Detect AMD GPU info via sysfs and block old cards

This wires up some new logic to start using sysfs to discover AMD GPU
information and detects old cards we can't yet support so we can fallback to CPU mode.
This commit is contained in:
Daniel Hiltgen 2024-02-11 14:50:06 -08:00
parent 1c8435ffa9
commit 6d84f07505
5 changed files with 151 additions and 34 deletions

91
gpu/amd.go Normal file
View file

@ -0,0 +1,91 @@
package gpu
import (
"bufio"
"fmt"
"io"
"log/slog"
"os"
"path/filepath"
"strconv"
"strings"
)
// TODO - windows vs. non-windows vs darwin
// Discovery logic for AMD/ROCm GPUs
const (
DriverVersionFile = "/sys/module/amdgpu/version"
GPUPropertiesFileGlob = "/sys/class/kfd/kfd/topology/nodes/*/properties"
// TODO probably break these down per GPU to make the logic simpler
GPUTotalMemoryFileGlob = "/sys/class/kfd/kfd/topology/nodes/*/mem_banks/*/properties" // size_in_bytes line
GPUUsedMemoryFileGlob = "/sys/class/kfd/kfd/topology/nodes/*/mem_banks/*/used_memory"
)
func AMDDetected() bool {
_, err := AMDDriverVersion()
return err == nil
}
func AMDDriverVersion() (string, error) {
_, err := os.Stat(DriverVersionFile)
if err != nil {
return "", err
}
fp, err := os.Open(DriverVersionFile)
if err != nil {
return "", err
}
defer fp.Close()
verString, err := io.ReadAll(fp)
if err != nil {
return "", err
}
return strings.TrimSpace(string(verString)), nil
}
func AMDGFXVersions() []Version {
res := []Version{}
matches, _ := filepath.Glob(GPUPropertiesFileGlob)
for _, match := range matches {
fp, err := os.Open(match)
if err != nil {
slog.Debug(fmt.Sprintf("failed to open sysfs node file %s: %s", match, err))
continue
}
defer fp.Close()
scanner := bufio.NewScanner(fp)
// optionally, resize scanner's capacity for lines over 64K, see next example
for scanner.Scan() {
line := strings.TrimSpace(scanner.Text())
if strings.HasPrefix(line, "gfx_target_version") {
ver := strings.Fields(line)
if len(ver) != 2 || len(ver[1]) < 5 {
slog.Debug("malformed " + line)
continue
}
l := len(ver[1])
patch, err1 := strconv.ParseUint(ver[1][l-2:l], 10, 32)
minor, err2 := strconv.ParseUint(ver[1][l-4:l-2], 10, 32)
major, err3 := strconv.ParseUint(ver[1][:l-4], 10, 32)
if err1 != nil || err2 != nil || err3 != nil {
slog.Debug("malformed int " + line)
continue
}
res = append(res, Version{
Major: uint(major),
Minor: uint(minor),
Patch: uint(patch),
})
}
}
}
return res
}
func (v Version) ToGFXString() string {
return fmt.Sprintf("gfx%d%d%d", v.Major, v.Minor, v.Patch)
}

View file

@ -149,43 +149,63 @@ func GetGPUInfo() GpuInfo {
slog.Info(fmt.Sprintf("CUDA GPU is too old. Falling back to CPU mode. Compute Capability detected: %d.%d", cc.major, cc.minor))
}
}
} else if gpuHandles.rocm != nil && (cpuVariant != "" || runtime.GOARCH != "amd64") {
C.rocm_check_vram(*gpuHandles.rocm, &memInfo)
if memInfo.err != nil {
slog.Info(fmt.Sprintf("error looking up ROCm GPU memory: %s", C.GoString(memInfo.err)))
C.free(unsafe.Pointer(memInfo.err))
} else if memInfo.igpu_index >= 0 && memInfo.count == 1 {
// Only one GPU detected and it appears to be an integrated GPU - skip it
slog.Info("ROCm unsupported integrated GPU detected")
} else if memInfo.count > 0 {
if memInfo.igpu_index >= 0 {
// We have multiple GPUs reported, and one of them is an integrated GPU
// so we have to set the env var to bypass it
// If the user has specified their own ROCR_VISIBLE_DEVICES, don't clobber it
val := os.Getenv("ROCR_VISIBLE_DEVICES")
if val == "" {
devices := []string{}
for i := 0; i < int(memInfo.count); i++ {
if i == int(memInfo.igpu_index) {
continue
} else if AMDDetected() && gpuHandles.rocm != nil && (cpuVariant != "" || runtime.GOARCH != "amd64") {
ver, err := AMDDriverVersion()
if err == nil {
slog.Info("AMD Driver: " + ver)
}
gfx := AMDGFXVersions()
tooOld := false
for _, v := range gfx {
if v.Major < 9 {
slog.Info("AMD GPU too old, falling back to CPU " + v.ToGFXString())
tooOld = true
break
}
// TODO - remap gfx strings for unsupporetd minor/patch versions to supported for the same major
// e.g. gfx1034 works if we map it to gfx1030 at runtime
}
if !tooOld {
// TODO - this algo can be shifted over to use sysfs instead of the rocm info library...
C.rocm_check_vram(*gpuHandles.rocm, &memInfo)
if memInfo.err != nil {
slog.Info(fmt.Sprintf("error looking up ROCm GPU memory: %s", C.GoString(memInfo.err)))
C.free(unsafe.Pointer(memInfo.err))
} else if memInfo.igpu_index >= 0 && memInfo.count == 1 {
// Only one GPU detected and it appears to be an integrated GPU - skip it
slog.Info("ROCm unsupported integrated GPU detected")
} else if memInfo.count > 0 {
if memInfo.igpu_index >= 0 {
// We have multiple GPUs reported, and one of them is an integrated GPU
// so we have to set the env var to bypass it
// If the user has specified their own ROCR_VISIBLE_DEVICES, don't clobber it
val := os.Getenv("ROCR_VISIBLE_DEVICES")
if val == "" {
devices := []string{}
for i := 0; i < int(memInfo.count); i++ {
if i == int(memInfo.igpu_index) {
continue
}
devices = append(devices, strconv.Itoa(i))
}
devices = append(devices, strconv.Itoa(i))
val = strings.Join(devices, ",")
os.Setenv("ROCR_VISIBLE_DEVICES", val)
}
val = strings.Join(devices, ",")
os.Setenv("ROCR_VISIBLE_DEVICES", val)
slog.Info(fmt.Sprintf("ROCm integrated GPU detected - ROCR_VISIBLE_DEVICES=%s", val))
}
slog.Info(fmt.Sprintf("ROCm integrated GPU detected - ROCR_VISIBLE_DEVICES=%s", val))
resp.Library = "rocm"
var version C.rocm_version_resp_t
C.rocm_get_version(*gpuHandles.rocm, &version)
verString := C.GoString(version.str)
if version.status == 0 {
resp.Variant = "v" + verString
} else {
slog.Info(fmt.Sprintf("failed to look up ROCm version: %s", verString))
}
C.free(unsafe.Pointer(version.str))
}
resp.Library = "rocm"
var version C.rocm_version_resp_t
C.rocm_get_version(*gpuHandles.rocm, &version)
verString := C.GoString(version.str)
if version.status == 0 {
resp.Variant = "v" + verString
} else {
slog.Info(fmt.Sprintf("failed to look up ROCm version: %s", verString))
}
C.free(unsafe.Pointer(version.str))
}
}
if resp.Library == "" {

View file

@ -16,3 +16,9 @@ type GpuInfo struct {
// TODO add other useful attributes about the card here for discovery information
}
type Version struct {
Major uint
Minor uint
Patch uint
}

View file

@ -21,7 +21,6 @@ amdGPUs() {
return
fi
GPU_LIST=(
"gfx803"
"gfx900"
"gfx906:xnack-"
"gfx908:xnack-"

View file

@ -90,6 +90,7 @@ func getDynLibs(gpuInfo gpu.GpuInfo) []string {
if len(dynLibs) == 0 {
dynLibs = []string{availableDynLibs["cpu"]}
}
slog.Debug(fmt.Sprintf("ordered list of LLM libraries to try %v", dynLibs))
return dynLibs
}