+ 1j""Rt^RIHt^RIHt^RIt^RIHt^RIt ]!RR7!RR44t ] !R ] !0Rm44t ] !R ] !0Rm44t ] !R ] !0Rm44t] !R ] !0R m44t] !R ] !0R!m44t] !R] !0R"m44t] !R] !R044t] ] ] ] ] ] ]]]]]]]]]]3t] ] ] ]]]]]3t^t]!]4],t]!]!]!]4]44tRRltRRltRRltRRltRRltRRlt R#)#a'Interpretable input routing for the grouped MLP experiment. Each first-layer unit receives one coherent family of features. Later layers remain dense, so the model can learn interactions *between* those family-level representations without mixing unrelated raw signals in the first transform. ) annotations) dataclassN)SequenceT)frozenc0]tRt^t$RtR]R&R]R&RtR#) FeatureFamilyzDA named set of raw features routed to one or more first-layer units.strnamezfrozenset[str]featuresN)__name__ __module__ __qualname____firstlineno____doc____annotations____static_attributes__r H/Users/jameslopez/projects/TradingBot25/strategies/mlp_feature_groups.pyrrsN Irrlocal_technicalon_chain candlesticksmacrorsid_structure market_flow cross_asset btc_gold_normc$V^8dQhRRRRRR/# feature_cols Sequence[str] hidden_sizeintreturn np.ndarrayr )formats"r __annotate__r'Ss!=szrc V\\48wd \R\\4 RV R24h\4P!R\4!p\ V4V, pV'd\R\ V4 24h\P!\UUu.uF!pVUu.uFqUVP9NK upNK# upp\R7pVP^R7P4'gG\WP^R74UUu.uFwrWV'dKVNK ppp\RV 24hV#uupiuuppiuuppi) uReturn the allowed ``(hidden_size, n_features)`` first-layer edges. The experiment deliberately targets the established 55→16→8→1 shape. Failing on a different width prevents a silently arbitrary allocation. z!Grouped input structure requires  first-layer units; received .c38"TFqPxK R#5iNr .0familys& r +grouped_first_layer_mask..^sV>UF>Uz.Grouped input structure has unknown features: dtypeaxisz0Grouped input structure left features unrouted: )lenGROUPED_UNIT_ALLOCATION ValueError frozensetunionsetsortednparrayr boolanyallzip) r r"knownunknownr0featuremaskpresentmissings && rgrouped_first_layer_maskrKSs< c122/4K0L/MN#}A '   K  V>UV WE,%'GI&QX/IZ[\\ 88. 0.V5A ALV__ $L A. 0 D 888    ! !36|XXSTXEU3Vf3V/w^e773VfKG9UVV K B 0 gs$! E *EE  E+EE c$V^8dQhRRRRRR/#rr r!r"r#r$dict[str, object]r )r&s"rr'r'ms"  ]  Qb rc a\W4\\P\44pRRR\Uu.uFq3P NK upRVUau/uF#oSP \ V3RlV44bK% up/#uupiuupi)z>Serializable provenance saved beside an experimental artifact.r grouped_first_layer_v1 unit_familiesfamily_feature_countsc3@<"TFqSP9xK R#5ir,r-)r/rGr0s& rr1-grouped_structure_metadata..usT|G7|s)rKtupledictfromkeysr9r sum)r r"familiesr0s&& `rgrouped_structure_metadatarZms\7T]]#:;