Practitioner advanced topics¶
Reserve these references for teams that need optional telemetry, performance profiling, or PlotSpec visual narratives. Each topic extends the core explanation workflow without introducing mandatory dependencies.
Use external plugins - Opt in to curated external plugins (e.g., FAST) and wire them safely.
Modality plugin selection - Select explanation plugins by modality and understand alias and extension-shim behavior.
Normalization and Difficulty Estimation - Difficulty estimation and normalized intervals for heteroscedastic regression data.
Configure telemetry - Opt-in telemetry hooks with privacy defaults and governance cross-links.
Tune runtime performance (opt-in) - Parallelism, caching, and profiling guidance for high-throughput deployments.
Reject Policy Guide - Configure
RejectPolicydefaults, per-call overrides, and envelopes for reject-aware predictions and explanations.Parallel execution playbook (opt-in) - Heuristics for switching between sequential, feature-, and instance-parallel explain strategies.
Explanation retrieval - Retrieve explanations by rule patterns and metadata filters for audits and analysis.
Plot explanations with PlotSpec - Optional PlotSpec and triangular plot tooling to visualise factual vs. alternative trade-offs.
Telemetry (relocated) - Conceptual framing for the telemetry model and its boundaries.