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
Blackwell
NVIDIA B300
- Memory
- 288 GB HBM3e
- FP16 tensor
- 2250 TFLOPS
- Bandwidth
- up to 8.0 TB/s
Hopper
NVIDIA H100
- Memory
- 80 GB HBM3
- FP16 tensor
- up to 989 TFLOPS
- Bandwidth
- up to 3.4 TB/s
At a glance
Spec by spec. The longer bar is the better number.
Full specs
The complete spec sheet.
| Spec | NVIDIA B300 | NVIDIA H100 |
|---|---|---|
| Architecture | Blackwell | Hopper |
| Memory | 288 GB | 80 GB |
| Memory type | HBM3e | HBM3 |
| Memory bandwidth | up to 8.0 TB/s | up to 3.4 TB/s |
| FP32 | 75 TFLOPS | up to 67 TFLOPS |
| FP16 tensor | 2250 TFLOPS | up to 989 TFLOPS |
| INT8 | 187.5 TOPS | up to 2400 TOPS |
| TDP | up to 1400 W | up to 700 W |
| GPUs per node | 8 | 8 |
| Hourly price (live) | from $16.77/hr | from $2.49/hr |
Questions
B300 or H100. What buyers ask first.
Other comparisons