GPU comparison
GH200 vs MI300X.
The MI300X is ahead on memory (192 GB vs 96 GB) and speed (32% more FP16 throughput and at least 32% more memory bandwidth). The GH200 makes sense when your model fits in 96 GB and its hourly price is lower.
Rent either on Runcrate
- GH200Not in stock right now
- MI300XNot in stock right now
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
GH200: 1 GPU, 26 GB spare
MI300X: 1 GPU, 122 GB spare
MI300X. Same GPU count, at least 32% more memory bandwidth.
Serve an 8B model in 16-bit weights
16 GB of 16-bit weights
GH200: 1 GPU, 80 GB spare
MI300X: 1 GPU, 176 GB spare
MI300X. Same GPU count, at least 32% more memory bandwidth.
Fine-tune a 70B model with QLoRA
About 46 GB with 4-bit weights
GH200: 1 GPU, 50 GB spare
MI300X: 1 GPU, 146 GB spare
MI300X. Same GPU count, 32% more FP16 throughput.
Train on a full node
FP16 tensor throughput per node
GH200: 1x, 990 TFLOPS
MI300X: 8x, 10,459 TFLOPS
MI300X. 8 GPUs per node, not 1.
Throughput per watt
FP16 TFLOPS per 100 W of TDP
GH200: Superchip power, not a GPU TDP
MI300X: 174 TFLOPS per 100 W
Either. Not comparable.
Compare another pair
Hopper
NVIDIA GH200
- Memory
- 96 GB HBM3
- FP16 tensor
- 990 TFLOPS
- Bandwidth
- up to 4.0 TB/s
CDNA 3
AMD MI300X
- Memory
- 192 GB HBM3
- FP16 tensor
- 1307.4 TFLOPS
- Bandwidth
- 5.3 TB/s
At a glance
Spec by spec. The longer bar is the better number.
Full specs
The complete spec sheet.
| Spec | NVIDIA GH200 | AMD MI300X |
|---|---|---|
| Architecture | Hopper | CDNA 3 |
| Memory | 96 GB | 192 GB |
| Memory type | HBM3 | HBM3 |
| Memory bandwidth | up to 4.0 TB/s | 5.3 TB/s |
| FP32 | 67 TFLOPS | 163 TFLOPS |
| FP16 tensor | 990 TFLOPS | 1307.4 TFLOPS |
| INT8 | 1979 TOPS | 2610 TOPS |
| Power | up to 1000 W per superchip (CPU, GPU and memory) | 750 W per GPU (TDP) |
| Form factor | Superchip | OAM |
| NVLink | One GPU | No |
| GPUs per node | 1 | 8 |
| Hourly price (live) | Not in stock right now | Not in stock right now |
Questions
GH200 or MI300X. What buyers ask first.
Other comparisons