open-nomad/devices/gpu/nvidia/nvml/client.go

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package nvml
import (
"fmt"
)
// DeviceData represents common fields for Nvidia device
type DeviceData struct {
UUID string
DeviceName *string
MemoryMiB *uint64
PowerW *uint
BAR1MiB *uint64
}
// FingerprintDeviceData is a superset of DeviceData
// it describes device specific fields returned from
// nvml queries during fingerprinting call
type FingerprintDeviceData struct {
*DeviceData
PCIBandwidthMBPerS *uint
CoresClockMHz *uint
MemoryClockMHz *uint
DisplayState string
PersistenceMode string
PCIBusID string
}
// FingerprintData represets attributes of driver/devices
type FingerprintData struct {
Devices []*FingerprintDeviceData
DriverVersion string
}
// StatsData is a superset of DeviceData
// it represents statistics data returned for every Nvidia device
type StatsData struct {
*DeviceData
PowerUsageW *uint
GPUUtilization *uint
MemoryUtilization *uint
EncoderUtilization *uint
DecoderUtilization *uint
TemperatureC *uint
UsedMemoryMiB *uint64
BAR1UsedMiB *uint64
ECCErrorsL1Cache *uint64
ECCErrorsL2Cache *uint64
ECCErrorsDevice *uint64
}
// NvmlClient describes how users would use nvml library
type NvmlClient interface {
GetFingerprintData() (*FingerprintData, error)
GetStatsData() ([]*StatsData, error)
}
// nvmlClient implements NvmlClient
// Users of this lib are expected to use this struct via NewNvmlClient func
type nvmlClient struct {
driver NvmlDriver
}
// NewNvmlClient function creates new nvmlClient with real
// NvmlDriver implementation. Also, this func initializes NvmlDriver
func NewNvmlClient() (*nvmlClient, error) {
driver := &nvmlDriver{}
err := driver.Initialize()
if err != nil {
return nil, err
}
return &nvmlClient{
driver: driver,
}, nil
}
// GetFingerprintData returns FingerprintData for available Nvidia devices
func (c *nvmlClient) GetFingerprintData() (*FingerprintData, error) {
/*
nvml fields to be fingerprinted # nvml_library_call
1 - Driver Version # nvmlSystemGetDriverVersion
2 - Product Name # nvmlDeviceGetName
3 - GPU UUID # nvmlDeviceGetUUID
4 - Total Memory # nvmlDeviceGetMemoryInfo
5 - Power # nvmlDeviceGetPowerManagementLimit
6 - PCIBusID # nvmlDeviceGetPciInfo
7 - BAR1 Memory # nvmlDeviceGetBAR1MemoryInfo(
8 - PCI Bandwidth
9 - Memory, Cores Clock # nvmlDeviceGetMaxClockInfo
10 - Display Mode # nvmlDeviceGetDisplayMode
11 - Persistence Mode # nvmlDeviceGetPersistenceMode
*/
// Assumed that this method is called with receiver retrieved from
// NewNvmlClient
// because this method handles initialization of NVML library
driverVersion, err := c.driver.SystemDriverVersion()
if err != nil {
return nil, fmt.Errorf("nvidia nvml SystemDriverVersion() error: %v\n", err)
}
numDevices, err := c.driver.DeviceCount()
if err != nil {
return nil, fmt.Errorf("nvidia nvml DeviceCount() error: %v\n", err)
}
allNvidiaGPUResources := make([]*FingerprintDeviceData, numDevices)
for i := 0; i < int(numDevices); i++ {
deviceInfo, err := c.driver.DeviceInfoByIndex(uint(i))
if err != nil {
return nil, fmt.Errorf("nvidia nvml DeviceInfoByIndex() error: %v\n", err)
}
allNvidiaGPUResources[i] = &FingerprintDeviceData{
DeviceData: &DeviceData{
DeviceName: deviceInfo.Name,
UUID: deviceInfo.UUID,
MemoryMiB: deviceInfo.MemoryMiB,
PowerW: deviceInfo.PowerW,
BAR1MiB: deviceInfo.BAR1MiB,
},
PCIBandwidthMBPerS: deviceInfo.PCIBandwidthMBPerS,
CoresClockMHz: deviceInfo.CoresClockMHz,
MemoryClockMHz: deviceInfo.MemoryClockMHz,
DisplayState: deviceInfo.DisplayState,
PersistenceMode: deviceInfo.PersistenceMode,
PCIBusID: deviceInfo.PCIBusID,
}
}
return &FingerprintData{
Devices: allNvidiaGPUResources,
DriverVersion: driverVersion,
}, nil
}
// GetStatsData returns statistics data for all devices on this machine
func (c *nvmlClient) GetStatsData() ([]*StatsData, error) {
/*
nvml fields to be reported to stats api # nvml_library_call
1 - Used Memory # nvmlDeviceGetMemoryInfo
2 - Utilization of GPU # nvmlDeviceGetUtilizationRates
3 - Utilization of Memory # nvmlDeviceGetUtilizationRates
4 - Utilization of Decoder # nvmlDeviceGetDecoderUtilization
5 - Utilization of Encoder # nvmlDeviceGetEncoderUtilization
6 - Current GPU Temperature # nvmlDeviceGetTemperature
7 - Power Draw # nvmlDeviceGetPowerUsage
8 - BAR1 Used memory # nvmlDeviceGetBAR1MemoryInfo
9 - ECC Errors on requesting L1Cache # nvmlDeviceGetMemoryErrorCounter
10 - ECC Errors on requesting L2Cache # nvmlDeviceGetMemoryErrorCounter
11 - ECC Errors on requesting Device memory # nvmlDeviceGetMemoryErrorCounter
*/
// Assumed that this method is called with receiver retrieved from
// NewNvmlClient
// because this method handles initialization of NVML library
numDevices, err := c.driver.DeviceCount()
if err != nil {
return nil, fmt.Errorf("nvidia nvml DeviceCount() error: %v\n", err)
}
allNvidiaGPUStats := make([]*StatsData, numDevices)
for i := 0; i < int(numDevices); i++ {
deviceInfo, deviceStatus, err := c.driver.DeviceInfoAndStatusByIndex(uint(i))
if err != nil {
return nil, fmt.Errorf("nvidia nvml DeviceInfoAndStatusByIndex() error: %v\n", err)
}
allNvidiaGPUStats[i] = &StatsData{
DeviceData: &DeviceData{
DeviceName: deviceInfo.Name,
UUID: deviceInfo.UUID,
MemoryMiB: deviceInfo.MemoryMiB,
PowerW: deviceInfo.PowerW,
BAR1MiB: deviceInfo.BAR1MiB,
},
PowerUsageW: deviceStatus.PowerUsageW,
GPUUtilization: deviceStatus.GPUUtilization,
MemoryUtilization: deviceStatus.MemoryUtilization,
EncoderUtilization: deviceStatus.EncoderUtilization,
DecoderUtilization: deviceStatus.DecoderUtilization,
TemperatureC: deviceStatus.TemperatureC,
UsedMemoryMiB: deviceStatus.UsedMemoryMiB,
BAR1UsedMiB: deviceStatus.BAR1UsedMiB,
ECCErrorsL1Cache: deviceStatus.ECCErrorsL1Cache,
ECCErrorsL2Cache: deviceStatus.ECCErrorsL2Cache,
ECCErrorsDevice: deviceStatus.ECCErrorsDevice,
}
}
return allNvidiaGPUStats, nil
}