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
| component | label | where |
|---|---|---|
| approximant | partial | approximant |
| ast | partial | ../syntax.json |
| cost | symbolic source derived | invariant |
| descriptant | present | descriptant |
| invariant | partial | invariant |
| tests | partial bounded checks | tests |
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.
| id | type | label | where |
|---|---|---|---|
behavior_complement | behavior_complement | partial source derived model | behavior_complement |
reverse_reconstruction | reverse_reconstruction | partial source derived model | reverse_reconstruction |
gather_coordinates | gather_coordinates | partial source derived model | gather_coordinates |
relation_equation | relation_equation | partial source derived model | relation_equation |
tag_projection | tag_projection | partial source derived model | tag_projection |
dropout_effect | dropout_effect | partial source derived model | dropout_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.
This page in Markdown → https://md.groupants.elamur.ai/free/en/mova/gparse/src/model.rs.groupant/heads.groupant/