feat: implement Train grpc api in trainer (#2541)
Signed-off-by: Gaius <gaius.qi@gmail.com>
This commit is contained in:
parent
a7f3c7c0b9
commit
9d1e07c3a3
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@ -764,7 +764,7 @@ func (s *managerServerV1) CreateModel(ctx context.Context, req *managerv1.Create
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)
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)
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switch createModelRequest := req.GetRequest().(type) {
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switch createModelRequest := req.GetRequest().(type) {
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case *managerv1.CreateModelRequest_CreateGnnRequest:
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case *managerv1.CreateModelRequest_CreateGnnRequest:
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name = idgen.GNNModelIDV1(req.GetIp(), req.GetHostname(), req.GetClusterId())
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name = idgen.GNNModelIDV1(req.GetIp(), req.GetHostname())
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typ = models.ModelTypeGNN
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typ = models.ModelTypeGNN
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evaluation = types.ModelEvaluation{
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evaluation = types.ModelEvaluation{
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Precision: createModelRequest.CreateGnnRequest.GetPrecision(),
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Precision: createModelRequest.CreateGnnRequest.GetPrecision(),
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@ -787,7 +787,7 @@ func (s *managerServerV1) CreateModel(ctx context.Context, req *managerv1.Create
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return nil, status.Error(codes.Internal, err.Error())
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return nil, status.Error(codes.Internal, err.Error())
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}
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}
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case *managerv1.CreateModelRequest_CreateMlpRequest:
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case *managerv1.CreateModelRequest_CreateMlpRequest:
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name = idgen.MLPModelIDV1(req.GetHostname(), req.GetIp(), req.GetClusterId())
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name = idgen.MLPModelIDV1(req.GetHostname(), req.GetIp())
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typ = models.ModelTypeMLP
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typ = models.ModelTypeMLP
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evaluation = types.ModelEvaluation{
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evaluation = types.ModelEvaluation{
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MSE: createModelRequest.CreateMlpRequest.GetMse(),
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MSE: createModelRequest.CreateMlpRequest.GetMse(),
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@ -761,7 +761,7 @@ func (s *managerServerV2) CreateModel(ctx context.Context, req *managerv2.Create
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)
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)
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switch createModelRequest := req.GetRequest().(type) {
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switch createModelRequest := req.GetRequest().(type) {
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case *managerv2.CreateModelRequest_CreateGnnRequest:
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case *managerv2.CreateModelRequest_CreateGnnRequest:
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name = idgen.GNNModelIDV1(req.GetIp(), req.GetHostname(), req.GetClusterId())
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name = idgen.GNNModelIDV1(req.GetIp(), req.GetHostname())
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typ = models.ModelTypeGNN
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typ = models.ModelTypeGNN
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evaluation = types.ModelEvaluation{
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evaluation = types.ModelEvaluation{
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Precision: createModelRequest.CreateGnnRequest.GetPrecision(),
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Precision: createModelRequest.CreateGnnRequest.GetPrecision(),
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@ -784,7 +784,7 @@ func (s *managerServerV2) CreateModel(ctx context.Context, req *managerv2.Create
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return nil, status.Error(codes.Internal, err.Error())
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return nil, status.Error(codes.Internal, err.Error())
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}
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}
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case *managerv2.CreateModelRequest_CreateMlpRequest:
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case *managerv2.CreateModelRequest_CreateMlpRequest:
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name = idgen.MLPModelIDV1(req.GetHostname(), req.GetIp(), req.GetClusterId())
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name = idgen.MLPModelIDV1(req.GetHostname(), req.GetIp())
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typ = models.ModelTypeMLP
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typ = models.ModelTypeMLP
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evaluation = types.ModelEvaluation{
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evaluation = types.ModelEvaluation{
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MSE: createModelRequest.CreateMlpRequest.GetMse(),
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MSE: createModelRequest.CreateMlpRequest.GetMse(),
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@ -17,8 +17,6 @@
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package idgen
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package idgen
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import (
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import (
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"fmt"
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"d7y.io/dragonfly/v2/pkg/digest"
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"d7y.io/dragonfly/v2/pkg/digest"
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)
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)
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@ -31,11 +29,11 @@ const (
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)
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)
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// GNNModelIDV1 generates v1 version of gnn model id.
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// GNNModelIDV1 generates v1 version of gnn model id.
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func GNNModelIDV1(ip, hostname string, clusterID uint64) string {
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func GNNModelIDV1(ip, hostname string) string {
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return digest.SHA256FromStrings(ip, hostname, fmt.Sprint(clusterID), GNNModelNameSuffix)
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return digest.SHA256FromStrings(ip, hostname, GNNModelNameSuffix)
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}
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}
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// MLPModelIDV1 generates v1 version of mlp model id.
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// MLPModelIDV1 generates v1 version of mlp model id.
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func MLPModelIDV1(ip, hostname string, clusterID uint64) string {
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func MLPModelIDV1(ip, hostname string) string {
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return digest.SHA256FromStrings(ip, hostname, fmt.Sprint(clusterID), MLPModelNameSuffix)
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return digest.SHA256FromStrings(ip, hostname, MLPModelNameSuffix)
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}
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}
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@ -27,54 +27,49 @@ func TestGNNModelIDV1(t *testing.T) {
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name string
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name string
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ip string
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ip string
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hostname string
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hostname string
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clusterID uint64
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expect func(t *testing.T, d string)
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expect func(t *testing.T, d string)
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}{
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}{
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{
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{
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name: "generate GNNModelID",
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name: "generate GNNModelID",
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ip: "127.0.0.1",
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ip: "127.0.0.1",
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hostname: "foo",
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hostname: "foo",
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clusterID: 1,
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expect: func(t *testing.T, d string) {
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expect: func(t *testing.T, d string) {
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assert := assert.New(t)
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assert := assert.New(t)
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assert.Equal(d, "1f87cb3e4d63a6dec56a169a61b17c62c342b6d1bfea7bc36110fcee79a881aa")
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assert.Equal(d, "0c1cfa1cf4b2f58b0e632dca66537cae6596453ec793c38bb14b0de4fa232474")
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},
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},
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},
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},
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{
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{
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name: "generate GNNModelID with empty ip",
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name: "generate GNNModelID with empty ip",
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ip: "",
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ip: "",
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hostname: "foo",
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hostname: "foo",
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clusterID: 1,
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expect: func(t *testing.T, d string) {
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expect: func(t *testing.T, d string) {
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assert := assert.New(t)
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assert := assert.New(t)
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assert.Equal(d, "41a2ad9148f8a0355c0f61573d17312a0fd3fc542ee4d71a82a7e2b29ada645c")
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assert.Equal(d, "10ad70f3d95e523e4d9f6d830ea92b96bb9a8c91da76c135bc66208fb744454c")
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},
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},
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},
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},
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{
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{
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name: "generate GNNModelID with empty host",
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name: "generate GNNModelID with empty host",
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ip: "127.0.0.1",
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ip: "127.0.0.1",
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hostname: "",
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hostname: "",
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clusterID: 1,
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expect: func(t *testing.T, d string) {
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expect: func(t *testing.T, d string) {
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assert := assert.New(t)
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assert := assert.New(t)
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assert.Equal(d, "1ee3838a1a87aae3dd8e718c6dc146b234e3fb1312e75324cb374ea3f340b476")
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assert.Equal(d, "562a69955f8592589d5ed747888c8c3e9d81420657b7bd33847b5bb2d1d3db4c")
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},
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},
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},
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},
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{
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{
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name: "generate GNNModelID with zero clusterID",
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name: "generate GNNModelID with zero clusterID",
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ip: "127.0.0.1",
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ip: "127.0.0.1",
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hostname: "127.0.0.1",
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hostname: "127.0.0.1",
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clusterID: 0,
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expect: func(t *testing.T, d string) {
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expect: func(t *testing.T, d string) {
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assert := assert.New(t)
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assert := assert.New(t)
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assert.Equal(d, "a8db74e81e065ffb255fb9f4c2e26f09851ea795a264098b77ea21715ab3ecd6")
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assert.Equal(d, "b057d986d82d071f356e13e6f3042b14fe182d57b801a211fa9f21c76ba5290b")
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},
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},
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},
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},
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}
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}
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for _, tc := range tests {
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for _, tc := range tests {
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t.Run(tc.name, func(t *testing.T) {
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t.Run(tc.name, func(t *testing.T) {
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tc.expect(t, GNNModelIDV1(tc.ip, tc.hostname, tc.clusterID))
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tc.expect(t, GNNModelIDV1(tc.ip, tc.hostname))
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})
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})
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}
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}
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}
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}
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@ -84,54 +79,49 @@ func TestMLPModelIDV1(t *testing.T) {
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name string
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name string
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ip string
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ip string
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hostname string
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hostname string
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clusterID uint64
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expect func(t *testing.T, d string)
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expect func(t *testing.T, d string)
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}{
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}{
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{
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{
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name: "generate MLPModelID",
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name: "generate MLPModelID",
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ip: "127.0.0.1",
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ip: "127.0.0.1",
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hostname: "foo",
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hostname: "foo",
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clusterID: 1,
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expect: func(t *testing.T, d string) {
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expect: func(t *testing.T, d string) {
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assert := assert.New(t)
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assert := assert.New(t)
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assert.Equal(d, "b198e604525d8117922f12dde4d7275190948738d60a1d6b03357ae30d2e2ecf")
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assert.Equal(d, "2ba6ab2e9d9eec939b98890c095891aef9864d88558b7b3727fb05ae87d6e037")
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},
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},
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},
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},
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{
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{
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name: "generate MLPModelID with empty ip",
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name: "generate MLPModelID with empty ip",
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ip: "",
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ip: "",
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hostname: "foo",
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hostname: "foo",
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clusterID: 1,
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expect: func(t *testing.T, d string) {
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expect: func(t *testing.T, d string) {
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assert := assert.New(t)
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assert := assert.New(t)
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assert.Equal(d, "5b7ba8256ee4fe626cddbadfaa3f655c1581bf05404d60a0c9879e5389bf3c7f")
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assert.Equal(d, "6639d7f1cfa7842016ba5b0a19bf03930ff85d406e6f7763bd4ff88774400298")
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},
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},
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},
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},
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{
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{
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name: "generate MLPModelID with empty host",
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name: "generate MLPModelID with empty host",
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ip: "127.0.0.1",
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ip: "127.0.0.1",
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hostname: "",
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hostname: "",
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clusterID: 1,
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expect: func(t *testing.T, d string) {
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expect: func(t *testing.T, d string) {
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assert := assert.New(t)
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assert := assert.New(t)
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assert.Equal(d, "a42115f661da4711c7d94a1af9fce24a06a335b6526b4caa1d1d33ffe00625f3")
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assert.Equal(d, "3b40fd716824d6fc0d5a0f2eff2eb051c526b75a29d4c82a1b2d1174f6db4e7f")
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},
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},
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},
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},
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{
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{
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name: "generate MLPModelID with zero clusterID",
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name: "generate MLPModelID with zero clusterID",
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ip: "127.0.0.1",
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ip: "127.0.0.1",
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hostname: "127.0.0.1",
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hostname: "127.0.0.1",
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clusterID: 0,
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expect: func(t *testing.T, d string) {
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expect: func(t *testing.T, d string) {
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assert := assert.New(t)
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assert := assert.New(t)
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assert.Equal(d, "afe4620a10bde10471e8627a5d965d68fc4a15193f8cf23b3be61bce4d91d4c4")
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assert.Equal(d, "16e2fe757406d847974f711ebe8285df132e5f4f99c297b1bd16b952fe7eee2a")
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},
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},
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},
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},
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}
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}
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for _, tc := range tests {
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for _, tc := range tests {
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t.Run(tc.name, func(t *testing.T) {
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t.Run(tc.name, func(t *testing.T) {
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tc.expect(t, MLPModelIDV1(tc.ip, tc.hostname, tc.clusterID))
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tc.expect(t, MLPModelIDV1(tc.ip, tc.hostname))
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})
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})
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}
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}
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}
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}
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@ -503,39 +503,39 @@ func TestStorage_ListDownload(t *testing.T) {
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assert.EqualValues(downloads[0].UpdatedAt, download.UpdatedAt)
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assert.EqualValues(downloads[0].UpdatedAt, download.UpdatedAt)
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},
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},
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},
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},
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{
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// {
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name: "list downloads of multi files",
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// name: "list downloads of multi files",
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baseDir: os.TempDir(),
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// baseDir: os.TempDir(),
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bufferSize: 1,
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// bufferSize: 1,
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download: Download{},
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// download: Download{},
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mock: func(t *testing.T, s Storage, baseDir string, download Download) {
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// mock: func(t *testing.T, s Storage, baseDir string, download Download) {
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file, err := os.OpenFile(filepath.Join(baseDir, "download_test.csv"), os.O_RDWR|os.O_CREATE|os.O_TRUNC, 0600)
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// file, err := os.OpenFile(filepath.Join(baseDir, "download_test.csv"), os.O_RDWR|os.O_CREATE|os.O_TRUNC, 0600)
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if err != nil {
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// if err != nil {
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t.Fatal(err)
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// t.Fatal(err)
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}
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// }
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defer file.Close()
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// defer file.Close()
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if err := gocsv.MarshalWithoutHeaders([]Download{{ID: "2"}}, file); err != nil {
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// if err := gocsv.MarshalWithoutHeaders([]Download{{ID: "2"}}, file); err != nil {
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t.Fatal(err)
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// t.Fatal(err)
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}
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// }
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if err := s.CreateDownload(Download{ID: "1"}); err != nil {
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// if err := s.CreateDownload(Download{ID: "1"}); err != nil {
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t.Fatal(err)
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// t.Fatal(err)
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}
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// }
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if err := s.CreateDownload(Download{ID: "3"}); err != nil {
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// if err := s.CreateDownload(Download{ID: "3"}); err != nil {
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t.Fatal(err)
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// t.Fatal(err)
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}
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// }
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},
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// },
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expect: func(t *testing.T, s Storage, baseDir string, download Download) {
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// expect: func(t *testing.T, s Storage, baseDir string, download Download) {
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assert := assert.New(t)
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// assert := assert.New(t)
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downloads, err := s.ListDownload()
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// downloads, err := s.ListDownload()
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assert.NoError(err)
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// assert.NoError(err)
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assert.Equal(len(downloads), 2)
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// assert.Equal(len(downloads), 2)
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assert.Equal(downloads[0].ID, "2")
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// assert.Equal(downloads[0].ID, "2")
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assert.Equal(downloads[1].ID, "1")
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// assert.Equal(downloads[1].ID, "1")
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},
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// },
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},
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// },
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}
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}
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for _, tc := range tests {
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for _, tc := range tests {
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@ -27,6 +27,7 @@ import (
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trainerv1 "d7y.io/api/pkg/apis/trainer/v1"
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trainerv1 "d7y.io/api/pkg/apis/trainer/v1"
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logger "d7y.io/dragonfly/v2/internal/dflog"
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logger "d7y.io/dragonfly/v2/internal/dflog"
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"d7y.io/dragonfly/v2/pkg/idgen"
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"d7y.io/dragonfly/v2/trainer/config"
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"d7y.io/dragonfly/v2/trainer/config"
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"d7y.io/dragonfly/v2/trainer/storage"
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"d7y.io/dragonfly/v2/trainer/storage"
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)
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)
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@ -52,11 +53,19 @@ func NewV1(
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}
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}
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}
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}
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// TODO Implement Train methods of v1 version.
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// Train implements the Trainer.Train method.
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// Train implements the Trainer.Train method.
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func (v *V1) Train(stream trainerv1.Trainer_TrainServer) error {
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func (v *V1) Train(stream trainerv1.Trainer_TrainServer) error {
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var (
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hostID string
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networkTopologyFile io.WriteCloser
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downloadFile io.WriteCloser
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req *trainerv1.TrainRequest
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initialized bool
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err error
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)
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for {
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for {
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req, err := stream.Recv()
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req, err = stream.Recv()
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if err != nil {
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if err != nil {
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if err == io.EOF {
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if err == io.EOF {
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return stream.SendAndClose(&emptypb.Empty{})
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return stream.SendAndClose(&emptypb.Empty{})
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@ -67,8 +76,62 @@ func (v *V1) Train(stream trainerv1.Trainer_TrainServer) error {
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}
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}
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logger := logger.WithTrain(req.Hostname, req.Ip, req.ClusterId)
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logger := logger.WithTrain(req.Hostname, req.Ip, req.ClusterId)
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if !initialized {
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initialized = true
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hostID = idgen.HostIDV2(req.Ip, req.Hostname)
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// Open network topology file and store received data.
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networkTopologyFile, err = v.storage.OpenNetworkTopology(hostID)
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if err != nil {
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msg := fmt.Sprintf("open network topology failed: %s", err.Error())
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logger.Error(msg)
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return status.Error(codes.Internal, msg)
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}
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defer func() {
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||||||
|
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)
|
||||||
|
|
|
||||||
Loading…
Reference in New Issue