open-nomad/scheduler/device_test.go

359 lines
8.2 KiB
Go

package scheduler
import (
"testing"
"github.com/hashicorp/nomad/helper/uuid"
"github.com/hashicorp/nomad/nomad/mock"
"github.com/hashicorp/nomad/nomad/structs"
psstructs "github.com/hashicorp/nomad/plugins/shared/structs"
"github.com/stretchr/testify/require"
)
// deviceRequest takes the name, count and potential constraints and affinities
// and returns a device request.
func deviceRequest(name string, count uint64,
constraints []*structs.Constraint, affinities []*structs.Affinity) *structs.RequestedDevice {
return &structs.RequestedDevice{
Name: name,
Count: count,
Constraints: constraints,
Affinities: affinities,
}
}
// devNode returns a node containing two devices, an nvidia gpu and an intel
// FPGA.
func devNode() *structs.Node {
n := mock.NvidiaNode()
n.NodeResources.Devices = append(n.NodeResources.Devices, &structs.NodeDeviceResource{
Type: "fpga",
Vendor: "intel",
Name: "F100",
Attributes: map[string]*psstructs.Attribute{
"memory": psstructs.NewIntAttribute(4, psstructs.UnitGiB),
},
Instances: []*structs.NodeDevice{
{
ID: uuid.Generate(),
Healthy: true,
},
{
ID: uuid.Generate(),
Healthy: false,
},
},
})
return n
}
// multipleNvidiaNode returns a node containing multiple nvidia device types.
func multipleNvidiaNode() *structs.Node {
n := mock.NvidiaNode()
n.NodeResources.Devices = append(n.NodeResources.Devices, &structs.NodeDeviceResource{
Type: "gpu",
Vendor: "nvidia",
Name: "2080ti",
Attributes: map[string]*psstructs.Attribute{
"memory": psstructs.NewIntAttribute(11, psstructs.UnitGiB),
"cuda_cores": psstructs.NewIntAttribute(4352, ""),
"graphics_clock": psstructs.NewIntAttribute(1350, psstructs.UnitMHz),
"memory_bandwidth": psstructs.NewIntAttribute(14, psstructs.UnitGBPerS),
},
Instances: []*structs.NodeDevice{
{
ID: uuid.Generate(),
Healthy: true,
},
{
ID: uuid.Generate(),
Healthy: true,
},
},
})
return n
}
// collectInstanceIDs returns the IDs of the device instances
func collectInstanceIDs(devices ...*structs.NodeDeviceResource) []string {
var out []string
for _, d := range devices {
for _, i := range d.Instances {
out = append(out, i.ID)
}
}
return out
}
// Test that asking for a device that isn't fully specified works.
func TestDeviceAllocator_Allocate_GenericRequest(t *testing.T) {
require := require.New(t)
_, ctx := testContext(t)
n := devNode()
d := newDeviceAllocator(ctx, n)
require.NotNil(d)
// Build the request
ask := deviceRequest("gpu", 1, nil, nil)
out, score, err := d.AssignDevice(ask)
require.NotNil(out)
require.Zero(score)
require.NoError(err)
// Check that we got the nvidia device
require.Len(out.DeviceIDs, 1)
require.Contains(collectInstanceIDs(n.NodeResources.Devices[0]), out.DeviceIDs[0])
}
// Test that asking for a device that is fully specified works.
func TestDeviceAllocator_Allocate_FullyQualifiedRequest(t *testing.T) {
require := require.New(t)
_, ctx := testContext(t)
n := devNode()
d := newDeviceAllocator(ctx, n)
require.NotNil(d)
// Build the request
ask := deviceRequest("intel/fpga/F100", 1, nil, nil)
out, score, err := d.AssignDevice(ask)
require.NotNil(out)
require.Zero(score)
require.NoError(err)
// Check that we got the nvidia device
require.Len(out.DeviceIDs, 1)
require.Contains(collectInstanceIDs(n.NodeResources.Devices[1]), out.DeviceIDs[0])
}
// Test that asking for a device with too much count doesn't place
func TestDeviceAllocator_Allocate_NotEnoughInstances(t *testing.T) {
require := require.New(t)
_, ctx := testContext(t)
n := devNode()
d := newDeviceAllocator(ctx, n)
require.NotNil(d)
// Build the request
ask := deviceRequest("gpu", 4, nil, nil)
out, _, err := d.AssignDevice(ask)
require.Nil(out)
require.Error(err)
require.Contains(err.Error(), "no devices match request")
}
// Test that asking for a device with constraints works
func TestDeviceAllocator_Allocate_Constraints(t *testing.T) {
n := multipleNvidiaNode()
nvidia0 := n.NodeResources.Devices[0]
nvidia1 := n.NodeResources.Devices[1]
cases := []struct {
Name string
Constraints []*structs.Constraint
ExpectedDevice *structs.NodeDeviceResource
NoPlacement bool
}{
{
Name: "gpu",
Constraints: []*structs.Constraint{
{
LTarget: "${driver.attr.cuda_cores}",
Operand: ">",
RTarget: "4000",
},
},
ExpectedDevice: nvidia1,
},
{
Name: "gpu",
Constraints: []*structs.Constraint{
{
LTarget: "${driver.attr.cuda_cores}",
Operand: "<",
RTarget: "4000",
},
},
ExpectedDevice: nvidia0,
},
{
Name: "nvidia/gpu",
Constraints: []*structs.Constraint{
// First two are shared across both devices
{
LTarget: "${driver.attr.memory_bandwidth}",
Operand: ">",
RTarget: "10 GB/s",
},
{
LTarget: "${driver.attr.memory}",
Operand: "is",
RTarget: "11264 MiB",
},
{
LTarget: "${driver.attr.graphics_clock}",
Operand: ">",
RTarget: "1.4 GHz",
},
},
ExpectedDevice: nvidia0,
},
{
Name: "intel/gpu",
NoPlacement: true,
},
{
Name: "nvidia/gpu",
Constraints: []*structs.Constraint{
{
LTarget: "${driver.attr.memory_bandwidth}",
Operand: ">",
RTarget: "10 GB/s",
},
{
LTarget: "${driver.attr.memory}",
Operand: "is",
RTarget: "11264 MiB",
},
// Rules both out
{
LTarget: "${driver.attr.graphics_clock}",
Operand: ">",
RTarget: "2.4 GHz",
},
},
NoPlacement: true,
},
}
for _, c := range cases {
t.Run(c.Name, func(t *testing.T) {
require := require.New(t)
_, ctx := testContext(t)
d := newDeviceAllocator(ctx, n)
require.NotNil(d)
// Build the request
ask := deviceRequest(c.Name, 1, c.Constraints, nil)
out, score, err := d.AssignDevice(ask)
if c.NoPlacement {
require.Nil(out)
} else {
require.NotNil(out)
require.Zero(score)
require.NoError(err)
// Check that we got the nvidia device
require.Len(out.DeviceIDs, 1)
require.Contains(collectInstanceIDs(c.ExpectedDevice), out.DeviceIDs[0])
}
})
}
}
// Test that asking for a device with affinities works
func TestDeviceAllocator_Allocate_Affinities(t *testing.T) {
n := multipleNvidiaNode()
nvidia0 := n.NodeResources.Devices[0]
nvidia1 := n.NodeResources.Devices[1]
cases := []struct {
Name string
Affinities []*structs.Affinity
ExpectedDevice *structs.NodeDeviceResource
ZeroScore bool
}{
{
Name: "gpu",
Affinities: []*structs.Affinity{
{
LTarget: "${driver.attr.cuda_cores}",
Operand: ">",
RTarget: "4000",
Weight: 0.6,
},
},
ExpectedDevice: nvidia1,
},
{
Name: "gpu",
Affinities: []*structs.Affinity{
{
LTarget: "${driver.attr.cuda_cores}",
Operand: "<",
RTarget: "4000",
Weight: 0.1,
},
},
ExpectedDevice: nvidia0,
},
{
Name: "gpu",
Affinities: []*structs.Affinity{
{
LTarget: "${driver.attr.cuda_cores}",
Operand: ">",
RTarget: "4000",
Weight: -0.2,
},
},
ZeroScore: true,
ExpectedDevice: nvidia0,
},
{
Name: "nvidia/gpu",
Affinities: []*structs.Affinity{
// First two are shared across both devices
{
LTarget: "${driver.attr.memory_bandwidth}",
Operand: ">",
RTarget: "10 GB/s",
Weight: 0.2,
},
{
LTarget: "${driver.attr.memory}",
Operand: "is",
RTarget: "11264 MiB",
Weight: 0.2,
},
{
LTarget: "${driver.attr.graphics_clock}",
Operand: ">",
RTarget: "1.4 GHz",
Weight: 0.9,
},
},
ExpectedDevice: nvidia0,
},
}
for _, c := range cases {
t.Run(c.Name, func(t *testing.T) {
require := require.New(t)
_, ctx := testContext(t)
d := newDeviceAllocator(ctx, n)
require.NotNil(d)
// Build the request
ask := deviceRequest(c.Name, 1, nil, c.Affinities)
out, score, err := d.AssignDevice(ask)
require.NotNil(out)
require.NoError(err)
if c.ZeroScore {
require.Zero(score)
} else {
require.NotZero(score)
}
// Check that we got the nvidia device
require.Len(out.DeviceIDs, 1)
require.Contains(collectInstanceIDs(c.ExpectedDevice), out.DeviceIDs[0])
})
}
}