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4.30 - Which users most frequently used LLM models?

Top users who used LLMs to generated content (including embeddings). Break down results by specific LLM model used.

Category: Data Usage
Use Cases: Audit, Detect
Data Sources: Audit Logs - Data Access

Queries or Rules

BigQuery Log Analytics Google SecOps
SQL SQL Contribute rule

Event Generation

No event generation steps provided. Contribute emulation test to this use case.

Sample Event

google.cloud.aiplatform.v1.PredictionService.Predict

{
  "protoPayload": {
    "@type": "type.googleapis.com/google.cloud.audit.AuditLog",
    "authenticationInfo": {
      "principalEmail": "[email protected]",
      "principalSubject": "user:[email protected]"
    },
    "requestMetadata": {
      "callerIp": "203.0.113.255",
      "callerSuppliedUserAgent": "<redacted>",
      "requestAttributes": {
        "time": "2024-02-22T14:33:29.284843427Z",
        "auth": {
        }
      },
      "destinationAttributes": {
      }
    },
    "serviceName": "aiplatform.googleapis.com",
    "methodName": "google.cloud.aiplatform.v1.PredictionService.Predict",
    "authorizationInfo": [
      {
        "resource": "projects/my-project/locations/us-central1/publishers/google/models/code-bison@002",
        "permission": "aiplatform.endpoints.predict",
        "granted": true,
        "resourceAttributes": {
        }
      }
    ],
    "resourceName": "projects/my-project/locations/us-central1/publishers/google/models/code-bison@002",
    "request": {
      "endpoint": "projects/my-project/locations/us-central1/publishers/google/models/code-bison@002",
      "@type": "type.googleapis.com/google.cloud.aiplatform.v1.PredictRequest"
    },
    "response": {
      "@type": "type.googleapis.com/google.cloud.aiplatform.v1.PredictResponse"
    }
  },
  "insertId": "1pbm5dbe1oqug",
  "resource": {
    "type": "audited_resource",
    "labels": {
      "service": "aiplatform.googleapis.com",
      "project_id": "my-project",
      "method": "google.cloud.aiplatform.v1.PredictionService.Predict"
    }
  },
  "timestamp": "2024-02-22T14:33:29.284416639Z",
  "severity": "INFO",
  "logName": "projects/my-project/logs/cloudaudit.googleapis.com%2Fdata_access",
  "receiveTimestamp": "2024-02-22T14:33:31.245712026Z"
}

google.cloud.aiplatform.v1beta1.PredictionService.GenerateContent

{
  "protoPayload": {
    "@type": "type.googleapis.com/google.cloud.audit.AuditLog",
    "authenticationInfo": {
      "principalEmail": "[email protected]",
      "principalSubject": "user:[email protected]"
    },
    "requestMetadata": {
      "callerIp": "203.0.113.255",
      "callerSuppliedUserAgent": "<redacted>",
      "requestAttributes": {
        "time": "2024-02-22T04:55:11.117617705Z",
        "auth": {
        }
      },
      "destinationAttributes": {
      }
    },
    "serviceName": "aiplatform.googleapis.com",
    "methodName": "google.cloud.aiplatform.v1beta1.PredictionService.GenerateContent",
    "authorizationInfo": [
      {
        "resource": "projects/my-project/locations/us-central1/publishers/google/models/gemini-1.0-pro-001",
        "permission": "aiplatform.endpoints.predict",
        "granted": true,
        "resourceAttributes": {
        }
      }
    ],
    "resourceName": "projects/my-project/locations/us-central1/publishers/google/models/gemini-1.0-pro-001",
    "request": {
      "@type": "type.googleapis.com/google.cloud.aiplatform.v1beta1.GenerateContentRequest",
      "model": "projects/my-project/locations/us-central1/publishers/google/models/gemini-1.0-pro-001"
    },
    "response": {
      "@type": "type.googleapis.com/google.cloud.aiplatform.v1beta1.GenerateContentResponse"
    }
  },
  "insertId": "a9mqkae614f2",
  "resource": {
    "type": "audited_resource",
    "labels": {
      "service": "aiplatform.googleapis.com",
      "method": "google.cloud.aiplatform.v1beta1.PredictionService.GenerateContent",
      "project_id": "my-project"
    }
  },
  "timestamp": "2024-02-22T04:55:11.116811865Z",
  "severity": "INFO",
  "logName": "projects/my-project/logs/cloudaudit.googleapis.com%2Fdata_access",
  "receiveTimestamp": "2024-02-22T04:55:14.371010794Z"
}

References