NVIDIA H100 vs NVIDIA A100

Specs, monthly cost in taka and the workloads each GPU suits, side by side.

NVIDIA H100NVIDIA A100
Memory80 GB HBM380 GB HBM2e
Memory bandwidth3.35 TB/s2.0 TB/s
FP16 / BF16 Tensor1,979 TFLOPS624 TFLOPS
FP8 Tensor3,958 TFLOPSNot supported
ArchitectureHopperAmpere
InterconnectNVLink 900 GB/sNVLink 600 GB/s
Indicative rate / hour৳1,047৳638
10 hours৳10,470৳6,380
40 hours৳41,880৳25,520
100 hours৳104,700৳63,800
Typical fitLarge model training, transformer workloads, HPCLLM fine-tuning, research, high-throughput training

Tensor figures are NVIDIA's published numbers with sparsity (dense is half). Source: H100, A100.

WHICH ONE SHOULD I PICK?

The short answer

Pick the NVIDIA H100 if: You train or fine-tune transformers seriously, want FP8, or run large-model inference where speed matters. It is the reference GPU most papers and tutorials assume.

Pick the NVIDIA A100 if: You fine-tune LLMs for a thesis or product, need 80 GB of fast HBM memory, or want a proven training GPU at a lower rate than the H100.

The NVIDIA H100 costs about 64% more per hour than the NVIDIA A100. If your model fits comfortably on the cheaper GPU and you are not short of time, the cheaper one usually wins. Compare with your own model →

Common questions

Which is faster, the NVIDIA H100 or the NVIDIA A100?

On paper the NVIDIA H100 is faster: 1,979 TFLOPS vs 624 TFLOPS FP16 tensor (with sparsity). Real-world speed depends on your model, batch size and memory bandwidth.

Which one costs less?

The NVIDIA A100 is ৳638 per hour and the NVIDIA H100 is ৳1,047, about 64% more. For 40 hours that is ৳25,520 vs ৳41,880.

Which has more memory?

Both have 80 GB.

Which should I choose for my project?

Choose the NVIDIA H100 if: You train or fine-tune transformers seriously, want FP8, or run large-model inference where speed matters. It is the reference GPU most papers and tutorials assume. Choose the NVIDIA A100 if: You fine-tune LLMs for a thesis or product, need 80 GB of fast HBM memory, or want a proven training GPU at a lower rate than the H100.