Source type structure adjustment
Summarize
Summary of Source Type Structure Adjustment
Health Log Analytics (HLA) provides the ability to reclassify auto-classified properties and change auto-mapped labels, enhancing machine learning understanding of log priorities. HLA separates transport headers from inner log messages, extracting properties and auto-mapping labels to source type fields for effective analysis.
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Key Features
- Automatic Classification and Labeling: HLA automatically classifies log fields into categories such as METER, GAUGE, and INVALID, and labels them as MESSAGE, HOST, TIMESTAMP, etc.
- AI-Powered Suggestions: Utilize AI to receive suggested classifications and labels based on the analysis of log samples, which can be easily reviewed and selected.
- Custom Modifications: Users can modify extracted properties using JavaScript, allowing for tailored log message content and reclassification of values as necessary.
- Relearning Capability: Reactivate learning mode to refresh parsing and classification processes by selecting the Relearn option.
Key Outcomes
By adjusting the source type structure, customers can ensure accurate interpretation of log fields, optimize log data processing, and improve anomaly detection through refined property extraction. The ability to customize classifications and labels can lead to more meaningful insights and enhanced operational efficiency.
Health Log Analytics enables you to reclassify auto-classified properties and change auto-mapped labels. These adjustments help Health Log Analytics machine learning to better understand your priorities.
What HLA does automatically
- Classification determines how the HLA engine analyzes and processes each field. Available classifications are: METER, GAUGE, ARC_ONLY, HISTOGRAM, INVALID.
- Labels tell HLA what role a field plays in the log structure. Available labels are: MESSAGE, HOST, TIMESTAMP, SEVERITY, EVENT-ID.
Reviewing and, if necessary, modifying automatically mapped labels and auto-classified properties in the source type structure verifies the HLA engine interprets log fields correctly.
AI-powered classification and labeling suggestions
Simplify classification and labeling of parsed log properties with AI-powered automatic classification and labeling suggestions. You can access the AI agent from the Source Type Structure page to receive AI-suggested classifications and labels based on dynamic analysis of your log samples. AI-suggested classifications include METER, GAUGE, ARC_ONLY, and INVALID. AI-suggested labels include MESSAGE, HOST, TIMESTAMP, and SEVERITY. After reviewing the suggestions, select your preferred classifications and labels.
Example
The following example shows how to modify values of extracted properties in the source type structure with JavaScript.
Consider the following log:
{
"TenantId": "abc-01-02-03-04-05050708091011121314",
"@timestamp": "2020-08-28T08:29:23.967Z",
"Computer": "john Doe_computer",
"EventType_s": "LogMessage",
"Job_s": "johnDoe_cell",
"IP_s": "1.00.00.00",
"message": "This is the extracted message. This part of the message includes superfluous content and values",
"MessageType_s": "OUT",
"Timestamp_d": 1598603359017850000,
"Type": "my_LogMessage_is",
"_ResourceId": ""
}
The sample code contains "key":"value" pairs: The key is the property name. The value is the property value.
The key "message" in the sample has the following value: "This is the extracted message. This part of the message includes superfluous content and values".
If you wanted your logs to contain only the meaningful part of that message, you would add JavaScript code instructing the system to extract only that part:
//Added JavaScript to extract only the first sentence in the message! if (output['message'] != null){ output['message'] = output['message'].slice(0, output['message'].indexOf("\.")); } (edited)
You could use the same logic to reclassify a value. For example, if the key "Computer" is insignificant, you could set its value to "Invalid."
For more information about the source type structure, see the Source Type Structure – Labels & Classifications [KB0863562] article in the Now Support Knowledge Base.