Track GPU discovery failure information (#5820)

* Expose GPU discovery failure information

* Remove exposed API for now
This commit is contained in:
Daniel Hiltgen
2024-10-14 16:26:45 -07:00
committed by GitHub
parent 5dd0477fd4
commit f3c8b898cd
5 changed files with 242 additions and 92 deletions

View File

@@ -47,10 +47,11 @@ var (
)
// Gather GPU information from the amdgpu driver if any supported GPUs are detected
func AMDGetGPUInfo() []RocmGPUInfo {
// Only called once during bootstrap
func AMDGetGPUInfo() ([]RocmGPUInfo, error) {
resp := []RocmGPUInfo{}
if !AMDDetected() {
return resp
return resp, fmt.Errorf("AMD GPUs not detected")
}
// Opportunistic logging of driver version to aid in troubleshooting
@@ -194,13 +195,9 @@ func AMDGetGPUInfo() []RocmGPUInfo {
// Shouldn't happen, but just in case...
if gpuID < 0 {
slog.Error("unexpected amdgpu sysfs data resulted in negative GPU ID, please set OLLAMA_DEBUG=1 and report an issue")
return nil
}
if int(major) < RocmComputeMin {
slog.Warn(fmt.Sprintf("amdgpu too old gfx%d%x%x", major, minor, patch), "gpu", gpuID)
continue
err := fmt.Errorf("unexpected amdgpu sysfs data resulted in negative GPU ID, please set OLLAMA_DEBUG=1 and report an issue")
slog.Error(err.Error())
return nil, err
}
// Look up the memory for the current node
@@ -270,19 +267,12 @@ func AMDGetGPUInfo() []RocmGPUInfo {
break
}
// iGPU detection, remove this check once we can support an iGPU variant of the rocm library
if totalMemory < IGPUMemLimit {
slog.Info("unsupported Radeon iGPU detected skipping", "id", gpuID, "total", format.HumanBytes2(totalMemory))
continue
}
var name string
// TODO - PCI ID lookup
if vendor > 0 && device > 0 {
name = fmt.Sprintf("%04x:%04x", vendor, device)
}
slog.Debug("amdgpu memory", "gpu", gpuID, "total", format.HumanBytes2(totalMemory))
slog.Debug("amdgpu memory", "gpu", gpuID, "available", format.HumanBytes2(totalMemory-usedMemory))
gpuInfo := RocmGPUInfo{
GpuInfo: GpuInfo{
Library: "rocm",
@@ -300,6 +290,31 @@ func AMDGetGPUInfo() []RocmGPUInfo {
usedFilepath: usedFile,
}
// iGPU detection, remove this check once we can support an iGPU variant of the rocm library
if totalMemory < IGPUMemLimit {
reason := "unsupported Radeon iGPU detected skipping"
slog.Info(reason, "id", gpuID, "total", format.HumanBytes2(totalMemory))
unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{
GpuInfo: gpuInfo.GpuInfo,
Reason: reason,
})
continue
}
if int(major) < RocmComputeMin {
reason := fmt.Sprintf("amdgpu too old gfx%d%x%x", major, minor, patch)
slog.Warn(reason, "gpu", gpuID)
unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{
GpuInfo: gpuInfo.GpuInfo,
Reason: reason,
})
continue
}
slog.Debug("amdgpu memory", "gpu", gpuID, "total", format.HumanBytes2(totalMemory))
slog.Debug("amdgpu memory", "gpu", gpuID, "available", format.HumanBytes2(totalMemory-usedMemory))
// If the user wants to filter to a subset of devices, filter out if we aren't a match
if len(visibleDevices) > 0 {
include := false
@@ -310,7 +325,13 @@ func AMDGetGPUInfo() []RocmGPUInfo {
}
}
if !include {
slog.Info("filtering out device per user request", "id", gpuInfo.ID, "visible_devices", visibleDevices)
reason := "filtering out device per user request"
slog.Info(reason, "id", gpuInfo.ID, "visible_devices", visibleDevices)
unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{
GpuInfo: gpuInfo.GpuInfo,
Reason: reason,
})
continue
}
}
@@ -320,8 +341,13 @@ func AMDGetGPUInfo() []RocmGPUInfo {
if libDir == "" {
libDir, err = AMDValidateLibDir()
if err != nil {
slog.Warn("unable to verify rocm library, will use cpu", "error", err)
return nil
err = fmt.Errorf("unable to verify rocm library: %w", err)
slog.Warn(err.Error())
unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{
GpuInfo: gpuInfo.GpuInfo,
Reason: err.Error(),
})
return nil, err
}
}
gpuInfo.DependencyPath = libDir
@@ -331,14 +357,25 @@ func AMDGetGPUInfo() []RocmGPUInfo {
if len(supported) == 0 {
supported, err = GetSupportedGFX(libDir)
if err != nil {
slog.Warn("failed to lookup supported GFX types, falling back to CPU mode", "error", err)
return nil
err = fmt.Errorf("failed to lookup supported GFX types: %w", err)
slog.Warn(err.Error())
unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{
GpuInfo: gpuInfo.GpuInfo,
Reason: err.Error(),
})
return nil, err
}
slog.Debug("rocm supported GPUs", "types", supported)
}
gfx := gpuInfo.Compute
if !slices.Contains[[]string, string](supported, gfx) {
slog.Warn("amdgpu is not supported", "gpu", gpuInfo.ID, "gpu_type", gfx, "library", libDir, "supported_types", supported)
reason := fmt.Sprintf("amdgpu is not supported (supported types:%s)", supported)
slog.Warn(reason, "gpu_type", gfx, "gpu", gpuInfo.ID, "library", libDir)
unsupportedGPUs = append(unsupportedGPUs, UnsupportedGPUInfo{
GpuInfo: gpuInfo.GpuInfo,
Reason: reason,
})
// TODO - consider discrete markdown just for ROCM troubleshooting?
slog.Warn("See https://github.com/ollama/ollama/blob/main/docs/gpu.md#overrides for HSA_OVERRIDE_GFX_VERSION usage")
continue
@@ -358,13 +395,16 @@ func AMDGetGPUInfo() []RocmGPUInfo {
resp = append(resp, gpuInfo)
}
if len(resp) == 0 {
slog.Info("no compatible amdgpu devices detected")
err := fmt.Errorf("no compatible amdgpu devices detected")
slog.Info(err.Error())
return nil, err
}
if err := verifyKFDDriverAccess(); err != nil {
slog.Error("amdgpu devices detected but permission problems block access", "error", err)
return nil
err = fmt.Errorf("amdgpu devices detected but permission problems block access: %w", err)
slog.Error(err.Error())
return nil, err
}
return resp
return resp, nil
}
// Quick check for AMD driver so we can skip amdgpu discovery if not present