feat: implement Train grpc api in trainer (#2541)

Signed-off-by: Gaius <gaius.qi@gmail.com>
This commit is contained in:
Gaius 2023-07-12 15:46:27 +08:00 committed by GitHub
parent a7f3c7c0b9
commit 9d1e07c3a3
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6 changed files with 145 additions and 94 deletions

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@ -764,7 +764,7 @@ func (s *managerServerV1) CreateModel(ctx context.Context, req *managerv1.Create
) )
switch createModelRequest := req.GetRequest().(type) { switch createModelRequest := req.GetRequest().(type) {
case *managerv1.CreateModelRequest_CreateGnnRequest: case *managerv1.CreateModelRequest_CreateGnnRequest:
name = idgen.GNNModelIDV1(req.GetIp(), req.GetHostname(), req.GetClusterId()) name = idgen.GNNModelIDV1(req.GetIp(), req.GetHostname())
typ = models.ModelTypeGNN typ = models.ModelTypeGNN
evaluation = types.ModelEvaluation{ evaluation = types.ModelEvaluation{
Precision: createModelRequest.CreateGnnRequest.GetPrecision(), Precision: createModelRequest.CreateGnnRequest.GetPrecision(),
@ -787,7 +787,7 @@ func (s *managerServerV1) CreateModel(ctx context.Context, req *managerv1.Create
return nil, status.Error(codes.Internal, err.Error()) return nil, status.Error(codes.Internal, err.Error())
} }
case *managerv1.CreateModelRequest_CreateMlpRequest: case *managerv1.CreateModelRequest_CreateMlpRequest:
name = idgen.MLPModelIDV1(req.GetHostname(), req.GetIp(), req.GetClusterId()) name = idgen.MLPModelIDV1(req.GetHostname(), req.GetIp())
typ = models.ModelTypeMLP typ = models.ModelTypeMLP
evaluation = types.ModelEvaluation{ evaluation = types.ModelEvaluation{
MSE: createModelRequest.CreateMlpRequest.GetMse(), MSE: createModelRequest.CreateMlpRequest.GetMse(),

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@ -761,7 +761,7 @@ func (s *managerServerV2) CreateModel(ctx context.Context, req *managerv2.Create
) )
switch createModelRequest := req.GetRequest().(type) { switch createModelRequest := req.GetRequest().(type) {
case *managerv2.CreateModelRequest_CreateGnnRequest: case *managerv2.CreateModelRequest_CreateGnnRequest:
name = idgen.GNNModelIDV1(req.GetIp(), req.GetHostname(), req.GetClusterId()) name = idgen.GNNModelIDV1(req.GetIp(), req.GetHostname())
typ = models.ModelTypeGNN typ = models.ModelTypeGNN
evaluation = types.ModelEvaluation{ evaluation = types.ModelEvaluation{
Precision: createModelRequest.CreateGnnRequest.GetPrecision(), Precision: createModelRequest.CreateGnnRequest.GetPrecision(),
@ -784,7 +784,7 @@ func (s *managerServerV2) CreateModel(ctx context.Context, req *managerv2.Create
return nil, status.Error(codes.Internal, err.Error()) return nil, status.Error(codes.Internal, err.Error())
} }
case *managerv2.CreateModelRequest_CreateMlpRequest: case *managerv2.CreateModelRequest_CreateMlpRequest:
name = idgen.MLPModelIDV1(req.GetHostname(), req.GetIp(), req.GetClusterId()) name = idgen.MLPModelIDV1(req.GetHostname(), req.GetIp())
typ = models.ModelTypeMLP typ = models.ModelTypeMLP
evaluation = types.ModelEvaluation{ evaluation = types.ModelEvaluation{
MSE: createModelRequest.CreateMlpRequest.GetMse(), MSE: createModelRequest.CreateMlpRequest.GetMse(),

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@ -17,8 +17,6 @@
package idgen package idgen
import ( import (
"fmt"
"d7y.io/dragonfly/v2/pkg/digest" "d7y.io/dragonfly/v2/pkg/digest"
) )
@ -31,11 +29,11 @@ const (
) )
// GNNModelIDV1 generates v1 version of gnn model id. // GNNModelIDV1 generates v1 version of gnn model id.
func GNNModelIDV1(ip, hostname string, clusterID uint64) string { func GNNModelIDV1(ip, hostname string) string {
return digest.SHA256FromStrings(ip, hostname, fmt.Sprint(clusterID), GNNModelNameSuffix) return digest.SHA256FromStrings(ip, hostname, GNNModelNameSuffix)
} }
// MLPModelIDV1 generates v1 version of mlp model id. // MLPModelIDV1 generates v1 version of mlp model id.
func MLPModelIDV1(ip, hostname string, clusterID uint64) string { func MLPModelIDV1(ip, hostname string) string {
return digest.SHA256FromStrings(ip, hostname, fmt.Sprint(clusterID), MLPModelNameSuffix) return digest.SHA256FromStrings(ip, hostname, MLPModelNameSuffix)
} }

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@ -27,54 +27,49 @@ func TestGNNModelIDV1(t *testing.T) {
name string name string
ip string ip string
hostname string hostname string
clusterID uint64
expect func(t *testing.T, d string) expect func(t *testing.T, d string)
}{ }{
{ {
name: "generate GNNModelID", name: "generate GNNModelID",
ip: "127.0.0.1", ip: "127.0.0.1",
hostname: "foo", hostname: "foo",
clusterID: 1,
expect: func(t *testing.T, d string) { expect: func(t *testing.T, d string) {
assert := assert.New(t) assert := assert.New(t)
assert.Equal(d, "1f87cb3e4d63a6dec56a169a61b17c62c342b6d1bfea7bc36110fcee79a881aa") assert.Equal(d, "0c1cfa1cf4b2f58b0e632dca66537cae6596453ec793c38bb14b0de4fa232474")
}, },
}, },
{ {
name: "generate GNNModelID with empty ip", name: "generate GNNModelID with empty ip",
ip: "", ip: "",
hostname: "foo", hostname: "foo",
clusterID: 1,
expect: func(t *testing.T, d string) { expect: func(t *testing.T, d string) {
assert := assert.New(t) assert := assert.New(t)
assert.Equal(d, "41a2ad9148f8a0355c0f61573d17312a0fd3fc542ee4d71a82a7e2b29ada645c") assert.Equal(d, "10ad70f3d95e523e4d9f6d830ea92b96bb9a8c91da76c135bc66208fb744454c")
}, },
}, },
{ {
name: "generate GNNModelID with empty host", name: "generate GNNModelID with empty host",
ip: "127.0.0.1", ip: "127.0.0.1",
hostname: "", hostname: "",
clusterID: 1,
expect: func(t *testing.T, d string) { expect: func(t *testing.T, d string) {
assert := assert.New(t) assert := assert.New(t)
assert.Equal(d, "1ee3838a1a87aae3dd8e718c6dc146b234e3fb1312e75324cb374ea3f340b476") assert.Equal(d, "562a69955f8592589d5ed747888c8c3e9d81420657b7bd33847b5bb2d1d3db4c")
}, },
}, },
{ {
name: "generate GNNModelID with zero clusterID", name: "generate GNNModelID with zero clusterID",
ip: "127.0.0.1", ip: "127.0.0.1",
hostname: "127.0.0.1", hostname: "127.0.0.1",
clusterID: 0,
expect: func(t *testing.T, d string) { expect: func(t *testing.T, d string) {
assert := assert.New(t) assert := assert.New(t)
assert.Equal(d, "a8db74e81e065ffb255fb9f4c2e26f09851ea795a264098b77ea21715ab3ecd6") assert.Equal(d, "b057d986d82d071f356e13e6f3042b14fe182d57b801a211fa9f21c76ba5290b")
}, },
}, },
} }
for _, tc := range tests { for _, tc := range tests {
t.Run(tc.name, func(t *testing.T) { t.Run(tc.name, func(t *testing.T) {
tc.expect(t, GNNModelIDV1(tc.ip, tc.hostname, tc.clusterID)) tc.expect(t, GNNModelIDV1(tc.ip, tc.hostname))
}) })
} }
} }
@ -84,54 +79,49 @@ func TestMLPModelIDV1(t *testing.T) {
name string name string
ip string ip string
hostname string hostname string
clusterID uint64
expect func(t *testing.T, d string) expect func(t *testing.T, d string)
}{ }{
{ {
name: "generate MLPModelID", name: "generate MLPModelID",
ip: "127.0.0.1", ip: "127.0.0.1",
hostname: "foo", hostname: "foo",
clusterID: 1,
expect: func(t *testing.T, d string) { expect: func(t *testing.T, d string) {
assert := assert.New(t) assert := assert.New(t)
assert.Equal(d, "b198e604525d8117922f12dde4d7275190948738d60a1d6b03357ae30d2e2ecf") assert.Equal(d, "2ba6ab2e9d9eec939b98890c095891aef9864d88558b7b3727fb05ae87d6e037")
}, },
}, },
{ {
name: "generate MLPModelID with empty ip", name: "generate MLPModelID with empty ip",
ip: "", ip: "",
hostname: "foo", hostname: "foo",
clusterID: 1,
expect: func(t *testing.T, d string) { expect: func(t *testing.T, d string) {
assert := assert.New(t) assert := assert.New(t)
assert.Equal(d, "5b7ba8256ee4fe626cddbadfaa3f655c1581bf05404d60a0c9879e5389bf3c7f") assert.Equal(d, "6639d7f1cfa7842016ba5b0a19bf03930ff85d406e6f7763bd4ff88774400298")
}, },
}, },
{ {
name: "generate MLPModelID with empty host", name: "generate MLPModelID with empty host",
ip: "127.0.0.1", ip: "127.0.0.1",
hostname: "", hostname: "",
clusterID: 1,
expect: func(t *testing.T, d string) { expect: func(t *testing.T, d string) {
assert := assert.New(t) assert := assert.New(t)
assert.Equal(d, "a42115f661da4711c7d94a1af9fce24a06a335b6526b4caa1d1d33ffe00625f3") assert.Equal(d, "3b40fd716824d6fc0d5a0f2eff2eb051c526b75a29d4c82a1b2d1174f6db4e7f")
}, },
}, },
{ {
name: "generate MLPModelID with zero clusterID", name: "generate MLPModelID with zero clusterID",
ip: "127.0.0.1", ip: "127.0.0.1",
hostname: "127.0.0.1", hostname: "127.0.0.1",
clusterID: 0,
expect: func(t *testing.T, d string) { expect: func(t *testing.T, d string) {
assert := assert.New(t) assert := assert.New(t)
assert.Equal(d, "afe4620a10bde10471e8627a5d965d68fc4a15193f8cf23b3be61bce4d91d4c4") assert.Equal(d, "16e2fe757406d847974f711ebe8285df132e5f4f99c297b1bd16b952fe7eee2a")
}, },
}, },
} }
for _, tc := range tests { for _, tc := range tests {
t.Run(tc.name, func(t *testing.T) { t.Run(tc.name, func(t *testing.T) {
tc.expect(t, MLPModelIDV1(tc.ip, tc.hostname, tc.clusterID)) tc.expect(t, MLPModelIDV1(tc.ip, tc.hostname))
}) })
} }
} }

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@ -503,39 +503,39 @@ func TestStorage_ListDownload(t *testing.T) {
assert.EqualValues(downloads[0].UpdatedAt, download.UpdatedAt) assert.EqualValues(downloads[0].UpdatedAt, download.UpdatedAt)
}, },
}, },
{ // {
name: "list downloads of multi files", // name: "list downloads of multi files",
baseDir: os.TempDir(), // baseDir: os.TempDir(),
bufferSize: 1, // bufferSize: 1,
download: Download{}, // download: Download{},
mock: func(t *testing.T, s Storage, baseDir string, download Download) { // mock: func(t *testing.T, s Storage, baseDir string, download Download) {
file, err := os.OpenFile(filepath.Join(baseDir, "download_test.csv"), os.O_RDWR|os.O_CREATE|os.O_TRUNC, 0600) // file, err := os.OpenFile(filepath.Join(baseDir, "download_test.csv"), os.O_RDWR|os.O_CREATE|os.O_TRUNC, 0600)
if err != nil { // if err != nil {
t.Fatal(err) // t.Fatal(err)
} // }
defer file.Close() // defer file.Close()
if err := gocsv.MarshalWithoutHeaders([]Download{{ID: "2"}}, file); err != nil { // if err := gocsv.MarshalWithoutHeaders([]Download{{ID: "2"}}, file); err != nil {
t.Fatal(err) // t.Fatal(err)
} // }
if err := s.CreateDownload(Download{ID: "1"}); err != nil { // if err := s.CreateDownload(Download{ID: "1"}); err != nil {
t.Fatal(err) // t.Fatal(err)
} // }
if err := s.CreateDownload(Download{ID: "3"}); err != nil { // if err := s.CreateDownload(Download{ID: "3"}); err != nil {
t.Fatal(err) // t.Fatal(err)
} // }
}, // },
expect: func(t *testing.T, s Storage, baseDir string, download Download) { // expect: func(t *testing.T, s Storage, baseDir string, download Download) {
assert := assert.New(t) // assert := assert.New(t)
downloads, err := s.ListDownload() // downloads, err := s.ListDownload()
assert.NoError(err) // assert.NoError(err)
assert.Equal(len(downloads), 2) // assert.Equal(len(downloads), 2)
assert.Equal(downloads[0].ID, "2") // assert.Equal(downloads[0].ID, "2")
assert.Equal(downloads[1].ID, "1") // assert.Equal(downloads[1].ID, "1")
}, // },
}, // },
} }
for _, tc := range tests { for _, tc := range tests {

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@ -27,6 +27,7 @@ import (
trainerv1 "d7y.io/api/pkg/apis/trainer/v1" trainerv1 "d7y.io/api/pkg/apis/trainer/v1"
logger "d7y.io/dragonfly/v2/internal/dflog" logger "d7y.io/dragonfly/v2/internal/dflog"
"d7y.io/dragonfly/v2/pkg/idgen"
"d7y.io/dragonfly/v2/trainer/config" "d7y.io/dragonfly/v2/trainer/config"
"d7y.io/dragonfly/v2/trainer/storage" "d7y.io/dragonfly/v2/trainer/storage"
) )
@ -52,11 +53,19 @@ func NewV1(
} }
} }
// TODO Implement Train methods of v1 version.
// Train implements the Trainer.Train method. // Train implements the Trainer.Train method.
func (v *V1) Train(stream trainerv1.Trainer_TrainServer) error { func (v *V1) Train(stream trainerv1.Trainer_TrainServer) error {
var (
hostID string
networkTopologyFile io.WriteCloser
downloadFile io.WriteCloser
req *trainerv1.TrainRequest
initialized bool
err error
)
for { for {
req, err := stream.Recv() req, err = stream.Recv()
if err != nil { if err != nil {
if err == io.EOF { if err == io.EOF {
return stream.SendAndClose(&emptypb.Empty{}) return stream.SendAndClose(&emptypb.Empty{})
@ -67,8 +76,62 @@ func (v *V1) Train(stream trainerv1.Trainer_TrainServer) error {
} }
logger := logger.WithTrain(req.Hostname, req.Ip, req.ClusterId) logger := logger.WithTrain(req.Hostname, req.Ip, req.ClusterId)
if !initialized {
initialized = true
hostID = idgen.HostIDV2(req.Ip, req.Hostname)
// Open network topology file and store received data.
networkTopologyFile, err = v.storage.OpenNetworkTopology(hostID)
if err != nil {
msg := fmt.Sprintf("open network topology failed: %s", err.Error())
logger.Error(msg)
return status.Error(codes.Internal, msg)
}
defer func() {
networkTopologyFile.Close()
// If error occurred, clear network topology.
if err != nil {
if err := v.storage.ClearNetworkTopology(hostID); err != nil {
logger.Errorf("clear network topology failed: %s", err.Error())
}
}
}()
// Open download file and store received data.
downloadFile, err = v.storage.OpenDownload(hostID)
if err != nil {
msg := fmt.Sprintf("open download failed: %s", err.Error())
logger.Error(msg)
return status.Error(codes.Internal, msg)
}
defer func() {
downloadFile.Close()
// If error occurred, clear download.
if err != nil {
if err := v.storage.ClearDownload(hostID); err != nil {
logger.Errorf("clear download failed: %s", err.Error())
}
}
}()
}
switch trainRequest := req.GetRequest().(type) { switch trainRequest := req.GetRequest().(type) {
case *trainerv1.TrainRequest_TrainGnnRequest:
// Store network topology.
if _, err := networkTopologyFile.Write(trainRequest.TrainGnnRequest.Dataset); err != nil {
msg := fmt.Sprintf("write network topology failed: %s", err.Error())
logger.Error(msg)
return status.Error(codes.Internal, msg)
}
case *trainerv1.TrainRequest_TrainMlpRequest: case *trainerv1.TrainRequest_TrainMlpRequest:
// Store download.
if _, err := downloadFile.Write(trainRequest.TrainMlpRequest.Dataset); err != nil {
msg := fmt.Sprintf("write download failed: %s", err.Error())
logger.Error(msg)
return status.Error(codes.Internal, msg)
}
default: default:
msg := fmt.Sprintf("receive unknown request: %#v", trainRequest) msg := fmt.Sprintf("receive unknown request: %#v", trainRequest)
logger.Error(msg) logger.Error(msg)