Files
beszel-ipv6/beszel/internal/agent/gpu.go

307 lines
8.7 KiB
Go

package agent
import (
"beszel/internal/entities/system"
"bufio"
"encoding/json"
"fmt"
"os/exec"
"regexp"
"strconv"
"strings"
"sync"
"time"
"golang.org/x/exp/slog"
)
// GPUManager manages data collection for GPUs (either Nvidia or AMD)
type GPUManager struct {
nvidiaSmi bool
rocmSmi bool
tegrastats bool
GpuDataMap map[string]*system.GPUData
mutex sync.Mutex
}
// RocmSmiJson represents the JSON structure of rocm-smi output
type RocmSmiJson struct {
ID string `json:"GUID"`
Name string `json:"Card series"`
Temperature string `json:"Temperature (Sensor edge) (C)"`
MemoryUsed string `json:"VRAM Total Used Memory (B)"`
MemoryTotal string `json:"VRAM Total Memory (B)"`
Usage string `json:"GPU use (%)"`
Power string `json:"Current Socket Graphics Package Power (W)"`
}
// gpuCollector defines a collector for a specific GPU management utility (nvidia-smi or rocm-smi)
type gpuCollector struct {
name string
cmd *exec.Cmd
parse func([]byte) bool // returns true if valid data was found
}
var errNoValidData = fmt.Errorf("no valid GPU data found") // Error for missing data
// starts and manages the ongoing collection of GPU data for the specified GPU management utility
func (c *gpuCollector) start() {
for {
err := c.collect()
if err != nil {
if err == errNoValidData {
slog.Warn(c.name + " found no valid GPU data, stopping")
break
}
slog.Warn(c.name+" failed, restarting", "err", err)
time.Sleep(time.Second * 5)
continue
}
}
}
// collect executes the command, parses output with the assigned parser function
func (c *gpuCollector) collect() error {
stdout, err := c.cmd.StdoutPipe()
if err != nil {
return err
}
if err := c.cmd.Start(); err != nil {
return err
}
scanner := bufio.NewScanner(stdout)
buf := make([]byte, 0, 8*1024)
scanner.Buffer(buf, bufio.MaxScanTokenSize)
hasValidData := false
for scanner.Scan() {
if c.parse(scanner.Bytes()) {
hasValidData = true
}
}
if !hasValidData {
return errNoValidData
}
if err := scanner.Err(); err != nil {
return fmt.Errorf("scanner error: %w", err)
}
return c.cmd.Wait()
}
// getJetsonParser returns a function to parse the output of tegrastats and update the GPUData map
func (gm *GPUManager) getJetsonParser() func(output []byte) bool {
// use closure to avoid recompiling the regex
ramPattern := regexp.MustCompile(`RAM (\d+)/(\d+)MB`)
gr3dPattern := regexp.MustCompile(`GR3D_FREQ (\d+)%`)
tempPattern := regexp.MustCompile(`tj@(\d+\.?\d*)C`)
// Orin Nano / NX do not have GPU specific power monitor
// TODO: Maybe use VDD_IN for Nano / NX and add a total system power chart
powerPattern := regexp.MustCompile(`(GPU_SOC|CPU_GPU_CV) (\d+)mW`)
return func(output []byte) bool {
gm.mutex.Lock()
defer gm.mutex.Unlock()
data := string(output)
gpuData := gm.GpuDataMap["0"]
// Parse RAM usage
ramMatches := ramPattern.FindStringSubmatch(data)
if ramMatches != nil {
gpuData.MemoryUsed, _ = strconv.ParseFloat(ramMatches[1], 64)
gpuData.MemoryTotal, _ = strconv.ParseFloat(ramMatches[2], 64)
}
// Parse GR3D (GPU) usage
gr3dMatches := gr3dPattern.FindStringSubmatch(data)
if gr3dMatches != nil {
gpuData.Usage, _ = strconv.ParseFloat(gr3dMatches[1], 64)
}
// Parse temperature
tempMatches := tempPattern.FindStringSubmatch(data)
if tempMatches != nil {
gpuData.Temperature, _ = strconv.ParseFloat(tempMatches[1], 64)
}
// Parse power usage
powerMatches := powerPattern.FindStringSubmatch(data)
if powerMatches != nil {
power, _ := strconv.ParseFloat(powerMatches[1], 64)
gpuData.Power = power / 1000
}
gpuData.Count++
return true
}
}
// parseNvidiaData parses the output of nvidia-smi and updates the GPUData map
func (gm *GPUManager) parseNvidiaData(output []byte) bool {
fields := strings.Split(string(output), ", ")
if len(fields) < 7 {
return false
}
gm.mutex.Lock()
defer gm.mutex.Unlock()
lines := strings.Split(string(output), "\n")
for _, line := range lines {
if line != "" {
fields := strings.Split(line, ", ")
if len(fields) >= 7 {
id := fields[0]
temp, _ := strconv.ParseFloat(fields[2], 64)
memoryUsage, _ := strconv.ParseFloat(fields[3], 64)
totalMemory, _ := strconv.ParseFloat(fields[4], 64)
usage, _ := strconv.ParseFloat(fields[5], 64)
power, _ := strconv.ParseFloat(fields[6], 64)
// add gpu if not exists
if _, ok := gm.GpuDataMap[id]; !ok {
name := strings.TrimPrefix(fields[1], "NVIDIA ")
gm.GpuDataMap[id] = &system.GPUData{Name: strings.TrimSuffix(name, " Laptop GPU")}
}
// update gpu data
gpu := gm.GpuDataMap[id]
gpu.Temperature = temp
gpu.MemoryUsed = memoryUsage / 1.024
gpu.MemoryTotal = totalMemory / 1.024
gpu.Usage += usage
gpu.Power += power
gpu.Count++
}
}
}
return true
}
// parseAmdData parses the output of rocm-smi and updates the GPUData map
func (gm *GPUManager) parseAmdData(output []byte) bool {
var rocmSmiInfo map[string]RocmSmiJson
if err := json.Unmarshal(output, &rocmSmiInfo); err != nil || len(rocmSmiInfo) == 0 {
return false
}
gm.mutex.Lock()
defer gm.mutex.Unlock()
for _, v := range rocmSmiInfo {
temp, _ := strconv.ParseFloat(v.Temperature, 64)
memoryUsage, _ := strconv.ParseFloat(v.MemoryUsed, 64)
totalMemory, _ := strconv.ParseFloat(v.MemoryTotal, 64)
usage, _ := strconv.ParseFloat(v.Usage, 64)
power, _ := strconv.ParseFloat(v.Power, 64)
memoryUsage = bytesToMegabytes(memoryUsage)
totalMemory = bytesToMegabytes(totalMemory)
if _, ok := gm.GpuDataMap[v.ID]; !ok {
gm.GpuDataMap[v.ID] = &system.GPUData{Name: v.Name}
}
gpu := gm.GpuDataMap[v.ID]
gpu.Temperature = temp
gpu.MemoryUsed = memoryUsage
gpu.MemoryTotal = totalMemory
gpu.Usage += usage
gpu.Power += power
gpu.Count++
}
return true
}
// sums and resets the current GPU utilization data since the last update
func (gm *GPUManager) GetCurrentData() map[string]system.GPUData {
gm.mutex.Lock()
defer gm.mutex.Unlock()
// check for GPUs with the same name
nameCounts := make(map[string]int)
for _, gpu := range gm.GpuDataMap {
nameCounts[gpu.Name]++
}
// copy / reset the data
gpuData := make(map[string]system.GPUData, len(gm.GpuDataMap))
for id, gpu := range gm.GpuDataMap {
// sum the data
gpu.Temperature = twoDecimals(gpu.Temperature)
gpu.MemoryUsed = twoDecimals(gpu.MemoryUsed)
gpu.MemoryTotal = twoDecimals(gpu.MemoryTotal)
gpu.Usage = twoDecimals(gpu.Usage / gpu.Count)
gpu.Power = twoDecimals(gpu.Power / gpu.Count)
// reset the count
gpu.Count = 1
// dereference to avoid overwriting anything else
gpuCopy := *gpu
// append id to the name if there are multiple GPUs with the same name
if nameCounts[gpu.Name] > 1 {
gpuCopy.Name = fmt.Sprintf("%s %s", gpu.Name, id)
}
gpuData[id] = gpuCopy
}
return gpuData
}
// detectGPUs returns the GPU brand (nvidia or amd) or an error if none is found
// todo: make sure there's actually a GPU, not just if the command exists
func (gm *GPUManager) detectGPUs() error {
if err := exec.Command("nvidia-smi").Run(); err == nil {
gm.nvidiaSmi = true
}
if err := exec.Command("rocm-smi").Run(); err == nil {
gm.rocmSmi = true
}
_, err := exec.LookPath("tegrastats")
if err == nil {
gm.tegrastats = true
}
if gm.nvidiaSmi || gm.rocmSmi || gm.tegrastats {
return nil
}
return fmt.Errorf("no GPU found - install nvidia-smi, rocm-smi, or tegrastats")
}
// startCollector starts the appropriate GPU data collector based on the command
func (gm *GPUManager) startCollector(command string) {
switch command {
case "nvidia-smi":
nvidia := gpuCollector{
name: "nvidia-smi",
cmd: exec.Command("nvidia-smi", "-l", "4",
"--query-gpu=index,name,temperature.gpu,memory.used,memory.total,utilization.gpu,power.draw",
"--format=csv,noheader,nounits"),
parse: gm.parseNvidiaData,
}
go nvidia.start()
case "rocm-smi":
amdCollector := gpuCollector{
name: "rocm-smi",
cmd: exec.Command("/bin/sh", "-c",
"while true; do rocm-smi --showid --showtemp --showuse --showpower --showproductname --showmeminfo vram --json; sleep 4.3; done"),
parse: gm.parseAmdData,
}
go amdCollector.start()
case "tegrastats":
jetsonCollector := gpuCollector{
name: "tegrastats",
cmd: exec.Command("tegrastats", "--interval", "3000"),
parse: gm.getJetsonParser(),
}
go jetsonCollector.start()
}
}
// NewGPUManager creates and initializes a new GPUManager
func NewGPUManager() (*GPUManager, error) {
var gm GPUManager
if err := gm.detectGPUs(); err != nil {
return nil, err
}
gm.GpuDataMap = make(map[string]*system.GPUData, 1)
if gm.nvidiaSmi {
gm.startCollector("nvidia-smi")
}
if gm.rocmSmi {
gm.startCollector("rocm-smi")
}
if gm.tegrastats {
gm.startCollector("tegrastats")
}
return &gm, nil
}