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gparse-model-heads

The groupant beside gparse/src/model.rs in the Mova repository: what the code computes, what it never does, how to go back from its outputs, its invariants, cost and checks.

Facts

Implementation material. A Mova code model describes this code at one source revision: partial models, finite checks and their stated scope. It is not a reviewed general exposition, and its labels are shown as written, never raised.

Components

componentlabelwhere
approximantpartialapproximant
astpartial../syntax.json
costsymbolic source derivedinvariant
descriptantpresentdescriptant
invariantpartialinvariant
testspartial bounded checkstests

Obernants

The typed relations around the forward model: the behaviour complement (what the code never does), the reverse reconstruction (every input compatible with an output) and specialised views.

idtypelabelwhere
behavior_complementbehavior_complementpartial source derived modelbehavior_complement
reverse_reconstructionreverse_reconstructionpartial source derived modelreverse_reconstruction
gather_coordinatesgather_coordinatespartial source derived modelgather_coordinates
relation_equationrelation_equationpartial source derived modelrelation_equation
tag_projectiontag_projectionpartial source derived modeltag_projection
dropout_effectdropout_effectpartial source derived modeldropout_effect

Model text

descriptant

Source-bound description

rels gathers flattened rows/heads and evaluates bilinear+linear logits; tags projects gathered words.

Epoch 2026-10-31

Prospective model was recorded before edits. Added tests use bounded synthetic fixtures; production algorithms unchanged. Coverage is partial, not proof. No trained corpus, live teacher or throughput experiment was executed.

approximant

Forward approximant

rels gathers flattened rows/heads and evaluates bilinear+linear logits; tags projects gathered words.

Domain: valid source-specific dimensions and resources stated in invariant; no automatic production substitution. Numerical observations are finite checks, not an end-to-end relative bound. Executable Rust surrogate: unsupported gap; existing exact tests are not surrogates. Future metric-specific caps may be 1/2/5/10%, never above 10%.

invariant

Invariant and cost

rows and heads refer to same flattened B*T coordinate frame; classes index vocab ordering.

Cost

O(Ndr+Nr²K+NrK+Nd(X+U)) time for relation projections/bilinear/linear and tag projections, plus O(N*d) gathers; K/X/U class counts independent.

Allocation, finite arithmetic, platform dimensions and external failures are not universally certified.

models

Typed model catalog

behavior_complement

A local head index without k*T offset does not represent later sentence root.

reverse_reconstruction

Argmax tags/relations admit cones of logits, not unique hidden state.

gather_coordinates

flat out.h shape B*T,d; rows and heads index first axis.

relation_equation

dd*rel_w reshape N,L,r then elementwise hh and sum plus concat-linear.

tag_projection

XPOS/UPOS linear classifiers share gathered encoder z.

dropout_effect

Relation projections use train dropout; tags function itself has no train/dropout parameter.

tests

Checks and limits

Selected parent checks relevant to this fragment (not exhaustive): model::tests::embeddings_get_gradients; model::fused::which_ops_backprop; activation_configuration_roundtrips; CUDA gradient/GELU/synthetic optimizer checks; CPU prediction

Selected commands run twice debug and twice release; exact receipts and source-to-test mapping retained in wave30 gparse external run directory. Tests do not certify allocation failure, all NaN/overflow inputs, trained-model accuracy or corpus timing. Compiled mutants cover selected boundaries; per-source coverage is recorded in the external map, not presumed.

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