Files
llmgw/internal/agent/discovery/sensors.go
T
Ilker ManapandClaude Opus 5.5 c866b3a8ee
CI / test (push) Failing after 6m42s
How much of each GPU works, beside whether anything does
The busy figure is nvidia-smi's utilization.gpu: the share of time any
kernel ran, which a kernel on one SM fills. On cuda01 decode read 92% busy
while the SMs had work 69% of the time and issued on 18% of their cycles.

Busy is now said to be that, and beside it: each card's draw against its
power limit (efficiency table, fleet and node charts, the console's GPU
work chart), and where the profiling counters can be read, SMs active, SM
occupancy, tensor cores and DRAM (llmgw_gpu_*_active_percent), from NVML's
GPM on Hopper and later or a dcgm-exporter on the node
(discovery.dcgm_exporter). The GPU map colours by work by default and keeps
busy as a mode. A MIG instance is never published with its card's profile.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-31 20:11:26 +01:00

314 lines
9.6 KiB
Go

package discovery
import (
"context"
"os"
"os/exec"
"path/filepath"
"strconv"
"strings"
"sync"
"time"
)
// Sensors is what a node's own hardware says about heat and power: the CPUs,
// the board where it has an inlet sensor, and each GPU. A zero is not
// measured, never a reading of zero — a VM has none of these, and must not
// look like a machine running at 0 °C on no power.
type Sensors struct {
// CPUTempC is the hottest CPU sensor: the package, or the hottest core
// where no package reading exists.
CPUTempC float64
// CPUPowerW is the CPU packages' draw, from RAPL: the change in their
// energy counters over the time between two samples.
CPUPowerW float64
// InletTempC is the air coming in, where the board has a sensor it calls
// that. Most do not, and a CPU's temperature is not a substitute: it
// follows the load, not the room.
InletTempC float64
GPUs []GPUSensor
}
// GPUSensor is one card's heat, power and whether it is slowing itself down.
type GPUSensor struct {
Index int
TempC float64
MemoryTempC float64
PowerW float64
PowerLimitW float64
// Throttle names what is holding the card's clocks down now:
// sw_power_cap, hw_slowdown, sw_thermal, hw_thermal, power_brake. Empty
// is running free. Idle and application clock settings are left out;
// they are not the card being held back.
Throttle []string
// How busy it is, read with the rest every sample. Discovery reads the
// same once, at start, which made a busy card look as idle as it was
// when the agent came up. -1 is not reported by the driver; zero
// MemoryTotalMB is a sample without these at all.
UtilPercent, MemUtilPercent float64
MemoryUsedMB, MemoryTotalMB float64
SMClockMHz float64
ECCUncorrected float64
// Profile is how much of the chip the work uses, where something on the
// node can say: nil on most cards. UtilPercent is not that.
Profile *GPUProfile
}
// sensorEvery bounds how often nvidia-smi is run. Heartbeats come more often
// than temperatures change, and each run costs a few hundred milliseconds.
const sensorEvery = 10 * time.Second
// SensorSampler reads Sensors. The first sample has no CPU power, which needs
// two readings of the energy counters.
type SensorSampler struct {
sys string // /sys, or a test's copy of it
smi func(ctx context.Context, fields string) ([]byte, error)
now func() time.Time
// prof reads the cards' profiling counters; nil reads none.
prof *ProfSampler
mu sync.Mutex
last Sensors
lastAt time.Time
prevEnergy map[string]uint64
prevAt time.Time
}
// NewSensorSampler reads this machine.
func NewSensorSampler() *SensorSampler {
return &SensorSampler{sys: "/sys", smi: runSMI, now: time.Now}
}
// WithProfile has each sample carry the cards' profiles as well.
func (s *SensorSampler) WithProfile(p *ProfSampler) *SensorSampler {
s.prof = p
return s
}
// SampleGPUs reads every card's heat, power and how busy it is now, without
// a sampler's ten seconds of memory: for a screen that asks every few seconds
// and wants what it asked for. Nil on a machine without nvidia-smi or a card.
func SampleGPUs(ctx context.Context) []GPUSensor {
return (&SensorSampler{smi: runSMI}).gpus(ctx)
}
func runSMI(ctx context.Context, fields string) ([]byte, error) {
ctx, cancel := context.WithTimeout(ctx, 5*time.Second)
defer cancel()
//nolint:gosec // fixed binary, fields from this file
return exec.CommandContext(ctx, "nvidia-smi", "--query-gpu="+fields,
"--format=csv,noheader,nounits").Output()
}
// Sample reads the sensors, or returns the last reading when that is recent.
func (s *SensorSampler) Sample(ctx context.Context) Sensors {
s.mu.Lock()
defer s.mu.Unlock()
now := s.now()
if !s.lastAt.IsZero() && now.Sub(s.lastAt) < sensorEvery {
return s.last
}
out := Sensors{}
out.CPUTempC, out.InletTempC = s.hwmon()
out.CPUPowerW = s.rapl(now)
out.GPUs = s.gpus(ctx)
if s.prof != nil {
profs := s.prof.Sample(ctx)
for i := range out.GPUs {
if p, ok := profs[out.GPUs[i].Index]; ok {
out.GPUs[i].Profile = &p
}
}
}
s.last, s.lastAt = out, now
return out
}
// hwmon reads the hottest CPU sensor and an inlet sensor, from every hwmon
// device the kernel exposes — what lm_sensors reads, without it installed.
func (s *SensorSampler) hwmon() (cpu, inlet float64) {
devs, _ := filepath.Glob(filepath.Join(s.sys, "class/hwmon/hwmon*"))
var pkg, core float64
for _, d := range devs {
name := readTrim(filepath.Join(d, "name"))
inputs, _ := filepath.Glob(filepath.Join(d, "temp*_input"))
for _, in := range inputs {
milli, err := strconv.ParseFloat(readTrim(in), 64)
if err != nil || milli <= 0 {
continue
}
c := milli / 1000
label := strings.ToLower(readTrim(strings.TrimSuffix(in, "_input") + "_label"))
switch {
case isCPUSensor(name) && (strings.HasPrefix(label, "package") || label == "tctl" || label == "tdie"):
pkg = max(pkg, c)
case isCPUSensor(name):
core = max(core, c)
case label == "cpu":
// A board's own reading of the CPU, as Dell's SMM gives.
core = max(core, c)
case strings.Contains(label, "inlet") || strings.Contains(label, "ambient") ||
strings.Contains(label, "intake") || label == "systin":
inlet = max(inlet, c)
}
}
}
if pkg > 0 {
return pkg, inlet
}
return core, inlet
}
func isCPUSensor(name string) bool {
switch name {
case "coretemp", "k10temp", "zenpower", "cpu_thermal":
return true
}
return false
}
// rapl is the CPU packages' power from their energy counters. Package
// domains only: the dram and core subdomains are parts of a package, and
// adding them would count the same energy twice.
func (s *SensorSampler) rapl(now time.Time) float64 {
doms, _ := filepath.Glob(filepath.Join(s.sys, "class/powercap/intel-rapl:*"))
energy := map[string]uint64{}
wrap := map[string]uint64{}
for _, d := range doms {
if strings.Count(filepath.Base(d), ":") != 1 {
continue // intel-rapl:0:0 is a subdomain of intel-rapl:0
}
e, err := strconv.ParseUint(readTrim(filepath.Join(d, "energy_uj")), 10, 64)
if err != nil {
continue // unreadable without root on newer kernels
}
energy[d] = e
wrap[d], _ = strconv.ParseUint(readTrim(filepath.Join(d, "max_energy_range_uj")), 10, 64)
}
prev, prevAt := s.prevEnergy, s.prevAt
s.prevEnergy, s.prevAt = energy, now
dt := now.Sub(prevAt).Seconds()
if prev == nil || dt <= 0 || len(energy) == 0 {
return 0
}
var joules float64
for d, e := range energy {
p, ok := prev[d]
if !ok {
return 0 // a domain appeared: no fair difference this time
}
if e < p { // the counter wrapped
e += wrap[d]
}
joules += float64(e-p) / 1e6
}
return joules / dt
}
// The throttle reasons nvidia-smi reports, as bits. Only those that mean the
// card is being held back are named.
var throttleBits = []struct {
bit uint64
name string
}{
{0x4, "sw_power_cap"},
{0x8, "hw_slowdown"},
{0x20, "sw_thermal"},
{0x40, "hw_thermal"},
{0x80, "power_brake"},
}
// gpus asks nvidia-smi for each card's heat and power. The memory temperature
// is not known to every driver, and a field nvidia-smi does not know fails the
// whole query, so it is asked for first and dropped on failure.
// gpuFields are what each sample asks nvidia-smi for, in order. The busy
// figures follow the throttle reasons; the memory temperature is last, being
// the one field a driver may reject outright.
const (
gpuBase = "index,temperature.gpu,power.draw,enforced.power.limit,clocks_throttle_reasons.active"
gpuBusy = ",utilization.gpu,utilization.memory,memory.used,memory.total,clocks.sm,ecc.errors.uncorrected.volatile.total"
gpuHBMTC = ",temperature.memory"
)
func (s *SensorSampler) gpus(ctx context.Context) []GPUSensor {
// Most fields first, fewer on a driver that refuses one: a query naming
// a field the driver does not know fails as a whole.
var out []byte
var busy bool
for _, q := range []struct {
fields string
busy bool
}{{gpuBase + gpuBusy + gpuHBMTC, true}, {gpuBase + gpuBusy, true}, {gpuBase + gpuHBMTC, false}, {gpuBase, false}} {
var err error
if out, err = s.smi(ctx, q.fields); err == nil {
busy = q.busy
break
}
out = nil
}
if out == nil {
return nil
}
var gs []GPUSensor
for _, line := range strings.Split(strings.TrimSpace(string(out)), "\n") {
f := strings.Split(line, ",")
if len(f) < 5 {
continue
}
for i := range f {
f[i] = strings.TrimSpace(f[i])
}
idx, err := strconv.Atoi(f[0])
if err != nil {
continue
}
g := GPUSensor{Index: idx, TempC: num(f[1]), PowerW: num(f[2]), PowerLimitW: num(f[3])}
if bits, err := strconv.ParseUint(strings.TrimPrefix(f[4], "0x"), 16, 64); err == nil {
for _, b := range throttleBits {
if bits&b.bit != 0 {
g.Throttle = append(g.Throttle, b.name)
}
}
}
rest := f[5:]
if busy && len(rest) >= 6 {
g.UtilPercent, g.MemUtilPercent = numOrUnknown(rest[0]), numOrUnknown(rest[1])
g.MemoryUsedMB, g.MemoryTotalMB = num(rest[2]), num(rest[3])
g.SMClockMHz, g.ECCUncorrected = num(rest[4]), numOrUnknown(rest[5])
rest = rest[6:]
}
if len(rest) > 0 {
g.MemoryTempC = num(rest[0])
}
gs = append(gs, g)
}
return gs
}
// numOrUnknown is a figure, or -1 where nvidia-smi says it has none: a card
// without ECC has no error count, which is not the same as none.
func numOrUnknown(s string) float64 {
v, err := strconv.ParseFloat(s, 64)
if err != nil || v < 0 {
return -1
}
return v
}
// num reads a figure nvidia-smi may give as "[N/A]" or "N/A".
func num(s string) float64 {
v, err := strconv.ParseFloat(s, 64)
if err != nil || v < 0 {
return 0
}
return v
}
func readTrim(path string) string {
b, err := os.ReadFile(path) //nolint:gosec // sysfs
if err != nil {
return ""
}
return strings.TrimSpace(string(b))
}