Katib official release v0.12.0

* Use YAML input if TrialParams are missing

Signed-off-by: Kimonas Sotirchos <kimwnasptd@arrikto.com>

* review: Separate TrialTemplates in two words

Co-authored-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

Co-authored-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

Co-authored-by: Andrey Velichkevich <andrey.velichkevich@gmail.com>

manifests/v1beta1/components/controller/katib-config.yaml

@@ -7,13 +7,13 @@ data:
   metrics-collector-sidecar: |-
     {
       "StdOut": {
-        "image": "docker.io/kubeflowkatib/file-metrics-collector:latest"
+        "image": "docker.io/kubeflowkatib/file-metrics-collector:v0.12.0"
       },
       "File": {
-        "image": "docker.io/kubeflowkatib/file-metrics-collector:latest"
+        "image": "docker.io/kubeflowkatib/file-metrics-collector:v0.12.0"
       },
       "TensorFlowEvent": {
-        "image": "docker.io/kubeflowkatib/tfevent-metrics-collector:latest",
+        "image": "docker.io/kubeflowkatib/tfevent-metrics-collector:v0.12.0",
         "resources": {
           "limits": {
             "memory": "1Gi"
@@ -24,31 +24,31 @@ data:
   suggestion: |-
     {
       "random": {
-        "image": "docker.io/kubeflowkatib/suggestion-hyperopt:latest"
+        "image": "docker.io/kubeflowkatib/suggestion-hyperopt:v0.12.0"
       },
       "tpe": {
-        "image": "docker.io/kubeflowkatib/suggestion-hyperopt:latest"
+        "image": "docker.io/kubeflowkatib/suggestion-hyperopt:v0.12.0"
       },
       "grid": {
-        "image": "docker.io/kubeflowkatib/suggestion-chocolate:latest"
+        "image": "docker.io/kubeflowkatib/suggestion-chocolate:v0.12.0"
       },
       "hyperband": {
-        "image": "docker.io/kubeflowkatib/suggestion-hyperband:latest"
+        "image": "docker.io/kubeflowkatib/suggestion-hyperband:v0.12.0"
       },
       "bayesianoptimization": {
-        "image": "docker.io/kubeflowkatib/suggestion-skopt:latest"
+        "image": "docker.io/kubeflowkatib/suggestion-skopt:v0.12.0"
       },
       "cmaes": {
-        "image": "docker.io/kubeflowkatib/suggestion-goptuna:latest"
+        "image": "docker.io/kubeflowkatib/suggestion-goptuna:v0.12.0"
       },
       "sobol": {
-        "image": "docker.io/kubeflowkatib/suggestion-goptuna:latest"
+        "image": "docker.io/kubeflowkatib/suggestion-goptuna:v0.12.0"
       },
       "multivariate-tpe": {
-        "image": "docker.io/kubeflowkatib/suggestion-optuna:latest"
+        "image": "docker.io/kubeflowkatib/suggestion-optuna:v0.12.0"
       },
       "enas": {
-        "image": "docker.io/kubeflowkatib/suggestion-enas:latest",
+        "image": "docker.io/kubeflowkatib/suggestion-enas:v0.12.0",
         "resources": {
           "limits": {
             "memory": "200Mi"
@@ -56,12 +56,12 @@ data:
         }
       },
       "darts": {
-        "image": "docker.io/kubeflowkatib/suggestion-darts:latest"
+        "image": "docker.io/kubeflowkatib/suggestion-darts:v0.12.0"
       }
     }
   early-stopping: |-
     {
       "medianstop": {
-        "image": "docker.io/kubeflowkatib/earlystopping-medianstop:latest"
+        "image": "docker.io/kubeflowkatib/earlystopping-medianstop:v0.12.0"
       }
     }

manifests/v1beta1/installs/katib-cert-manager/kustomization.yaml

@@ -21,13 +21,13 @@ resources:
 images:
   - name: docker.io/kubeflowkatib/katib-controller
     newName: docker.io/kubeflowkatib/katib-controller
-    newTag: latest
+    newTag: v0.12.0
   - name: docker.io/kubeflowkatib/katib-db-manager
     newName: docker.io/kubeflowkatib/katib-db-manager
-    newTag: latest
+    newTag: v0.12.0
   - name: docker.io/kubeflowkatib/katib-ui
     newName: docker.io/kubeflowkatib/katib-ui
-    newTag: latest
+    newTag: v0.12.0
 
 patchesStrategicMerge:
   - patches/katib-cert-injection.yaml

manifests/v1beta1/installs/katib-external-db/kustomization.yaml

@@ -19,16 +19,16 @@ resources:
 images:
   - name: docker.io/kubeflowkatib/katib-controller
     newName: docker.io/kubeflowkatib/katib-controller
-    newTag: latest
+    newTag: v0.12.0
   - name: docker.io/kubeflowkatib/katib-db-manager
     newName: docker.io/kubeflowkatib/katib-db-manager
-    newTag: latest
+    newTag: v0.12.0
   - name: docker.io/kubeflowkatib/katib-ui
     newName: docker.io/kubeflowkatib/katib-ui
-    newTag: latest
+    newTag: v0.12.0
   - name: docker.io/kubeflowkatib/cert-generator
     newName: docker.io/kubeflowkatib/cert-generator
-    newTag: latest
+    newTag: v0.12.0
 patchesStrategicMerge:
   - patches/db-manager.yaml
 # Modify katib-mysql-secrets with parameters for the DB.

manifests/v1beta1/installs/katib-openshift/kustomization.yaml

@@ -30,13 +30,13 @@ resources:
 images:
   - name: docker.io/kubeflowkatib/katib-controller
     newName: docker.io/kubeflowkatib/katib-controller
-    newTag: latest
+    newTag: v0.12.0
   - name: docker.io/kubeflowkatib/katib-db-manager
     newName: docker.io/kubeflowkatib/katib-db-manager
-    newTag: latest
+    newTag: v0.12.0
   - name: docker.io/kubeflowkatib/katib-ui
     newName: docker.io/kubeflowkatib/katib-ui
-    newTag: latest
+    newTag: v0.12.0
 
 patchesJson6902:
   # Annotate Service to delegate TLS-secret generation to OpenShift service controller

manifests/v1beta1/installs/katib-standalone/kustomization.yaml

@@ -21,13 +21,13 @@ resources:
 images:
   - name: docker.io/kubeflowkatib/katib-controller
     newName: docker.io/kubeflowkatib/katib-controller
-    newTag: latest
+    newTag: v0.12.0
   - name: docker.io/kubeflowkatib/katib-db-manager
     newName: docker.io/kubeflowkatib/katib-db-manager
-    newTag: latest
+    newTag: v0.12.0
   - name: docker.io/kubeflowkatib/katib-ui
     newName: docker.io/kubeflowkatib/katib-ui
-    newTag: latest
+    newTag: v0.12.0
   - name: docker.io/kubeflowkatib/cert-generator
     newName: docker.io/kubeflowkatib/cert-generator
-    newTag: latest
+    newTag: v0.12.0

manifests/v1beta1/installs/katib-with-kubeflow/kustomization.yaml

@@ -9,13 +9,13 @@ resources:
 images:
   - name: docker.io/kubeflowkatib/katib-controller
     newName: docker.io/kubeflowkatib/katib-controller
-    newTag: latest
+    newTag: v0.12.0
   - name: docker.io/kubeflowkatib/katib-db-manager
     newName: docker.io/kubeflowkatib/katib-db-manager
-    newTag: latest
+    newTag: v0.12.0
   - name: docker.io/kubeflowkatib/katib-ui
     newName: docker.io/kubeflowkatib/katib-ui
-    newTag: latest
+    newTag: v0.12.0
 
 patchesStrategicMerge:
   - patches/remove-namespace.yaml

pkg/apis/manager/v1beta1/api.pb.go

@@ -991,9 +991,10 @@ func (*DeleteObservationLogReply) ProtoMessage()               {}
 func (*DeleteObservationLogReply) Descriptor() ([]byte, []int) { return fileDescriptor0, []int{25} }
 
 type GetSuggestionsRequest struct {
-	Experiment    *Experiment `protobuf:"bytes,1,opt,name=experiment" json:"experiment,omitempty"`
-	Trials        []*Trial    `protobuf:"bytes,2,rep,name=trials" json:"trials,omitempty"`
-	RequestNumber int32       `protobuf:"varint,3,opt,name=request_number,json=requestNumber" json:"request_number,omitempty"`
+	Experiment         *Experiment `protobuf:"bytes,1,opt,name=experiment" json:"experiment,omitempty"`
+	Trials             []*Trial    `protobuf:"bytes,2,rep,name=trials" json:"trials,omitempty"`
+	RequestNumber      int32       `protobuf:"varint,3,opt,name=request_number,json=requestNumber" json:"request_number,omitempty"`
+	TotalRequestNumber int32       `protobuf:"varint,4,opt,name=total_request_number,json=totalRequestNumber" json:"total_request_number,omitempty"`
 }
 
 func (m *GetSuggestionsRequest) Reset()                    { *m = GetSuggestionsRequest{} }
@@ -1022,6 +1023,13 @@ func (m *GetSuggestionsRequest) GetRequestNumber() int32 {
 	return 0
 }
 
+func (m *GetSuggestionsRequest) GetTotalRequestNumber() int32 {
+	if m != nil {
+		return m.TotalRequestNumber
+	}
+	return 0
+}
+
 type GetSuggestionsReply struct {
 	ParameterAssignments []*GetSuggestionsReply_ParameterAssignments `protobuf:"bytes,1,rep,name=parameter_assignments,json=parameterAssignments" json:"parameter_assignments,omitempty"`
 	Algorithm            *AlgorithmSpec                              `protobuf:"bytes,2,opt,name=algorithm" json:"algorithm,omitempty"`
@@ -1618,117 +1626,118 @@ var _EarlyStopping_serviceDesc = grpc.ServiceDesc{
 func init() { proto.RegisterFile("api.proto", fileDescriptor0) }
 
 var fileDescriptor0 = []byte{
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+	0xce, 0x2c, 0x7f, 0x2c, 0xcf, 0x6c, 0x5e, 0x73, 0x52, 0x6b, 0xf5, 0x26, 0x1c, 0xe4, 0x2b, 0xe1,
+	0x9a, 0x0b, 0xf5, 0x39, 0xd4, 0xd2, 0x64, 0xf4, 0x18, 0x2a, 0xe1, 0x98, 0x60, 0x3a, 0x33, 0x3f,
+	0xbf, 0x8a, 0x07, 0x9e, 0xe0, 0x9b, 0x80, 0xb5, 0xfc, 0xf4, 0xd5, 0x97, 0x20, 0x47, 0x0c, 0x61,
+	0x9b, 0x61, 0x51, 0xdd, 0x67, 0xc4, 0x72, 0x23, 0xdb, 0x0c, 0x8b, 0x0e, 0x39, 0x01, 0x3d, 0x80,
+	0xad, 0x40, 0x32, 0x34, 0x29, 0xdf, 0xfb, 0x21, 0x46, 0xfd, 0xa3, 0x04, 0x8d, 0x13, 0x7a, 0x35,
+	0x2f, 0xde, 0x8a, 0xec, 0x11, 0xfc, 0x20, 0x40, 0xa1, 0xda, 0x02, 0x90, 0xbe, 0x5f, 0xc5, 0xec,
+	0xfd, 0x3a, 0x80, 0xeb, 0xd4, 0x9e, 0x06, 0xcc, 0x60, 0xc8, 0xdb, 0xa6, 0xf6, 0x94, 0xb3, 0x54,
+	0x1d, 0x3e, 0xc8, 0xd1, 0xca, 0x35, 0x17, 0x79, 0xa1, 0x93, 0xae, 0x10, 0xba, 0x27, 0x70, 0xb3,
+	0x43, 0x4d, 0xca, 0xe8, 0x55, 0x2c, 0xe7, 0x81, 0xcf, 0x97, 0xe6, 0x81, 0xff, 0xa7, 0x04, 0xfb,
+	0x27, 0x94, 0x0d, 0xe7, 0xb3, 0x19, 0xf5, 0x83, 0xbe, 0x1e, 0xee, 0xfa, 0x18, 0x80, 0x46, 0x0f,
+	0xb3, 0x50, 0xed, 0xc6, 0xba, 0x87, 0x1b, 0x4e, 0x60, 0xd1, 0x7d, 0xd8, 0x12, 0xa7, 0x2f, 0xa7,
+	0xa4, 0xbd, 0x9c, 0xf2, 0x82, 0x43, 0x08, 0x6f, 0xba, 0x5e, 0x70, 0xa2, 0x6e, 0xcf, 0xad, 0x31,
+	0xf5, 0x84, 0xeb, 0xcb, 0xb8, 0x1a, 0x52, 0xfb, 0x82, 0xc8, 0xdf, 0x4d, 0xcc, 0x61, 0xc4, 0xd4,
+	0x33, 0xe0, 0x52, 0xf0, 0x6e, 0x12, 0x3c, 0x9c, 0x94, 0x50, 0xff, 0x53, 0x80, 0xbd, 0xac, 0x65,
+	0x3c, 0x26, 0xbf, 0x5a, 0xd7, 0x58, 0x82, 0x14, 0x7f, 0x94, 0x99, 0x9a, 0x56, 0x77, 0xb8, 0x44,
+	0x8b, 0x49, 0xbf, 0x38, 0x0b, 0x97, 0x7a, 0x71, 0xbe, 0x80, 0x7a, 0xfa, 0xc5, 0xa9, 0x7b, 0x73,
+	0x33, 0x1c, 0x63, 0x36, 0xbf, 0x3b, 0xf1, 0xdc, 0xa4, 0x18, 0xd1, 0x2c, 0xe9, 0xff, 0xdc, 0xf0,
+	0x7e, 0x09, 0x47, 0x3f, 0x23, 0xa6, 0x31, 0x25, 0x8c, 0x66, 0x47, 0xf5, 0xf7, 0xcf, 0x29, 0xf5,
+	0x08, 0x3e, 0xde, 0xb0, 0x3b, 0xcf, 0xe4, 0xbf, 0x48, 0xf0, 0xd1, 0x09, 0x65, 0x2b, 0x9e, 0xf8,
+	0xa6, 0x13, 0xfa, 0x01, 0xa0, 0xe9, 0x58, 0xb7, 0x88, 0x4d, 0x66, 0x3c, 0xc1, 0xa6, 0x53, 0x8f,
+	0xfa, 0x7e, 0x58, 0x4f, 0x94, 0xe9, 0xf8, 0x34, 0x60, 0xb4, 0x02, 0xba, 0xea, 0xc0, 0xe1, 0x1a,
+	0xa5, 0x79, 0xae, 0xae, 0xcb, 0x01, 0xe9, 0xca, 0x39, 0xa0, 0xfe, 0x29, 0xfb, 0x16, 0xe2, 0xe4,
+	0x8b, 0x37, 0x33, 0xf4, 0x04, 0x80, 0x0f, 0x14, 0xc4, 0x33, 0xfc, 0x68, 0x7e, 0xc8, 0x54, 0xb3,
+	0x76, 0xc4, 0x17, 0xf3, 0x42, 0x02, 0x1f, 0x17, 0xd9, 0xe8, 0xb1, 0x5c, 0x0e, 0x8b, 0xec, 0x90,
+	0xbf, 0x98, 0x1f, 0xc1, 0xfe, 0x90, 0xb2, 0xe4, 0x5c, 0x79, 0xb1, 0x12, 0xb7, 0x0f, 0x7b, 0x59,
+	0x39, 0xd7, 0x5c, 0xdc, 0x3b, 0x4f, 0xfc, 0x8a, 0x10, 0xc3, 0x85, 0x02, 0x3b, 0xe1, 0x24, 0xa0,
+	0x8f, 0xbe, 0x38, 0xd3, 0x94, 0x6b, 0x7c, 0x72, 0xe8, 0x0c, 0xce, 0x9f, 0xf6, 0x34, 0x45, 0x42,
+	0xdb, 0x50, 0xec, 0xf6, 0x47, 0x4a, 0x01, 0xed, 0xc0, 0xf5, 0x4e, 0x77, 0xd8, 0xc6, 0xda, 0x48,
+	0x53, 0x8a, 0x68, 0x17, 0x2a, 0xed, 0xd6, 0x48, 0x3b, 0x19, 0xe0, 0x6e, 0xbb, 0xd5, 0x53, 0x4a,
+	0xf7, 0x1e, 0x27, 0x9e, 0xf5, 0xcb, 0x99, 0x65, 0x39, 0x60, 0x5c, 0xe3, 0xc2, 0xa7, 0xdd, 0x7e,
+	0xf7, 0xb4, 0xfb, 0x0b, 0xbe, 0x27, 0x5f, 0xb5, 0x5e, 0x06, 0xab, 0xc2, 0xbd, 0xe7, 0x50, 0x4b,
+	0x3b, 0x07, 0x7d, 0x00, 0x68, 0xa9, 0x51, 0x7b, 0x70, 0x7a, 0xd6, 0xc2, 0xdd, 0xe1, 0x80, 0xef,
+	0x22, 0x43, 0x59, 0x7b, 0x71, 0xde, 0xea, 0x29, 0x12, 0xba, 0x0e, 0xa5, 0x9e, 0x36, 0x1c, 0x2a,
+	0x05, 0x7e, 0xce, 0x89, 0x98, 0x8d, 0xb0, 0x52, 0x3c, 0xfe, 0x5b, 0x01, 0xe4, 0xce, 0xd3, 0x30,
+	0x9d, 0xd0, 0x6b, 0xa8, 0xe7, 0x75, 0x77, 0xf4, 0xbd, 0x74, 0x68, 0x36, 0x8c, 0x21, 0x87, 0x9f,
+	0x5c, 0x04, 0xca, 0xb3, 0x92, 0xc0, 0x8d, 0x95, 0x7e, 0x87, 0xee, 0xac, 0xd4, 0xcd, 0xfc, 0x53,
+	0xbe, 0xf3, 0x4e, 0x1c, 0x3f, 0xe2, 0x35, 0xd4, 0xf3, 0x7a, 0x56, 0xd6, 0x9c, 0x0d, 0x5d, 0x31,
+	0x6b, 0xce, 0xda, 0x16, 0x78, 0xfc, 0x6f, 0x09, 0x20, 0xae, 0xf1, 0xe8, 0x25, 0xd4, 0xd2, 0x45,
+	0x1f, 0x7d, 0x7b, 0x73, 0x4b, 0x08, 0x8e, 0xbb, 0xfd, 0xce, 0xbe, 0x81, 0x16, 0x70, 0xb0, 0xb6,
+	0x86, 0xa1, 0x66, 0x5a, 0xfe, 0x5d, 0xa5, 0xf4, 0xf0, 0xc1, 0x85, 0xf1, 0xdc, 0xc6, 0x7f, 0x49,
+	0x50, 0x4d, 0xdd, 0x7a, 0x64, 0x89, 0xbe, 0xbf, 0x5a, 0x78, 0xd0, 0xbd, 0x15, 0x43, 0xd6, 0x96,
+	0xd4, 0xc3, 0xbb, 0x17, 0xc2, 0x72, 0xdb, 0x5f, 0x42, 0x2d, 0x7d, 0x43, 0xb3, 0x5e, 0xcd, 0xbd,
+	0xf7, 0x59, 0xaf, 0xe6, 0x5c, 0xf2, 0xf1, 0x96, 0xf8, 0xc3, 0xfd, 0x83, 0xff, 0x06, 0x00, 0x00,
+	0xff, 0xff, 0xaf, 0xad, 0x46, 0x49, 0xee, 0x16, 0x00, 0x00,
 }

pkg/apis/manager/v1beta1/api.proto

@@ -290,6 +290,7 @@ message GetSuggestionsRequest {
     Experiment experiment = 1;
     repeated Trial trials = 2; // all completed trials owned by the experiment.
     int32 request_number = 3; ///The number of Suggestion you request at one time. When you set 3 to request_number, you can get three Suggestions at one time.
+    int32 total_request_number = 4;//The number of Suggestions requested till now
 }
 
 message GetSuggestionsReply {

pkg/apis/manager/v1beta1/gen-doc/api.md

@@ -354,6 +354,7 @@ Discrete and Categorical type use List.
 | experiment | [Experiment](#api.v1.beta1.Experiment) |  |  |
 | trials | [Trial](#api.v1.beta1.Trial) | repeated | all completed trials owned by the experiment. |
 | request_number | [int32](#int32) |  | The number of Suggestion you request at one time. When you set 3 to request_number, you can get three Suggestions at one time. |
+| total_request_number | [int32](#int32) |  | The number of Suggestions requested till now |
 
 
 

pkg/apis/manager/v1beta1/gen-doc/index.html

@@ -975,6 +975,13 @@ If start step is empty, rule is applied from the first recorded metric. </p></td
                   <td><p>The number of Suggestion you request at one time. When you set 3 to request_number, you can get three Suggestions at one time. </p></td>
                 </tr>
               
+                <tr>
+                  <td>total_request_number</td>
+                  <td><a href="#int32">int32</a></td>
+                  <td></td>
+                  <td><p>The number of Suggestions requested till now </p></td>
+                </tr>
+              
             </tbody>
           </table>
 

pkg/controller.v1beta1/suggestion/suggestionclient/suggestionclient.go

@@ -102,9 +102,10 @@ func (g *General) SyncAssignments(
 		instance.Status.AlgorithmSettings)
 
 	requestSuggestion := &suggestionapi.GetSuggestionsRequest{
-		Experiment:    g.ConvertExperiment(filledE),
-		Trials:        g.ConvertTrials(ts),
-		RequestNumber: int32(requestNum),
+		Experiment:         g.ConvertExperiment(filledE),
+		Trials:             g.ConvertTrials(ts),
+		RequestNumber:      int32(requestNum),
+		TotalRequestNumber: int32(instance.Spec.Requests),
 	}
 
 	// Get new suggestions
@@ -112,11 +113,10 @@ func (g *General) SyncAssignments(
 	if err != nil {
 		return err
 	}
-	logger.Info("Getting suggestions", "endpoint", endpoint, "response", responseSuggestion,
-		"request", requestSuggestion)
+	logger.Info("Getting suggestions", "endpoint", endpoint, "Number of request parameters", requestNum, "Number of response parameters", len(responseSuggestion.ParameterAssignments))
 	if len(responseSuggestion.ParameterAssignments) != requestNum {
 		err := fmt.Errorf("The response contains unexpected trials")
-		logger.Error(err, "The response contains unexpected trials", "requestNum", requestNum, "response", responseSuggestion)
+		logger.Error(err, "The response contains unexpected trials")
 		return err
 	}
 

pkg/controller.v1beta1/suggestion/suggestionclient/suggestionclient_test.go

@@ -910,6 +910,7 @@ func newFakeRequest() *suggestionapi.GetSuggestionsRequest {
 				},
 			},
 		},
-		RequestNumber: 2,
+		RequestNumber:      2,
+		TotalRequestNumber: 6,
 	}
 }

pkg/new-ui/v1beta1/frontend/src/app/pages/experiment-creation/trial-template/trial-template.component.html

@@ -37,7 +37,13 @@
     <mat-form-field appearance="outline" class="fit-content">
       <mat-label>Source Type</mat-label>
       <mat-select formControlName="type">
-        <mat-option value="configmap">ConfigMap</mat-option>
+        <mat-option
+          [disabled]="!templates.length"
+          [matTooltip]="!templates.length ? 'No Trial templates found' : ''"
+          value="configmap"
+        >
+          ConfigMap
+        </mat-option>
         <mat-option value="yaml">YAML</mat-option>
       </mat-select>
     </mat-form-field>
@@ -90,7 +96,7 @@
     <mat-divider class="margin-bottom margin-top"></mat-divider>
 
     <app-trial-parameter
-      *ngFor="let ctrl of trialParameters.controls"
+      *ngFor="let ctrl of trialParameters?.controls"
       [formGroup]="ctrl"
     ></app-trial-parameter>
   </div>

pkg/new-ui/v1beta1/frontend/src/app/pages/experiment-creation/trial-template/trial-template.component.ts

@@ -18,7 +18,7 @@ export class FormTrialTemplateComponent implements OnInit, OnDestroy {
   public templates: ConfigMapResponse[] = [];
   public configmaps: ConfigMapBody[] = [];
   public paths: string[] = [];
-  public trialParameters: FormArray;
+  public trialParameters = new FormArray([]);
   private selectedConfigMap: ConfigMapBody;
   private subs = new Subscription();
   private yamlPrv = '';
@@ -53,6 +53,12 @@ export class FormTrialTemplateComponent implements OnInit, OnDestroy {
       this.backend.getTrialTemplates('').subscribe(templates => {
         this.templates = templates.Data;
         this.formGroup.get('cmNamespace').setValue('kubeflow');
+
+        // Use the ConfigMap option if the TrialTemplates were successfully
+        // fetched
+        if (this.templates && this.templates.length) {
+          this.formGroup.get('type').setValue('configmap');
+        }
       }),
     );
 

pkg/new-ui/v1beta1/frontend/src/app/services/experiment-form.service.ts

@@ -212,7 +212,7 @@ export class ExperimentFormService {
 
   createTrialTemplateForm(): FormGroup {
     return this.builder.group({
-      type: 'configmap',
+      type: 'yaml',
       podLabels: this.builder.array([]),
       containerName: 'training-container',
       successCond: 'status.conditions.#(type=="Complete")#|#(status=="True")#',

pkg/suggestion/v1beta1/chocolate/base_service.py

@@ -103,12 +103,12 @@ class BaseChocolateService(object):
             raise Exception(
                 '"Failed to create Chocolate optimizer for the algorithm: {}'.format(algorithm_name))
 
-    def getSuggestions(self, trials, request_number):
+    def getSuggestions(self, trials, request_number, total_request_number):
         """
         Get the new suggested trials with chocolate algorithm.
         """
         logger.info("-" * 100 + "\n")
-        logger.info("New GetSuggestions call\n")
+        logger.info("New GetSuggestions call with total requested {} and currently requesting {} \n".format(total_request_number, request_number))
         for _, trial in enumerate(trials):
             if trial.name not in self.recorded_trials_names:
                 loss_for_choco = float(trial.target_metric.value)
@@ -157,9 +157,25 @@ class BaseChocolateService(object):
                     logger.info("New record in sqlite DB is updated")
                     logger.info("{}\n".format(
                         self.created_trials[new_trial_loss_idx]))
+        # Assuming that created_trials are already populated
+        # TODO: Handle Restart of algorithm pod
+        logger.info("{} Trials created in DB".format(len(self.created_trials)))
+        if total_request_number != len(self.created_trials) + request_number:
+            logger.info("Mismatch in generated trials with k8s suggestions trials")
+        new_actual_requested_no = total_request_number - len(self.created_trials)
+        prev_generated_no = request_number - new_actual_requested_no
+        logger.info("In this call, New {} Trials will be generated, {} Trials will be reused from previously generated".format(new_actual_requested_no, prev_generated_no))
 
         list_of_assignments = []
-        for i in range(request_number):
+        if prev_generated_no > 0:
+            for params in self.created_trials[-prev_generated_no:]:
+                if DB_FIELD_TRIAL_NAME in params:
+                    logger.error("Trial already updated in selected assignment {}".format(params))
+                new_assignment = BaseChocolateService.convert(
+                        self.search_space, params)
+                list_of_assignments.append(new_assignment)
+
+        for i in range(new_actual_requested_no):
             try:
                 token, chocolate_params = self.chocolate_optimizer.next()
                 new_assignment = BaseChocolateService.convert(
@@ -182,7 +198,7 @@ class BaseChocolateService(object):
 
         if len(list_of_assignments) > 0:
             logger.info(
-                "GetSuggestions returns {} new Trials\n\n".format(request_number))
+                "GetSuggestions returns {} Trials from requested {} Trials\n\n".format(len(list_of_assignments),request_number))
 
         return list_of_assignments
 

pkg/suggestion/v1beta1/chocolate/service.py

@@ -84,7 +84,7 @@ class ChocolateService(api_pb2_grpc.SuggestionServicer, HealthServicer):
 
         trials = Trial.convert(request.trials)
         new_assignments = self.base_service.getSuggestions(
-            trials, request.request_number)
+            trials, request.request_number, request.total_request_number)
         return api_pb2.GetSuggestionsReply(
             parameter_assignments=Assignment.generate(new_assignments)
         )

sdk/python/v1beta1/setup.py

@@ -19,7 +19,7 @@ with open('requirements.txt') as f:
 
 setuptools.setup(
     name='kubeflow-katib',
-    version='0.10.1',
+    version='0.12.0',
     author="Kubeflow Authors",
     author_email='premnath.vel@gmail.com',
     license="Apache License Version 2.0",

test/suggestion/v1beta1/test_chocolate_service.py

@@ -169,6 +169,7 @@ class TestChocolate(unittest.TestCase):
             experiment=experiment,
             trials=trials,
             request_number=2,
+            total_request_number=2,
         )
 
         get_suggestion = self.test_server.invoke_unary_unary(