Trace Analysis Patterns (Part 250)
Tuesday, March 18th, 2025Traces and logs can be considered models of computation as was first proposed in Trace Bias analysis pattern. Borrowing metaphors from machine learning we can consider trace messages as Trace Parameters having associated values, for example, through Trace Field. These values can be numerical weights or linguistic values, for example, as proposed by Zadeh. Message values can be field values themselves, for example, Counter Values. As was noted in Trace Variance, different tracing environments with their set of “features” can be considered input data. if we use an artificial neural network metaphor, trace analysis itself can be considered as an activation function. CoTraces, as models of trace analysis, may form other “hidden” layers with “backpropagation” updating message weights. Tracing configuration parameters including Trace Schemas can be considered as Trace Hyperparameters. These concepts can be roughly illustrated by the following diagram:
To reduce the number of Trace Parameters we can use Quotient Traces.
- Dmitry Vostokov @ DumpAnalysis.org + TraceAnalysis.org -