compose/ecs/gpu.go

143 lines
3.2 KiB
Go

/*
Copyright 2020 Docker, Inc.
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 ecs
import (
"fmt"
"strconv"
"github.com/compose-spec/compose-go/types"
"github.com/docker/go-units"
)
type machine struct {
id string
cpus float64
memory types.UnitBytes
gpus int64
}
type family []machine
var p3family = family{
{
id: "p3.2xlarge",
cpus: 8,
memory: 64 * units.GiB,
gpus: 2,
},
{
id: "p3.8xlarge",
cpus: 32,
memory: 244 * units.GiB,
gpus: 4,
},
{
id: "p3.16xlarge",
cpus: 64,
memory: 488 * units.GiB,
gpus: 8,
},
}
type filterFn func(machine) bool
func (f family) filter(fn filterFn) family {
var filtered family
for _, machine := range f {
if fn(machine) {
filtered = append(filtered, machine)
}
}
return filtered
}
func (f family) firstOrError(msg string, args ...interface{}) (machine, error) {
if len(f) == 0 {
return machine{}, fmt.Errorf(msg, args...)
}
return f[0], nil
}
func guessMachineType(project *types.Project) (string, error) {
// we select a machine type to match all gpu-bound services requirements
// once https://github.com/aws/containers-roadmap/issues/631 is implemented we can define dedicated CapacityProviders per service.
minMemory, minCPU, minGPU, err := getResourceRequirements(project)
if err != nil {
return "", err
}
instanceType, err := p3family.
filter(func(m machine) bool {
return m.memory >= minMemory
}).
filter(func(m machine) bool {
return m.cpus >= minCPU
}).
filter(func(m machine) bool {
return m.gpus >= minGPU
}).
firstOrError("none of the AWS p3 machines match requirement for memory:%d cpu:%f gpu:%d", minMemory, minCPU, minGPU)
if err != nil {
return "", err
}
return instanceType.id, nil
}
func getResourceRequirements(project *types.Project) (types.UnitBytes, float64, int64, error) {
var minMemory types.UnitBytes
var minCPU float64
var minGPU int64
for _, service := range project.Services {
if service.Deploy == nil {
continue
}
reservations := service.Deploy.Resources.Reservations
if reservations == nil {
continue
}
var requiredGPUs int64
for _, r := range reservations.GenericResources {
if r.DiscreteResourceSpec.Kind == "gpu" {
requiredGPUs = r.DiscreteResourceSpec.Value
break
}
}
if requiredGPUs == 0 {
continue
}
if requiredGPUs > minGPU {
minGPU = requiredGPUs
}
if reservations.MemoryBytes > minMemory {
minMemory = reservations.MemoryBytes
}
if reservations.NanoCPUs != "" {
nanocpu, err := strconv.ParseFloat(reservations.NanoCPUs, 64)
if err != nil {
return 0, 0, 0, err
}
if nanocpu > minCPU {
minCPU = nanocpu
}
}
}
return minMemory, minCPU, minGPU, nil
}