---
title: "gparse-test-inference-softmax — Mova code model"
description: "Mova code model of gparse/tests/inference_softmax.rs: components with their labels, obernants and the model text."
url: "https://groupants.elamur.ai/free/en/mova/gparse/tests/inference_softmax.rs.groupant/"
---
Elamur: [Mova](https://md.mova.elamur.ai/free/en/) · [Dictionary](https://md.dictionary.elamur.ai/free/en/) · [Research](https://md.research.elamur.ai/free/en/) · **Groupants**

This page as HTML: <https://groupants.elamur.ai/free/en/mova/gparse/tests/inference_softmax.rs.groupant/>

# gparse-test-inference-softmax

The groupant beside gparse/tests/inference_softmax.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

- **kind:** groupant
- **status:** partial source bound model
- **source:** [`gparse/tests/inference_softmax.rs`](https://github.com/ElamurAI/mova-free/blob/main/gparse/tests/inference_softmax.rs)
- **source SHA-256:** `45f0dbb793a0b01b…`
- **repository folder:** [`gparse/tests/inference_softmax.rs.groupant`](https://github.com/ElamurAI/mova-free/tree/main/gparse/tests/inference_softmax.rs.groupant)
- **repository commit:** `48f2e6f74146`

> **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](#approximant) |
| **ast** | partial | `syntax.json` |
| **composition** | partial | [composition](#composition) |
| **cost** | symbolic source derived | [invariant](#invariant) |
| **descriptant** | present | [descriptant](#descriptant) |
| **evidence** | executed finite checks | [evidence](#evidence) |
| **invariant** | partial | [invariant](#invariant) |
| **tests** | executed bounded checks | [tests](#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](#behavior-complement) |
| `reverse_reconstruction` | reverse_reconstruction | partial source derived model | [reverse_reconstruction](#reverse-reconstruction) |
| `shape_boundary` | shape_boundary | partial source derived model | [shape_boundary](#shape-boundary) |
| `effect_boundary` | effect_boundary | partial source derived model | [effect_boundary](#effect-boundary) |
| `assurance_scope` | assurance_scope | partial source derived model | [assurance_scope](#assurance-scope) |
| `failure_precedence` | failure_precedence | partial source derived model | [failure_precedence](#failure-precedence) |

## Parts

- [gparse-test-inference-softmax-comparison](https://md.groupants.elamur.ai/free/en/mova/gparse/tests/inference_softmax.rs.groupant/comparison.groupant/)

## Model text


### descriptant

#### Source-bound description

compare asserts outer/inner shape equality then counts differing sentence vectors and individual prediction tuples. Synthetic helper test changes XPOS only and catches shape panics. Ignored experiment loads external model/corpus, alternates 8 rounds, requires per-mode repeated tuples, compares hidden/arc abs deltas<0.01, checks scored equality.

##### 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

compare asserts outer/inner shape equality then counts differing sentence vectors and individual prediction tuples. Synthetic helper test changes XPOS only and catches shape panics. Ignored experiment loads external model/corpus, alternates 8 rounds, requires per-mode repeated tuples, compares hidden/arc abs deltas<0.01, checks scored equality.

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

Comparison count zero means exact tuple equality only after shape validation, not equal probabilities. Existing timed external experiment is not executed.

##### Cost

O(number of tuple/string comparisons), plus cloned fixture; external experiment adds inference/loading/timing.

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

### composition

#### Composition

compare asserts outer/inner shape equality then counts differing sentence vectors and individual prediction tuples. Synthetic helper test changes XPOS only and catches shape panics. Ignored experiment loads external model/corpus, alternates 8 rounds, requires per-mode repeated tuples, compares hidden/arc abs deltas<0.01, checks scored equality.

##### Scoped children

The byte-scoped children project distinct internal relations through the parent syntax file. The parent combines them in actual source order. Remaining declarations/tests outside child ranges belong to this parent. Their correctness does not establish external caller preconditions.

##### Interfaces and limits

Comparison count zero means exact tuple equality only after shape validation, not equal probabilities. Existing timed external experiment is not executed.

A (sentences,tokens) delta admits all mismatch locations and types with those counts; zero delta admits any identical aligned tuple pair.

### models

## Typed model catalog

### behavior_complement

Passing selected assertions excludes their stated counterexamples within the fixtures. External saved-model/corpus experiment remains unexecuted; success of helper checks cannot establish it.

### reverse_reconstruction

A (sentences,tokens) delta admits all mismatch locations and types with those counts; zero delta admits any identical aligned tuple pair.

### shape_boundary

Outer mismatch fails before pair traversal; inner mismatch before token comparison for that sentence.

### effect_boundary

Selected test process owns local fixture tensors/state; explicit CUDA tests serialize. No teacher/API, dataset or external model reads selected.

### assurance_scope

Compiled selected assertions establish only finite observations; ignored experiments and backend allocation failures remain gaps.

### failure_precedence

Fixture creation and backend operations must succeed before assertions; a compile-only result is distinct from executed assertions.

### tests

#### Checks and limits

compare_counts_tuple_changes_and_shape_errors

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.

See [source execution evidence](https://md.groupants.elamur.ai/free/en/mova/gparse/tests/inference_softmax.rs.groupant/#evidence) for exact names and unexecuted paths.

### evidence

#### Execution evidence — 2026-10-31

Source: gparse/tests/inference_softmax.rs

- compare_counts_tuple_changes_and_shape_errors: twice debug, twice release, all four exits 0.

##### Controls

1 source-local compiled assertion mutants; 1 observed control tests including dependency mutations. Mutant compile exit0, assertion exit101, byte-exact restoration and positive rerun exit0. Per-source controls are listed in external source-test-map.json, not implied for every source.

##### Limits

Only compare helper; original external model/corpus timing experiment not run.

CUDA softmax comparisons use absolute tolerance2e-6. GELU grid maxima observed: values0.0004734993, derivatives0.00086838007, finite difference0.0000005534244635896357; respective strict caps5e-4/1e-3/1e-5. These are finite observations, not percentage profiles or throughput claims.

Receipts: external wave30 gparse run native-commands.json, results.json, controls.json and source-test-map.json. Sorted exact test names/outcomes match per profile; numeric diagnostics and timings need not be byte-identical. Strict scoped library Clippy reports ten pre-existing production lints; appended test blocks were formatted independently without production reformatting.