Publish Cloud-OpsBench v1.0.0 benchmark artifacts (part 61)

Source: https://github.com/LLM4Ops/Cloud-OpsBench/tree/ea05dafbc87b5985df8721622d63d4229c2b4224

benchmark/trainticket/startup/23/metadata.json

@@ -0,0 +1,10 @@
+{
+  "namespace": "train-ticket",
+  "query": "Partial Service Unreachability.",
+  "difficulty": "easy",
+  "result": {
+    "fault_taxonomy": "Startup_Fault",
+    "fault_object": "app/ts-voucher-service",
+    "root_cause": "missing_secret_binding"
+  }
+}

benchmark/trainticket/startup/23/raw_data/alert.json

@@ -0,0 +1,6 @@
+{
+  "status": "clean",
+  "message": "No Error report found in logfile.log.",
+  "alert_count": 0,
+  "alerts": []
+}

benchmark/trainticket/startup/24/metadata.json

@@ -0,0 +1,10 @@
+{
+  "namespace": "train-ticket",
+  "query": "Service Availability Disruption.",
+  "difficulty": "easy",
+  "result": {
+    "fault_taxonomy": "Startup_Fault",
+    "fault_object": "app/ts-wait-order-service",
+    "root_cause": "missing_secret_binding"
+  }
+}

benchmark/trainticket/startup/24/raw_data/alert.json

@@ -0,0 +1,6 @@
+{
+  "status": "clean",
+  "message": "No Error report found in logfile.log.",
+  "alert_count": 0,
+  "alerts": []
+}

benchmark/trainticket/startup/3/metadata.json

@@ -0,0 +1,10 @@
+{
+  "namespace": "train-ticket",
+  "query": "Partial Service Unreachability.",
+  "difficulty": "easy",
+  "result": {
+    "fault_taxonomy": "Startup_Fault",
+    "fault_object": "app/ts-config-service",
+    "root_cause": "missing_secret_binding"
+  }
+}

benchmark/trainticket/startup/3/raw_data/alert.json

@@ -0,0 +1,14 @@
+{
+  "status": "has_anomalies",
+  "alert_count": 1,
+  "alerts": [
+    {
+      "request_method": "POST",
+      "business_action": "Create ticket order",
+      "entry_service": "ts-preserve-service",
+      "url": "/api/v1/preserveservice/preserve",
+      "occurrences": 6,
+      "raw_error": "HTTPError('500 Server Error')"
+    }
+  ]
+}

benchmark/trainticket/startup/4/metadata.json

@@ -0,0 +1,10 @@
+{
+  "namespace": "train-ticket",
+  "query": "Service Availability Disruption.",
+  "difficulty": "easy",
+  "result": {
+    "fault_taxonomy": "Startup_Fault",
+    "fault_object": "app/ts-consign-service",
+    "root_cause": "missing_secret_binding"
+  }
+}

benchmark/trainticket/startup/4/raw_data/alert.json

@@ -0,0 +1,6 @@
+{
+  "status": "clean",
+  "message": "No Error report found in logfile.log.",
+  "alert_count": 0,
+  "alerts": []
+}

benchmark/trainticket/startup/5/metadata.json

@@ -0,0 +1,10 @@
+{
+  "namespace": "train-ticket",
+  "query": "Service Availability Disruption.",
+  "difficulty": "easy",
+  "result": {
+    "fault_taxonomy": "Startup_Fault",
+    "fault_object": "app/ts-contacts-service",
+    "root_cause": "missing_secret_binding"
+  }
+}

benchmark/trainticket/startup/5/raw_data/alert.json

@@ -0,0 +1,22 @@
+{
+  "status": "has_anomalies",
+  "alert_count": 2,
+  "alerts": [
+    {
+      "request_method": "GET",
+      "business_action": "Get contacts",
+      "entry_service": "ts-contacts-service",
+      "url": "/api/v1/contactservice/contacts/account/{userId}",
+      "occurrences": 92,
+      "raw_error": "HTTPError('503 Server Error')"
+    },
+    {
+      "request_method": "POST",
+      "business_action": "Create ticket order",
+      "entry_service": "ts-preserve-service",
+      "url": "/api/v1/preserveservice/preserve",
+      "occurrences": 91,
+      "raw_error": "HTTPError('500 Server Error')"
+    }
+  ]
+}

benchmark/trainticket/startup/6/metadata.json

@@ -0,0 +1,10 @@
+{
+  "namespace": "train-ticket",
+  "query": "Partial Service Unreachability.",
+  "difficulty": "easy",
+  "result": {
+    "fault_taxonomy": "Startup_Fault",
+    "fault_object": "app/ts-delivery-service",
+    "root_cause": "missing_secret_binding"
+  }
+}

benchmark/trainticket/startup/6/raw_data/alert.json

@@ -0,0 +1,6 @@
+{
+  "status": "clean",
+  "message": "No Error report found in logfile.log.",
+  "alert_count": 0,
+  "alerts": []
+}

benchmark/trainticket/startup/7/metadata.json

@@ -0,0 +1,10 @@
+{
+  "namespace": "train-ticket",
+  "query": "Service Availability Disruption.",
+  "difficulty": "easy",
+  "result": {
+    "fault_taxonomy": "Startup_Fault",
+    "fault_object": "app/ts-food-delivery-service",
+    "root_cause": "missing_secret_binding"
+  }
+}

benchmark/trainticket/startup/7/raw_data/alert.json

@@ -0,0 +1,14 @@
+{
+  "status": "has_anomalies",
+  "alert_count": 1,
+  "alerts": [
+    {
+      "request_method": "POST",
+      "business_action": "Refresh order list",
+      "entry_service": "ts-order-service",
+      "url": "/api/v1/orderservice/order/refresh",
+      "occurrences": 1,
+      "raw_error": "ChunkedEncodingError(ProtocolError('Response ended prematurely'))"
+    }
+  ]
+}

benchmark/trainticket/startup/8/metadata.json

@@ -0,0 +1,10 @@
+{
+  "namespace": "train-ticket",
+  "query": "Service Availability Disruption.",
+  "difficulty": "easy",
+  "result": {
+    "fault_taxonomy": "Startup_Fault",
+    "fault_object": "app/ts-food-service",
+    "root_cause": "missing_secret_binding"
+  }
+}

benchmark/trainticket/startup/8/raw_data/alert.json

@@ -0,0 +1,22 @@
+{
+  "status": "has_anomalies",
+  "alert_count": 2,
+  "alerts": [
+    {
+      "request_method": "GET",
+      "business_action": "Unknown action",
+      "entry_service": "Unknown service",
+      "url": "",
+      "occurrences": 70,
+      "raw_error": "HTTPError('503 Server Error')"
+    },
+    {
+      "request_method": "POST",
+      "business_action": "Create ticket order",
+      "entry_service": "ts-preserve-service",
+      "url": "/api/v1/preserveservice/preserve",
+      "occurrences": 8,
+      "raw_error": "HTTPError('500 Server Error')"
+    }
+  ]
+}

benchmark/trainticket/startup/9/metadata.json

@@ -0,0 +1,10 @@
+{
+  "namespace": "train-ticket",
+  "query": "Partial Service Unreachability.",
+  "difficulty": "easy",
+  "result": {
+    "fault_taxonomy": "Startup_Fault",
+    "fault_object": "app/ts-notification-service",
+    "root_cause": "missing_secret_binding"
+  }
+}

benchmark/trainticket/startup/9/raw_data/alert.json

@@ -0,0 +1,6 @@
+{
+  "status": "clean",
+  "message": "No Error report found in logfile.log.",
+  "alert_count": 0,
+  "alerts": []
+}

golden-trajectory/boutique/admission/1/path1.json

@@ -0,0 +1,46 @@
+{
+  "statistics": {
+    "valid_tool_call_count": 6,
+    "total_trace_steps": 6,
+    "history_called_tool_names": [
+      "GetResources",
+      "GetErrorLogs",
+      "GetResources",
+      "GetResources",
+      "GetResources",
+      "GetAppYAML"
+    ]
+  },
+  "diagnostic_trace": [
+    {
+      "tool_name": "GetResources",
+      "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
+      "output": "NAME                                     READY   STATUS    RESTARTS   AGE\ncartservice-79b49f5555-h95zb             1/1     Running   0          93s\ncheckoutservice-8445f8b6cb-l686j         1/1     Running   0          93s\ncurrencyservice-75686c9564-v7vxc         1/1     Running   0          93s\nemailservice-c86b9b8f6-qzcxl             1/1     Running   0          93s\nfrontend-657dd795f-sxzfc                 1/1     Running   0          93s\npaymentservice-78c5996648-jzf69          1/1     Running   0          92s\nproductcatalogservice-ddb46fc86-2bsq8    1/1     Running   0          92s\nrecommendationservice-7bf5b7d9b8-qssfg   1/1     Running   0          92s\nredis-cart-6f966d9cc9-scwgm              1/1     Running   0          92s\nshippingservice-7ff54bf6b6-9qdzh         1/1     Running   0          92s\n"
+    },
+    {
+      "tool_name": "GetErrorLogs",
+      "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
+      "output": "\"{\\n  \\\"total_log_count\\\": 969,\\n  \\\"total_errors\\\": 128,\\n  \\\"total_error_ratio\\\": 0.1321,\\n  \\\"patterns\\\": [\\n    {\\n      \\\"count\\\": 126,\\n      \\\"ratio\\\": 0.13,\\n      \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to get ads: rpc error: code = Unavailable desc = connection error: desc = \\\\\\\\\\\\\\\"transport: Error while dialing: dial tcp 10.68.76.205:9555: connect: connection refused\\\\\\\\\\\\\\\"\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"397a58d8-1e52-49f8-a3bc-572000f82acd\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"failed to retrieve ads\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"a69c043c-d619-4756-9542-b98cc7b15fbe\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"warning\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T07:32:42.630240031Z\\\\\\\"}\\\"\\n    },\\n    {\\n      \\\"count\\\": 1,\\n      \\\"ratio\\\": 0.001,\\n      \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T07:31:21.592681831Z\\\\\\\"}\\\"\\n    },\\n    {\\n      \\\"count\\\": 1,\\n      \\\"ratio\\\": 0.001,\\n      \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T07:31:21.69264092Z\\\\\\\"}\\\"\\n    }\\n  ]\\n}\""
+    },
+    {
+      "tool_name": "GetResources",
+      "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
+      "output": "NAME                    TYPE        CLUSTER-IP      EXTERNAL-IP   PORT(S)        AGE\nadservice               ClusterIP   10.68.76.205    <none>        9555/TCP       93s\ncartservice             ClusterIP   10.68.158.132   <none>        7070/TCP       95s\ncheckoutservice         ClusterIP   10.68.215.7     <none>        5050/TCP       95s\ncurrencyservice         ClusterIP   10.68.143.239   <none>        7000/TCP       95s\nemailservice            ClusterIP   10.68.115.172   <none>        5000/TCP       95s\nfrontend                ClusterIP   10.68.223.165   <none>        80/TCP         95s\nfrontend-external       NodePort    10.68.185.101   <none>        80:30080/TCP   95s\npaymentservice          ClusterIP   10.68.145.135   <none>        50051/TCP      94s\nproductcatalogservice   ClusterIP   10.68.7.189     <none>        3550/TCP       94s\nrecommendationservice   ClusterIP   10.68.8.154     <none>        8080/TCP       94s\nredis-cart              ClusterIP   10.68.144.19    <none>        6379/TCP       94s\nshippingservice         ClusterIP   10.68.165.148   <none>        50051/TCP      94s\n"
+    },
+    {
+      "tool_name": "GetResources",
+      "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
+      "output": "NAME                    READY   UP-TO-DATE   AVAILABLE   AGE\nadservice               0/1     0            0           96s\ncartservice             1/1     1            1           98s\ncheckoutservice         1/1     1            1           98s\ncurrencyservice         1/1     1            1           98s\nemailservice            1/1     1            1           98s\nfrontend                1/1     1            1           98s\npaymentservice          1/1     1            1           97s\nproductcatalogservice   1/1     1            1           97s\nrecommendationservice   1/1     1            1           97s\nredis-cart              1/1     1            1           97s\nshippingservice         1/1     1            1           97s\n"
+    },
+    {
+      "tool_name": "GetResources",
+      "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
+      "output": "119s        Normal    Created             pod/currencyservice-75686c9564-v7vxc          Created container server\n119s        Normal    Started             pod/currencyservice-75686c9564-v7vxc          Started container server\n119s        Normal    SuccessfulCreate    replicaset/paymentservice-78c5996648          Created pod: paymentservice-78c5996648-jzf69\n119s        Normal    Started             pod/paymentservice-78c5996648-jzf69           Started container server\n119s        Normal    Started             pod/checkoutservice-8445f8b6cb-l686j          Started container server\n119s        Normal    Pulled              pod/paymentservice-78c5996648-jzf69           Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/paymentservice:v0.10.3\" already present on machine\n119s        Normal    ScalingReplicaSet   deployment/redis-cart                         Scaled up replica set redis-cart-6f966d9cc9 to 1\n119s        Normal    Started             pod/cartservice-79b49f5555-h95zb              Started container server\n119s        Normal    Scheduled           pod/paymentservice-78c5996648-jzf69           Successfully assigned boutique/paymentservice-78c5996648-jzf69 to worker-02\n118s        Normal    Created             pod/shippingservice-7ff54bf6b6-9qdzh          Created container server\n118s        Normal    Started             pod/shippingservice-7ff54bf6b6-9qdzh          Started container server\n118s        Normal    Pulled              pod/shippingservice-7ff54bf6b6-9qdzh          Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\" already present on machine\n118s        Normal    ScalingReplicaSet   deployment/adservice                          Scaled up replica set adservice-6f86c56644 to 1\n118s        Normal    Started             pod/redis-cart-6f966d9cc9-scwgm               Started container redis\n118s        Normal    Created             pod/redis-cart-6f966d9cc9-scwgm               Created container redis\n118s        Normal    Pulled              pod/redis-cart-6f966d9cc9-scwgm               Container image \"redis:alpine\" already present on machine\n118s        Normal    Started             pod/recommendationservice-7bf5b7d9b8-qssfg    Started container server\n118s        Normal    Created             pod/recommendationservice-7bf5b7d9b8-qssfg    Created container server\n118s        Normal    Pulled              pod/recommendationservice-7bf5b7d9b8-qssfg    Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\" already present on machine\n36s         Warning   FailedCreate        replicaset/adservice-6f86c56644               Error creating: pods \"adservice-6f86c56644-\" is forbidden: error looking up service account boutique/services: serviceaccount \"services\" not found\n"
+    },
+    {
+      "tool_name": "GetAppYAML",
+      "calling": "tool_name='GetAppYAML' arguments={app_name: 'adservice'}",
+      "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n  name: adservice\n  namespace: boutique \n  labels:\n    app: adservice\nspec:\n  selector:\n    matchLabels:\n      app: adservice\n  template:\n    metadata:\n      labels:\n        app: adservice\n    spec:\n      serviceAccountName: services\n      terminationGracePeriodSeconds: 5\n      securityContext:\n        fsGroup: 1000\n        runAsGroup: 1000\n        runAsNonRoot: true\n        runAsUser: 1000\n      containers:\n      - name: server\n        securityContext:\n          allowPrivilegeEscalation: false\n          capabilities:\n            drop:\n              - ALL\n          privileged: false\n          readOnlyRootFilesystem: true\n        image: us-central1-docker.pkg.dev/google-samples/microservices-demo/adservice:v0.10.3\n        ports:\n        - containerPort: 9555\n        env:\n        - name: PORT\n          value: \"9555\"\n        resources:\n          requests:\n            cpu: 200m\n            memory: 180Mi\n          limits:\n            cpu: 300m\n            memory: 300Mi\n        readinessProbe:\n          initialDelaySeconds: 5\n          grpc:\n            port: 9555\n        livenessProbe:\n          initialDelaySeconds: 5\n          grpc:\n            port: 9555\n---\napiVersion: v1\nkind: Service\nmetadata:\n  name: adservice\n  namespace: boutique\n  labels:\n    app: adservice\nspec:\n  type: ClusterIP\n  selector:\n    app: adservice\n  ports:\n  - name: grpc\n    port: 9555\n    targetPort: 9555\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n  name: adservice\n  namespace: boutique"
+    }
+  ]
+}

golden-trajectory/boutique/admission/1/path2.json

@@ -0,0 +1,40 @@
+{
+  "statistics": {
+    "valid_tool_call_count": 5,
+    "total_trace_steps": 5,
+    "history_called_tool_names": [
+      "GetResources",
+      "GetResources",
+      "GetResources",
+      "GetResources",
+      "GetAppYAML"
+    ]
+  },
+  "diagnostic_trace": [
+    {
+      "tool_name": "GetResources",
+      "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
+      "output": "NAME                                     READY   STATUS    RESTARTS   AGE\ncartservice-79b49f5555-h95zb             1/1     Running   0          93s\ncheckoutservice-8445f8b6cb-l686j         1/1     Running   0          93s\ncurrencyservice-75686c9564-v7vxc         1/1     Running   0          93s\nemailservice-c86b9b8f6-qzcxl             1/1     Running   0          93s\nfrontend-657dd795f-sxzfc                 1/1     Running   0          93s\npaymentservice-78c5996648-jzf69          1/1     Running   0          92s\nproductcatalogservice-ddb46fc86-2bsq8    1/1     Running   0          92s\nrecommendationservice-7bf5b7d9b8-qssfg   1/1     Running   0          92s\nredis-cart-6f966d9cc9-scwgm              1/1     Running   0          92s\nshippingservice-7ff54bf6b6-9qdzh         1/1     Running   0          92s\n"
+    },
+    {
+      "tool_name": "GetResources",
+      "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'svc', name: None, show_labels: False, output_wide: False, label_selector: None}",
+      "output": "NAME                    TYPE        CLUSTER-IP      EXTERNAL-IP   PORT(S)        AGE\nadservice               ClusterIP   10.68.76.205    <none>        9555/TCP       93s\ncartservice             ClusterIP   10.68.158.132   <none>        7070/TCP       95s\ncheckoutservice         ClusterIP   10.68.215.7     <none>        5050/TCP       95s\ncurrencyservice         ClusterIP   10.68.143.239   <none>        7000/TCP       95s\nemailservice            ClusterIP   10.68.115.172   <none>        5000/TCP       95s\nfrontend                ClusterIP   10.68.223.165   <none>        80/TCP         95s\nfrontend-external       NodePort    10.68.185.101   <none>        80:30080/TCP   95s\npaymentservice          ClusterIP   10.68.145.135   <none>        50051/TCP      94s\nproductcatalogservice   ClusterIP   10.68.7.189     <none>        3550/TCP       94s\nrecommendationservice   ClusterIP   10.68.8.154     <none>        8080/TCP       94s\nredis-cart              ClusterIP   10.68.144.19    <none>        6379/TCP       94s\nshippingservice         ClusterIP   10.68.165.148   <none>        50051/TCP      94s\n"
+    },
+    {
+      "tool_name": "GetResources",
+      "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'ep', name: None, show_labels: False, output_wide: False, label_selector: None}",
+      "output": "NAME                    ENDPOINTS            AGE\nadservice               <none>               107s\ncartservice             172.20.2.7:7070      109s\ncheckoutservice         172.20.1.171:5050    109s\ncurrencyservice         172.20.2.8:7000      109s\nemailservice            172.20.1.172:8080    109s\nfrontend                172.20.1.173:8080    109s\nfrontend-external       172.20.1.173:8080    109s\npaymentservice          172.20.2.9:50051     108s\nproductcatalogservice   172.20.1.174:3550    108s\nrecommendationservice   172.20.2.10:8080     108s\nredis-cart              172.20.1.175:6379    108s\nshippingservice         172.20.1.176:50051   108s\n"
+    },
+    {
+      "tool_name": "GetResources",
+      "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
+      "output": "119s        Normal    Created             pod/currencyservice-75686c9564-v7vxc          Created container server\n119s        Normal    Started             pod/currencyservice-75686c9564-v7vxc          Started container server\n119s        Normal    SuccessfulCreate    replicaset/paymentservice-78c5996648          Created pod: paymentservice-78c5996648-jzf69\n119s        Normal    Started             pod/paymentservice-78c5996648-jzf69           Started container server\n119s        Normal    Started             pod/checkoutservice-8445f8b6cb-l686j          Started container server\n119s        Normal    Pulled              pod/paymentservice-78c5996648-jzf69           Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/paymentservice:v0.10.3\" already present on machine\n119s        Normal    ScalingReplicaSet   deployment/redis-cart                         Scaled up replica set redis-cart-6f966d9cc9 to 1\n119s        Normal    Started             pod/cartservice-79b49f5555-h95zb              Started container server\n119s        Normal    Scheduled           pod/paymentservice-78c5996648-jzf69           Successfully assigned boutique/paymentservice-78c5996648-jzf69 to worker-02\n118s        Normal    Created             pod/shippingservice-7ff54bf6b6-9qdzh          Created container server\n118s        Normal    Started             pod/shippingservice-7ff54bf6b6-9qdzh          Started container server\n118s        Normal    Pulled              pod/shippingservice-7ff54bf6b6-9qdzh          Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\" already present on machine\n118s        Normal    ScalingReplicaSet   deployment/adservice                          Scaled up replica set adservice-6f86c56644 to 1\n118s        Normal    Started             pod/redis-cart-6f966d9cc9-scwgm               Started container redis\n118s        Normal    Created             pod/redis-cart-6f966d9cc9-scwgm               Created container redis\n118s        Normal    Pulled              pod/redis-cart-6f966d9cc9-scwgm               Container image \"redis:alpine\" already present on machine\n118s        Normal    Started             pod/recommendationservice-7bf5b7d9b8-qssfg    Started container server\n118s        Normal    Created             pod/recommendationservice-7bf5b7d9b8-qssfg    Created container server\n118s        Normal    Pulled              pod/recommendationservice-7bf5b7d9b8-qssfg    Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\" already present on machine\n36s         Warning   FailedCreate        replicaset/adservice-6f86c56644               Error creating: pods \"adservice-6f86c56644-\" is forbidden: error looking up service account boutique/services: serviceaccount \"services\" not found\n"
+    },
+    {
+      "tool_name": "GetAppYAML",
+      "calling": "tool_name='GetAppYAML' arguments={app_name: 'adservice'}",
+      "output": "apiVersion: apps/v1\nkind: Deployment\nmetadata:\n  name: adservice\n  namespace: boutique \n  labels:\n    app: adservice\nspec:\n  selector:\n    matchLabels:\n      app: adservice\n  template:\n    metadata:\n      labels:\n        app: adservice\n    spec:\n      serviceAccountName: services\n      terminationGracePeriodSeconds: 5\n      securityContext:\n        fsGroup: 1000\n        runAsGroup: 1000\n        runAsNonRoot: true\n        runAsUser: 1000\n      containers:\n      - name: server\n        securityContext:\n          allowPrivilegeEscalation: false\n          capabilities:\n            drop:\n              - ALL\n          privileged: false\n          readOnlyRootFilesystem: true\n        image: us-central1-docker.pkg.dev/google-samples/microservices-demo/adservice:v0.10.3\n        ports:\n        - containerPort: 9555\n        env:\n        - name: PORT\n          value: \"9555\"\n        resources:\n          requests:\n            cpu: 200m\n            memory: 180Mi\n          limits:\n            cpu: 300m\n            memory: 300Mi\n        readinessProbe:\n          initialDelaySeconds: 5\n          grpc:\n            port: 9555\n        livenessProbe:\n          initialDelaySeconds: 5\n          grpc:\n            port: 9555\n---\napiVersion: v1\nkind: Service\nmetadata:\n  name: adservice\n  namespace: boutique\n  labels:\n    app: adservice\nspec:\n  type: ClusterIP\n  selector:\n    app: adservice\n  ports:\n  - name: grpc\n    port: 9555\n    targetPort: 9555\n---\napiVersion: v1\nkind: ServiceAccount\nmetadata:\n  name: adservice\n  namespace: boutique"
+    }
+  ]
+}

golden-trajectory/boutique/admission/10/path1.json

@@ -0,0 +1,40 @@
+{
+  "statistics": {
+    "valid_tool_call_count": 5,
+    "total_trace_steps": 5,
+    "history_called_tool_names": [
+      "GetResources",
+      "GetErrorLogs",
+      "GetResources",
+      "DescribeResource",
+      "GetResources"
+    ]
+  },
+  "diagnostic_trace": [
+    {
+      "tool_name": "GetResources",
+      "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'pod', name: None, show_labels: False, output_wide: False, label_selector: None}",
+      "output": "NAME                                     READY   STATUS    RESTARTS   AGE\nadservice-64ddc5c766-mj2m8               1/1     Running   0          93s\ncartservice-79b49f5555-jq8rh             1/1     Running   0          93s\ncheckoutservice-8445f8b6cb-948kb         1/1     Running   0          93s\ncurrencyservice-75686c9564-9vt8g         1/1     Running   0          92s\nemailservice-c86b9b8f6-zhm7c             1/1     Running   0          92s\nfrontend-657dd795f-l6c8q                 1/1     Running   0          92s\npaymentservice-78c5996648-75rzx          1/1     Running   0          92s\nproductcatalogservice-ddb46fc86-8v2rv    1/1     Running   0          92s\nrecommendationservice-7bf5b7d9b8-8k6k5   1/1     Running   0          91s\nshippingservice-7ff54bf6b6-6zdqw         1/1     Running   0          91s\n"
+    },
+    {
+      "tool_name": "GetErrorLogs",
+      "calling": "tool_name='GetErrorLogs' arguments={namespace: 'boutique', service_name: 'frontend'}",
+      "output": "\"{\\n  \\\"total_log_count\\\": 402,\\n  \\\"total_errors\\\": 84,\\n  \\\"total_error_ratio\\\": 0.209,\\n  \\\"patterns\\\": [\\n    {\\n      \\\"count\\\": 57,\\n      \\\"ratio\\\": 0.1418,\\n      \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve cart: rpc error: code = FailedPrecondition desc = Can't access cart storage. StackExchange.Redis.RedisConnectionException: The message timed out in the backlog attempting to send because no connection became available (5000ms) - Last Connection Exception: It was not possible to connect to the redis server(s). ConnectTimeout, command=HMGET, timeout: 5000, inst: 0, qu: 14, qs: 0, aw: False, bw: CheckingForTimeout, rs: NotStarted, ws: Initializing, in: 0, last-in: 0, cur-in: 0, sync-ops: 0, async-ops: 81, serverEndpoint: redis-cart:6379, conn-sec: n/a, aoc: 0, mc: 1/1/0, mgr: 10 of 10 available, clientName: cartservice-79b49f5555-jq8rh(SE.Redis-v2.7.27.49176), IOCP: (Busy=0,Free=1000,Min=1,Max=1000), WORKER: (Busy=4,Free=32763,Min=1,Max=32767), POOL: (Threads=10,QueuedItems=1,CompletedItems=756,Timers=8), v: 2.7.27.49176 (Please take a look at this article for some common client-side issues that can cause timeouts: https://stackexchange.github.io/StackExchange.Redis/Timeouts)\\\\\\\\n ---\\\\\\\\u003e StackExchange.Redis.RedisConnectionException: It was not possible to connect to the redis server(s). ConnectTimeout\\\\\\\\n   --- End of inner exception stack trace ---\\\\\\\\n   at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAndRefreshAsync(String key, Boolean getData, CancellationToken token)\\\\\\\\n   at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAsync(String key, CancellationToken token)\\\\\\\\n   at cartservice.cartstore.RedisCartStore.GetCartAsync(String userId) in /app/cartstore/RedisCartStore.cs:line 90\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"d28ee55d-f2b4-4ad8-a9df-094212f30d73\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"796d391a-4b55-49d8-ab17-ebaecdb9aef7\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:02:10.326766678Z\\\\\\\"}\\\"\\n    },\\n    {\\n      \\\"count\\\": 11,\\n      \\\"ratio\\\": 0.0274,\\n      \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"could not retrieve cart: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"00849187-8065-4143-9410-2c7b0469299d\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"GET\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"8c4913fb-2caf-4a1e-942a-c4a4ae2cc67b\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:02:11.121244258Z\\\\\\\"}\\\"\\n    },\\n    {\\n      \\\"count\\\": 7,\\n      \\\"ratio\\\": 0.0174,\\n      \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to add to cart: rpc error: code = FailedPrecondition desc = Can't access cart storage. StackExchange.Redis.RedisConnectionException: The message timed out in the backlog attempting to send because no connection became available (5000ms) - Last Connection Exception: It was not possible to connect to the redis server(s). ConnectTimeout, command=HMGET, timeout: 5000, inst: 0, qu: 17, qs: 0, aw: False, bw: CheckingForTimeout, last-in: 0, cur-in: 0, sync-ops: 0, async-ops: 81, serverEndpoint: redis-cart:6379, conn-sec: n/a, aoc: 0, mc: 1/1/0, mgr: 10 of 10 available, clientName: cartservice-79b49f5555-jq8rh(SE.Redis-v2.7.27.49176), IOCP: (Busy=0,Free=1000,Min=1,Max=1000), WORKER: (Busy=1,Free=32766,Min=1,Max=32767), POOL: (Threads=10,QueuedItems=0,CompletedItems=755,Timers=7), v: 2.7.27.49176 (Please take a look at this article for some common client-side issues that can cause timeouts: https://stackexchange.github.io/StackExchange.Redis/Timeouts)\\\\\\\\n ---\\\\\\\\u003e StackExchange.Redis.RedisConnectionException: It was not possible to connect to the redis server(s). ConnectTimeout\\\\\\\\n   --- End of inner exception stack trace ---\\\\\\\\n   at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAndRefreshAsync(String key, Boolean getData, CancellationToken token)\\\\\\\\n   at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAsync(String key, CancellationToken token)\\\\\\\\n   at cartservice.cartstore.RedisCartStore.AddItemAsync(String userId, String productId, Int32 quantity) in /app/cartstore/RedisCartStore.cs:line 40\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"ab64dc9f-1795-4d40-9096-e0b2c51f27d1\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"f28d54df-255a-4df0-8a09-41f41c7d8668\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:02:10.326797271Z\\\\\\\"}\\\"\\n    },\\n    {\\n      \\\"count\\\": 4,\\n      \\\"ratio\\\": 0.01,\\n      \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Internal desc = cart failure: failed to get user cart during checkout: rpc error: code = FailedPrecondition desc = Can't access cart storage. StackExchange.Redis.RedisConnectionException: The message timed out in the backlog attempting to send because no connection became available (5000ms) - Last Connection Exception: It was not possible to connect to the redis server(s). ConnectTimeout, command=HMGET, timeout: 5000, inst: 0, qu: 14, qs: 0, aw: False, bw: CheckingForTimeout, rs: NotStarted, ws: Idle, in: 0, last-in: 0, cur-in: 0, sync-ops: 0, async-ops: 68, serverEndpoint: redis-cart:6379, conn-sec: n/a, aoc: 0, mc: 1/1/0, mgr: 10 of 10 available, clientName: cartservice-79b49f5555-jq8rh(SE.Redis-v2.7.27.49176), IOCP: (Busy=0,Free=1000,Min=1,Max=1000), WORKER: (Busy=1,Free=32766,Min=1,Max=32767), POOL: (Threads=10,QueuedItems=0,CompletedItems=648,Timers=6), v: 2.7.27.49176 (Please take a look at this article for some common client-side issues that can cause timeouts: https://stackexchange.github.io/StackExchange.Redis/Timeouts)\\\\\\\\n ---\\\\\\\\u003e StackExchange.Redis.RedisConnectionException: It was not possible to connect to the redis server(s). ConnectTimeout\\\\\\\\n   --- End of inner exception stack trace ---\\\\\\\\n   at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAndRefreshAsync(String key, Boolean getData, CancellationToken token)\\\\\\\\n   at Microsoft.Extensions.Caching.StackExchangeRedis.RedisCache.GetAsync(String key, CancellationToken token)\\\\\\\\n   at cartservice.cartstore.RedisCartStore.GetCartAsync(String userId) in /app/cartstore/RedisCartStore.cs:line 90\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"dda4835d-c1dc-4800-9f80-daa087ebf444\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"4d0484bf-e11f-4267-9769-4659e14319b0\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:02:06.324677564Z\\\\\\\"}\\\"\\n    },\\n    {\\n      \\\"count\\\": 2,\\n      \\\"ratio\\\": 0.005,\\n      \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to complete the order: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"6801124d-1896-4e3d-8e26-b02330d25e02\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart/checkout\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"2fd2f679-97b3-493a-b005-3301c86e73af\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:02:11.121222718Z\\\\\\\"}\\\"\\n    },\\n    {\\n      \\\"count\\\": 1,\\n      \\\"ratio\\\": 0.0025,\\n      \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the name of the cluster in which the pod is runningmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/attributes/cluster-name\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:00:50.209348061Z\\\\\\\"}\\\"\\n    },\\n    {\\n      \\\"count\\\": 1,\\n      \\\"ratio\\\": 0.0025,\\n      \\\"sample\\\": \\\"{\\\\\\\"message\\\\\\\":\\\\\\\"Failed to fetch the Zone of the node where the pod is scheduledmetadata: GCE metadata \\\\\\\\\\\\\\\"instance/zone\\\\\\\\\\\\\\\" not defined\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:00:50.22306532Z\\\\\\\"}\\\"\\n    },\\n    {\\n      \\\"count\\\": 1,\\n      \\\"ratio\\\": 0.0025,\\n      \\\"sample\\\": \\\"{\\\\\\\"error\\\\\\\":\\\\\\\"failed to add to cart: rpc error: code = Canceled desc = context canceled\\\\\\\",\\\\\\\"http.req.id\\\\\\\":\\\\\\\"cadca673-ef27-4b27-807b-f8e00f44223e\\\\\\\",\\\\\\\"http.req.method\\\\\\\":\\\\\\\"POST\\\\\\\",\\\\\\\"http.req.path\\\\\\\":\\\\\\\"/cart\\\\\\\",\\\\\\\"message\\\\\\\":\\\\\\\"request error\\\\\\\",\\\\\\\"session\\\\\\\":\\\\\\\"1fc81ddc-53b7-402f-ba46-ff3493ffa712\\\\\\\",\\\\\\\"severity\\\\\\\":\\\\\\\"error\\\\\\\",\\\\\\\"timestamp\\\\\\\":\\\\\\\"2025-11-28T08:02:11.120766967Z\\\\\\\"}\\\"\\n    }\\n  ]\\n}\""
+    },
+    {
+      "tool_name": "GetResources",
+      "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'deploy', name: None, show_labels: False, output_wide: False, label_selector: None}",
+      "output": "NAME                    READY   UP-TO-DATE   AVAILABLE   AGE\nadservice               1/1     1            1           98s\ncartservice             1/1     1            1           98s\ncheckoutservice         1/1     1            1           98s\ncurrencyservice         1/1     1            1           97s\nemailservice            1/1     1            1           97s\nfrontend                1/1     1            1           97s\npaymentservice          1/1     1            1           97s\nproductcatalogservice   1/1     1            1           97s\nrecommendationservice   1/1     1            1           96s\nredis-cart              0/1     0            0           96s\nshippingservice         1/1     1            1           96s\n"
+    },
+    {
+      "tool_name": "DescribeResource",
+      "calling": "tool_name='DescribeResource' arguments={namespace: 'boutique', resource_type: 'deploy', name: 'redis-cart'}",
+      "output": "Name:                   redis-cart\nNamespace:              boutique\nCreationTimestamp:      Fri, 28 Nov 2025 16:00:50 +0800\nLabels:                 app=redis-cart\nAnnotations:            deployment.kubernetes.io/revision: 1\nSelector:               app=redis-cart\nReplicas:               1 desired | 0 updated | 0 total | 0 available | 1 unavailable\nStrategyType:           RollingUpdate\nMinReadySeconds:        0\nRollingUpdateStrategy:  25% max unavailable, 25% max surge\nPod Template:\n  Labels:           app=redis-cart\n  Service Account:  redis-service\n  Containers:\n   redis:\n    Image:      redis:alpine\n    Port:       6379/TCP\n    Host Port:  0/TCP\n    Limits:\n      cpu:     125m\n      memory:  256Mi\n    Requests:\n      cpu:        70m\n      memory:     200Mi\n    Liveness:     tcp-socket :6379 delay=5s timeout=1s period=10s #success=1 #failure=3\n    Readiness:    tcp-socket :6379 delay=5s timeout=1s period=10s #success=1 #failure=3\n    Environment:  <none>\n    Mounts:\n      /data from redis-data (rw)\n  Volumes:\n   redis-data:\n    Type:          PersistentVolumeClaim (a reference to a PersistentVolumeClaim in the same namespace)\n    ClaimName:     redis-cart-pvc\n    ReadOnly:      false\n  Node-Selectors:  <none>\n  Tolerations:     <none>\nConditions:\n  Type             Status  Reason\n  ----             ------  ------\n  Progressing      True    NewReplicaSetCreated\n  Available        False   MinimumReplicasUnavailable\n  ReplicaFailure   True    FailedCreate\nOldReplicaSets:    <none>\nNewReplicaSet:     redis-cart-7f446868dc (0/1 replicas created)\nEvents:\n  Type    Reason             Age   From                   Message\n  ----    ------             ----  ----                   -------\n  Normal  ScalingReplicaSet  99s   deployment-controller  Scaled up replica set redis-cart-7f446868dc to 1\n"
+    },
+    {
+      "tool_name": "GetResources",
+      "calling": "tool_name='GetResources' arguments={namespace: 'boutique', resource_type: 'event', name: None, show_labels: False, output_wide: False, label_selector: None}",
+      "output": "119s        Normal    Created             pod/recommendationservice-7bf5b7d9b8-8k6k5    Created container server\n119s        Normal    SuccessfulCreate    replicaset/recommendationservice-7bf5b7d9b8   Created pod: recommendationservice-7bf5b7d9b8-8k6k5\n119s        Normal    ScalingReplicaSet   deployment/shippingservice                    Scaled up replica set shippingservice-7ff54bf6b6 to 1\n119s        Normal    Started             pod/frontend-657dd795f-l6c8q                  Started container server\n119s        Normal    ScalingReplicaSet   deployment/recommendationservice              Scaled up replica set recommendationservice-7bf5b7d9b8 to 1\n119s        Normal    Started             pod/productcatalogservice-ddb46fc86-8v2rv     Started container server\n119s        Normal    Created             pod/productcatalogservice-ddb46fc86-8v2rv     Created container server\n119s        Normal    Pulled              pod/paymentservice-78c5996648-75rzx           Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/paymentservice:v0.10.3\" already present on machine\n119s        Normal    SuccessfulCreate    replicaset/shippingservice-7ff54bf6b6         Created pod: shippingservice-7ff54bf6b6-6zdqw\n119s        Normal    Created             pod/paymentservice-78c5996648-75rzx           Created container server\n119s        Normal    Started             pod/paymentservice-78c5996648-75rzx           Started container server\n119s        Normal    Scheduled           pod/recommendationservice-7bf5b7d9b8-8k6k5    Successfully assigned boutique/recommendationservice-7bf5b7d9b8-8k6k5 to worker-02\n119s        Normal    Pulled              pod/recommendationservice-7bf5b7d9b8-8k6k5    Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/recommendationservice:v0.10.3\" already present on machine\n119s        Normal    ScalingReplicaSet   deployment/redis-cart                         Scaled up replica set redis-cart-7f446868dc to 1\n119s        Normal    Scheduled           pod/shippingservice-7ff54bf6b6-6zdqw          Successfully assigned boutique/shippingservice-7ff54bf6b6-6zdqw to worker-01\n119s        Normal    Pulled              pod/shippingservice-7ff54bf6b6-6zdqw          Container image \"us-central1-docker.pkg.dev/google-samples/microservices-demo/shippingservice:v0.10.3\" already present on machine\n119s        Normal    Created             pod/shippingservice-7ff54bf6b6-6zdqw          Created container server\n119s        Normal    Started             pod/recommendationservice-7bf5b7d9b8-8k6k5    Started container server\n118s        Normal    Started             pod/shippingservice-7ff54bf6b6-6zdqw          Started container server\n37s         Warning   FailedCreate        replicaset/redis-cart-7f446868dc              Error creating: pods \"redis-cart-7f446868dc-\" is forbidden: error looking up service account boutique/redis-service: serviceaccount \"redis-service\" not found\n"
+    }
+  ]
+}