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feat: light report + lean-by-default zoo (--trees) - #52
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- Report rebrand to the Tracer light theme (Manrope, dots logo, brand-colour donut, light Sankey); drop 'audit' wording across report + docs. - Tree surrogates (dt/rf/et/gbt) are now OFF by default in 'tracer fit'; add '--trees' to opt them in and '--skip' to drop named candidates. The lean linear+MLP zoo keeps fits fast; trees help hard high-class tasks (Banking77). - Trace loader accepts the same key aliases as the scanner (input/query/text/ prompt/question and teacher/teacher_output/label/intent/output/answer), so middleware dumps load without reshaping. - Docs: document --trees/--skip + aliases, note the Banking77 benchmark uses --trees, fix a stale tracer.embed example. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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What
Two things: the HTML report rebrand, and a lean-by-default model zoo.
Report
Restyled to the Tracer light theme (Manrope, three-dot logo, brand-colour donut, light Sankey to match). Dropped "audit" wording across the report and docs.
Lean-by-default zoo (
--treesopt-in)Tree surrogates (decision tree, random forest, extra-trees, gradient boosting) are now off by default in
tracer fit. The default zoo is the fast linear + MLP heads. Add--treesto opt the tree models back in (helpful on hard, high-class-count tasks), and--skip a,bto drop named candidates. The README's Banking77 benchmark numbers are produced with--trees.Loader aliases
The trace loader now accepts the same key aliases as the scanner: input from
input/query/text/prompt/question, label fromteacher/teacher_output/label/intent/output/answer, so middleware dumps load without reshaping.Docs
Documented
--trees/--skip+ aliases, noted the benchmark uses--trees, fixed a staletracer.embedexample, removed "audit" wording.Tests
Updated
tests/test_fit.py. Full suite green.