Files
dashboard/gpu_stats.py
T
fegger 9c3eba55db Add GPU stats server for AMD ROCm
Small dependency-free HTTP server that exposes rocm-smi metrics
(utilization, VRAM, temperature, power) as JSON on port 9101.
Runs as the gpu-stats compose service with /opt/rocm mounted and
/dev/kfd + /dev/dri passed through.
2026-09-04 14:06:49 +02:00

102 lines
3.4 KiB
Python

#!/usr/bin/env python3
"""
GPU stats HTTP server for AMD ROCm (rocm-smi).
No external Python dependencies — uses rocm-smi subprocess for data.
Usage (host):
python3 /opt/rocm/libexec/rocm_smi/../../.. && python3 gpu_stats.py
# or just: python3 gpu_stats.py (if /opt/rocm/bin is in PATH or ROCM_SMI set)
Usage (Docker — see docker-compose.yml gpu-stats service):
Requires /opt/rocm mounted and /dev/kfd + /dev/dri devices passed through.
Dashboard config (config.json):
"gpuStats": { "api": "/api/gpu-stats" }
Then uncomment the /api/gpu-stats block in nginx.conf.
"""
import json
import os
import subprocess
from http.server import BaseHTTPRequestHandler, HTTPServer
PORT = 9101
ROCM_SMI = os.environ.get("ROCM_SMI_PATH", "/opt/rocm/bin/rocm-smi")
def _run(extra_flags):
result = subprocess.run(
[ROCM_SMI] + extra_flags + ["--json"],
capture_output=True, text=True, timeout=5,
)
if result.returncode != 0:
return {}
try:
return json.loads(result.stdout).get("card0", {})
except Exception:
return {}
def query_gpu():
try:
stats = _run(["--showuse", "--showtemp", "--showpower", "--showid"])
vram_raw = subprocess.run(
[ROCM_SMI, "--showmeminfo", "vram", "--json"],
capture_output=True, text=True, timeout=5,
)
vram = {}
if vram_raw.returncode == 0:
vram = json.loads(vram_raw.stdout).get("card0", {})
if not stats:
return None
vram_total_b = int(vram.get("VRAM Total Memory (B)", 0))
vram_used_b = int(vram.get("VRAM Total Used Memory (B)", 0))
raw_name = stats.get("Card Series", stats.get("Device Name", ""))
name = raw_name if raw_name and raw_name != "N/A" else os.environ.get("GPU_NAME", "AMD GPU")
return {
"name": name,
"utilization": int(float(stats.get("GPU use (%)", 0))),
"memory_used": vram_used_b // (1024 * 1024), # MB
"memory_total": vram_total_b // (1024 * 1024), # MB
"temperature": int(float(
stats.get("Temperature (Sensor junction) (C)",
stats.get("Temperature (Sensor edge) (C)", 0))
)),
"power_w": float(stats.get("Average Graphics Package Power (W)", 0)),
"power_max_w": float(stats.get("Max Graphics Package Power (W)", 0)),
}
except Exception:
return None
class Handler(BaseHTTPRequestHandler):
def do_GET(self):
if self.path not in ("/", "/stats"):
self.send_response(404)
self.end_headers()
return
data = query_gpu()
if data is None:
body = json.dumps({"error": "rocm-smi unavailable"}).encode()
self.send_response(503)
else:
body = json.dumps(data).encode()
self.send_response(200)
self.send_header("Content-Type", "application/json")
self.send_header("Access-Control-Allow-Origin", "*")
self.send_header("Content-Length", str(len(body)))
self.end_headers()
self.wfile.write(body)
def log_message(self, format, *args): # noqa: A002
pass # suppress per-request noise
if __name__ == "__main__":
server = HTTPServer(("0.0.0.0", PORT), Handler)
print(f"GPU stats server (AMD ROCm) listening on :{PORT}")
server.serve_forever()