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: "${device.attr.cuda_cores}", Operand: ">", RTarget: "4000", }, }, ExpectedDevice: nvidia1, }, { Name: "gpu", Constraints: []*structs.Constraint{ { LTarget: "${device.attr.cuda_cores}", Operand: "<", RTarget: "4000", }, }, ExpectedDevice: nvidia0, }, { Name: "nvidia/gpu", Constraints: []*structs.Constraint{ // First two are shared across both devices { LTarget: "${device.attr.memory_bandwidth}", Operand: ">", RTarget: "10 GB/s", }, { LTarget: "${device.attr.memory}", Operand: "is", RTarget: "11264 MiB", }, { LTarget: "${device.attr.graphics_clock}", Operand: ">", RTarget: "1.4 GHz", }, }, ExpectedDevice: nvidia0, }, { Name: "intel/gpu", NoPlacement: true, }, { Name: "nvidia/gpu", Constraints: []*structs.Constraint{ { LTarget: "${device.attr.memory_bandwidth}", Operand: ">", RTarget: "10 GB/s", }, { LTarget: "${device.attr.memory}", Operand: "is", RTarget: "11264 MiB", }, // Rules both out { LTarget: "${device.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: "${device.attr.cuda_cores}", Operand: ">", RTarget: "4000", Weight: 0.6, }, }, ExpectedDevice: nvidia1, }, { Name: "gpu", Affinities: []*structs.Affinity{ { LTarget: "${device.attr.cuda_cores}", Operand: "<", RTarget: "4000", Weight: 0.1, }, }, ExpectedDevice: nvidia0, }, { Name: "gpu", Affinities: []*structs.Affinity{ { LTarget: "${device.attr.cuda_cores}", Operand: ">", RTarget: "4000", Weight: -0.2, }, }, ZeroScore: true, ExpectedDevice: nvidia0, }, { Name: "nvidia/gpu", Affinities: []*structs.Affinity{ // First two are shared across both devices { LTarget: "${device.attr.memory_bandwidth}", Operand: ">", RTarget: "10 GB/s", Weight: 0.2, }, { LTarget: "${device.attr.memory}", Operand: "is", RTarget: "11264 MiB", Weight: 0.2, }, { LTarget: "${device.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]) }) } }