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mig-strategy.go
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mig-strategy.go
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/*
* Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package main
import (
"fmt"
"log"
"github.com/NVIDIA/go-gpuallocator/gpuallocator"
"github.com/NVIDIA/gpu-monitoring-tools/bindings/go/nvml"
pluginapi "k8s.io/kubelet/pkg/apis/deviceplugin/v1beta1"
)
// Constants representing the various MIG strategies
const (
MigStrategyNone = "none"
MigStrategySingle = "single"
MigStrategyMixed = "mixed"
)
// MigStrategyResourceSet holds a set of resource names for a given MIG strategy
type MigStrategyResourceSet map[string]struct{}
// MigStrategy provides an interface for building the set of plugins required to implement a given MIG strategy
type MigStrategy interface {
GetPlugins() []*NvidiaDevicePlugin
MatchesResource(mig *nvml.Device, resource string) bool
}
// NewMigStrategy returns a reference to a given MigStrategy based on the 'strategy' passed in
func NewMigStrategy(strategy string) (MigStrategy, error) {
switch strategy {
case MigStrategyNone:
return &migStrategyNone{}, nil
case MigStrategySingle:
return &migStrategySingle{}, nil
case MigStrategyMixed:
return &migStrategyMixed{}, nil
}
return nil, fmt.Errorf("Unknown strategy: %v", strategy)
}
type migStrategyNone struct{}
type migStrategySingle struct{}
type migStrategyMixed struct{}
// getAllMigDevices() across all full GPUs
func getAllMigDevices() []*nvml.Device {
n, err := nvml.GetDeviceCount()
check(err)
var migs []*nvml.Device
for i := uint(0); i < n; i++ {
d, err := nvml.NewDeviceLite(i)
check(err)
migEnabled, err := d.IsMigEnabled()
check(err)
if !migEnabled {
continue
}
devs, err := d.GetMigDevices()
check(err)
migs = append(migs, devs...)
}
return migs
}
// migStrategyNone
func (s *migStrategyNone) GetPlugins() []*NvidiaDevicePlugin {
return []*NvidiaDevicePlugin{
NewNvidiaDevicePlugin(
"nvidia.com/gpu",
NewGpuDeviceManager(false), // Enumerate device even if MIG enabled
"NVIDIA_VISIBLE_DEVICES",
gpuallocator.NewBestEffortPolicy(),
pluginapi.DevicePluginPath+"nvidia-gpu.sock"),
}
}
func (s *migStrategyNone) MatchesResource(mig *nvml.Device, resource string) bool {
panic("Should never be called")
}
// migStrategySingle
func (s *migStrategySingle) GetPlugins() []*NvidiaDevicePlugin {
resources := make(MigStrategyResourceSet)
for _, mig := range getAllMigDevices() {
r := s.getResourceName(mig)
if !s.validMigDevice(mig) {
panic("Unsupported MIG device found: " + r)
}
resources[r] = struct{}{}
}
if len(resources) == 0 {
panic("No MIG devices present on node")
}
if len(resources) != 1 {
panic("More than one MIG device type present on node")
}
return []*NvidiaDevicePlugin{
NewNvidiaDevicePlugin(
"nvidia.com/gpu",
NewMigDeviceManager(s, "gpu"),
"NVIDIA_VISIBLE_DEVICES",
gpuallocator.Policy(nil),
pluginapi.DevicePluginPath+"nvidia-gpu.sock"),
}
}
func (s *migStrategySingle) validMigDevice(mig *nvml.Device) bool {
attr, err := mig.GetAttributes()
check(err)
return attr.GpuInstanceSliceCount == attr.ComputeInstanceSliceCount
}
func (s *migStrategySingle) getResourceName(mig *nvml.Device) string {
attr, err := mig.GetAttributes()
check(err)
g := attr.GpuInstanceSliceCount
c := attr.ComputeInstanceSliceCount
gb := ((attr.MemorySizeMB + 1024 - 1) / 1024)
var r string
if g == c {
r = fmt.Sprintf("mig-%dg.%dgb", g, gb)
} else {
r = fmt.Sprintf("mig-%dc.%dg.%dgb", c, g, gb)
}
return r
}
func (s *migStrategySingle) MatchesResource(mig *nvml.Device, resource string) bool {
return true
}
// migStrategyMixed
func (s *migStrategyMixed) GetPlugins() []*NvidiaDevicePlugin {
resources := make(MigStrategyResourceSet)
for _, mig := range getAllMigDevices() {
r := s.getResourceName(mig)
if !s.validMigDevice(mig) {
log.Printf("Skipping unsupported MIG device: %v", r)
continue
}
resources[r] = struct{}{}
}
plugins := []*NvidiaDevicePlugin{
NewNvidiaDevicePlugin(
"nvidia.com/gpu",
NewGpuDeviceManager(true),
"NVIDIA_VISIBLE_DEVICES",
gpuallocator.NewBestEffortPolicy(),
pluginapi.DevicePluginPath+"nvidia-gpu.sock"),
}
for resource := range resources {
plugin := NewNvidiaDevicePlugin(
"nvidia.com/"+resource,
NewMigDeviceManager(s, resource),
"NVIDIA_VISIBLE_DEVICES",
gpuallocator.Policy(nil),
pluginapi.DevicePluginPath+"nvidia-"+resource+".sock")
plugins = append(plugins, plugin)
}
return plugins
}
func (s *migStrategyMixed) validMigDevice(mig *nvml.Device) bool {
attr, err := mig.GetAttributes()
check(err)
return attr.GpuInstanceSliceCount == attr.ComputeInstanceSliceCount
}
func (s *migStrategyMixed) getResourceName(mig *nvml.Device) string {
attr, err := mig.GetAttributes()
check(err)
g := attr.GpuInstanceSliceCount
c := attr.ComputeInstanceSliceCount
gb := ((attr.MemorySizeMB + 1024 - 1) / 1024)
var r string
if g == c {
r = fmt.Sprintf("mig-%dg.%dgb", g, gb)
} else {
r = fmt.Sprintf("mig-%dc.%dg.%dgb", c, g, gb)
}
return r
}
func (s *migStrategyMixed) MatchesResource(mig *nvml.Device, resource string) bool {
return s.getResourceName(mig) == resource
}