diff --git "a/analysis/stage1_examples/failure_examples.md" "b/analysis/stage1_examples/failure_examples.md"
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+# Qualitative Success and Failure Examples
+
+Source eval dir: `runs/qwen3-8b-qlora-20260501-083834/eval_merged`
+
+These examples are sampled to support qualitative error analysis. Long JSON objects are truncated for readability; full examples are in `failure_examples.json`.
+
+## Example 1: failure — `o1_nrm` — `test_in_distribution`
+
+- id: `d18c73f3a6cc`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.2608695652173913`
+- normalized field F1: `0.3`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "ManagedElement": {
+ "id": "gNB-044",
+ "GNBDUFunction": {
+ "id": "DU-045",
+ "gNBId": 44,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-045-002",
+ "cellLocalId": 2,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n258",
+ "arfcnDL": 2017504,
+ "bSChannelBwDL": 200,
+ "nrPCI": 145,
+ "nrTAC": 3193,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 1,
+ "sd": "000002"
+ },
+ "rrmPolicyMinRatio": 0.07,
+ "rrmPolicyMaxRatio": 0.33,
+ "rrmPolicyDedicatedRatio": 0.2,
+ "rrmPolicyMaxRatioPerSlice": 0.33
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "234",
+ "mnc": "260",
+ "sNSSAIList": [
+ {
+ "sst": 1,
+ "sd": "000003"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "ManagedElement": {
+ "id": "gNB-016",
+ "GNBDUFunction": {
+ "id": "DU-001",
+ "gNBId": 16,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-001-001",
+ "cellLocalId": 1,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n78",
+ "arfcnDL": 629820,
+ "bSChannelBwDL": 40,
+ "nrPCI": 812,
+ "nrTAC": 18111,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 1,
+ "sd": "000003"
+ },
+ "rrmPolicyMinRatio": 0.07,
+ "rrmPolicyMaxRatio": 0.31,
+ "rrmPolicyDedicatedRatio": 0.19,
+ "rrmPolicyMaxRatioPerSlice": 0.31
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 1,
+ "sd": "000001"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+## Example 2: failure — `o1_nrm` — `test_in_distribution`
+
+- id: `9c96f9cfe92f`
+- slice type: `URLLC`
+- lifecycle: `create`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.2608695652173913`
+- normalized field F1: `0.3`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "ManagedElement": {
+ "id": "gNB-035",
+ "GNBDUFunction": {
+ "id": "DU-015",
+ "gNBId": 35,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-015-006",
+ "cellLocalId": 6,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n77",
+ "arfcnDL": 635915,
+ "bSChannelBwDL": 20,
+ "nrPCI": 716,
+ "nrTAC": 63923,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 2,
+ "sd": "000002"
+ },
+ "rrmPolicyMinRatio": 0.17,
+ "rrmPolicyMaxRatio": 0.46,
+ "rrmPolicyDedicatedRatio": 0.32,
+ "rrmPolicyMaxRatioPerSlice": 0.46
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "001",
+ "mnc": "15",
+ "sNSSAIList": [
+ {
+ "sst": 2,
+ "sd": "000001"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "ManagedElement": {
+ "id": "gNB-006",
+ "GNBDUFunction": {
+ "id": "DU-008",
+ "gNBId": 6,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-008-002",
+ "cellLocalId": 2,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n78",
+ "arfcnDL": 629819,
+ "bSChannelBwDL": 40,
+ "nrPCI": 812,
+ "nrTAC": 58981,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 2,
+ "sd": "000001"
+ },
+ "rrmPolicyMinRatio": 0.17,
+ "rrmPolicyMaxRatio": 0.41,
+ "rrmPolicyDedicatedRatio": 0.29,
+ "rrmPolicyMaxRatioPerSlice": 0.41
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 2,
+ "sd": "000003"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+## Example 3: failure — `o1_nrm` — `test_in_distribution`
+
+- id: `0b3a40c9ef29`
+- slice type: `V2X`
+- lifecycle: `create`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.2608695652173913`
+- normalized field F1: `0.3`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "ManagedElement": {
+ "id": "gNB-034",
+ "GNBDUFunction": {
+ "id": "DU-020",
+ "gNBId": 34,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-020-001",
+ "cellLocalId": 1,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n258",
+ "arfcnDL": 2066044,
+ "bSChannelBwDL": 100,
+ "nrPCI": 399,
+ "nrTAC": 13260,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 4,
+ "sd": "000002"
+ },
+ "rrmPolicyMinRatio": 0.11,
+ "rrmPolicyMaxRatio": 0.51,
+ "rrmPolicyDedicatedRatio": 0.31,
+ "rrmPolicyMaxRatioPerSlice": 0.51
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "234",
+ "mnc": "02",
+ "sNSSAIList": [
+ {
+ "sst": 4,
+ "sd": "000002"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "ManagedElement": {
+ "id": "gNB-018",
+ "GNBDUFunction": {
+ "id": "DU-008",
+ "gNBId": 18,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-008-002",
+ "cellLocalId": 2,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n78",
+ "arfcnDL": 620812,
+ "bSChannelBwDL": 40,
+ "nrPCI": 812,
+ "nrTAC": 38501,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 4,
+ "sd": "000001"
+ },
+ "rrmPolicyMinRatio": 0.11,
+ "rrmPolicyMaxRatio": 0.36,
+ "rrmPolicyDedicatedRatio": 0.23,
+ "rrmPolicyMaxRatioPerSlice": 0.36
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 4,
+ "sd": "000001"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+## Example 4: success — `o1_nrm` — `test_in_distribution`
+
+- id: `9bb20702c4ed`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.5217391304347826`
+- normalized field F1: `0.6`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "ManagedElement": {
+ "id": "gNB-041",
+ "GNBDUFunction": {
+ "id": "DU-041",
+ "gNBId": 41,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-041-010",
+ "cellLocalId": 10,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n77",
+ "arfcnDL": 650829,
+ "bSChannelBwDL": 20,
+ "nrPCI": 592,
+ "nrTAC": 17343,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 3,
+ "sd": "000001"
+ },
+ "rrmPolicyMinRatio": 0.05,
+ "rrmPolicyMaxRatio": 0.23,
+ "rrmPolicyDedicatedRatio": 0.14,
+ "rrmPolicyMaxRatioPerSlice": 0.23
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 3,
+ "sd": "000002"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "ManagedElement": {
+ "id": "gNB-016",
+ "GNBDUFunction": {
+ "id": "DU-008",
+ "gNBId": 16,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-008-001",
+ "cellLocalId": 1,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n77",
+ "arfcnDL": 629813,
+ "bSChannelBwDL": 40,
+ "nrPCI": 100,
+ "nrTAC": 58461,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 3,
+ "sd": "000003"
+ },
+ "rrmPolicyMinRatio": 0.05,
+ "rrmPolicyMaxRatio": 0.23,
+ "rrmPolicyDedicatedRatio": 0.14,
+ "rrmPolicyMaxRatioPerSlice": 0.23
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 3,
+ "sd": "000001"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+## Example 5: failure — `a1_policy` — `test_in_distribution`
+
+- id: `694d0090fddd`
+- slice type: `URLLC`
+- lifecycle: `create`
+- error label: `a1_policy_value_error`
+- raw field F1: `0.42105263157894735`
+- normalized field F1: `0.5`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "a1Policy": {
+ "policyId": "a1-pol-urllc-032b45",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-urllc-6ddfa6",
+ "cellId": "cell-006",
+ "sNSSAI": {
+ "sst": 2,
+ "sd": "000002"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 150,
+ "mfbr": 180.0,
+ "priorityLevel": 1,
+ "5qi": 2,
+ "pdb": 150,
+ "per": 1e-05
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 15,
+ "max": 44
+ },
+ "schedulerWeight": 0.3,
+ "maxUEs": 50
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "a1Policy": {
+ "policyId": "a1-pol-urllc-0d0d61",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-urllc-10000b",
+ "cellId": "cell-010",
+ "sNSSAI": {
+ "sst": 2,
+ "sd": "000001"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 150,
+ "mfbr": 180.0,
+ "priorityLevel": 3,
+ "5qi": 85,
+ "pdb": 5,
+ "per": 1e-06
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 12,
+ "max": 32
+ },
+ "schedulerWeight": 0.46,
+ "maxUEs": 50
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+## Example 6: failure — `a1_policy` — `test_in_distribution`
+
+- id: `203521595cbf`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `a1_policy_value_error`
+- raw field F1: `0.47368421052631576`
+- normalized field F1: `0.5555555555555556`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "a1Policy": {
+ "policyId": "a1-pol-embb-df7deb",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-embb-1e007e",
+ "cellId": "cell-092",
+ "sNSSAI": {
+ "sst": 1,
+ "sd": "000002"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 200,
+ "mfbr": 240.0,
+ "priorityLevel": 6,
+ "5qi": 7,
+ "pdb": 100,
+ "per": 0.0001
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 11,
+ "max": 24
+ },
+ "schedulerWeight": 0.33,
+ "maxUEs": 5000
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "a1Policy": {
+ "policyId": "a1-pol-embb-11440c",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-embb-11440c",
+ "cellId": "cell-064",
+ "sNSSAI": {
+ "sst": 1,
+ "sd": "000003"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 200,
+ "mfbr": 240.0,
+ "priorityLevel": 5,
+ "5qi": 6,
+ "pdb": 300,
+ "per": 0.0005
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 11,
+ "max": 31
+ },
+ "schedulerWeight": 0.46,
+ "maxUEs": 5000
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+## Example 7: failure — `a1_policy` — `test_in_distribution`
+
+- id: `2414e525b358`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `a1_policy_value_error`
+- raw field F1: `0.47368421052631576`
+- normalized field F1: `0.5555555555555556`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "a1Policy": {
+ "policyId": "a1-pol-embb-f79e96",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-embb-59c165",
+ "cellId": "cell-094",
+ "sNSSAI": {
+ "sst": 1,
+ "sd": "000002"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 300,
+ "mfbr": 360.0,
+ "priorityLevel": 6,
+ "5qi": 7,
+ "pdb": 100,
+ "per": 0.005
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 20,
+ "max": 47
+ },
+ "schedulerWeight": 0.48,
+ "maxUEs": 100
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "a1Policy": {
+ "policyId": "a1-pol-embb-11000d",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-embb-00000d",
+ "cellId": "cell-086",
+ "sNSSAI": {
+ "sst": 1,
+ "sd": "000001"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 300,
+ "mfbr": 360.0,
+ "priorityLevel": 5,
+ "5qi": 6,
+ "pdb": 300,
+ "per": 0.0005
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 20,
+ "max": 38
+ },
+ "schedulerWeight": 0.36,
+ "maxUEs": 100
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+## Example 8: success — `a1_policy` — `test_in_distribution`
+
+- id: `abc1c25149ad`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.7368421052631579`
+- normalized field F1: `0.8333333333333334`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "a1Policy": {
+ "policyId": "a1-pol-embb-083c68",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-embb-edadec",
+ "cellId": "cell-024",
+ "sNSSAI": {
+ "sst": 1,
+ "sd": "000001"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 100,
+ "mfbr": 120.0,
+ "priorityLevel": 5,
+ "5qi": 6,
+ "pdb": 300,
+ "per": 0.0001
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 15,
+ "max": 41
+ },
+ "schedulerWeight": 0.2,
+ "maxUEs": 5000
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "a1Policy": {
+ "policyId": "a1-pol-embb-110111",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-embb-110111",
+ "cellId": "cell-061",
+ "sNSSAI": {
+ "sst": 1,
+ "sd": "000001"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 100,
+ "mfbr": 120.0,
+ "priorityLevel": 5,
+ "5qi": 6,
+ "pdb": 300,
+ "per": 0.0001
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 15,
+ "max": 32
+ },
+ "schedulerWeight": 0.36,
+ "maxUEs": 5000
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+## Example 9: failure — `tmf921_lifecycle_report` — `test_in_distribution`
+
+- id: `c6c087a3ecb5`
+- slice type: `V2X`
+- lifecycle: `report`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.20634920634920634`
+- normalized field F1: `0.12698412698412698`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-c9ffd5f8f042",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 1,
+ "measurements": [
+ 0.72,
+ 0.85,
+ 0.91,
+ 0.9,
+ 0.67
+ ],
+ "average": 0.81,
+ "min": 0.67,
+ "max": 0.91,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 50,
+ "measurements": [
+ 52.1,
+ 57.1,
+ 49.6,
+ 48.6,
+ 46.9
+ ],
+ "average": 50.86,
+ "min": 46.9,
+ "max": 57.1,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 50,
+ "measurements": [
+ 59.4,
+ 47.4,
+ 52.8,
+ 54.5,
+ 56.6
+ ],
+ "average": 54.14,
+ "min": 47.4,
+ "max": 59.4,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.99,
+ "measurements": [
+ 99.983253,
+ 99.997202,
+ 100,
+ 99.967519,
+ 100
+ ],
+ "average": 99.99,
+ "min": 99.967519,
+ "max": 100,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 1000,
+ "measurements": [
+ 475,
+ 202,
+ 482,
+ 989,
+ 603
+ ],
+ "average": 550.2,
+ "min": 202,
+ "max": 989,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": false,
+ "resourceUtilization": {
+ "cpuUsage": 25.5,
+ "memoryUsage": 41.4,
+ "prbUtilization": 78.2
+ },
+ "@type": "IntentAssuranceReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-111111111111",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 10,
+ "measurements": [
+ 10.26,
+ 6.43,
+ 8.56,
+ 10.05,
+ 9.06
+ ],
+ "average": 8.67,
+ "min": 6.43,
+ "max": 10.26,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 150,
+ "measurements": [
+ 158.4,
+ 139.1,
+ 168.4,
+ 149.4,
+ 168.0
+ ],
+ "average": 152.66,
+ "min": 139.1,
+ "max": 168.4,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measurements": [
+ 115.0,
+ 112.1,
+ 99.4,
+ 118.2,
+ 118.4
+ ],
+ "average": 110.62,
+ "min": 99.4,
+ "max": 118.4,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.999,
+ "measurements": [
+ 99.903671,
+ 99.998011,
+ 99.999622,
+ 99.998972,
+ 99.999811
+ ],
+ "average": 99.98,
+ "min": 99.903671,
+ "max": 99.999811,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 5000,
+ "measurements": [
+ 1643,
+ 2822,
+ 4563,
+ 4865,
+ 4865
+ ],
+ "average": 3571.6,
+ "min": 1643,
+ "max": 4865,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 77.7,
+ "memoryUsage": 28.6,
+ "prbUtilization": 82
+......
+```
+
+## Example 10: failure — `tmf921_lifecycle_report` — `test_in_distribution`
+
+- id: `a0dde7740590`
+- slice type: `eMBB`
+- lifecycle: `report`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.23809523809523808`
+- normalized field F1: `0.12698412698412698`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-bb2d09f58a92",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 50,
+ "measurements": [
+ 53.36,
+ 38.17,
+ 53.78,
+ 45.41,
+ 47.52
+ ],
+ "average": 47.648,
+ "min": 38.17,
+ "max": 53.78,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 1000,
+ "measurements": [
+ 1098.1,
+ 1095.5,
+ 905.5,
+ 1171.4,
+ 935.4
+ ],
+ "average": 1041.18,
+ "min": 905.5,
+ "max": 1171.4,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 75,
+ "measurements": [
+ 78.5,
+ 75.9,
+ 79.6,
+ 77.9,
+ 80.3
+ ],
+ "average": 78.44,
+ "min": 75.9,
+ "max": 80.3,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.95,
+ "measurements": [
+ 99.993633,
+ 99.904768,
+ 100,
+ 99.940096,
+ 99.980962
+ ],
+ "average": 99.964,
+ "min": 99.904768,
+ "max": 100,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 10000,
+ "measurements": [
+ 2978,
+ 4838,
+ 3232,
+ 5089,
+ 4608
+ ],
+ "average": 4149.0,
+ "min": 2978,
+ "max": 5089,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 65.1,
+ "memoryUsage": 61.2,
+ "prbUtilization": 48.9
+ },
+ "@type": "I
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-bb2d09f58a92",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 10,
+ "measurements": [
+ 6.23,
+ 9.5,
+ 9.84,
+ 10.0,
+ 8.54
+ ],
+ "average": 8.822,
+ "min": 6.23,
+ "max": 10.0,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 100,
+ "measurements": [
+ 108.4,
+ 112.1,
+ 108.4,
+ 118.4,
+ 112.1
+ ],
+ "average": 111.88,
+ "min": 108.4,
+ "max": 118.4,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measurements": [
+ 99.4,
+ 100.6,
+ 95.2,
+ 99.8,
+ 115.6
+ ],
+ "average": 102.12,
+ "min": 95.2,
+ "max": 115.6,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.999,
+ "measurements": [
+ 99.903575,
+ 99.998042,
+ 99.998185,
+ 99.998011,
+ 99.999434
+ ],
+ "average": 99.979,
+ "min": 99.903575,
+ "max": 99.999434,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 5000,
+ "measurements": [
+ 1802,
+ 1802,
+ 2834,
+ 4563,
+ 4644
+ ],
+ "average": 3129.0,
+ "min": 1802,
+ "max": 4644,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 66.6,
+ "memoryUsage": 28.6,
+ "prbUtilization": 82.3
+
+......
+```
+
+## Example 11: failure — `tmf921_lifecycle_report` — `test_in_distribution`
+
+- id: `1cf218c12177`
+- slice type: `MPS`
+- lifecycle: `report`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.25396825396825395`
+- normalized field F1: `0.14285714285714285`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-63282990ad3a",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 1,
+ "measurements": [
+ 0.78,
+ 0.68,
+ 0.61,
+ 1.09,
+ 0.98
+ ],
+ "average": 0.828,
+ "min": 0.61,
+ "max": 1.09,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 25,
+ "measurements": [
+ 25.9,
+ 26.3,
+ 24.3,
+ 28.7,
+ 22.8
+ ],
+ "average": 25.6,
+ "min": 22.8,
+ "max": 28.7,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 25,
+ "measurements": [
+ 27.6,
+ 25.2,
+ 24.7,
+ 25.5,
+ 22.6
+ ],
+ "average": 25.12,
+ "min": 22.6,
+ "max": 27.6,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9999,
+ "measurements": [
+ 99.900581,
+ 100,
+ 100,
+ 99.960229,
+ 99.947729
+ ],
+ "average": 99.962,
+ "min": 99.900581,
+ "max": 100,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 50,
+ "measurements": [
+ 21,
+ 12,
+ 41,
+ 38,
+ 41
+ ],
+ "average": 30.6,
+ "min": 12,
+ "max": 41,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 56.4,
+ "memoryUsage": 56.9,
+ "prbUtilization": 54.7
+ },
+ "@type": "IntentAssuranceReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-63282990ad3a",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 100,
+ "measurements": [
+ 66.06,
+ 100.89,
+ 100.0,
+ 61.1,
+ 89.0
+ ],
+ "average": 81.41,
+ "min": 61.1,
+ "max": 100.89,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 50,
+ "measurements": [
+ 58.1,
+ 58.8,
+ 58.4,
+ 52.1,
+ 52.2
+ ],
+ "average": 55.72,
+ "min": 52.1,
+ "max": 58.8,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 25,
+ "measurements": [
+ 29.1,
+ 23.1,
+ 28.4,
+ 23.6,
+ 29.6
+ ],
+ "average": 26.96,
+ "min": 23.1,
+ "max": 29.6,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9,
+ "measurements": [
+ 99.966136,
+ 99.998141,
+ 99.998042,
+ 99.998176,
+ 99.998042
+ ],
+ "average": 99.973,
+ "min": 99.966136,
+ "max": 99.998176,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 5000,
+ "measurements": [
+ 1666,
+ 1808,
+ 4166,
+ 4646,
+ 1865
+ ],
+ "average": 2810.2,
+ "min": 1666,
+ "max": 4646,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 62.1,
+ "memoryUsage": 23.3,
+ "prbUtilization": 82.3
+ },
+
+......
+```
+
+## Example 12: success — `tmf921_lifecycle_report` — `test_in_distribution`
+
+- id: `951a51750d41`
+- slice type: `mMTC`
+- lifecycle: `report`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.2222222222222222`
+- normalized field F1: `0.2222222222222222`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-6a4c9dffc32d",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 100,
+ "measurements": [
+ 87.74,
+ 69.75,
+ 92.13,
+ 97.59,
+ 71.95
+ ],
+ "average": 83.832,
+ "min": 69.75,
+ "max": 97.59,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 50,
+ "measurements": [
+ 50.4,
+ 45.8,
+ 52.7,
+ 46.6,
+ 58.7
+ ],
+ "average": 50.84,
+ "min": 45.8,
+ "max": 58.7,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 0.5,
+ "measurements": [
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.5,
+ 0.6
+ ],
+ "average": 0.52,
+ "min": 0.5,
+ "max": 0.6,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.5,
+ "measurements": [
+ 99.5203,
+ 99.520712,
+ 99.496279,
+ 99.571727,
+ 99.415768
+ ],
+ "average": 99.505,
+ "min": 99.415768,
+ "max": 99.571727,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 1000000,
+ "measurements": [
+ 984187,
+ 335768,
+ 486668,
+ 566126,
+ 800523
+ ],
+ "average": 634654.4,
+ "min": 335768,
+ "max": 984187,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": false,
+ "resourceUtilization": {
+ "cpuUsage": 54.3,
+ "memoryUsage": 29.6,
+ "prbUtilization": 84.5
+ },
+ "@ty
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-6a4c9dffc32d",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 10,
+ "measurements": [
+ 6.46,
+ 6.86,
+ 10.3,
+ 10.0,
+ 8.56
+ ],
+ "average": 8.236,
+ "min": 6.46,
+ "max": 10.3,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 100,
+ "measurements": [
+ 108.2,
+ 112.1,
+ 100.6,
+ 99.6,
+ 118.6
+ ],
+ "average": 107.82,
+ "min": 99.6,
+ "max": 118.6,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measurements": [
+ 109.0,
+ 108.4,
+ 99.1,
+ 112.1,
+ 99.8
+ ],
+ "average": 105.88,
+ "min": 99.1,
+ "max": 112.1,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9999,
+ "measurements": [
+ 99.903667,
+ 99.999821,
+ 99.999971,
+ 100,
+ 99.999975
+ ],
+ "average": 99.98,
+ "min": 99.903667,
+ "max": 100,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 5000,
+ "measurements": [
+ 1866,
+ 1808,
+ 2820,
+ 4565,
+ 4444
+ ],
+ "average": 3080.6,
+ "min": 1808,
+ "max": 4565,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 77.7,
+ "memoryUsage": 28.6,
+ "prbUtilization": 82.3
+ },
+ "@
+......
+```
+
+## Example 13: failure — `tmf921_lifecycle_monitor` — `test_in_distribution`
+
+- id: `a790d5b62fbc`
+- slice type: `eMBB`
+- lifecycle: `monitor`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.5666666666666667`
+- normalized field F1: `0.2413793103448276`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-85ac305b5e9c",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Fulfilled",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 30,
+ "measured": 22.47,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 500,
+ "measured": 507.9,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 200,
+ "measured": 200.2,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.99,
+ "measured": 100,
+ "unit": "percent",
+ "compliant": true
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 100,
+ "measured": 95,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": true,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-85ac305b5e9c",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 100,
+ "measured": 75.01,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 1000,
+ "measured": 994.1,
+ "unit": "Mbps",
+ "compliant": false
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measured": 109.0,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.99,
+ "measured": 99.984066,
+ "unit": "percent",
+ "compliant": false
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 10000,
+ "measured": 8942,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+## Example 14: failure — `tmf921_lifecycle_monitor` — `test_in_distribution`
+
+- id: `5efed41ac432`
+- slice type: `mMTC`
+- lifecycle: `monitor`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.6333333333333333`
+- normalized field F1: `0.41379310344827586`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-54f14eac901c",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 200,
+ "measured": 197.74,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 25,
+ "measured": 24.7,
+ "unit": "Mbps",
+ "compliant": false
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 25,
+ "measured": 27.4,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.5,
+ "measured": 99.455458,
+ "unit": "percent",
+ "compliant": false
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 1000000,
+ "measured": 13690,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-54f14eac901c",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 500,
+ "measured": 361.8,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 1,
+ "measured": 1.0,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 1,
+ "measured": 1.1,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99,
+ "measured": 98.981072,
+ "unit": "percent",
+ "compliant": false
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 10000,
+ "measured": 8142,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+## Example 15: failure — `tmf921_lifecycle_monitor` — `test_in_distribution`
+
+- id: `50a4e9fa9db3`
+- slice type: `mMTC`
+- lifecycle: `monitor`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.5666666666666667`
+- normalized field F1: `0.4482758620689655`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-ea956a3226f7",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 1000,
+ "measured": 751.73,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 25,
+ "measured": 24.7,
+ "unit": "Mbps",
+ "compliant": false
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 0.1,
+ "measured": 0.1,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 90,
+ "measured": 90.008003,
+ "unit": "percent",
+ "compliant": true
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 1000000,
+ "measured": 801042,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-000000000001",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 500,
+ "measured": 361.1,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 1,
+ "measured": 1.1,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 1,
+ "measured": 1.1,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99,
+ "measured": 98.981072,
+ "unit": "percent",
+ "compliant": false
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 10000,
+ "measured": 8142,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+## Example 16: success — `tmf921_lifecycle_monitor` — `test_in_distribution`
+
+- id: `1a6b5d210b5d`
+- slice type: `URLLC`
+- lifecycle: `monitor`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.7666666666666667`
+- normalized field F1: `0.7586206896551724`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-272abd35749b",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 1,
+ "measured": 0.74,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 150,
+ "measured": 160.6,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measured": 111.9,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.999,
+ "measured": 99.927269,
+ "unit": "percent",
+ "compliant": false
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 1000,
+ "measured": 373,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-272abd35749b",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 10,
+ "measured": 8.06,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 150,
+ "measured": 159.8,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measured": 109.0,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.999,
+ "measured": 99.90356,
+ "unit": "percent",
+ "compliant": false
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 50,
+ "measured": 40,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+## Example 17: failure — `tmf921` — `test_in_distribution`
+
+- id: `2e170e5d2f68`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.7692307692307693`
+- normalized field F1: `0.8656716417910447`
+- normalized key F1: `0.9402985074626866`
+
+### Gold
+```json
+{
+ "id": "intent-6830bb1fb139",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-6830bb1fb139",
+ "name": "eMBB Slice - Electronic Warfare Spectrum Monitoring",
+ "description": "Intent for electronic warfare spectrum monitoring at Forward Operating Area with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 5,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-6b2137891dca",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-b74b1e",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000002"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 100,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 25,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "id": "intent-111111111111",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-111111111111",
+ "name": "eMBB Slice - Electronic Warfare Spectrum Monitoring",
+ "description": "Intent for electronic warfare spectrum monitoring at Forward Operating Area with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 3,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-000000000001",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-000001",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000003"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 100,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 25,
+ "targetMetric": "PLMNID.ul.ThpVol.NR
+......
+```
+
+## Example 18: failure — `tmf921` — `test_in_distribution`
+
+- id: `6a37983cc8b1`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.7692307692307693`
+- normalized field F1: `0.8656716417910447`
+- normalized key F1: `0.9402985074626866`
+
+### Gold
+```json
+{
+ "id": "intent-0f94edf4e5fd",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-0f94edf4e5fd",
+ "name": "eMBB Slice - Fleet Route Optimization",
+ "description": "Intent for fleet route optimization at Factory Complex A with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 5,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-5ebd3bd193ab",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-08017d",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000002"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1000,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 150,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "id": "intent-10b14040b116",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-10b14040b116",
+ "name": "eMBB Slice - Fleet Route Optimization",
+ "description": "Intent for fleet route optimization at Factory Complex A with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 3,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-1b10b140b116",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-10b140",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000003"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1000,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 150,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "M
+......
+```
+
+## Example 19: failure — `tmf921` — `test_in_distribution`
+
+- id: `32c3a5d4c830`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.7692307692307693`
+- normalized field F1: `0.8656716417910447`
+- normalized key F1: `0.9402985074626866`
+
+### Gold
+```json
+{
+ "id": "intent-e739759aea88",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-e739759aea88",
+ "name": "eMBB Slice - Urban Noise Monitoring",
+ "description": "Intent for urban noise monitoring at Hospital Campus with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 5,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-8032d4ff1385",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-4f8120",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000001"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1000,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "id": "intent-11b1b1b1b1b1",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-11b1b1b1b1b1",
+ "name": "eMBB Slice - Urban Noise Monitoring",
+ "description": "Intent for urban noise monitoring at Hospital Campus with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 3,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-11b1b1b1b1b1",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-11b1b1",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000003"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1000,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "Mbps"
+
+......
+```
+
+## Example 20: success — `tmf921` — `test_in_distribution`
+
+- id: `95c2a0375b70`
+- slice type: `URLLC`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.8860759493670886`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "id": "intent-1672dbf0d214",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-1672dbf0d214",
+ "name": "URLLC Slice - Terminal Crowd Management",
+ "description": "Intent for terminal crowd management at Runway Complex with URLLC service level",
+ "lifecycleState": "Active",
+ "priority": 1,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-30f8c5e05aee",
+ "name": "URLLC QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-urllc-5abeba",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "URLLC"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 2,
+ "sd": "000003"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 300,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 75,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "id": "intent-1b1111111111",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-1b1111111111",
+ "name": "URLLC Slice - Terminal Crowd Management",
+ "description": "Intent for terminal crowd management at Runway Complex with URLLC service level",
+ "lifecycleState": "Active",
+ "priority": 1,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-1b1111111111",
+ "name": "URLLC QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-urllc-1b1111",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "URLLC"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 2,
+ "sd": "000003"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 300,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 75,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit":
+......
+```
+
+## Example 21: failure — `camara` — `test_in_distribution`
+
+- id: `86beccd364f5`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.5`
+- normalized field F1: `0.7142857142857143`
+- normalized key F1: `0.8571428571428571`
+
+### Gold
+```json
+{
+ "networkSliceBooking": {
+ "sliceType": "eMBB",
+ "sliceProfile": {
+ "latencyTarget": 80,
+ "reliability": 99.95,
+ "throughput": {
+ "downlink": 1000,
+ "uplink": 200
+ },
+ "maxNumberOfUEs": 50000
+ },
+ "areaOfService": {
+ "region": "Smart Farm Sector",
+ "center": {
+ "latitude": 41.8781,
+ "longitude": -93.0977
+ },
+ "radius": 2000,
+ "cells": [
+ "cell-082"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-07-26T12:00:00Z",
+ "endTime": "2025-07-27T12:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/56bbfa0f18e8"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "networkSliceBooking": {
+ "sliceType": "eMBB",
+ "sliceProfile": {
+ "latencyTarget": 80,
+ "reliability": 99.9,
+ "throughput": {
+ "downlink": 1000,
+ "uplink": 200
+ },
+ "maxNumberOfUEs": 50000
+ },
+ "areaOfService": {
+ "region": "Smart Farm Sector",
+ "center": {
+ "latitude": 41.8781,
+ "longitude": -93.0977
+ },
+ "radius": 500,
+ "cells": [
+ "cell-086",
+ "cell-080",
+ "cell-080",
+ "cell-080",
+ "cell-080"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-18T11:00:00Z",
+ "endTime": "2025-01-18T12:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/71b104411101"
+ }
+}
+```
+
+## Example 22: failure — `camara` — `test_in_distribution`
+
+- id: `a433985ab22e`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.5`
+- normalized field F1: `0.7142857142857143`
+- normalized key F1: `0.8571428571428571`
+
+### Gold
+```json
+{
+ "networkSliceBooking": {
+ "sliceType": "eMBB",
+ "sliceProfile": {
+ "latencyTarget": 20,
+ "reliability": 99.5,
+ "throughput": {
+ "downlink": 800,
+ "uplink": 100
+ },
+ "maxNumberOfUEs": 5000
+ },
+ "areaOfService": {
+ "region": "Cell Site Cluster",
+ "center": {
+ "latitude": 47.6062,
+ "longitude": -122.3321
+ },
+ "radius": 2000,
+ "cells": [
+ "cell-064"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-05-14T13:00:00Z",
+ "endTime": "2025-05-15T01:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/6dde561161ba"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "networkSliceBooking": {
+ "sliceType": "eMBB",
+ "sliceProfile": {
+ "latencyTarget": 20,
+ "reliability": 99.9,
+ "throughput": {
+ "downlink": 800,
+ "uplink": 100
+ },
+ "maxNumberOfUEs": 5000
+ },
+ "areaOfService": {
+ "region": "Cell Site Cluster",
+ "center": {
+ "latitude": 47.6062,
+ "longitude": -122.3321
+ },
+ "radius": 500,
+ "cells": [
+ "cell-086",
+ "cell-080",
+ "cell-088",
+ "cell-085",
+ "cell-089"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-18T01:00:00Z",
+ "endTime": "2025-01-18T03:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/100000000000"
+ }
+}
+```
+
+## Example 23: failure — `camara` — `test_in_distribution`
+
+- id: `c7b67713cea0`
+- slice type: `V2X`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.5`
+- normalized field F1: `0.7142857142857143`
+- normalized key F1: `0.8571428571428571`
+
+### Gold
+```json
+{
+ "networkSliceBooking": {
+ "sliceType": "V2X",
+ "sliceProfile": {
+ "latencyTarget": 3,
+ "reliability": 99.99,
+ "throughput": {
+ "downlink": 25,
+ "uplink": 75
+ },
+ "maxNumberOfUEs": 10000
+ },
+ "areaOfService": {
+ "region": "Industrial Zone North",
+ "center": {
+ "latitude": 52.52,
+ "longitude": 13.405
+ },
+ "radius": 2000,
+ "cells": [
+ "cell-089"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-04-11T00:00:00Z",
+ "endTime": "2025-04-11T06:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/1ef93372cd51"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "networkSliceBooking": {
+ "sliceType": "V2X",
+ "sliceProfile": {
+ "latencyTarget": 3,
+ "reliability": 99.999,
+ "throughput": {
+ "downlink": 25,
+ "uplink": 75
+ },
+ "maxNumberOfUEs": 10000
+ },
+ "areaOfService": {
+ "region": "Industrial Zone North",
+ "center": {
+ "latitude": 52.52,
+ "longitude": 13.405
+ },
+ "radius": 500,
+ "cells": [
+ "cell-086",
+ "cell-080",
+ "cell-080",
+ "cell-080",
+ "cell-080"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-04T08:00:00Z",
+ "endTime": "2025-01-04T10:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/114001111111"
+ }
+}
+```
+
+## Example 24: success — `camara` — `test_in_distribution`
+
+- id: `734b0b0d58e4`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.5882352941176471`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "networkSliceBooking": {
+ "sliceType": "mMTC",
+ "sliceProfile": {
+ "latencyTarget": 200,
+ "reliability": 99.9,
+ "throughput": {
+ "downlink": 50,
+ "uplink": 0.1
+ },
+ "maxNumberOfUEs": 5000
+ },
+ "areaOfService": {
+ "region": "Building Development Zone",
+ "center": {
+ "latitude": 55.7558,
+ "longitude": 37.6173
+ },
+ "radius": 500,
+ "cells": [
+ "cell-054",
+ "cell-039",
+ "cell-057",
+ "cell-095"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-08T21:00:00Z",
+ "endTime": "2025-01-09T03:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/884603d08f0b"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "networkSliceBooking": {
+ "sliceType": "mMTC",
+ "sliceProfile": {
+ "latencyTarget": 200,
+ "reliability": 99.9,
+ "throughput": {
+ "downlink": 50,
+ "uplink": 0.1
+ },
+ "maxNumberOfUEs": 5000
+ },
+ "areaOfService": {
+ "region": "Building Development Zone",
+ "center": {
+ "latitude": 55.7558,
+ "longitude": 37.6173
+ },
+ "radius": 500,
+ "cells": [
+ "cell-081",
+ "cell-080",
+ "cell-082",
+ "cell-083"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-01T08:00:00Z",
+ "endTime": "2025-01-01T10:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/194310990111"
+ }
+}
+```
+
+## Example 25: failure — `intent_3gpp` — `test_in_distribution`
+
+- id: `9777a5690c22`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.775`
+- normalized field F1: `0.6578947368421053`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intent": {
+ "id": "intent-mMTC-75f0f278206a",
+ "name": "Industrial Robot Coordination mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-106246427132",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000002"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 0.5,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 25,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 200,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 90,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Hospital Campus"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "indu
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intent": {
+ "id": "intent-mMTC-0d111010000d",
+ "name": "Industrial Robot Coordination mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-000000000000",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 0.5,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 25,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 200,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 90,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Hospital Campus"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contex
+......
+```
+
+## Example 26: failure — `intent_3gpp` — `test_in_distribution`
+
+- id: `792a2e7768b4`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.775`
+- normalized field F1: `0.6578947368421053`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intent": {
+ "id": "intent-mMTC-7563ca2e916a",
+ "name": "Hazmat Incident Command mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-11b912607ff5",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000002"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 50,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 0.5,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 30,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 99.5,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 500000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Disaster Response Area"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intent": {
+ "id": "intent-mMTC-11b1b1b1b1b1",
+ "name": "Hazmat Incident Command mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-11b1b1b1b1b1",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 0.5,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 30,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 99.5,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 500000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Disaster Response Area"
+ },
+ {
+ "contextAttribute": "useCase",
+ "co
+......
+```
+
+## Example 27: failure — `intent_3gpp` — `test_in_distribution`
+
+- id: `1365f89d3e33`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.775`
+- normalized field F1: `0.6578947368421053`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intent": {
+ "id": "intent-mMTC-3e24f2da03ac",
+ "name": "Soil Moisture Sensor Mesh mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-ae8ba2fb4584",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000002"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 5,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 0.1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 30,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 99,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 100000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Rural Coverage Area"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "soil
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intent": {
+ "id": "intent-mMTC-0d0010000000",
+ "name": "Soil Moisture Sensor Mesh mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-000000000000",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 5,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 0.1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 30,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 99,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 100000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Rural Coverage Area"
+ },
+ {
+ "contextAttribute": "useCase",
+ "conte
+......
+```
+
+## Example 28: success — `intent_3gpp` — `test_in_distribution`
+
+- id: `32ddbb98e457`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.925`
+- normalized field F1: `0.9736842105263158`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intent": {
+ "id": "intent-eMBB-a5540fd9c553",
+ "name": "Concrete Pour Monitoring eMBB Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-6b4bf57e7434",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "eMBB",
+ "sNSSAI": {
+ "sst": 1,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 1000,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 200,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 80,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 99.95,
+ "unit": "percent"
+ },
+ {
+ "targetName": "maxNumberOfUEs",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Construction Site Gamma"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intent": {
+ "id": "intent-eMBB-0d0b10b11006",
+ "name": "Concrete Pour Monitoring eMBB Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-1b1b1b1b1b1b",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "eMBB",
+ "sNSSAI": {
+ "sst": 1,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 1000,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 200,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 80,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 99.95,
+ "unit": "percent"
+ },
+ {
+ "targetName": "maxNumberOfUEs",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Construction Site Gamma"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+
+......
+```
+
+## Example 29: failure — `o1_nrm` — `test_template_ood`
+
+- id: `e76a129ef0e9`
+- slice type: `URLLC`
+- lifecycle: `create`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.17391304347826086`
+- normalized field F1: `0.20000000000000004`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "ManagedElement": {
+ "id": "gNB-009",
+ "GNBDUFunction": {
+ "id": "DU-004",
+ "gNBId": 9,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-004-003",
+ "cellLocalId": 3,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n79",
+ "arfcnDL": 708059,
+ "bSChannelBwDL": 50,
+ "nrPCI": 176,
+ "nrTAC": 14794,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 2,
+ "sd": "000002"
+ },
+ "rrmPolicyMinRatio": 0.05,
+ "rrmPolicyMaxRatio": 0.25,
+ "rrmPolicyDedicatedRatio": 0.15,
+ "rrmPolicyMaxRatioPerSlice": 0.25
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "001",
+ "mnc": "260",
+ "sNSSAIList": [
+ {
+ "sst": 2,
+ "sd": "000002"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "ManagedElement": {
+ "id": "gNB-001",
+ "GNBDUFunction": {
+ "id": "DU-001",
+ "gNBId": 1,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-001-001",
+ "cellLocalId": 1,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n78",
+ "arfcnDL": 629820,
+ "bSChannelBwDL": 40,
+ "nrPCI": 816,
+ "nrTAC": 3895,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 5,
+ "sd": "000003"
+ },
+ "rrmPolicyMinRatio": 0.05,
+ "rrmPolicyMaxRatio": 0.3,
+ "rrmPolicyDedicatedRatio": 0.17,
+ "rrmPolicyMaxRatioPerSlice": 0.3
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 5,
+ "sd": "000003"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+## Example 30: failure — `o1_nrm` — `test_template_ood`
+
+- id: `60c525414a65`
+- slice type: `V2X`
+- lifecycle: `create`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.21739130434782608`
+- normalized field F1: `0.25`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "ManagedElement": {
+ "id": "gNB-015",
+ "GNBDUFunction": {
+ "id": "DU-007",
+ "gNBId": 15,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-007-005",
+ "cellLocalId": 5,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n77",
+ "arfcnDL": 669944,
+ "bSChannelBwDL": 20,
+ "nrPCI": 815,
+ "nrTAC": 61118,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 4,
+ "sd": "000001"
+ },
+ "rrmPolicyMinRatio": 0.06,
+ "rrmPolicyMaxRatio": 0.4,
+ "rrmPolicyDedicatedRatio": 0.23,
+ "rrmPolicyMaxRatioPerSlice": 0.4
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "15",
+ "sNSSAIList": [
+ {
+ "sst": 4,
+ "sd": "000002"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "ManagedElement": {
+ "id": "gNB-018",
+ "GNBDUFunction": {
+ "id": "DU-008",
+ "gNBId": 18,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-008-001",
+ "cellLocalId": 1,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n78",
+ "arfcnDL": 629819,
+ "bSChannelBwDL": 40,
+ "nrPCI": 812,
+ "nrTAC": 56681,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 5,
+ "sd": "000003"
+ },
+ "rrmPolicyMinRatio": 0.06,
+ "rrmPolicyMaxRatio": 0.31,
+ "rrmPolicyDedicatedRatio": 0.18,
+ "rrmPolicyMaxRatioPerSlice": 0.31
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 5,
+ "sd": "000003"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+## Example 31: failure — `o1_nrm` — `test_template_ood`
+
+- id: `3ab70dc309fc`
+- slice type: `V2X`
+- lifecycle: `create`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.21739130434782608`
+- normalized field F1: `0.25`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "ManagedElement": {
+ "id": "gNB-027",
+ "GNBDUFunction": {
+ "id": "DU-013",
+ "gNBId": 27,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-013-007",
+ "cellLocalId": 7,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n41",
+ "arfcnDL": 533808,
+ "bSChannelBwDL": 40,
+ "nrPCI": 347,
+ "nrTAC": 28252,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 4,
+ "sd": "000001"
+ },
+ "rrmPolicyMinRatio": 0.15,
+ "rrmPolicyMaxRatio": 0.31,
+ "rrmPolicyDedicatedRatio": 0.23,
+ "rrmPolicyMaxRatioPerSlice": 0.31
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "001",
+ "mnc": "01",
+ "sNSSAIList": [
+ {
+ "sst": 4,
+ "sd": "000001"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "ManagedElement": {
+ "id": "gNB-016",
+ "GNBDUFunction": {
+ "id": "DU-008",
+ "gNBId": 16,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-008-002",
+ "cellLocalId": 2,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n77",
+ "arfcnDL": 629819,
+ "bSChannelBwDL": 20,
+ "nrPCI": 100,
+ "nrTAC": 5846,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 2,
+ "sd": "000001"
+ },
+ "rrmPolicyMinRatio": 0.15,
+ "rrmPolicyMaxRatio": 0.4,
+ "rrmPolicyDedicatedRatio": 0.28,
+ "rrmPolicyMaxRatioPerSlice": 0.4
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 2,
+ "sd": "000003"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+## Example 32: success — `o1_nrm` — `test_template_ood`
+
+- id: `f99a8ab43ed3`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.5652173913043478`
+- normalized field F1: `0.6`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "ManagedElement": {
+ "id": "gNB-016",
+ "GNBDUFunction": {
+ "id": "DU-032",
+ "gNBId": 16,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-032-009",
+ "cellLocalId": 9,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n78",
+ "arfcnDL": 633919,
+ "bSChannelBwDL": 50,
+ "nrPCI": 688,
+ "nrTAC": 4707,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 3,
+ "sd": "000003"
+ },
+ "rrmPolicyMinRatio": 0.05,
+ "rrmPolicyMaxRatio": 0.23,
+ "rrmPolicyDedicatedRatio": 0.14,
+ "rrmPolicyMaxRatioPerSlice": 0.23
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "001",
+ "mnc": "15",
+ "sNSSAIList": [
+ {
+ "sst": 3,
+ "sd": "000002"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "ManagedElement": {
+ "id": "gNB-016",
+ "GNBDUFunction": {
+ "id": "DU-008",
+ "gNBId": 16,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-008-002",
+ "cellLocalId": 2,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n78",
+ "arfcnDL": 620896,
+ "bSChannelBwDL": 40,
+ "nrPCI": 812,
+ "nrTAC": 18621,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 3,
+ "sd": "000003"
+ },
+ "rrmPolicyMinRatio": 0.05,
+ "rrmPolicyMaxRatio": 0.23,
+ "rrmPolicyDedicatedRatio": 0.14,
+ "rrmPolicyMaxRatioPerSlice": 0.23
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 3,
+ "sd": "000001"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+## Example 33: failure — `a1_policy` — `test_template_ood`
+
+- id: `14348f59be66`
+- slice type: `MPS`
+- lifecycle: `create`
+- error label: `a1_policy_value_error`
+- raw field F1: `0.42105263157894735`
+- normalized field F1: `0.5`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "a1Policy": {
+ "policyId": "a1-pol-mps-eff6d6",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-mps-59d80a",
+ "cellId": "cell-079",
+ "sNSSAI": {
+ "sst": 5,
+ "sd": "000003"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 200,
+ "mfbr": 240.0,
+ "priorityLevel": 1,
+ "5qi": 69,
+ "pdb": 60,
+ "per": 1e-05
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 15,
+ "max": 41
+ },
+ "schedulerWeight": 0.71,
+ "maxUEs": 5000
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "a1Policy": {
+ "policyId": "a1-pol-urllc-111111",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-urllc-111111",
+ "cellId": "cell-081",
+ "sNSSAI": {
+ "sst": 2,
+ "sd": "000001"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 200,
+ "mfbr": 240.0,
+ "priorityLevel": 3,
+ "5qi": 85,
+ "pdb": 5,
+ "per": 1e-06
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 15,
+ "max": 33
+ },
+ "schedulerWeight": 0.48,
+ "maxUEs": 5000
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+## Example 34: failure — `a1_policy` — `test_template_ood`
+
+- id: `2a4c961b861b`
+- slice type: `V2X`
+- lifecycle: `create`
+- error label: `a1_policy_value_error`
+- raw field F1: `0.42105263157894735`
+- normalized field F1: `0.5`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "a1Policy": {
+ "policyId": "a1-pol-v2x-afe37b",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-v2x-f87cb8",
+ "cellId": "cell-047",
+ "sNSSAI": {
+ "sst": 4,
+ "sd": "000002"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 150,
+ "mfbr": 180.0,
+ "priorityLevel": 2,
+ "5qi": 84,
+ "pdb": 30,
+ "per": 0.0001
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 11,
+ "max": 39
+ },
+ "schedulerWeight": 0.48,
+ "maxUEs": 10000
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "a1Policy": {
+ "policyId": "a1-pol-mps-111111",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-mps-000001",
+ "cellId": "cell-010",
+ "sNSSAI": {
+ "sst": 5,
+ "sd": "000003"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 150,
+ "mfbr": 180.0,
+ "priorityLevel": 1,
+ "5qi": 66,
+ "pdb": 100,
+ "per": 1e-05
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 11,
+ "max": 31
+ },
+ "schedulerWeight": 0.59,
+ "maxUEs": 10000
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+## Example 35: failure — `a1_policy` — `test_template_ood`
+
+- id: `d5736ff86f3e`
+- slice type: `URLLC`
+- lifecycle: `create`
+- error label: `a1_policy_value_error`
+- raw field F1: `0.42105263157894735`
+- normalized field F1: `0.5`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "a1Policy": {
+ "policyId": "a1-pol-urllc-032b45",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-urllc-6ddfa6",
+ "cellId": "cell-006",
+ "sNSSAI": {
+ "sst": 2,
+ "sd": "000002"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 150,
+ "mfbr": 180.0,
+ "priorityLevel": 1,
+ "5qi": 2,
+ "pdb": 150,
+ "per": 1e-05
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 15,
+ "max": 44
+ },
+ "schedulerWeight": 0.3,
+ "maxUEs": 50
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "a1Policy": {
+ "policyId": "a1-pol-urllc-111111",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-urllc-111111",
+ "cellId": "cell-081",
+ "sNSSAI": {
+ "sst": 2,
+ "sd": "000001"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 150,
+ "mfbr": 180.0,
+ "priorityLevel": 3,
+ "5qi": 85,
+ "pdb": 5,
+ "per": 1e-06
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 12,
+ "max": 32
+ },
+ "schedulerWeight": 0.59,
+ "maxUEs": 50
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+## Example 36: success — `a1_policy` — `test_template_ood`
+
+- id: `bfc4e60b96a9`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.7368421052631579`
+- normalized field F1: `0.8333333333333334`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "a1Policy": {
+ "policyId": "a1-pol-mmtc-2ff4af",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-mmtc-1e2628",
+ "cellId": "cell-052",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000001"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 1,
+ "mfbr": 1.2,
+ "priorityLevel": 9,
+ "5qi": 8,
+ "pdb": 300,
+ "per": 0.005
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 5,
+ "max": 23
+ },
+ "schedulerWeight": 0.45,
+ "maxUEs": 1000
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "a1Policy": {
+ "policyId": "a1-pol-mmtc-110006",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-mmtc-110006",
+ "cellId": "cell-086",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 1,
+ "mfbr": 1.2,
+ "priorityLevel": 9,
+ "5qi": 8,
+ "pdb": 300,
+ "per": 0.005
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 5,
+ "max": 23
+ },
+ "schedulerWeight": 0.46,
+ "maxUEs": 1000
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+## Example 37: failure — `tmf921_lifecycle_report` — `test_template_ood`
+
+- id: `a43297d5ddee`
+- slice type: `HMTC`
+- lifecycle: `report`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.2222222222222222`
+- normalized field F1: `0.1746031746031746`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-ed3943082134",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 5,
+ "measurements": [
+ 3.79,
+ 4.98,
+ 3.83,
+ 4.78,
+ 5.43
+ ],
+ "average": 4.562,
+ "min": 3.79,
+ "max": 5.43,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 100,
+ "measurements": [
+ 110.9,
+ 99.1,
+ 119.2,
+ 119.3,
+ 110.7
+ ],
+ "average": 111.84,
+ "min": 99.1,
+ "max": 119.3,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 500,
+ "measurements": [
+ 508.6,
+ 506.8,
+ 503.3,
+ 541.3,
+ 559.8
+ ],
+ "average": 523.96,
+ "min": 503.3,
+ "max": 559.8,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.99999,
+ "measurements": [
+ 99.923372,
+ 100,
+ 99.961583,
+ 99.913077,
+ 99.998417
+ ],
+ "average": 99.959,
+ "min": 99.913077,
+ "max": 100,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 500,
+ "measurements": [
+ 73,
+ 119,
+ 268,
+ 421,
+ 487
+ ],
+ "average": 273.6,
+ "min": 73,
+ "max": 487,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 72.9,
+ "memoryUsage": 47.5,
+ "prbUtilization": 32.4
+ },
+ "@type": "IntentAssuranceRep
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-111111111111",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 3,
+ "measurements": [
+ 2.26,
+ 2.9,
+ 2.84,
+ 2.89,
+ 2.89
+ ],
+ "average": 2.776,
+ "min": 2.26,
+ "max": 2.9,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 500,
+ "measurements": [
+ 585.1,
+ 519.4,
+ 587.6,
+ 539.8,
+ 580.5
+ ],
+ "average": 548.48,
+ "min": 519.4,
+ "max": 587.6,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measurements": [
+ 112.1,
+ 112.1,
+ 99.9,
+ 119.5,
+ 118.5
+ ],
+ "average": 110.42,
+ "min": 99.9,
+ "max": 119.5,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9999,
+ "measurements": [
+ 99.903676,
+ 99.999611,
+ 99.999811,
+ 99.999962,
+ 99.999962
+ ],
+ "average": 99.98,
+ "min": 99.903676,
+ "max": 99.999962,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 50000,
+ "measurements": [
+ 14462,
+ 28641,
+ 28446,
+ 14462,
+ 28446
+ ],
+ "average": 22991.4,
+ "min": 14462,
+ "max": 28641,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 77.7,
+ "memoryUsage": 28.6,
+ "prbUtilization
+......
+```
+
+## Example 38: failure — `tmf921_lifecycle_report` — `test_template_ood`
+
+- id: `b4ae6c9d9034`
+- slice type: `HMTC`
+- lifecycle: `report`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.2222222222222222`
+- normalized field F1: `0.1746031746031746`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-a1c5e0cd2107",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 1,
+ "measurements": [
+ 0.77,
+ 1.07,
+ 0.92,
+ 0.82,
+ 0.88
+ ],
+ "average": 0.892,
+ "min": 0.77,
+ "max": 1.07,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 100,
+ "measurements": [
+ 102.5,
+ 114.4,
+ 112.1,
+ 106.4,
+ 109.8
+ ],
+ "average": 109.04,
+ "min": 102.5,
+ "max": 114.4,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 500,
+ "measurements": [
+ 515.7,
+ 460.6,
+ 538.9,
+ 552.5,
+ 593.1
+ ],
+ "average": 532.16,
+ "min": 460.6,
+ "max": 593.1,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.99999,
+ "measurements": [
+ 99.949115,
+ 99.978169,
+ 99.934188,
+ 99.978159,
+ 100
+ ],
+ "average": 99.968,
+ "min": 99.934188,
+ "max": 100,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 500,
+ "measurements": [
+ 393,
+ 192,
+ 246,
+ 45,
+ 280
+ ],
+ "average": 231.2,
+ "min": 45,
+ "max": 393,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 56.7,
+ "memoryUsage": 39.4,
+ "prbUtilization": 69.3
+ },
+ "@type": "IntentAssuranceR
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-000000000001",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 3,
+ "measurements": [
+ 2.26,
+ 2.9,
+ 2.84,
+ 2.89,
+ 2.89
+ ],
+ "average": 2.776,
+ "min": 2.26,
+ "max": 2.9,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 500,
+ "measurements": [
+ 585.1,
+ 519.8,
+ 587.6,
+ 538.6,
+ 521.1
+ ],
+ "average": 548.42,
+ "min": 519.8,
+ "max": 587.6,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measurements": [
+ 115.6,
+ 112.1,
+ 99.9,
+ 112.6,
+ 112.6
+ ],
+ "average": 110.56,
+ "min": 99.9,
+ "max": 115.6,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9999,
+ "measurements": [
+ 99.903676,
+ 99.999621,
+ 99.99961,
+ 99.999812,
+ 99.999989
+ ],
+ "average": 99.98,
+ "min": 99.903676,
+ "max": 99.999989,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 500000,
+ "measurements": [
+ 146446,
+ 289212,
+ 289212,
+ 146446,
+ 289212
+ ],
+ "average": 234265.2,
+ "min": 146446,
+ "max": 289212,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 77.7,
+ "memoryUsage": 28.6,
+ "prbUti
+......
+```
+
+## Example 39: failure — `tmf921_lifecycle_report` — `test_template_ood`
+
+- id: `7f4c7e3c8d4e`
+- slice type: `HMTC`
+- lifecycle: `report`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.23809523809523808`
+- normalized field F1: `0.19047619047619047`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-676527391acc",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 3,
+ "measurements": [
+ 1.8,
+ 2.04,
+ 2.99,
+ 2.57,
+ 2.84
+ ],
+ "average": 2.448,
+ "min": 1.8,
+ "max": 2.99,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 100,
+ "measurements": [
+ 95.7,
+ 108.9,
+ 98.5,
+ 104.4,
+ 118.3
+ ],
+ "average": 105.16,
+ "min": 95.7,
+ "max": 118.3,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 1000,
+ "measurements": [
+ 931.2,
+ 912.2,
+ 1194.4,
+ 1192.6,
+ 946.9
+ ],
+ "average": 1035.46,
+ "min": 912.2,
+ "max": 1194.4,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.99999,
+ "measurements": [
+ 100,
+ 100,
+ 99.95766,
+ 99.988027,
+ 99.93028
+ ],
+ "average": 99.975,
+ "min": 99.93028,
+ "max": 100,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 100000,
+ "measurements": [
+ 60415,
+ 88288,
+ 41560,
+ 77445,
+ 94786
+ ],
+ "average": 72498.8,
+ "min": 41560,
+ "max": 94786,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 56.7,
+ "memoryUsage": 69.1,
+ "prbUtilization": 59.8
+ },
+ "@type": "Inte
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-110011110000",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 3,
+ "measurements": [
+ 2.89,
+ 2.86,
+ 2.86,
+ 2.86,
+ 2.86
+ ],
+ "average": 2.866,
+ "min": 2.86,
+ "max": 2.89,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 1000,
+ "measurements": [
+ 1016.1,
+ 1169.4,
+ 1128.4,
+ 1098.1,
+ 1128.4
+ ],
+ "average": 1108.08,
+ "min": 1016.1,
+ "max": 1169.4,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 50,
+ "measurements": [
+ 58.6,
+ 58.3,
+ 58.8,
+ 52.1,
+ 52.6
+ ],
+ "average": 54.48,
+ "min": 52.1,
+ "max": 58.8,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9999,
+ "measurements": [
+ 99.903667,
+ 99.999611,
+ 99.99996,
+ 99.999962,
+ 99.999966
+ ],
+ "average": 99.98,
+ "min": 99.903667,
+ "max": 99.999966,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 500000,
+ "measurements": [
+ 136446,
+ 19801,
+ 289202,
+ 289262,
+ 289262
+ ],
+ "average": 188838.6,
+ "min": 19801,
+ "max": 289262,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 77.7,
+ "memoryUsage": 28.6,
+ "prbU
+......
+```
+
+## Example 40: success — `tmf921_lifecycle_report` — `test_template_ood`
+
+- id: `7f4c7e3c8d4e`
+- slice type: `HMTC`
+- lifecycle: `report`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.23809523809523808`
+- normalized field F1: `0.19047619047619047`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-676527391acc",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 3,
+ "measurements": [
+ 1.8,
+ 2.04,
+ 2.99,
+ 2.57,
+ 2.84
+ ],
+ "average": 2.448,
+ "min": 1.8,
+ "max": 2.99,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 100,
+ "measurements": [
+ 95.7,
+ 108.9,
+ 98.5,
+ 104.4,
+ 118.3
+ ],
+ "average": 105.16,
+ "min": 95.7,
+ "max": 118.3,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 1000,
+ "measurements": [
+ 931.2,
+ 912.2,
+ 1194.4,
+ 1192.6,
+ 946.9
+ ],
+ "average": 1035.46,
+ "min": 912.2,
+ "max": 1194.4,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.99999,
+ "measurements": [
+ 100,
+ 100,
+ 99.95766,
+ 99.988027,
+ 99.93028
+ ],
+ "average": 99.975,
+ "min": 99.93028,
+ "max": 100,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 100000,
+ "measurements": [
+ 60415,
+ 88288,
+ 41560,
+ 77445,
+ 94786
+ ],
+ "average": 72498.8,
+ "min": 41560,
+ "max": 94786,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 56.7,
+ "memoryUsage": 69.1,
+ "prbUtilization": 59.8
+ },
+ "@type": "Inte
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-110011110000",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 3,
+ "measurements": [
+ 2.89,
+ 2.86,
+ 2.86,
+ 2.86,
+ 2.86
+ ],
+ "average": 2.866,
+ "min": 2.86,
+ "max": 2.89,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 1000,
+ "measurements": [
+ 1016.1,
+ 1169.4,
+ 1128.4,
+ 1098.1,
+ 1128.4
+ ],
+ "average": 1108.08,
+ "min": 1016.1,
+ "max": 1169.4,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 50,
+ "measurements": [
+ 58.6,
+ 58.3,
+ 58.8,
+ 52.1,
+ 52.6
+ ],
+ "average": 54.48,
+ "min": 52.1,
+ "max": 58.8,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9999,
+ "measurements": [
+ 99.903667,
+ 99.999611,
+ 99.99996,
+ 99.999962,
+ 99.999966
+ ],
+ "average": 99.98,
+ "min": 99.903667,
+ "max": 99.999966,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 500000,
+ "measurements": [
+ 136446,
+ 19801,
+ 289202,
+ 289262,
+ 289262
+ ],
+ "average": 188838.6,
+ "min": 19801,
+ "max": 289262,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 77.7,
+ "memoryUsage": 28.6,
+ "prbU
+......
+```
+
+## Example 41: failure — `tmf921` — `test_template_ood`
+
+- id: `75ff5712aae2`
+- slice type: `MPS`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.717948717948718`
+- normalized field F1: `0.8507462686567164`
+- normalized key F1: `0.9402985074626866`
+
+### Gold
+```json
+{
+ "id": "intent-57fe3dc7da91",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-57fe3dc7da91",
+ "name": "MPS Slice - Public Wifi Mesh Backhaul",
+ "description": "Intent for public WiFi mesh backhaul at Urban Innovation District with MPS service level",
+ "lifecycleState": "Active",
+ "priority": 3,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-c2805cb10e14",
+ "name": "MPS QoS Delivery Expectation",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-mps-a4d53b",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "MPS"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 5,
+ "sd": "000004"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 100,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 10,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "id": "intent-11b144b1b106",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-11b144b1b106",
+ "name": "URLLC Slice - Public Wifi Mesh Backhaul",
+ "description": "Intent for public WiFi mesh backhaul at Urban Innovation District with URLLC service level",
+ "lifecycleState": "Active",
+ "priority": 1,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-10b1b1b1b106",
+ "name": "URLLC QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-urllc-10b1b1",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "URLLC"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 2,
+ "sd": "000001"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 100,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 10,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+
+......
+```
+
+## Example 42: failure — `tmf921` — `test_template_ood`
+
+- id: `27ff1aefa833`
+- slice type: `URLLC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.7692307692307693`
+- normalized field F1: `0.8656716417910447`
+- normalized key F1: `0.9402985074626866`
+
+### Gold
+```json
+{
+ "id": "intent-6db2cf6a195a",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-6db2cf6a195a",
+ "name": "URLLC Slice - V2X Intersection Management",
+ "description": "Intent for V2X intersection management at Hospital Campus with URLLC service level",
+ "lifecycleState": "Active",
+ "priority": 2,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-8e8fc9a670b9",
+ "name": "URLLC QoS Delivery Expectation",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-urllc-20c617",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "URLLC"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 2,
+ "sd": "000001"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 150,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 10,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "Mbps"
+
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "id": "intent-011011101010",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-011011101010",
+ "name": "URLLC Slice - V2X Intersection Management",
+ "description": "Intent for V2X intersection management at Hospital Campus with URLLC service level",
+ "lifecycleState": "Active",
+ "priority": 1,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-000000000001",
+ "name": "URLLC QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-urllc-000001",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "URLLC"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 2,
+ "sd": "000003"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 150,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 10,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "un
+......
+```
+
+## Example 43: failure — `tmf921` — `test_template_ood`
+
+- id: `945c8bbf3b30`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.7692307692307693`
+- normalized field F1: `0.8656716417910447`
+- normalized key F1: `0.9402985074626866`
+
+### Gold
+```json
+{
+ "id": "intent-1699091a9c7b",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-1699091a9c7b",
+ "name": "eMBB Slice - Cnc Machine Remote Control",
+ "description": "Intent for CNC machine remote control at Hospital Campus with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 4,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-8b042107dba6",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-352a93",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000001"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 800,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 200,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "id": "intent-11b1b1b1b1b1",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-11b1b1b1b1b1",
+ "name": "eMBB Slice - Cnc Machine Remote Control",
+ "description": "Intent for CNC machine remote control at Hospital Campus with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 3,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-11b1b1b1b1b1",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-11b1b1",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000003"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 800,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 200,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "
+......
+```
+
+## Example 44: success — `tmf921` — `test_template_ood`
+
+- id: `ffcc8d47cd63`
+- slice type: `V2X`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.8860759493670886`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "id": "intent-c09bf08c2c96",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-c09bf08c2c96",
+ "name": "V2X Slice - Cross-Dock Coordination",
+ "description": "Intent for cross-dock coordination at Medical Center District with V2X service level",
+ "lifecycleState": "Active",
+ "priority": 1,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-2b21f2a05b34",
+ "name": "V2X QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-v2x-b2886e",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "V2X"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 4,
+ "sd": "000001"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 25,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 75,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "id": "intent-011111111111",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-011111111111",
+ "name": "V2X Slice - Cross-Dock Coordination",
+ "description": "Intent for cross-dock coordination at Medical Center District with V2X service level",
+ "lifecycleState": "Active",
+ "priority": 1,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-011111111111",
+ "name": "V2X QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-v2x-011111",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "V2X"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 4,
+ "sd": "000001"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 25,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 75,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "Mbps"
+......
+```
+
+## Example 45: failure — `camara` — `test_template_ood`
+
+- id: `376fa50e73d1`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.43749999999999994`
+- normalized field F1: `0.7142857142857142`
+- normalized key F1: `0.9285714285714286`
+
+### Gold
+```json
+{
+ "networkSliceBooking": {
+ "sliceType": "mMTC",
+ "sliceProfile": {
+ "latencyTarget": 500,
+ "reliability": 99.5,
+ "throughput": {
+ "downlink": 0.5,
+ "uplink": 10
+ },
+ "maxNumberOfUEs": 500000
+ },
+ "areaOfService": {
+ "region": "Runway Complex",
+ "center": {
+ "latitude": 25.2532,
+ "longitude": 55.3657
+ },
+ "radius": 200,
+ "cells": [
+ "cell-051",
+ "cell-091"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-04-12T13:00:00Z",
+ "endTime": "2025-04-12T21:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/ce2bc908d0f7"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "networkSliceBooking": {
+ "sliceType": "mMTC",
+ "sliceProfile": {
+ "latencyTarget": 500,
+ "reliability": 99.5,
+ "throughput": {
+ "downlink": 0.5,
+ "uplink": 10
+ },
+ "maxNumberOfUEs": 500000
+ },
+ "areaOfService": {
+ "region": "Runway Complex",
+ "center": {
+ "latitude": 47.4502,
+ "longitude": 8.5617
+ },
+ "radius": 500,
+ "cells": [
+ "cell-081",
+ "cell-080",
+ "cell-082",
+ "cell-083"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-04T03:00:00Z",
+ "endTime": "2025-01-04T04:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/111091190111"
+ }
+}
+```
+
+## Example 46: failure — `camara` — `test_template_ood`
+
+- id: `3393971c8ccb`
+- slice type: `MPS`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.5`
+- normalized field F1: `0.7142857142857143`
+- normalized key F1: `0.8571428571428571`
+
+### Gold
+```json
+{
+ "networkSliceBooking": {
+ "sliceType": "MPS",
+ "sliceProfile": {
+ "latencyTarget": 1,
+ "reliability": 99.9999,
+ "throughput": {
+ "downlink": 100,
+ "uplink": 75
+ },
+ "maxNumberOfUEs": 500
+ },
+ "areaOfService": {
+ "region": "Runway Complex",
+ "center": {
+ "latitude": 25.2532,
+ "longitude": 55.3657
+ },
+ "radius": 500,
+ "cells": [
+ "cell-100"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-08-20T06:00:00Z",
+ "endTime": "2025-08-20T18:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/1531bb364fd9"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "networkSliceBooking": {
+ "sliceType": "MPS",
+ "sliceProfile": {
+ "latencyTarget": 1,
+ "reliability": 99.9999,
+ "throughput": {
+ "downlink": 100,
+ "uplink": 75
+ },
+ "maxNumberOfUEs": 500
+ },
+ "areaOfService": {
+ "region": "Runway Complex",
+ "center": {
+ "latitude": 47.4502,
+ "longitude": 8.5617
+ },
+ "radius": 500,
+ "cells": [
+ "cell-086",
+ "cell-080",
+ "cell-088",
+ "cell-089",
+ "cell-085"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-08T03:00:00Z",
+ "endTime": "2025-01-08T05:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/71044401000b"
+ }
+}
+```
+
+## Example 47: failure — `camara` — `test_template_ood`
+
+- id: `7042bc34bef1`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.5`
+- normalized field F1: `0.7142857142857143`
+- normalized key F1: `0.8571428571428571`
+
+### Gold
+```json
+{
+ "networkSliceBooking": {
+ "sliceType": "eMBB",
+ "sliceProfile": {
+ "latencyTarget": 30,
+ "reliability": 99.0,
+ "throughput": {
+ "downlink": 300,
+ "uplink": 25
+ },
+ "maxNumberOfUEs": 5000
+ },
+ "areaOfService": {
+ "region": "Power Grid Sector A",
+ "center": {
+ "latitude": 59.3293,
+ "longitude": 18.0686
+ },
+ "radius": 2000,
+ "cells": [
+ "cell-072"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-08-22T23:00:00Z",
+ "endTime": "2025-08-23T00:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/67338ea3d0a2"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "networkSliceBooking": {
+ "sliceType": "eMBB",
+ "sliceProfile": {
+ "latencyTarget": 30,
+ "reliability": 99.9,
+ "throughput": {
+ "downlink": 300,
+ "uplink": 25
+ },
+ "maxNumberOfUEs": 5000
+ },
+ "areaOfService": {
+ "region": "Power Grid Sector A",
+ "center": {
+ "latitude": 59.3293,
+ "longitude": 18.0686
+ },
+ "radius": 5000,
+ "cells": [
+ "cell-086",
+ "cell-080",
+ "cell-080",
+ "cell-080",
+ "cell-080"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-08T06:00:00Z",
+ "endTime": "2025-01-08T14:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/844431119101"
+ }
+}
+```
+
+## Example 48: success — `camara` — `test_template_ood`
+
+- id: `3ec5d13a3c66`
+- slice type: `MPS`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.5555555555555556`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "networkSliceBooking": {
+ "sliceType": "MPS",
+ "sliceProfile": {
+ "latencyTarget": 15,
+ "reliability": 99.999,
+ "throughput": {
+ "downlink": 25,
+ "uplink": 75
+ },
+ "maxNumberOfUEs": 50
+ },
+ "areaOfService": {
+ "region": "Industrial Zone North",
+ "center": {
+ "latitude": 52.52,
+ "longitude": 13.405
+ },
+ "radius": 500,
+ "cells": [
+ "cell-080",
+ "cell-024",
+ "cell-096",
+ "cell-050",
+ "cell-056"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-06-01T18:00:00Z",
+ "endTime": "2025-06-08T18:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/51fb2b19dfd5"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "networkSliceBooking": {
+ "sliceType": "MPS",
+ "sliceProfile": {
+ "latencyTarget": 15,
+ "reliability": 99.999,
+ "throughput": {
+ "downlink": 25,
+ "uplink": 75
+ },
+ "maxNumberOfUEs": 50
+ },
+ "areaOfService": {
+ "region": "Industrial Zone North",
+ "center": {
+ "latitude": 52.52,
+ "longitude": 13.405
+ },
+ "radius": 500,
+ "cells": [
+ "cell-089",
+ "cell-060",
+ "cell-080",
+ "cell-080",
+ "cell-080"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-19T08:00:00Z",
+ "endTime": "2025-01-19T10:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/100000000000"
+ }
+}
+```
+
+## Example 49: failure — `intent_3gpp` — `test_template_ood`
+
+- id: `1bb88377bb51`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.775`
+- normalized field F1: `0.6578947368421053`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intent": {
+ "id": "intent-mMTC-9f52a80fa133",
+ "name": "Joint Force C2 Network mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-87ee952586d1",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000001"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 50,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 0.5,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 500,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 90,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Naval Port Zone"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "joint force
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intent": {
+ "id": "intent-mMTC-0d0444001008",
+ "name": "Joint Force C2 Network mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-0d0444001008",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 0.5,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 500,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 90,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Naval Port Zone"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCond
+......
+```
+
+## Example 50: failure — `intent_3gpp` — `test_template_ood`
+
+- id: `e57e5b4bf0f2`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.775`
+- normalized field F1: `0.6578947368421053`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intent": {
+ "id": "intent-mMTC-cac30a9f990f",
+ "name": "Traffic Signal Preemption mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-7d33416f957f",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000001"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 10,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 50,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 99.5,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Healthcare Park"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "traffic s
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intent": {
+ "id": "intent-mMTC-110011000008",
+ "name": "Traffic Signal Preemption mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-000000000001",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 10,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 99.5,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Healthcare Park"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCo
+......
+```
+
+## Example 51: failure — `intent_3gpp` — `test_template_ood`
+
+- id: `c3ca42fa50ad`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.775`
+- normalized field F1: `0.6578947368421053`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intent": {
+ "id": "intent-mMTC-b563e3be5374",
+ "name": "Agv Fleet Management mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-9a1a93134f17",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000002"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 500,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 95,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 500000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Industrial Zone North"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "AGV fleet
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intent": {
+ "id": "intent-mMTC-091000000000",
+ "name": "Agv Fleet Management mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-000000000000",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 500,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 95,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 500000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Industrial Zone North"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCo
+......
+```
+
+## Example 52: success — `intent_3gpp` — `test_template_ood`
+
+- id: `581f62e0a8a8`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.925`
+- normalized field F1: `0.9736842105263158`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intent": {
+ "id": "intent-eMBB-f9bf5c778a43",
+ "name": "Crane Remote Operation eMBB Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-0c144af8205e",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "eMBB",
+ "sNSSAI": {
+ "sst": 1,
+ "sd": "000001"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 800,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 50,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 80,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 99.9,
+ "unit": "percent"
+ },
+ {
+ "targetName": "maxNumberOfUEs",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 10000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Building Development Zone"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange":
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intent": {
+ "id": "intent-eMBB-100000000001",
+ "name": "Crane Remote Operation eMBB Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-000000000001",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "eMBB",
+ "sNSSAI": {
+ "sst": 1,
+ "sd": "000001"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 800,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 50,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 80,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 99.9,
+ "unit": "percent"
+ },
+ {
+ "targetName": "maxNumberOfUEs",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 10000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Building Development Zone"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "
+......
+```
+
+## Example 53: failure — `o1_nrm` — `test_use_case_ood`
+
+- id: `a54dc4a556cb`
+- slice type: `HMTC`
+- lifecycle: `create`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.2608695652173913`
+- normalized field F1: `0.3`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "ManagedElement": {
+ "id": "gNB-006",
+ "GNBDUFunction": {
+ "id": "DU-033",
+ "gNBId": 6,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-033-003",
+ "cellLocalId": 3,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n41",
+ "arfcnDL": 518533,
+ "bSChannelBwDL": 20,
+ "nrPCI": 420,
+ "nrTAC": 18844,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 5,
+ "sd": "000002"
+ },
+ "rrmPolicyMinRatio": 0.6,
+ "rrmPolicyMaxRatio": 0.86,
+ "rrmPolicyDedicatedRatio": 0.73,
+ "rrmPolicyMaxRatioPerSlice": 0.86
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "234",
+ "mnc": "02",
+ "sNSSAIList": [
+ {
+ "sst": 5,
+ "sd": "000002"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "ManagedElement": {
+ "id": "gNB-016",
+ "GNBDUFunction": {
+ "id": "DU-008",
+ "gNBId": 16,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-008-002",
+ "cellLocalId": 2,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n78",
+ "arfcnDL": 620126,
+ "bSChannelBwDL": 40,
+ "nrPCI": 812,
+ "nrTAC": 38911,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 5,
+ "sd": "000001"
+ },
+ "rrmPolicyMinRatio": 0.6,
+ "rrmPolicyMaxRatio": 0.85,
+ "rrmPolicyDedicatedRatio": 0.72,
+ "rrmPolicyMaxRatioPerSlice": 0.85
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 5,
+ "sd": "000001"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+## Example 54: failure — `o1_nrm` — `test_use_case_ood`
+
+- id: `2c5a416bf2ce`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.2608695652173913`
+- normalized field F1: `0.3`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "ManagedElement": {
+ "id": "gNB-036",
+ "GNBDUFunction": {
+ "id": "DU-042",
+ "gNBId": 36,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-042-006",
+ "cellLocalId": 6,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n79",
+ "arfcnDL": 702159,
+ "bSChannelBwDL": 60,
+ "nrPCI": 241,
+ "nrTAC": 65427,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 1,
+ "sd": "000002"
+ },
+ "rrmPolicyMinRatio": 0.15,
+ "rrmPolicyMaxRatio": 0.38,
+ "rrmPolicyDedicatedRatio": 0.27,
+ "rrmPolicyMaxRatioPerSlice": 0.38
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "234",
+ "mnc": "260",
+ "sNSSAIList": [
+ {
+ "sst": 1,
+ "sd": "000003"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "ManagedElement": {
+ "id": "gNB-016",
+ "GNBDUFunction": {
+ "id": "DU-008",
+ "gNBId": 16,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-008-002",
+ "cellLocalId": 2,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n78",
+ "arfcnDL": 620012,
+ "bSChannelBwDL": 40,
+ "nrPCI": 812,
+ "nrTAC": 38502,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 1,
+ "sd": "000001"
+ },
+ "rrmPolicyMinRatio": 0.15,
+ "rrmPolicyMaxRatio": 0.4,
+ "rrmPolicyDedicatedRatio": 0.28,
+ "rrmPolicyMaxRatioPerSlice": 0.4
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 1,
+ "sd": "000001"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+## Example 55: failure — `o1_nrm` — `test_use_case_ood`
+
+- id: `05186356f450`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.2608695652173913`
+- normalized field F1: `0.3`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "ManagedElement": {
+ "id": "gNB-029",
+ "GNBDUFunction": {
+ "id": "DU-038",
+ "gNBId": 29,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-038-010",
+ "cellLocalId": 10,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n79",
+ "arfcnDL": 699251,
+ "bSChannelBwDL": 50,
+ "nrPCI": 761,
+ "nrTAC": 26056,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 1,
+ "sd": "000002"
+ },
+ "rrmPolicyMinRatio": 0.25,
+ "rrmPolicyMaxRatio": 0.55,
+ "rrmPolicyDedicatedRatio": 0.4,
+ "rrmPolicyMaxRatioPerSlice": 0.55
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "310",
+ "mnc": "260",
+ "sNSSAIList": [
+ {
+ "sst": 1,
+ "sd": "000002"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "ManagedElement": {
+ "id": "gNB-016",
+ "GNBDUFunction": {
+ "id": "DU-008",
+ "gNBId": 16,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-008-001",
+ "cellLocalId": 1,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n78",
+ "arfcnDL": 629820,
+ "bSChannelBwDL": 40,
+ "nrPCI": 812,
+ "nrTAC": 58431,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 1,
+ "sd": "000003"
+ },
+ "rrmPolicyMinRatio": 0.25,
+ "rrmPolicyMaxRatio": 0.5,
+ "rrmPolicyDedicatedRatio": 0.38,
+ "rrmPolicyMaxRatioPerSlice": 0.5
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 1,
+ "sd": "000001"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+## Example 56: success — `o1_nrm` — `test_use_case_ood`
+
+- id: `1366e9589e3d`
+- slice type: `HMTC`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.5652173913043478`
+- normalized field F1: `0.65`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "ManagedElement": {
+ "id": "gNB-010",
+ "GNBDUFunction": {
+ "id": "DU-047",
+ "gNBId": 10,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-047-009",
+ "cellLocalId": 9,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n78",
+ "arfcnDL": 632806,
+ "bSChannelBwDL": 80,
+ "nrPCI": 964,
+ "nrTAC": 11290,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 5,
+ "sd": "000001"
+ },
+ "rrmPolicyMinRatio": 0.6,
+ "rrmPolicyMaxRatio": 0.85,
+ "rrmPolicyDedicatedRatio": 0.72,
+ "rrmPolicyMaxRatioPerSlice": 0.85
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "001",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 5,
+ "sd": "000001"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "ManagedElement": {
+ "id": "gNB-001",
+ "GNBDUFunction": {
+ "id": "DU-001",
+ "gNBId": 1,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-001-001",
+ "cellLocalId": 1,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n78",
+ "arfcnDL": 629820,
+ "bSChannelBwDL": 100,
+ "nrPCI": 812,
+ "nrTAC": 38921,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 5,
+ "sd": "000001"
+ },
+ "rrmPolicyMinRatio": 0.6,
+ "rrmPolicyMaxRatio": 0.85,
+ "rrmPolicyDedicatedRatio": 0.72,
+ "rrmPolicyMaxRatioPerSlice": 0.85
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 5,
+ "sd": "000001"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+## Example 57: failure — `a1_policy` — `test_use_case_ood`
+
+- id: `23d6129078f6`
+- slice type: `MPS`
+- lifecycle: `create`
+- error label: `a1_policy_value_error`
+- raw field F1: `0.42105263157894735`
+- normalized field F1: `0.5`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "a1Policy": {
+ "policyId": "a1-pol-mps-156efe",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-mps-345235",
+ "cellId": "cell-029",
+ "sNSSAI": {
+ "sst": 5,
+ "sd": "000004"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 50,
+ "mfbr": 60.0,
+ "priorityLevel": 1,
+ "5qi": 65,
+ "pdb": 75,
+ "per": 1e-05
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 5,
+ "max": 19
+ },
+ "schedulerWeight": 0.5,
+ "maxUEs": 10
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "a1Policy": {
+ "policyId": "a1-pol-urllc-11000b",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-urllc-11000b",
+ "cellId": "cell-018",
+ "sNSSAI": {
+ "sst": 2,
+ "sd": "000001"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 50,
+ "mfbr": 60.0,
+ "priorityLevel": 3,
+ "5qi": 84,
+ "pdb": 30,
+ "per": 1e-06
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 5,
+ "max": 23
+ },
+ "schedulerWeight": 0.39,
+ "maxUEs": 10
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+## Example 58: failure — `a1_policy` — `test_use_case_ood`
+
+- id: `2be9624ce4ff`
+- slice type: `URLLC`
+- lifecycle: `create`
+- error label: `a1_policy_value_error`
+- raw field F1: `0.47368421052631576`
+- normalized field F1: `0.5555555555555556`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "a1Policy": {
+ "policyId": "a1-pol-urllc-dc57c9",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-urllc-d43999",
+ "cellId": "cell-060",
+ "sNSSAI": {
+ "sst": 2,
+ "sd": "000002"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 20,
+ "mfbr": 24.0,
+ "priorityLevel": 1,
+ "5qi": 82,
+ "pdb": 10,
+ "per": 1e-05
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 5,
+ "max": 33
+ },
+ "schedulerWeight": 0.63,
+ "maxUEs": 5000
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "a1Policy": {
+ "policyId": "a1-pol-urllc-0d000d",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-urllc-0d000d",
+ "cellId": "cell-001",
+ "sNSSAI": {
+ "sst": 2,
+ "sd": "000003"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 20,
+ "mfbr": 24.0,
+ "priorityLevel": 3,
+ "5qi": 84,
+ "pdb": 30,
+ "per": 1e-06
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 5,
+ "max": 23
+ },
+ "schedulerWeight": 0.46,
+ "maxUEs": 5000
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+## Example 59: failure — `a1_policy` — `test_use_case_ood`
+
+- id: `cdcd70fe4383`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `a1_policy_value_error`
+- raw field F1: `0.47368421052631576`
+- normalized field F1: `0.5555555555555556`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "a1Policy": {
+ "policyId": "a1-pol-embb-2fb74c",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-embb-571eb5",
+ "cellId": "cell-051",
+ "sNSSAI": {
+ "sst": 1,
+ "sd": "000003"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 500,
+ "mfbr": 600.0,
+ "priorityLevel": 6,
+ "5qi": 7,
+ "pdb": 100,
+ "per": 0.005
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 27,
+ "max": 49
+ },
+ "schedulerWeight": 0.3,
+ "maxUEs": 100
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "a1Policy": {
+ "policyId": "a1-pol-embb-11410c",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-embb-11410c",
+ "cellId": "cell-061",
+ "sNSSAI": {
+ "sst": 1,
+ "sd": "000001"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 500,
+ "mfbr": 600.0,
+ "priorityLevel": 5,
+ "5qi": 6,
+ "pdb": 300,
+ "per": 0.0001
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 27,
+ "max": 43
+ },
+ "schedulerWeight": 0.51,
+ "maxUEs": 100
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+## Example 60: success — `a1_policy` — `test_use_case_ood`
+
+- id: `891dafff525f`
+- slice type: `URLLC`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.7894736842105263`
+- normalized field F1: `0.8888888888888888`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "a1Policy": {
+ "policyId": "a1-pol-urllc-bc7a0d",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-urllc-eaa78a",
+ "cellId": "cell-002",
+ "sNSSAI": {
+ "sst": 2,
+ "sd": "000002"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 100,
+ "mfbr": 120.0,
+ "priorityLevel": 1,
+ "5qi": 85,
+ "pdb": 5,
+ "per": 1e-06
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 5,
+ "max": 23
+ },
+ "schedulerWeight": 0.46,
+ "maxUEs": 50
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "a1Policy": {
+ "policyId": "a1-pol-urllc-11000d",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-urllc-11000d",
+ "cellId": "cell-086",
+ "sNSSAI": {
+ "sst": 2,
+ "sd": "000001"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 100,
+ "mfbr": 120.0,
+ "priorityLevel": 1,
+ "5qi": 85,
+ "pdb": 5,
+ "per": 1e-06
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 5,
+ "max": 23
+ },
+ "schedulerWeight": 0.46,
+ "maxUEs": 50
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+## Example 61: failure — `tmf921_lifecycle_report` — `test_use_case_ood`
+
+- id: `380f2571b07d`
+- slice type: `URLLC`
+- lifecycle: `report`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.23809523809523808`
+- normalized field F1: `0.1111111111111111`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-b1db26b2b3a1",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 1,
+ "measurements": [
+ 0.89,
+ 0.99,
+ 0.94,
+ 0.8,
+ 0.74
+ ],
+ "average": 0.872,
+ "min": 0.74,
+ "max": 0.99,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 50,
+ "measurements": [
+ 46.8,
+ 49.4,
+ 54.6,
+ 49.4,
+ 59.0
+ ],
+ "average": 51.84,
+ "min": 46.8,
+ "max": 59.0,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measurements": [
+ 98.0,
+ 105.2,
+ 91.5,
+ 104.2,
+ 96.7
+ ],
+ "average": 99.12,
+ "min": 91.5,
+ "max": 105.2,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9999,
+ "measurements": [
+ 99.960407,
+ 100,
+ 99.964983,
+ 100,
+ 99.95874
+ ],
+ "average": 99.977,
+ "min": 99.95874,
+ "max": 100,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 50,
+ "measurements": [
+ 36,
+ 34,
+ 6,
+ 24,
+ 31
+ ],
+ "average": 26.2,
+ "min": 6,
+ "max": 36,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": false,
+ "resourceUtilization": {
+ "cpuUsage": 41.3,
+ "memoryUsage": 23.6,
+ "prbUtilization": 85.2
+ },
+ "@type": "IntentAssuranceReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-011011101110",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 10,
+ "measurements": [
+ 6.23,
+ 6.82,
+ 10.0,
+ 9.0,
+ 8.48
+ ],
+ "average": 8.106,
+ "min": 6.23,
+ "max": 10.0,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 150,
+ "measurements": [
+ 158.4,
+ 139.1,
+ 168.4,
+ 159.4,
+ 140.6
+ ],
+ "average": 151.18,
+ "min": 139.1,
+ "max": 168.4,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measurements": [
+ 100.0,
+ 118.4,
+ 99.3,
+ 118.6,
+ 99.5
+ ],
+ "average": 107.16,
+ "min": 99.3,
+ "max": 118.6,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.999,
+ "measurements": [
+ 99.998616,
+ 99.998011,
+ 99.999011,
+ 99.998989,
+ 99.998989
+ ],
+ "average": 99.9989,
+ "min": 99.998011,
+ "max": 99.999011,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 50,
+ "measurements": [
+ 40,
+ 40,
+ 44,
+ 46,
+ 28
+ ],
+ "average": 39.6,
+ "min": 28,
+ "max": 46,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 77.7,
+ "memoryUsage": 28.6,
+ "prbUtilization": 82.0
+ },
+ "@type
+......
+```
+
+## Example 62: failure — `tmf921_lifecycle_report` — `test_use_case_ood`
+
+- id: `b90242682a5f`
+- slice type: `HMTC`
+- lifecycle: `report`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.2222222222222222`
+- normalized field F1: `0.1111111111111111`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-30202401179e",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 1,
+ "measurements": [
+ 0.86,
+ 0.84,
+ 1.03,
+ 0.66,
+ 0.77
+ ],
+ "average": 0.832,
+ "min": 0.66,
+ "max": 1.03,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 1000,
+ "measurements": [
+ 931.3,
+ 907.5,
+ 1031.7,
+ 988.2,
+ 1051.7
+ ],
+ "average": 982.08,
+ "min": 907.5,
+ "max": 1051.7,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 1000,
+ "measurements": [
+ 1062.8,
+ 992.1,
+ 1040.9,
+ 1060.4,
+ 1073.9
+ ],
+ "average": 1046.02,
+ "min": 992.1,
+ "max": 1073.9,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9999,
+ "measurements": [
+ 99.908937,
+ 100,
+ 99.928188,
+ 100,
+ 99.913298
+ ],
+ "average": 99.95,
+ "min": 99.908937,
+ "max": 100,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 100000,
+ "measurements": [
+ 38036,
+ 6057,
+ 46941,
+ 22542,
+ 80098
+ ],
+ "average": 38734.8,
+ "min": 6057,
+ "max": 80098,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 52.4,
+ "memoryUsage": 21.3,
+ "prbUtilization": 87.2
+ },
+ "@ty
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-30202401179e",
+ "reportPeriod": {
+ "start": "2025-01-01T00:00:00Z",
+ "end": "2025-01-01T01:00:00Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 3,
+ "measurements": [
+ 2.89,
+ 2.86,
+ 2.89,
+ 2.86,
+ 2.86
+ ],
+ "average": 2.872,
+ "min": 2.86,
+ "max": 2.89,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 1000,
+ "measurements": [
+ 1012.1,
+ 1089.4,
+ 1168.8,
+ 1096.6,
+ 1127.6
+ ],
+ "average": 1098.9,
+ "min": 1012.1,
+ "max": 1168.8,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 500,
+ "measurements": [
+ 581.4,
+ 558.4,
+ 589.1,
+ 580.8,
+ 589.3
+ ],
+ "average": 579.8,
+ "min": 558.4,
+ "max": 589.3,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.99999,
+ "measurements": [
+ 99.903672,
+ 99.999041,
+ 99.999961,
+ 99.999966,
+ 99.999966
+ ],
+ "average": 99.98,
+ "min": 99.903672,
+ "max": 99.999966,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 1000000,
+ "measurements": [
+ 110211,
+ 967222,
+ 989402,
+ 989112,
+ 989182
+ ],
+ "average": 989,
+ "min": 110211,
+ "max": 989402,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 76.1,
+ "memoryUsage": 28.6,
+
+......
+```
+
+## Example 63: failure — `tmf921_lifecycle_report` — `test_use_case_ood`
+
+- id: `ec5593ba7a48`
+- slice type: `URLLC`
+- lifecycle: `report`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.23809523809523808`
+- normalized field F1: `0.12698412698412698`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-b885cd9a59ae",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 0.5,
+ "measurements": [
+ 0.46,
+ 0.52,
+ 0.53,
+ 0.52,
+ 0.51
+ ],
+ "average": 0.508,
+ "min": 0.46,
+ "max": 0.53,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 100,
+ "measurements": [
+ 114.0,
+ 110.3,
+ 102.7,
+ 116.9,
+ 92.0
+ ],
+ "average": 107.18,
+ "min": 92.0,
+ "max": 116.9,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 150,
+ "measurements": [
+ 177.3,
+ 142.6,
+ 159.7,
+ 153.1,
+ 172.2
+ ],
+ "average": 160.98,
+ "min": 142.6,
+ "max": 177.3,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9999,
+ "measurements": [
+ 99.926031,
+ 100,
+ 100,
+ 99.993946,
+ 99.955244
+ ],
+ "average": 99.975,
+ "min": 99.926031,
+ "max": 100,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 10,
+ "measurements": [
+ 4,
+ 7,
+ 10,
+ 6,
+ 8
+ ],
+ "average": 7.0,
+ "min": 4,
+ "max": 10,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 50.1,
+ "memoryUsage": 36.0,
+ "prbUtilization": 48.4
+ },
+ "@type": "IntentAssuranceReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-b885cd9a59ae",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 100,
+ "measurements": [
+ 66.06,
+ 66.1,
+ 90.01,
+ 66.0,
+ 66.0
+ ],
+ "average": 68.854,
+ "min": 66.0,
+ "max": 90.01,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 50,
+ "measurements": [
+ 58.2,
+ 58.8,
+ 52.8,
+ 52.1,
+ 58.3
+ ],
+ "average": 54.84,
+ "min": 52.1,
+ "max": 58.8,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 25,
+ "measurements": [
+ 29.1,
+ 23.1,
+ 28.3,
+ 23.3,
+ 29.8
+ ],
+ "average": 26.72,
+ "min": 23.1,
+ "max": 29.8,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9,
+ "measurements": [
+ 99.966176,
+ 99.998011,
+ 99.998132,
+ 99.999831,
+ 99.999975
+ ],
+ "average": 99.993,
+ "min": 99.966176,
+ "max": 99.999975,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 5000,
+ "measurements": [
+ 1666,
+ 1808,
+ 4865,
+ 1808,
+ 4865
+ ],
+ "average": 2880.4,
+ "min": 1666,
+ "max": 4865,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 76.1,
+ "memoryUsage": 28.6,
+ "prbUtilization": 82.3
+ },
+
+......
+```
+
+## Example 64: success — `tmf921_lifecycle_report` — `test_use_case_ood`
+
+- id: `1fc1a9523b74`
+- slice type: `MPS`
+- lifecycle: `report`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.25396825396825395`
+- normalized field F1: `0.2222222222222222`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-1e8c7fc26443",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 1,
+ "measurements": [
+ 0.64,
+ 0.93,
+ 0.93,
+ 1.09,
+ 0.82
+ ],
+ "average": 0.882,
+ "min": 0.64,
+ "max": 1.09,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 200,
+ "measurements": [
+ 207.7,
+ 181.1,
+ 207.2,
+ 199.1,
+ 216.4
+ ],
+ "average": 202.3,
+ "min": 181.1,
+ "max": 216.4,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 75,
+ "measurements": [
+ 86.6,
+ 87.4,
+ 89.5,
+ 89.4,
+ 69.4
+ ],
+ "average": 84.46,
+ "min": 69.4,
+ "max": 89.5,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9999,
+ "measurements": [
+ 100,
+ 100,
+ 100,
+ 99.923407,
+ 99.996963
+ ],
+ "average": 99.984,
+ "min": 99.923407,
+ "max": 100,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 500,
+ "measurements": [
+ 60,
+ 425,
+ 483,
+ 462,
+ 10
+ ],
+ "average": 288.0,
+ "min": 10,
+ "max": 483,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 55.1,
+ "memoryUsage": 48.6,
+ "prbUtilization": 52.7
+ },
+ "@type": "IntentAssuranceReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-111111111111",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 10,
+ "measurements": [
+ 10.26,
+ 6.4,
+ 9.5,
+ 10.02,
+ 8.5
+ ],
+ "average": 8.936,
+ "min": 6.4,
+ "max": 10.26,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 150,
+ "measurements": [
+ 158.4,
+ 139.1,
+ 168.4,
+ 158.8,
+ 140.6
+ ],
+ "average": 151.26,
+ "min": 139.1,
+ "max": 168.4,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measurements": [
+ 100.4,
+ 111.6,
+ 99.8,
+ 100.4,
+ 99.9
+ ],
+ "average": 100.42,
+ "min": 99.8,
+ "max": 111.6,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9999,
+ "measurements": [
+ 99.903667,
+ 99.999617,
+ 99.999811,
+ 99.999962,
+ 100
+ ],
+ "average": 99.98,
+ "min": 99.903667,
+ "max": 100,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 5000,
+ "measurements": [
+ 1646,
+ 4104,
+ 4865,
+ 4860,
+ 4142
+ ],
+ "average": 3923.4,
+ "min": 1646,
+ "max": 4865,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 77.7,
+ "memoryUsage": 28.6,
+ "prbUtilization": 82.0
+ },
+ "
+......
+```
+
+## Example 65: failure — `tmf921_lifecycle_monitor` — `test_use_case_ood`
+
+- id: `1674371747a5`
+- slice type: `URLLC`
+- lifecycle: `monitor`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.5666666666666667`
+- normalized field F1: `0.20689655172413793`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-92a95e995de3",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Fulfilled",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 1,
+ "measured": 0.76,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 150,
+ "measured": 169.1,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measured": 107.7,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9999,
+ "measured": 100,
+ "unit": "percent",
+ "compliant": true
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 100,
+ "measured": 12,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": true,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-011011101010",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 10,
+ "measured": 8.06,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 150,
+ "measured": 159.8,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measured": 95.1,
+ "unit": "Mbps",
+ "compliant": false
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.999,
+ "measured": 99.901071,
+ "unit": "percent",
+ "compliant": false
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 50,
+ "measured": 40,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+## Example 66: failure — `tmf921_lifecycle_monitor` — `test_use_case_ood`
+
+- id: `98ed16395511`
+- slice type: `HMTC`
+- lifecycle: `monitor`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.5666666666666667`
+- normalized field F1: `0.2413793103448276`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-c173a11c070c",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Fulfilled",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 0.5,
+ "measured": 0.36,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 200,
+ "measured": 220.7,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 200,
+ "measured": 205.2,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.99999,
+ "measured": 100,
+ "unit": "percent",
+ "compliant": true
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 100,
+ "measured": 43,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": true,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-c173a11c070c",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 3,
+ "measured": 2.89,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 1000,
+ "measured": 955.1,
+ "unit": "Mbps",
+ "compliant": false
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 500,
+ "measured": 529.6,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.99999,
+ "measured": 99.99867,
+ "unit": "percent",
+ "compliant": false
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 100000,
+ "measured": 87448,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+## Example 67: failure — `tmf921_lifecycle_monitor` — `test_use_case_ood`
+
+- id: `90bbacd7cde6`
+- slice type: `eMBB`
+- lifecycle: `monitor`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.5666666666666667`
+- normalized field F1: `0.2413793103448276`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-c12689b6f1d0",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Fulfilled",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 30,
+ "measured": 21.27,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 100,
+ "measured": 114.7,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 50,
+ "measured": 50.2,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.95,
+ "measured": 99.966739,
+ "unit": "percent",
+ "compliant": true
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 10000,
+ "measured": 5860,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": true,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-111111111111",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 30,
+ "measured": 28.66,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 1000,
+ "measured": 955.1,
+ "unit": "Mbps",
+ "compliant": false
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measured": 109.2,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9,
+ "measured": 99.826061,
+ "unit": "percent",
+ "compliant": false
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 10000,
+ "measured": 8943,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+## Example 68: success — `tmf921_lifecycle_monitor` — `test_use_case_ood`
+
+- id: `436531981b6c`
+- slice type: `MPS`
+- lifecycle: `monitor`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.7666666666666667`
+- normalized field F1: `0.7586206896551724`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-95f2e40c5e32",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 1,
+ "measured": 0.81,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 150,
+ "measured": 154.4,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measured": 104.6,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9999,
+ "measured": 99.937449,
+ "unit": "percent",
+ "compliant": false
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 50,
+ "measured": 20,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-95f2e40c5e32",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 10,
+ "measured": 8.06,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 150,
+ "measured": 159.8,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measured": 109.4,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9999,
+ "measured": 99.998671,
+ "unit": "percent",
+ "compliant": false
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 100,
+ "measured": 87,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+## Example 69: failure — `tmf921` — `test_use_case_ood`
+
+- id: `bddc54ab839a`
+- slice type: `URLLC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.7692307692307693`
+- normalized field F1: `0.8656716417910447`
+- normalized key F1: `0.9402985074626866`
+
+### Gold
+```json
+{
+ "id": "intent-8931782be6a9",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-8931782be6a9",
+ "name": "URLLC Slice - Heavy Equipment Telemetry",
+ "description": "Intent for heavy equipment telemetry at Construction Site Gamma with URLLC service level",
+ "lifecycleState": "Active",
+ "priority": 2,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-6269398c603e",
+ "name": "URLLC QoS Delivery Expectation",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-urllc-f91640",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "URLLC"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 2,
+ "sd": "000002"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 300,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 25,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "Mbps"
+
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "id": "intent-11b110b11086",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-11b110b11086",
+ "name": "URLLC Slice - Heavy Equipment Telemetry",
+ "description": "Intent for heavy equipment telemetry at Construction Site Gamma with URLLC service level",
+ "lifecycleState": "Active",
+ "priority": 1,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-09b110b11086",
+ "name": "URLLC QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-urllc-11b110",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "URLLC"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 2,
+ "sd": "000001"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 300,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 25,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+
+......
+```
+
+## Example 70: failure — `tmf921` — `test_use_case_ood`
+
+- id: `749d96c79902`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.7692307692307693`
+- normalized field F1: `0.8656716417910447`
+- normalized key F1: `0.9402985074626866`
+
+### Gold
+```json
+{
+ "id": "intent-dd34ec4827b1",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-dd34ec4827b1",
+ "name": "eMBB Slice - Marine Environmental Monitoring",
+ "description": "Intent for marine environmental monitoring at Healthcare Park with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 4,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-8ef018f3f905",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-859878",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000001"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 500,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 25,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "Mbps"
+
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "id": "intent-10b1b1b1b1b1",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-10b1b1b1b1b1",
+ "name": "eMBB Slice - Marine Environmental Monitoring",
+ "description": "Intent for marine environmental monitoring at Healthcare Park with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 3,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-10b1b1b1b1b1",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-10b1b1",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000003"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 500,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 25,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+
+......
+```
+
+## Example 71: failure — `tmf921` — `test_use_case_ood`
+
+- id: `981afcea25c0`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.7692307692307693`
+- normalized field F1: `0.8656716417910447`
+- normalized key F1: `0.9402985074626866`
+
+### Gold
+```json
+{
+ "id": "intent-aa83dfb1c8b4",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-aa83dfb1c8b4",
+ "name": "eMBB Slice - Air Traffic Management Relay",
+ "description": "Intent for air traffic management relay at Healthcare Park with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 5,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-1fdd684f4eb6",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-bbed57",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000002"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1000,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 75,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "Mbps"
+
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "id": "intent-10b1b1b1b1b1",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-10b1b1b1b1b1",
+ "name": "eMBB Slice - Air Traffic Management Relay",
+ "description": "Intent for air traffic management relay at Healthcare Park with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 3,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-10b1b1b1b1b1",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-10b1b1",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000001"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1000,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 75,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit
+......
+```
+
+## Example 72: success — `tmf921` — `test_use_case_ood`
+
+- id: `bd89b6f1284a`
+- slice type: `MPS`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.8734177215189873`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "id": "intent-6baebcfa1da7",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-6baebcfa1da7",
+ "name": "MPS Slice - Dust And Noise Environmental Sensing",
+ "description": "Intent for dust and noise environmental sensing at Industrial Zone North with MPS service level",
+ "lifecycleState": "Active",
+ "priority": 1,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-b056e728a8e5",
+ "name": "MPS QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-mps-a050fb",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "MPS"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 5,
+ "sd": "000003"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 100,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 25,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit":
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "id": "intent-11b0b1b1b1b1",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-11b0b1b1b1b1",
+ "name": "MPS Slice - Dust And Noise Environmental Sensing",
+ "description": "Intent for dust and noise environmental sensing at Industrial Zone North with MPS service level",
+ "lifecycleState": "Active",
+ "priority": 1,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-11b0b1b1b1b1",
+ "name": "MPS QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-mps-11b0b1",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "MPS"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 5,
+ "sd": "000003"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 100,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 25,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+
+......
+```
+
+## Example 73: failure — `camara` — `test_use_case_ood`
+
+- id: `9ae321e930b5`
+- slice type: `URLLC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.43750000000000006`
+- normalized field F1: `0.6428571428571429`
+- normalized key F1: `0.8571428571428571`
+
+### Gold
+```json
+{
+ "networkSliceBooking": {
+ "sliceType": "URLLC",
+ "sliceProfile": {
+ "latencyTarget": 7,
+ "reliability": 99.999,
+ "throughput": {
+ "downlink": 50,
+ "uplink": 75
+ },
+ "maxNumberOfUEs": 5000
+ },
+ "areaOfService": {
+ "region": "Runway Complex",
+ "center": {
+ "latitude": 25.2532,
+ "longitude": 55.3657
+ },
+ "radius": 200,
+ "cells": [
+ "cell-099"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-12-08T01:00:00Z",
+ "endTime": "2025-12-10T01:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/99fac0c4681c"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "networkSliceBooking": {
+ "sliceType": "URLLC",
+ "sliceProfile": {
+ "latencyTarget": 7,
+ "reliability": 99.999,
+ "throughput": {
+ "downlink": 50,
+ "uplink": 75
+ },
+ "maxNumberOfUEs": 5000
+ },
+ "areaOfService": {
+ "region": "Runway Complex",
+ "center": {
+ "latitude": 47.4502,
+ "longitude": 8.5617
+ },
+ "radius": 5000,
+ "cells": [
+ "cell-061",
+ "cell-080",
+ "cell-080",
+ "cell-080",
+ "cell-080"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-13T06:00:00Z",
+ "endTime": "2025-01-13T10:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/109431191119"
+ }
+}
+```
+
+## Example 74: failure — `camara` — `test_use_case_ood`
+
+- id: `973a1b9e635d`
+- slice type: `MPS`
+- lifecycle: `create`
+- error label: `structural_mismatch_or_extra_missing_keys`
+- raw field F1: `0.48`
+- normalized field F1: `0.6666666666666667`
+- normalized key F1: `0.6666666666666667`
+
+### Gold
+```json
+{
+ "networkSliceBooking": {
+ "sliceType": "MPS",
+ "sliceProfile": {
+ "latencyTarget": 5,
+ "reliability": 99.999,
+ "throughput": {
+ "downlink": 200,
+ "uplink": 75
+ },
+ "maxNumberOfUEs": 1000
+ },
+ "areaOfService": {
+ "region": "Factory Complex A",
+ "center": {
+ "latitude": 48.1351,
+ "longitude": 11.582
+ },
+ "radius": 2000,
+ "cells": [
+ "cell-080",
+ "cell-085"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-22T21:00:00Z",
+ "endTime": "2025-01-23T09:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/733e26a816ae"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "networkSliceBooking": {
+ "sliceType": "MPS",
+ "sliceProfile": {
+ "latencyTarget": 5,
+ "reliability": 99.999,
+ "throughput": {
+ "downlink": 200,
+ "uplink": 75
+ },
+ "maxNumberOfUEs": 1000,
+ "serviceArea": "Factory Complex A"
+ },
+ "duration": {
+ "startTime": "2025-01-12T08:00:00Z",
+ "endTime": "2025-01-12T10:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/71b0b1b1b101"
+ }
+}
+```
+
+## Example 75: failure — `camara` — `test_use_case_ood`
+
+- id: `f39d8b11e91f`
+- slice type: `V2X`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.5`
+- normalized field F1: `0.7142857142857143`
+- normalized key F1: `0.8571428571428571`
+
+### Gold
+```json
+{
+ "networkSliceBooking": {
+ "sliceType": "V2X",
+ "sliceProfile": {
+ "latencyTarget": 3,
+ "reliability": 99.99,
+ "throughput": {
+ "downlink": 300,
+ "uplink": 100
+ },
+ "maxNumberOfUEs": 5000
+ },
+ "areaOfService": {
+ "region": "Hospital Campus",
+ "center": {
+ "latitude": 40.6301,
+ "longitude": 22.9521
+ },
+ "radius": 5000,
+ "cells": [
+ "cell-001"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-07-18T17:00:00Z",
+ "endTime": "2025-07-25T17:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/c95906c68b01"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "networkSliceBooking": {
+ "sliceType": "V2X",
+ "sliceProfile": {
+ "latencyTarget": 3,
+ "reliability": 99.999,
+ "throughput": {
+ "downlink": 300,
+ "uplink": 100
+ },
+ "maxNumberOfUEs": 5000
+ },
+ "areaOfService": {
+ "region": "Hospital Campus",
+ "center": {
+ "latitude": 40.6301,
+ "longitude": 22.9521
+ },
+ "radius": 500,
+ "cells": [
+ "cell-089",
+ "cell-080",
+ "cell-080",
+ "cell-080",
+ "cell-080"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-01T08:00:00Z",
+ "endTime": "2025-01-01T10:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/100000000000"
+ }
+}
+```
+
+## Example 76: success — `camara` — `test_use_case_ood`
+
+- id: `1fed836991bf`
+- slice type: `URLLC`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.5882352941176471`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "networkSliceBooking": {
+ "sliceType": "URLLC",
+ "sliceProfile": {
+ "latencyTarget": 5,
+ "reliability": 99.999,
+ "throughput": {
+ "downlink": 150,
+ "uplink": 100
+ },
+ "maxNumberOfUEs": 100
+ },
+ "areaOfService": {
+ "region": "Factory Complex A",
+ "center": {
+ "latitude": 48.1351,
+ "longitude": 11.582
+ },
+ "radius": 500,
+ "cells": [
+ "cell-046",
+ "cell-094",
+ "cell-061",
+ "cell-065"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-08-12T19:00:00Z",
+ "endTime": "2025-08-12T20:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/f69ac39a2d8b"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "networkSliceBooking": {
+ "sliceType": "URLLC",
+ "sliceProfile": {
+ "latencyTarget": 5,
+ "reliability": 99.999,
+ "throughput": {
+ "downlink": 150,
+ "uplink": 100
+ },
+ "maxNumberOfUEs": 100
+ },
+ "areaOfService": {
+ "region": "Factory Complex A",
+ "center": {
+ "latitude": 48.1351,
+ "longitude": 11.582
+ },
+ "radius": 500,
+ "cells": [
+ "cell-081",
+ "cell-080",
+ "cell-082",
+ "cell-083"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-12T08:00:00Z",
+ "endTime": "2025-01-12T10:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/843041940911"
+ }
+}
+```
+
+## Example 77: failure — `intent_3gpp` — `test_use_case_ood`
+
+- id: `108cc34d634f`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.775`
+- normalized field F1: `0.6578947368421053`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intent": {
+ "id": "intent-mMTC-a417f9999389",
+ "name": "Underwater Sensor Network mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-910be1619245",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000001"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 10,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 30,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 99,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 10000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Healthcare Park"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "underwater
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intent": {
+ "id": "intent-mMTC-0d0410b13116",
+ "name": "Underwater Sensor Network mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-1b0b14b1b116",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 10,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 30,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 99,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 10000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Healthcare Park"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCond
+......
+```
+
+## Example 78: failure — `intent_3gpp` — `test_use_case_ood`
+
+- id: `255f763bc591`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.775`
+- normalized field F1: `0.6578947368421053`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intent": {
+ "id": "intent-mMTC-ee551691e059",
+ "name": "Smart Shelf Inventory Tracking mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-e121b41b3325",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000001"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 25,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 0.1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 200,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 99.9,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 5000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Retail Distribution Hub"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRa
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intent": {
+ "id": "intent-mMTC-11901000000d",
+ "name": "Smart Shelf Inventory Tracking mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-000000000001",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 25,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 0.1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 200,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 99.5,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 5000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Retail Distribution Hub"
+ },
+ {
+ "contextAttribute": "useCase",
+
+......
+```
+
+## Example 79: failure — `intent_3gpp` — `test_use_case_ood`
+
+- id: `ca7dbbf593d5`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.775`
+- normalized field F1: `0.6578947368421053`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intent": {
+ "id": "intent-mMTC-0c0329de6362",
+ "name": "Air Traffic Management Relay mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-4c788ada3508",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000001"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 50,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 25,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 200,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 95,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 500000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Factory Complex A"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "air
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intent": {
+ "id": "intent-mMTC-0d614440b11d",
+ "name": "Air Traffic Management Relay mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-0d614440b11d",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 25,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 200,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 95,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 500000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Factory Complex A"
+ },
+ {
+ "contextAttribute": "useCase",
+ "con
+......
+```
+
+## Example 80: success — `intent_3gpp` — `test_use_case_ood`
+
+- id: `d3c25fcea62e`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.9500000000000001`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intent": {
+ "id": "intent-mMTC-fbe2ce2ef19a",
+ "name": "Isr Data Relay mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-88efa953d21e",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 5,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 0.1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 500,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 99.5,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 5000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Naval Port Zone"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "ISR data relay"
+
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intent": {
+ "id": "intent-mMTC-111010101010",
+ "name": "Isr Data Relay mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-000000000001",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 5,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 0.1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 500,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 99.5,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 5000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Naval Port Zone"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "
+......
+```
+
+## Example 81: failure — `o1_nrm` — `test_sector_ood`
+
+- id: `40463b92ed93`
+- slice type: `MPS`
+- lifecycle: `create`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.17391304347826086`
+- normalized field F1: `0.20000000000000004`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "ManagedElement": {
+ "id": "gNB-004",
+ "GNBDUFunction": {
+ "id": "DU-005",
+ "gNBId": 4,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-005-008",
+ "cellLocalId": 8,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n258",
+ "arfcnDL": 2038010,
+ "bSChannelBwDL": 200,
+ "nrPCI": 64,
+ "nrTAC": 60234,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 5,
+ "sd": "000003"
+ },
+ "rrmPolicyMinRatio": 0.12,
+ "rrmPolicyMaxRatio": 0.29,
+ "rrmPolicyDedicatedRatio": 0.2,
+ "rrmPolicyMaxRatioPerSlice": 0.29
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "001",
+ "mnc": "260",
+ "sNSSAIList": [
+ {
+ "sst": 5,
+ "sd": "000004"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "ManagedElement": {
+ "id": "gNB-001",
+ "GNBDUFunction": {
+ "id": "DU-001",
+ "gNBId": 1,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-001-001",
+ "cellLocalId": 1,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n78",
+ "arfcnDL": 629819,
+ "bSChannelBwDL": 40,
+ "nrPCI": 812,
+ "nrTAC": 38901,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 2,
+ "sd": "000001"
+ },
+ "rrmPolicyMinRatio": 0.12,
+ "rrmPolicyMaxRatio": 0.35,
+ "rrmPolicyDedicatedRatio": 0.23,
+ "rrmPolicyMaxRatioPerSlice": 0.35
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 2,
+ "sd": "000003"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+## Example 82: failure — `o1_nrm` — `test_sector_ood`
+
+- id: `662ef55ef8a7`
+- slice type: `V2X`
+- lifecycle: `create`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.17391304347826086`
+- normalized field F1: `0.20000000000000004`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "ManagedElement": {
+ "id": "gNB-038",
+ "GNBDUFunction": {
+ "id": "DU-003",
+ "gNBId": 38,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-003-002",
+ "cellLocalId": 2,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n258",
+ "arfcnDL": 2064527,
+ "bSChannelBwDL": 50,
+ "nrPCI": 683,
+ "nrTAC": 41299,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 4,
+ "sd": "000002"
+ },
+ "rrmPolicyMinRatio": 0.14,
+ "rrmPolicyMaxRatio": 0.3,
+ "rrmPolicyDedicatedRatio": 0.22,
+ "rrmPolicyMaxRatioPerSlice": 0.3
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "310",
+ "mnc": "260",
+ "sNSSAIList": [
+ {
+ "sst": 4,
+ "sd": "000001"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "ManagedElement": {
+ "id": "gNB-001",
+ "GNBDUFunction": {
+ "id": "DU-001",
+ "gNBId": 1,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-001-001",
+ "cellLocalId": 1,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n78",
+ "arfcnDL": 629819,
+ "bSChannelBwDL": 40,
+ "nrPCI": 812,
+ "nrTAC": 3862,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 5,
+ "sd": "000003"
+ },
+ "rrmPolicyMinRatio": 0.14,
+ "rrmPolicyMaxRatio": 0.31,
+ "rrmPolicyDedicatedRatio": 0.23,
+ "rrmPolicyMaxRatioPerSlice": 0.31
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 5,
+ "sd": "000003"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+## Example 83: failure — `o1_nrm` — `test_sector_ood`
+
+- id: `17db82b1a297`
+- slice type: `MPS`
+- lifecycle: `create`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.21739130434782608`
+- normalized field F1: `0.25`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "ManagedElement": {
+ "id": "gNB-001",
+ "GNBDUFunction": {
+ "id": "DU-043",
+ "gNBId": 1,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-043-010",
+ "cellLocalId": 10,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n41",
+ "arfcnDL": 510572,
+ "bSChannelBwDL": 20,
+ "nrPCI": 698,
+ "nrTAC": 28986,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 5,
+ "sd": "000003"
+ },
+ "rrmPolicyMinRatio": 0.09,
+ "rrmPolicyMaxRatio": 0.4,
+ "rrmPolicyDedicatedRatio": 0.24,
+ "rrmPolicyMaxRatioPerSlice": 0.4
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "15",
+ "sNSSAIList": [
+ {
+ "sst": 5,
+ "sd": "000004"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "ManagedElement": {
+ "id": "gNB-016",
+ "GNBDUFunction": {
+ "id": "DU-001",
+ "gNBId": 16,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-001-001",
+ "cellLocalId": 1,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n78",
+ "arfcnDL": 625620,
+ "bSChannelBwDL": 40,
+ "nrPCI": 812,
+ "nrTAC": 38502,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 2,
+ "sd": "000001"
+ },
+ "rrmPolicyMinRatio": 0.09,
+ "rrmPolicyMaxRatio": 0.36,
+ "rrmPolicyDedicatedRatio": 0.22,
+ "rrmPolicyMaxRatioPerSlice": 0.36
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 2,
+ "sd": "000003"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+## Example 84: success — `o1_nrm` — `test_sector_ood`
+
+- id: `65d17918fd84`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.5652173913043478`
+- normalized field F1: `0.65`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "ManagedElement": {
+ "id": "gNB-005",
+ "GNBDUFunction": {
+ "id": "DU-046",
+ "gNBId": 5,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-046-002",
+ "cellLocalId": 2,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n41",
+ "arfcnDL": 514306,
+ "bSChannelBwDL": 100,
+ "nrPCI": 834,
+ "nrTAC": 2614,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 1,
+ "sd": "000003"
+ },
+ "rrmPolicyMinRatio": 0.23,
+ "rrmPolicyMaxRatio": 0.48,
+ "rrmPolicyDedicatedRatio": 0.35,
+ "rrmPolicyMaxRatioPerSlice": 0.48
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "310",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 1,
+ "sd": "000001"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "ManagedElement": {
+ "id": "gNB-006",
+ "GNBDUFunction": {
+ "id": "DU-008",
+ "gNBId": 6,
+ "gNBIdLength": 22,
+ "NRCellDU": {
+ "id": "NRCellDU-008-002",
+ "cellLocalId": 2,
+ "operationalState": "ENABLED",
+ "administrativeState": "UNLOCKED",
+ "nrFrequencyRef": "NRFrequency=n78",
+ "arfcnDL": 620896,
+ "bSChannelBwDL": 40,
+ "nrPCI": 816,
+ "nrTAC": 58921,
+ "rrmPolicyMemberList": [
+ {
+ "snssai": {
+ "sst": 1,
+ "sd": "000003"
+ },
+ "rrmPolicyMinRatio": 0.23,
+ "rrmPolicyMaxRatio": 0.48,
+ "rrmPolicyDedicatedRatio": 0.35,
+ "rrmPolicyMaxRatioPerSlice": 0.48
+ }
+ ],
+ "pLMNInfoList": [
+ {
+ "mcc": "262",
+ "mnc": "00",
+ "sNSSAIList": [
+ {
+ "sst": 1,
+ "sd": "000001"
+ }
+ ]
+ }
+ ]
+ }
+ }
+ }
+}
+```
+
+## Example 85: failure — `a1_policy` — `test_sector_ood`
+
+- id: `e76175d7ddac`
+- slice type: `HMTC`
+- lifecycle: `create`
+- error label: `a1_policy_value_error`
+- raw field F1: `0.42105263157894735`
+- normalized field F1: `0.5`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "a1Policy": {
+ "policyId": "a1-pol-hmtc-99efeb",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-hmtc-d13213",
+ "cellId": "cell-083",
+ "sNSSAI": {
+ "sst": 5,
+ "sd": "000001"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 200,
+ "mfbr": 240.0,
+ "priorityLevel": 1,
+ "5qi": 2,
+ "pdb": 150,
+ "per": 1e-07
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 12,
+ "max": 42
+ },
+ "schedulerWeight": 0.2,
+ "maxUEs": 10000
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "a1Policy": {
+ "policyId": "a1-pol-mmtc-0d0d66",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-mmtc-100000",
+ "cellId": "cell-086",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 200,
+ "mfbr": 240.0,
+ "priorityLevel": 8,
+ "5qi": 70,
+ "pdb": 200,
+ "per": 1e-06
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 12,
+ "max": 32
+ },
+ "schedulerWeight": 0.38,
+ "maxUEs": 10000
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+## Example 86: failure — `a1_policy` — `test_sector_ood`
+
+- id: `0b9402e4f6cd`
+- slice type: `V2X`
+- lifecycle: `create`
+- error label: `a1_policy_value_error`
+- raw field F1: `0.42105263157894735`
+- normalized field F1: `0.5`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "a1Policy": {
+ "policyId": "a1-pol-v2x-178d91",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-v2x-d85b31",
+ "cellId": "cell-072",
+ "sNSSAI": {
+ "sst": 4,
+ "sd": "000002"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 200,
+ "mfbr": 240.0,
+ "priorityLevel": 2,
+ "5qi": 75,
+ "pdb": 50,
+ "per": 1e-05
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 13,
+ "max": 34
+ },
+ "schedulerWeight": 0.55,
+ "maxUEs": 10000
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "a1Policy": {
+ "policyId": "a1-pol-urllc-0d000b",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-urllc-100008",
+ "cellId": "cell-010",
+ "sNSSAI": {
+ "sst": 2,
+ "sd": "000001"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 200,
+ "mfbr": 240.0,
+ "priorityLevel": 1,
+ "5qi": 85,
+ "pdb": 5,
+ "per": 1e-06
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 13,
+ "max": 33
+ },
+ "schedulerWeight": 0.39,
+ "maxUEs": 10000
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+## Example 87: failure — `a1_policy` — `test_sector_ood`
+
+- id: `84f4cc7d2f3d`
+- slice type: `V2X`
+- lifecycle: `create`
+- error label: `a1_policy_value_error`
+- raw field F1: `0.42105263157894735`
+- normalized field F1: `0.5`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "a1Policy": {
+ "policyId": "a1-pol-v2x-90333a",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-v2x-2bddcd",
+ "cellId": "cell-021",
+ "sNSSAI": {
+ "sst": 4,
+ "sd": "000002"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 100,
+ "mfbr": 120.0,
+ "priorityLevel": 2,
+ "5qi": 83,
+ "pdb": 10,
+ "per": 1e-05
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 6,
+ "max": 31
+ },
+ "schedulerWeight": 0.37,
+ "maxUEs": 50
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "a1Policy": {
+ "policyId": "a1-pol-v2x-11718b",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-v2x-11718b",
+ "cellId": "cell-086",
+ "sNSSAI": {
+ "sst": 4,
+ "sd": "000001"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 100,
+ "mfbr": 120,
+ "priorityLevel": 1,
+ "5qi": 84,
+ "pdb": 30,
+ "per": 1e-06
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 6,
+ "max": 23
+ },
+ "schedulerWeight": 0.39,
+ "maxUEs": 50
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+## Example 88: success — `a1_policy` — `test_sector_ood`
+
+- id: `bc08505d37ea`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.7368421052631579`
+- normalized field F1: `0.8333333333333334`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "a1Policy": {
+ "policyId": "a1-pol-embb-53c776",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-embb-10f1ac",
+ "cellId": "cell-051",
+ "sNSSAI": {
+ "sst": 1,
+ "sd": "000003"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 200,
+ "mfbr": 240.0,
+ "priorityLevel": 5,
+ "5qi": 6,
+ "pdb": 300,
+ "per": 0.0005
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 13,
+ "max": 42
+ },
+ "schedulerWeight": 0.45,
+ "maxUEs": 100
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "a1Policy": {
+ "policyId": "a1-pol-embb-11000d",
+ "policyTypeId": "QoSTarget",
+ "scope": {
+ "ueId": null,
+ "groupId": "slice-embb-0d000d",
+ "cellId": "cell-018",
+ "sNSSAI": {
+ "sst": 1,
+ "sd": "000003"
+ }
+ },
+ "qosObjectives": {
+ "gfbr": 200,
+ "mfbr": 240.0,
+ "priorityLevel": 5,
+ "5qi": 6,
+ "pdb": 300,
+ "per": 0.0005
+ },
+ "resourceAllocation": {
+ "prbQuota": {
+ "min": 13,
+ "max": 33
+ },
+ "schedulerWeight": 0.59,
+ "maxUEs": 100
+ },
+ "enforcementAction": "APPLY",
+ "enforcementScope": "RAN_SLICE"
+ }
+}
+```
+
+## Example 89: failure — `tmf921_lifecycle_report` — `test_sector_ood`
+
+- id: `20f1e24e817b`
+- slice type: `HMTC`
+- lifecycle: `report`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.23809523809523808`
+- normalized field F1: `0.12698412698412698`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-6467092d7703",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 1,
+ "measurements": [
+ 1.06,
+ 1.05,
+ 0.79,
+ 0.99,
+ 0.89
+ ],
+ "average": 0.956,
+ "min": 0.79,
+ "max": 1.06,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 200,
+ "measurements": [
+ 231.7,
+ 232.6,
+ 214.1,
+ 199.8,
+ 206.5
+ ],
+ "average": 216.94,
+ "min": 199.8,
+ "max": 232.6,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 1000,
+ "measurements": [
+ 940.5,
+ 972.7,
+ 1047.4,
+ 900.3,
+ 1063.3
+ ],
+ "average": 984.84,
+ "min": 900.3,
+ "max": 1063.3,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9999,
+ "measurements": [
+ 100,
+ 99.951361,
+ 99.923609,
+ 100,
+ 100
+ ],
+ "average": 99.975,
+ "min": 99.923609,
+ "max": 100,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 100,
+ "measurements": [
+ 22,
+ 42,
+ 75,
+ 94,
+ 4
+ ],
+ "average": 47.4,
+ "min": 4,
+ "max": 94,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 59.4,
+ "memoryUsage": 22.4,
+ "prbUtilization": 47.3
+ },
+ "@type": "IntentAssuranceReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-6467092d7703",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 3,
+ "measurements": [
+ 2.89,
+ 2.86,
+ 2.86,
+ 2.86,
+ 2.86
+ ],
+ "average": 2.866,
+ "min": 2.86,
+ "max": 2.89,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 500,
+ "measurements": [
+ 585.1,
+ 589.4,
+ 521.1,
+ 589.4,
+ 523.0
+ ],
+ "average": 543.6,
+ "min": 521.1,
+ "max": 589.4,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measurements": [
+ 115.6,
+ 112.5,
+ 99.9,
+ 112.1,
+ 112.1
+ ],
+ "average": 110.44,
+ "min": 99.9,
+ "max": 115.6,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.99999,
+ "measurements": [
+ 99.903672,
+ 99.999041,
+ 99.999995,
+ 99.999995,
+ 99.999995
+ ],
+ "average": 99.979,
+ "min": 99.903672,
+ "max": 99.999995,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 500000,
+ "measurements": [
+ 146442,
+ 146442,
+ 146442,
+ 146442,
+ 146442
+ ],
+ "average": 146442.0,
+ "min": 146442,
+ "max": 146442,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 76.1,
+ "memoryUsage": 28.6,
+ "pr
+......
+```
+
+## Example 90: failure — `tmf921_lifecycle_report` — `test_sector_ood`
+
+- id: `76bbd9020b1c`
+- slice type: `eMBB`
+- lifecycle: `report`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.23809523809523808`
+- normalized field F1: `0.12698412698412698`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-83c55e8c3fed",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 80,
+ "measurements": [
+ 72.88,
+ 83.85,
+ 56.86,
+ 53.39,
+ 70.19
+ ],
+ "average": 67.434,
+ "min": 53.39,
+ "max": 83.85,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 800,
+ "measurements": [
+ 951.7,
+ 828.9,
+ 926.7,
+ 731.3,
+ 758.7
+ ],
+ "average": 839.46,
+ "min": 731.3,
+ "max": 951.7,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 75,
+ "measurements": [
+ 72.9,
+ 82.7,
+ 86.7,
+ 84.7,
+ 84.5
+ ],
+ "average": 82.3,
+ "min": 72.9,
+ "max": 86.7,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9,
+ "measurements": [
+ 99.999893,
+ 99.874877,
+ 99.932637,
+ 99.883247,
+ 99.971974
+ ],
+ "average": 99.933,
+ "min": 99.874877,
+ "max": 99.999893,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 100,
+ "measurements": [
+ 94,
+ 7,
+ 28,
+ 30,
+ 73
+ ],
+ "average": 46.4,
+ "min": 7,
+ "max": 94,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": false,
+ "resourceUtilization": {
+ "cpuUsage": 19.0,
+ "memoryUsage": 28.3,
+ "prbUtilization": 31.6
+ },
+ "@type": "IntentAssuranceR
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-83c55e8c3fed",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 30,
+ "measurements": [
+ 26.66,
+ 26.31,
+ 23.02,
+ 28.26,
+ 28.26
+ ],
+ "average": 26.498,
+ "min": 23.02,
+ "max": 28.26,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 1000,
+ "measurements": [
+ 1016.1,
+ 1118.4,
+ 996.8,
+ 1086.4,
+ 1136.8
+ ],
+ "average": 1070.7,
+ "min": 996.8,
+ "max": 1136.8,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measurements": [
+ 115.6,
+ 99.4,
+ 112.1,
+ 112.1,
+ 99.9
+ ],
+ "average": 107.82,
+ "min": 99.4,
+ "max": 115.6,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9,
+ "measurements": [
+ 99.894556,
+ 99.961056,
+ 99.990908,
+ 99.890851,
+ 99.988159
+ ],
+ "average": 99.947,
+ "min": 99.890851,
+ "max": 99.990908,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 50000,
+ "measurements": [
+ 14446,
+ 28646,
+ 28646,
+ 28646,
+ 28646
+ ],
+ "average": 23830.0,
+ "min": 14446,
+ "max": 28646,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 76.1,
+ "memoryUsage": 28.6,
+ "
+......
+```
+
+## Example 91: failure — `tmf921_lifecycle_report` — `test_sector_ood`
+
+- id: `85fe1586c516`
+- slice type: `mMTC`
+- lifecycle: `report`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.23809523809523808`
+- normalized field F1: `0.14285714285714285`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-5acfd5df040c",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 50,
+ "measurements": [
+ 54.98,
+ 31.82,
+ 42.37,
+ 40.29,
+ 45.25
+ ],
+ "average": 42.942,
+ "min": 31.82,
+ "max": 54.98,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 50,
+ "measurements": [
+ 58.8,
+ 59.0,
+ 55.9,
+ 49.5,
+ 53.6
+ ],
+ "average": 55.36,
+ "min": 49.5,
+ "max": 59.0,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 25,
+ "measurements": [
+ 24.1,
+ 28.0,
+ 22.7,
+ 29.2,
+ 27.5
+ ],
+ "average": 26.3,
+ "min": 22.7,
+ "max": 29.2,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 95,
+ "measurements": [
+ 95.036732,
+ 94.942745,
+ 95.032511,
+ 95.049224,
+ 95.075089
+ ],
+ "average": 95.027,
+ "min": 94.942745,
+ "max": 95.075089,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 10000,
+ "measurements": [
+ 6646,
+ 9177,
+ 3412,
+ 3906,
+ 3052
+ ],
+ "average": 5238.6,
+ "min": 3052,
+ "max": 9177,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 39.3,
+ "memoryUsage": 68.6,
+ "prbUtilization": 56.8
+ },
+ "@type": "IntentAs
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-5acfd5df040c",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 10,
+ "measurements": [
+ 6.46,
+ 6.7,
+ 10.3,
+ 10.36,
+ 8.5
+ ],
+ "average": 8.384,
+ "min": 6.46,
+ "max": 10.36,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 100,
+ "measurements": [
+ 101.1,
+ 108.4,
+ 112.1,
+ 95.2,
+ 118.4
+ ],
+ "average": 107.04,
+ "min": 95.2,
+ "max": 118.4,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measurements": [
+ 99.4,
+ 100.4,
+ 99.6,
+ 99.6,
+ 99.6
+ ],
+ "average": 99.8,
+ "min": 99.4,
+ "max": 100.4,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.999,
+ "measurements": [
+ 99.903575,
+ 99.998041,
+ 99.999611,
+ 99.999965,
+ 99.999965
+ ],
+ "average": 99.981,
+ "min": 99.903575,
+ "max": 99.999965,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 5000,
+ "measurements": [
+ 1802,
+ 1802,
+ 2802,
+ 4553,
+ 4443
+ ],
+ "average": 3080.4,
+ "min": 1802,
+ "max": 4553,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 77.7,
+ "memoryUsage": 28.6,
+ "prbUtilization": 82.0
+ }
+......
+```
+
+## Example 92: success — `tmf921_lifecycle_report` — `test_sector_ood`
+
+- id: `f14740af4087`
+- slice type: `V2X`
+- lifecycle: `report`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.2698412698412698`
+- normalized field F1: `0.2857142857142857`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-b100485609db",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 10,
+ "measurements": [
+ 9.04,
+ 6.41,
+ 7.4,
+ 7.96,
+ 10.09
+ ],
+ "average": 8.18,
+ "min": 6.41,
+ "max": 10.09,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 100,
+ "measurements": [
+ 106.2,
+ 91.1,
+ 119.0,
+ 98.9,
+ 93.2
+ ],
+ "average": 101.68,
+ "min": 91.1,
+ "max": 119.0,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 150,
+ "measurements": [
+ 137.5,
+ 151.4,
+ 150.5,
+ 138.2,
+ 157.0
+ ],
+ "average": 146.92,
+ "min": 137.5,
+ "max": 157.0,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.99,
+ "measurements": [
+ 99.99674,
+ 99.912149,
+ 99.896363,
+ 99.962708,
+ 99.891353
+ ],
+ "average": 99.932,
+ "min": 99.891353,
+ "max": 99.99674,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 100,
+ "measurements": [
+ 25,
+ 25,
+ 89,
+ 31,
+ 25
+ ],
+ "average": 39.0,
+ "min": 25,
+ "max": 89,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 51.1,
+ "memoryUsage": 36.8,
+ "prbUtilization": 49.3
+ },
+ "@type": "IntentAssuranceRep
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentAssuranceReport": {
+ "intentId": "intent-b100485609db",
+ "reportPeriod": {
+ "start": "2026-04-24T08:11:31Z",
+ "end": "2026-04-24T09:11:31Z"
+ },
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 10,
+ "measurements": [
+ 6.23,
+ 6.86,
+ 10.09,
+ 8.5,
+ 9.5
+ ],
+ "average": 8.036,
+ "min": 6.23,
+ "max": 10.09,
+ "unit": "ms"
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 150,
+ "measurements": [
+ 159.8,
+ 139.4,
+ 168.0,
+ 149.4,
+ 168.0
+ ],
+ "average": 156.92,
+ "min": 139.4,
+ "max": 168.0,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measurements": [
+ 115.1,
+ 112.1,
+ 99.4,
+ 112.1,
+ 112.1
+ ],
+ "average": 108.16,
+ "min": 99.4,
+ "max": 115.1,
+ "unit": "Mbps"
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.999,
+ "measurements": [
+ 99.903671,
+ 99.998011,
+ 99.999622,
+ 99.998971,
+ 99.999996
+ ],
+ "average": 99.98,
+ "min": 99.903671,
+ "max": 99.999996,
+ "unit": "percent"
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 5000,
+ "measurements": [
+ 1802,
+ 2820,
+ 4565,
+ 4865,
+ 1802
+ ],
+ "average": 3170.8,
+ "min": 1802,
+ "max": 4865,
+ "unit": "UEs"
+ }
+ ],
+ "overallCompliance": true,
+ "resourceUtilization": {
+ "cpuUsage": 77.7,
+ "memoryUsage": 28.6,
+ "prbUtilization": 82.0
+......
+```
+
+## Example 93: failure — `tmf921_lifecycle_monitor` — `test_sector_ood`
+
+- id: `8292fa544c75`
+- slice type: `URLLC`
+- lifecycle: `monitor`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.4666666666666667`
+- normalized field F1: `0.20689655172413793`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-4c3988bc1787",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Fulfilled",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 3,
+ "measured": 2.21,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 200,
+ "measured": 221.1,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 150,
+ "measured": 148.5,
+ "unit": "Mbps",
+ "compliant": false
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9999,
+ "measured": 100,
+ "unit": "percent",
+ "compliant": true
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 500,
+ "measured": 218,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": true,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-111111111111",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 10,
+ "measured": 10.36,
+ "unit": "ms",
+ "compliant": false
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 150,
+ "measured": 159.8,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measured": 109.0,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.999,
+ "measured": 99.901071,
+ "unit": "percent",
+ "compliant": false
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 5000,
+ "measured": 1802,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+## Example 94: failure — `tmf921_lifecycle_monitor` — `test_sector_ood`
+
+- id: `196b19287de9`
+- slice type: `V2X`
+- lifecycle: `monitor`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.6`
+- normalized field F1: `0.2413793103448276`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-f9d4f84791a4",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Fulfilled",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 20,
+ "measured": 16.1,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 150,
+ "measured": 162.6,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measured": 95.9,
+ "unit": "Mbps",
+ "compliant": false
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.999,
+ "measured": 100,
+ "unit": "percent",
+ "compliant": true
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 100,
+ "measured": 32,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": true,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-f9d4f84791a4",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 100,
+ "measured": 75.01,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 100,
+ "measured": 100.4,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measured": 100.0,
+ "unit": "Mbps",
+ "compliant": false
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.9,
+ "measured": 99.894066,
+ "unit": "percent",
+ "compliant": false
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 10000,
+ "measured": 8103,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+## Example 95: failure — `tmf921_lifecycle_monitor` — `test_sector_ood`
+
+- id: `9b5647e0a6cf`
+- slice type: `V2X`
+- lifecycle: `monitor`
+- error label: `correct_structure_wrong_values`
+- raw field F1: `0.5666666666666667`
+- normalized field F1: `0.2413793103448276`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-3772050f9852",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Fulfilled",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 10,
+ "measured": 9.97,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 25,
+ "measured": 27.1,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 10,
+ "measured": 10.0,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.99,
+ "measured": 100,
+ "unit": "percent",
+ "compliant": true
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 100,
+ "measured": 40,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": true,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-3772050f9852",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 100,
+ "measured": 75.01,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 1000,
+ "measured": 994.3,
+ "unit": "Mbps",
+ "compliant": false
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measured": 109.4,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.99,
+ "measured": 99.984066,
+ "unit": "percent",
+ "compliant": false
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 10000,
+ "measured": 8943,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+## Example 96: success — `tmf921_lifecycle_monitor` — `test_sector_ood`
+
+- id: `4b96dab3c3fd`
+- slice type: `URLLC`
+- lifecycle: `monitor`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.7`
+- normalized field F1: `0.6896551724137931`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-b69c2ab78704",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 2,
+ "measured": 1.73,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 20,
+ "measured": 20.1,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measured": 113.2,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.999,
+ "measured": 99.957143,
+ "unit": "percent",
+ "compliant": false
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 1000,
+ "measured": 87,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intentFulfillmentReport": {
+ "intentId": "intent-b69c2ab78704",
+ "reportTimestamp": "2026-04-24T09:11:31Z",
+ "fulfillmentStatus": "Degraded",
+ "kpiMeasurements": [
+ {
+ "kpi": "latency",
+ "target": 100,
+ "measured": 75.01,
+ "unit": "ms",
+ "compliant": true
+ },
+ {
+ "kpi": "dlThroughput",
+ "target": 1000,
+ "measured": 1015.8,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "ulThroughput",
+ "target": 100,
+ "measured": 108.4,
+ "unit": "Mbps",
+ "compliant": true
+ },
+ {
+ "kpi": "reliability",
+ "target": 99.99,
+ "measured": 99.984066,
+ "unit": "percent",
+ "compliant": false
+ },
+ {
+ "kpi": "connectedUEs",
+ "target": 10000,
+ "measured": 8943,
+ "unit": "UEs",
+ "compliant": true
+ }
+ ],
+ "overallSlaCompliance": false,
+ "@type": "IntentFulfillmentReport"
+ }
+}
+```
+
+## Example 97: failure — `tmf921` — `test_sector_ood`
+
+- id: `b6c6d8a2290b`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.7435897435897437`
+- normalized field F1: `0.8358208955223881`
+- normalized key F1: `0.9402985074626866`
+
+### Gold
+```json
+{
+ "id": "intent-0223e0f73ebd",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-0223e0f73ebd",
+ "name": "eMBB Slice - Student Collaboration Platform",
+ "description": "Intent for student collaboration platform at University Campus with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 4,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-04c7a83fe977",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-9773e6",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000002"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 100,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "Mbps"
+
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "id": "intent-114000000000",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-114000000000",
+ "name": "eMBB Slice - Student Collaboration Platform",
+ "description": "Intent for student collaboration platform at University Campus with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 3,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-114000000001",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-114000",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000001"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 100,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+
+......
+```
+
+## Example 98: failure — `tmf921` — `test_sector_ood`
+
+- id: `df185cef747c`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.7435897435897437`
+- normalized field F1: `0.8358208955223881`
+- normalized key F1: `0.9402985074626866`
+
+### Gold
+```json
+{
+ "id": "intent-36128226f673",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-36128226f673",
+ "name": "eMBB Slice - Research Lab Data Transfer",
+ "description": "Intent for research lab data transfer at University Campus with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 4,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-d9e74bee1eea",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-341132",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000001"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1000,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "id": "intent-10b110b10b10",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-10b110b10b10",
+ "name": "eMBB Slice - Research Lab Data Transfer",
+ "description": "Intent for research lab data transfer at University Campus with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 3,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-0d110b10b10b",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-0d110b",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000003"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1000,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit":
+......
+```
+
+## Example 99: failure — `tmf921` — `test_sector_ood`
+
+- id: `a818a34c55f1`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.7435897435897437`
+- normalized field F1: `0.8358208955223881`
+- normalized key F1: `0.9402985074626866`
+
+### Gold
+```json
+{
+ "id": "intent-6502d8fad3db",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-6502d8fad3db",
+ "name": "eMBB Slice - Library Resource Digitization",
+ "description": "Intent for library resource digitization at University Campus with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 4,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-ca322510e221",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-271987",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000001"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 800,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 75,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "Mbps"
+
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "id": "intent-011111111111",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-011111111111",
+ "name": "eMBB Slice - Library Resource Digitization",
+ "description": "Intent for library resource digitization at University Campus with eMBB service level",
+ "lifecycleState": "Active",
+ "priority": 3,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-011111111111",
+ "name": "eMBB QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-embb-011111",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "eMBB"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 1,
+ "sd": "000003"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 800,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 75,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "u
+......
+```
+
+## Example 100: success — `tmf921` — `test_sector_ood`
+
+- id: `81336d4bb697`
+- slice type: `V2X`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.8734177215189873`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "id": "intent-bb942bfc8fab",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-bb942bfc8fab",
+ "name": "V2X Slice - Library Resource Digitization",
+ "description": "Intent for library resource digitization at Hospital Campus with V2X service level",
+ "lifecycleState": "Active",
+ "priority": 1,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-1216b9633a99",
+ "name": "V2X QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-v2x-99ca8c",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "V2X"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 4,
+ "sd": "000001"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 100,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "id": "intent-114000111111",
+ "href": "/tmf-api/intentManagement/v4/intent/intent-114000111111",
+ "name": "V2X Slice - Library Resource Digitization",
+ "description": "Intent for library resource digitization at Hospital Campus with V2X service level",
+ "lifecycleState": "Active",
+ "priority": 1,
+ "intentExpression": {
+ "@type": "IntentExpression",
+ "intentExpectation": [
+ {
+ "@type": "DeliveryExpectation",
+ "id": "exp-114000111111",
+ "name": "V2X QoS Delivery Expectation",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "@type": "ExpectationObject",
+ "objectType": "NetworkSlice",
+ "objectInstance": "slice-v2x-114000",
+ "objectContexts": [
+ {
+ "contextAttribute": "sliceServiceType",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "V2X"
+ },
+ {
+ "contextAttribute": "sNSSAI",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": {
+ "sst": 4,
+ "sd": "000001"
+ }
+ }
+ ]
+ },
+ "expectationTargets": [
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50,
+ "targetMetric": "PLMNID.dl.ThpVol.NRCellDU",
+ "unit": "Mbps"
+ },
+ {
+ "@type": "ExpectationTarget",
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 100,
+ "targetMetric": "PLMNID.ul.ThpVol.NRCellDU",
+ "unit": "
+......
+```
+
+## Example 101: failure — `camara` — `test_sector_ood`
+
+- id: `61d045f3558d`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.375`
+- normalized field F1: `0.5714285714285715`
+- normalized key F1: `0.8571428571428571`
+
+### Gold
+```json
+{
+ "networkSliceBooking": {
+ "sliceType": "eMBB",
+ "sliceProfile": {
+ "latencyTarget": 100,
+ "reliability": 99.0,
+ "throughput": {
+ "downlink": 500,
+ "uplink": 25
+ },
+ "maxNumberOfUEs": 1000
+ },
+ "areaOfService": {
+ "region": "Open Pit Zone",
+ "center": {
+ "latitude": 62.0394,
+ "longitude": 129.7422
+ },
+ "radius": 2000,
+ "cells": [
+ "cell-064"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-05-14T22:00:00Z",
+ "endTime": "2025-05-15T06:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/3088c4fc1727"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "networkSliceBooking": {
+ "sliceType": "eMBB",
+ "sliceProfile": {
+ "latencyTarget": 100,
+ "reliability": 99.9,
+ "throughput": {
+ "downlink": 500,
+ "uplink": 25
+ },
+ "maxNumberOfUEs": 1000
+ },
+ "areaOfService": {
+ "region": "Open Pit Zone",
+ "center": {
+ "latitude": 53.5511,
+ "longitude": 9.9937
+ },
+ "radius": 500,
+ "cells": [
+ "cell-088",
+ "cell-080",
+ "cell-080",
+ "cell-080",
+ "cell-080"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-13T08:00:00Z",
+ "endTime": "2025-01-13T10:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/110009111111"
+ }
+}
+```
+
+## Example 102: failure — `camara` — `test_sector_ood`
+
+- id: `bb39b43ec51b`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.375`
+- normalized field F1: `0.5714285714285715`
+- normalized key F1: `0.8571428571428571`
+
+### Gold
+```json
+{
+ "networkSliceBooking": {
+ "sliceType": "eMBB",
+ "sliceProfile": {
+ "latencyTarget": 50,
+ "reliability": 99.95,
+ "throughput": {
+ "downlink": 1000,
+ "uplink": 150
+ },
+ "maxNumberOfUEs": 10000
+ },
+ "areaOfService": {
+ "region": "Research Park",
+ "center": {
+ "latitude": 37.4275,
+ "longitude": -122.1697
+ },
+ "radius": 500,
+ "cells": [
+ "cell-049"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-10-03T06:00:00Z",
+ "endTime": "2025-10-03T12:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/d6ac8b414857"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "networkSliceBooking": {
+ "sliceType": "eMBB",
+ "sliceProfile": {
+ "latencyTarget": 50,
+ "reliability": 99.9,
+ "throughput": {
+ "downlink": 1000,
+ "uplink": 150
+ },
+ "maxNumberOfUEs": 10000
+ },
+ "areaOfService": {
+ "region": "Research Park",
+ "center": {
+ "latitude": 37.7749,
+ "longitude": -122.4194
+ },
+ "radius": 5000,
+ "cells": [
+ "cell-081",
+ "cell-080",
+ "cell-082",
+ "cell-083",
+ "cell-084"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-12T08:00:00Z",
+ "endTime": "2025-01-12T10:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/100000000000"
+ }
+}
+```
+
+## Example 103: failure — `camara` — `test_sector_ood`
+
+- id: `bd7ec7719282`
+- slice type: `HMTC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.3125`
+- normalized field F1: `0.5714285714285715`
+- normalized key F1: `0.9285714285714286`
+
+### Gold
+```json
+{
+ "networkSliceBooking": {
+ "sliceType": "HMTC",
+ "sliceProfile": {
+ "latencyTarget": 1,
+ "reliability": 99.9999,
+ "throughput": {
+ "downlink": 1000,
+ "uplink": 50
+ },
+ "maxNumberOfUEs": 1000
+ },
+ "areaOfService": {
+ "region": "Mining Site Alpha",
+ "center": {
+ "latitude": -33.8688,
+ "longitude": 151.2093
+ },
+ "radius": 1000,
+ "cells": [
+ "cell-001",
+ "cell-004"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-11-21T23:00:00Z",
+ "endTime": "2025-11-22T11:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/109daa504948"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "networkSliceBooking": {
+ "sliceType": "MPS",
+ "sliceProfile": {
+ "latencyTarget": 1,
+ "reliability": 99.999,
+ "throughput": {
+ "downlink": 1000,
+ "uplink": 50
+ },
+ "maxNumberOfUEs": 1000
+ },
+ "areaOfService": {
+ "region": "Mining Site Alpha",
+ "center": {
+ "latitude": -23.4162,
+ "longitude": 46.4017
+ },
+ "radius": 500,
+ "cells": [
+ "cell-081",
+ "cell-080",
+ "cell-082",
+ "cell-083"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-18T13:00:00Z",
+ "endTime": "2025-01-18T15:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/110000000000"
+ }
+}
+```
+
+## Example 104: success — `camara` — `test_sector_ood`
+
+- id: `e2c589fd7c09`
+- slice type: `eMBB`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.5882352941176471`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "networkSliceBooking": {
+ "sliceType": "eMBB",
+ "sliceProfile": {
+ "latencyTarget": 30,
+ "reliability": 99.9,
+ "throughput": {
+ "downlink": 500,
+ "uplink": 200
+ },
+ "maxNumberOfUEs": 10000
+ },
+ "areaOfService": {
+ "region": "Healthcare Park",
+ "center": {
+ "latitude": 37.7749,
+ "longitude": -122.4194
+ },
+ "radius": 5000,
+ "cells": [
+ "cell-064",
+ "cell-037",
+ "cell-002",
+ "cell-062"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-06-12T05:00:00Z",
+ "endTime": "2025-06-12T17:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/fcb9f701915d"
+ }
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "networkSliceBooking": {
+ "sliceType": "eMBB",
+ "sliceProfile": {
+ "latencyTarget": 30,
+ "reliability": 99.9,
+ "throughput": {
+ "downlink": 500,
+ "uplink": 200
+ },
+ "maxNumberOfUEs": 10000
+ },
+ "areaOfService": {
+ "region": "Healthcare Park",
+ "center": {
+ "latitude": 37.7749,
+ "longitude": -122.4194
+ },
+ "radius": 5000,
+ "cells": [
+ "cell-081",
+ "cell-080",
+ "cell-082",
+ "cell-083"
+ ]
+ },
+ "duration": {
+ "startTime": "2025-01-18T13:00:00Z",
+ "endTime": "2025-01-18T15:00:00Z"
+ },
+ "notificationUrl": "https://callback.example.com/slice-events/7d0101001010"
+ }
+}
+```
+
+## Example 105: failure — `intent_3gpp` — `test_sector_ood`
+
+- id: `8bb77054da0f`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.7`
+- normalized field F1: `0.5789473684210527`
+- normalized key F1: `0.8947368421052632`
+
+### Gold
+```json
+{
+ "intent": {
+ "id": "intent-mMTC-76a2e5e21ca2",
+ "name": "Virtual Classroom Xr Delivery mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-e97dda4b2258",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 200,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 90,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Research Park"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "virtual c
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intent": {
+ "id": "intent-mMTC-11b0b1b1b1b1",
+ "name": "Virtual Classroom Xr Delivery mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-11b0b1b1b1b1",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 200,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 90,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Research Park"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCo
+......
+```
+
+## Example 106: failure — `intent_3gpp` — `test_sector_ood`
+
+- id: `36710900c49f`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.775`
+- normalized field F1: `0.6578947368421053`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intent": {
+ "id": "intent-mMTC-0cddd74357ff",
+ "name": "Virtual Classroom Xr Delivery mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-0a58bf066364",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000002"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 0.5,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 25,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 100,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 99.5,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 5000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Industrial Zone North"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange"
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intent": {
+ "id": "intent-mMTC-110000000000",
+ "name": "Virtual Classroom Xr Delivery mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-000000000000",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 0.5,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 25,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 100,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 99.5,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 5000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Industrial Zone North"
+ },
+ {
+ "contextAttribute": "useCase",
+
+......
+```
+
+## Example 107: failure — `intent_3gpp` — `test_sector_ood`
+
+- id: `d8df0122d5e1`
+- slice type: `mMTC`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `0.775`
+- normalized field F1: `0.6578947368421053`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intent": {
+ "id": "intent-mMTC-d0819ce7392d",
+ "name": "Campus Iot Management mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-429a184e74f3",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000001"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 5,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 50,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 95,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 5000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Hospital Campus"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "campus IoT manag
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intent": {
+ "id": "intent-mMTC-110110101010",
+ "name": "Campus Iot Management mMTC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-100000000001",
+ "expectationVerb": "ENSURE",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "mMTC",
+ "sNSSAI": {
+ "sst": 3,
+ "sd": "000003"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 5,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 1,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN_OR_EQUAL_TO",
+ "targetValueRange": 95,
+ "unit": "percent"
+ },
+ {
+ "targetName": "deviceDensity",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 5000,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Hospital Campus"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition":
+......
+```
+
+## Example 108: success — `intent_3gpp` — `test_sector_ood`
+
+- id: `25d1c40596cf`
+- slice type: `URLLC`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `0.925`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "intent": {
+ "id": "intent-URLLC-df9d41d88f4c",
+ "name": "Research Lab Data Transfer URLLC Intent",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-05434c3a976b",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "URLLC",
+ "sNSSAI": {
+ "sst": 2,
+ "sd": "000001"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 200,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 100,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 3,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 99.999,
+ "unit": "percent"
+ },
+ {
+ "targetName": "maxNumberOfUEs",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Factory Complex A"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "contextValueRange": "
+......
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "intent": {
+ "id": "intent-URLLC-11b111d01111",
+ "name": "URLLC Slice - Research Lab Data Transfer",
+ "lifecycleStatus": "active",
+ "intentExpectation": [
+ {
+ "expectationId": "exp-0d0d0d0d0d0d",
+ "expectationVerb": "DELIVER",
+ "expectationObject": {
+ "objectType": "NW_SLICE",
+ "objectInstance": {
+ "sliceType": "URLLC",
+ "sNSSAI": {
+ "sst": 2,
+ "sd": "000001"
+ }
+ }
+ },
+ "expectationTargets": [
+ {
+ "targetName": "downlinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 200,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "uplinkThroughput",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 100,
+ "unit": "Mbps"
+ },
+ {
+ "targetName": "latency",
+ "targetCondition": "IS_LESS_THAN",
+ "targetValueRange": 3,
+ "unit": "ms"
+ },
+ {
+ "targetName": "reliability",
+ "targetCondition": "IS_GREATER_THAN",
+ "targetValueRange": 99.999,
+ "unit": "percent"
+ },
+ {
+ "targetName": "maxNumberOfUEs",
+ "targetCondition": "IS_LESS_THAN_OR_EQUAL_TO",
+ "targetValueRange": 50,
+ "unit": "UEs"
+ }
+ ],
+ "expectationContexts": [
+ {
+ "contextAttribute": "serviceArea",
+ "contextCondition": "IS_IN",
+ "contextValueRange": "Factory Complex A"
+ },
+ {
+ "contextAttribute": "useCase",
+ "contextCondition": "IS_EQUAL_TO",
+ "c
+......
+```
+
+## Example 109: failure — `adversarial_ambiguous` — `test_adversarial`
+
+- id: `c2c3794511e2`
+- slice type: `N/A`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `1.0`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "status": "CLARIFICATION_REQUIRED",
+ "message": "Intent too vague. Please specify: sliceType, latencyTarget, reliabilityTarget, dlThroughput, ulThroughput, maxUEs, serviceArea.",
+ "suggestedAction": "Reformulate with specific KPI targets."
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "status": "CLARIFICATION_REQUIRED",
+ "message": "Intent too vague. Please specify: sliceType, latencyTarget, reliabilityTarget, dlThroughput, ulThroughput, maxUEs, serviceArea.",
+ "suggestedAction": "Reformulate with specific KPI targets."
+}
+```
+
+## Example 110: failure — `adversarial_ambiguous` — `test_adversarial`
+
+- id: `c20e3d39aa40`
+- slice type: `N/A`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `1.0`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "status": "CLARIFICATION_REQUIRED",
+ "message": "Intent too vague. Please specify: sliceType, latencyTarget, reliabilityTarget, dlThroughput, ulThroughput, maxUEs, serviceArea.",
+ "suggestedAction": "Reformulate with specific KPI targets."
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "status": "CLARIFICATION_REQUIRED",
+ "message": "Intent too vague. Please specify: sliceType, latencyTarget, reliabilityTarget, dlThroughput, ulThroughput, maxUEs, serviceArea.",
+ "suggestedAction": "Reformulate with specific KPI targets."
+}
+```
+
+## Example 111: failure — `adversarial_ambiguous` — `test_adversarial`
+
+- id: `d2dbc2ecfc38`
+- slice type: `N/A`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `1.0`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "status": "CLARIFICATION_REQUIRED",
+ "message": "Intent too vague. Please specify: sliceType, latencyTarget, reliabilityTarget, dlThroughput, ulThroughput, maxUEs, serviceArea.",
+ "suggestedAction": "Reformulate with specific KPI targets."
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "status": "CLARIFICATION_REQUIRED",
+ "message": "Intent too vague. Please specify: sliceType, latencyTarget, reliabilityTarget, dlThroughput, ulThroughput, maxUEs, serviceArea.",
+ "suggestedAction": "Reformulate with specific KPI targets."
+}
+```
+
+## Example 112: success — `adversarial_ambiguous` — `test_adversarial`
+
+- id: `c2c3794511e2`
+- slice type: `N/A`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `1.0`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "status": "CLARIFICATION_REQUIRED",
+ "message": "Intent too vague. Please specify: sliceType, latencyTarget, reliabilityTarget, dlThroughput, ulThroughput, maxUEs, serviceArea.",
+ "suggestedAction": "Reformulate with specific KPI targets."
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "status": "CLARIFICATION_REQUIRED",
+ "message": "Intent too vague. Please specify: sliceType, latencyTarget, reliabilityTarget, dlThroughput, ulThroughput, maxUEs, serviceArea.",
+ "suggestedAction": "Reformulate with specific KPI targets."
+}
+```
+
+## Example 113: failure — `adversarial_out_of_scope` — `test_adversarial`
+
+- id: `b5e41f85a345`
+- slice type: `N/A`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `1.0`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "status": "OUT_OF_SCOPE",
+ "message": "Request outside scope. This system handles 5G/6G network slice intent translation only.",
+ "supportedOperations": [
+ "slice creation",
+ "lifecycle management",
+ "SLA assurance"
+ ]
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "status": "OUT_OF_SCOPE",
+ "message": "Request outside scope. This system handles 5G/6G network slice intent translation only.",
+ "supportedOperations": [
+ "slice creation",
+ "lifecycle management",
+ "SLA assurance"
+ ]
+}
+```
+
+## Example 114: failure — `adversarial_out_of_scope` — `test_adversarial`
+
+- id: `f5b83d2fb356`
+- slice type: `N/A`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `1.0`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "status": "OUT_OF_SCOPE",
+ "message": "Request outside scope. This system handles 5G/6G network slice intent translation only.",
+ "supportedOperations": [
+ "slice creation",
+ "lifecycle management",
+ "SLA assurance"
+ ]
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "status": "OUT_OF_SCOPE",
+ "message": "Request outside scope. This system handles 5G/6G network slice intent translation only.",
+ "supportedOperations": [
+ "slice creation",
+ "lifecycle management",
+ "SLA assurance"
+ ]
+}
+```
+
+## Example 115: failure — `adversarial_out_of_scope` — `test_adversarial`
+
+- id: `8c2457c3ef17`
+- slice type: `N/A`
+- lifecycle: `create`
+- error label: `value_level_mismatch`
+- raw field F1: `1.0`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "status": "OUT_OF_SCOPE",
+ "message": "Request outside scope. This system handles 5G/6G network slice intent translation only.",
+ "supportedOperations": [
+ "slice creation",
+ "lifecycle management",
+ "SLA assurance"
+ ]
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "status": "OUT_OF_SCOPE",
+ "message": "Request outside scope. This system handles 5G/6G network slice intent translation only.",
+ "supportedOperations": [
+ "slice creation",
+ "lifecycle management",
+ "SLA assurance"
+ ]
+}
+```
+
+## Example 116: success — `adversarial_out_of_scope` — `test_adversarial`
+
+- id: `b5e41f85a345`
+- slice type: `N/A`
+- lifecycle: `create`
+- error label: `success_or_high_scoring_example`
+- raw field F1: `1.0`
+- normalized field F1: `1.0`
+- normalized key F1: `1.0`
+
+### Gold
+```json
+{
+ "status": "OUT_OF_SCOPE",
+ "message": "Request outside scope. This system handles 5G/6G network slice intent translation only.",
+ "supportedOperations": [
+ "slice creation",
+ "lifecycle management",
+ "SLA assurance"
+ ]
+}
+```
+
+### Prediction
+```json
+
+
+
+
+{
+ "status": "OUT_OF_SCOPE",
+ "message": "Request outside scope. This system handles 5G/6G network slice intent translation only.",
+ "supportedOperations": [
+ "slice creation",
+ "lifecycle management",
+ "SLA assurance"
+ ]
+}
+```