inference/research
verifiedhigh · 0.94updated 2026-10-04

Triton GPU memory total gauge

triton-inference-server · gauge

Fields

id
metric-exposures/w3m-triton-inference-server-nv-gpu-memory-total-bytes
Metric name
nv_gpu_memory_total_bytes
Metric type
gauge
Unit
bytes
Exposure
prometheus
Endpoint
:8002/metrics
Labels
modelversion
Enabled by default
yes
notes
Triton main, docs/user_guide/metrics.md, read 2026-10-04. On by default: 'By default, these metrics are available at http://localhost:8002/metrics', and the endpoint is pure pull - 'not pushed or published to any remote server'. tritonserver --allow-metrics=false turns the whole thing off. Labels are model and version, and crucially the LATENCY families are per MODEL, per request-update - not per-request observations as in vLLM/SGLang/TGI. Per GPU.

Notes

Triton main, docs/user_guide/metrics.md, read 2026-10-04. On by default: 'By default, these metrics are available at http://localhost:8002/metrics', and the endpoint is pure pull - 'not pushed or published to any remote server'. tritonserver --allow-metrics=false turns the whole thing off. Labels are model and version, and crucially the LATENCY families are per MODEL, per request-update - not per-request observations as in vLLM/SGLang/TGI. Per GPU.

Cross-references