOPS
Bandwidth
4.8 TB/s
Full pricing details

Ampere

NVIDIA A100 40GB

from$1.99/hrCheaper
Available now · 3 regions
Memory
40 GB HBM2
FP16 tensor
312 TFLOPS
Bandwidth
1.6 TB/s
Full pricing details

At a glance

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

Memory

NVIDIA H200 NVL141 GB
NVIDIA A100 40GB40 GB

Memory bandwidth

NVIDIA H200 NVL4.8 TB/s
NVIDIA A100 40GB1.6 TB/s

FP16 tensor

NVIDIA H200 NVL835 TFLOPS
NVIDIA A100 40GB312 TFLOPS

Hourly price, from (live)

NVIDIA H200 NVL$4.63/hr
NVIDIA A100 40GB$1.99/hr

Full specs

The complete spec sheet.

SpecNVIDIA H200 NVLNVIDIA A100 40GB
ArchitectureHopperAmpere
Memory141 GB40 GB
Memory typeHBM3eHBM2
Memory bandwidth4.8 TB/s1.6 TB/s
FP3260 TFLOPS19.5 TFLOPS
FP16 tensor835 TFLOPS312 TFLOPS
INT81670 TOPS624 TOPS
TDP600 Wup to 400 W
GPUs per node88
Hourly price (live)from $4.63/hrfrom $1.99/hr

Questions

H200 NVL or A100 40GB. What buyers ask first.

Other comparisons

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