GLM 5/5.1 · GPU comparison

GLM 5/5.1 — MI325X vs MI355X

Head-to-head AI inference benchmark comparison of MI325X (AMD CDNA 3) and MI355X (AMD CDNA 4) on GLM 5/5.1. Latency, throughput, and cost across LLM workloads. Use the chart controls below to switch sequences, precisions, and metrics — same interactions as the main inference chart.

At 21 tok/s/user interactivity on GLM 5/5.1, MI325X delivers 173 tok/s/GPU at $2.08 per million tokens; MI355X delivers 1025 tok/s/GPU at $0.41. MI355X is 414% cheaper per token; MI355X delivers 493% more tok/s/GPU at this point.

MI325X posts 101 tok/s/GPU for $3.53 per million tokens at 26 tok/s/user on GLM 5/5.1; MI355X posts 980 tok/s/GPU for $0.42. MI355X is 734% cheaper per token; MI355X delivers 868% more tok/s/GPU.

Throughput at 30 tok/s/user on GLM 5/5.1: MI325X hits 62 tok/s/GPU, MI355X hits 955. Per-million costs land at $5.71 and $0.43 respectively. MI355X is 1213% cheaper per token; MI355X delivers 1451% more tok/s/GPU. (Numbers reflect the default 1k/1k · fp8 selection for this URL — table and chart below update if you change sequence, precision, or model in the controls.)

View performance-per-dollar view →

Interpolated from real benchmark data. Edit target interactivity values below to compare at different operating points.
Metric
Interactivity (tok/s/user)
Interactivity (tok/s/user)
Interactivity (tok/s/user)
Throughput (tok/s/gpu)
MI325X:172.9MI355X:1025.3
MI325X:101.3MI355X:980.4
MI325X:61.6MI355X:954.6
Cost ($/M tok)
MI325X:$2.081MI355X:$0.405
MI325X:$3.534MI355X:$0.424
MI325X:$5.710MI355X:$0.435
tok/s/MW
MI325X:79293MI355X:386901
MI325X:46466MI355X:369974
MI325X:28234MI355X:360216
Concurrency
MI325X:~34MI355X:~128
MI325X:~16MI355X:~128
MI325X:~9MI355X:~128

Inference Performance

Inference performance metrics across different models, hardware configurations, and serving parameters.