The MTHDS Test Corpus

The MTHDS Test Corpus is one canonical, tagged set of .mthds methods that every repo in the workspace draws its language-level fixtures from. It lives at pipelex/test_extras/mthds_corpus/, ships in the wheel, and is gated on both sides: the corpus must cover every feature the runtime registers, and each consumer must exercise every entry in the slice it declares.

The cross-repo contract — the one other repos are written against — is the workspace-root spec docs/specs/mthds-test-corpus.md. This page is the pipelex-side working guide: where things are, how to add an entry, and what each gate is telling you when it goes red.

Layout

pipelex/test_extras/mthds_corpus/
  vocabulary.toml     generated, committed, ships — the closed tag set
  manifest.py         the strict entry.toml model
  vocabulary.py       the vocabulary reader
  loader.py           iter_entries() / get_entry()
  resources.py        package-data path resolution
  exceptions.py
  entries/
    native_time_departure/
      entry.toml
      bundle.mthds
      inputs.json     optional

An entry directory holds either exactly one .mthds file, or several with a bundle.mthds acting as the entry point — which is exactly what pipelex validate bundle <dir> already resolves, so an entry directory is a valid CLI argument as it stands.

Adding an entry

1. Pick an ordinary-world subject. An entry's subject matter is never AI, machine learning, language models, agents, prompting or embeddings, and never MTHDS's own vocabulary either. The corpus uses PipeLLM constantly; it never talks about it. The reason is legibility under failure: an entry exists so a red gate can be narrated in one sentence, and "the model output the model" is not a sentence anyone can act on. Train timetables, invoices, recipes, weather observations, shipping manifests all work. The full rule, including the carve-out that lets an invalid entry be named for the defect it triggers, is in the spec.

2. Create the directory under entries/, named in snake_case, and write the bundle.

3. Write entry.toml. name must repeat the directory name; covers names the axes the entry exists for and must draw only on tags the vocabulary declares.

   name = "native_time_departure"
   description = "The departure time of day read off a printed timetable line"
   
   validity = "valid"
   tier = "dry"
   granularity = "focused"
   
   covers = [
     "native.time",
   ]
   

4. Name no model. Presets and aliases are resolved by the validation engine, not only at run time, so an entry pinning one fails validation outright on any consumer whose deck does not define it — which turns an entry about a language feature into an entry about model selection. Leave the choice to each consumer's deck.

5. Validate it locally — against the local runtime, never the hosted API, which lags it:

   .venv/bin/pipelex validate bundle pipelex/test_extras/mthds_corpus/entries/native_time_departure/
   

6. Run the gates: .venv/bin/pytest tests/unit/pipelex/test_extras tests/integration/pipelex/test_extras.

An invalid entry additionally declares the exact wire error_type it must produce. Read that string off the runtime rather than inferring it from the source:

.venv/bin/pipelex-agent validate bundle <path> -L <entry_dir>/ --format json --error-format json

Two rules shape an invalid entry beyond that. Its covers list is its error.* tag and nothing else — it is tempting to also tag the pipe kind that carries the fault, but the exhaustivity gate reads covers as the claim that a tag has a focused entry, and a deliberately broken bundle must never be what satisfies that claim for a working feature. And the two ways it names its fault have to agree: expected_error carries the wire string, covers carries the normalized tag, and the exhaustivity gate requires the entry to cover the tag whose code is its expected_error, so an entry cannot advertise coverage it does not produce. The rule has a second half, gated alongside it: a valid entry may not carry an error.* tag at all, because its bundle produces no diagnostic and the claim would go unhonoured in exactly the same way.

The tag vocabulary

Tags are namespaced and the vocabulary is closed: an entry covering a tag the vocabulary does not declare fails the gate. native.* is generated from NativeConceptCode. operator.* and controller.* are generated from PipeType — one registry, split by its own category property, so a pipe kind added tomorrow lands in the right namespace with nothing to update here. Their local names drop the Pipe prefix every code carries, since the namespace already says which half it is: PipeLLM becomes operator.llm, PipeSequence becomes controller.sequence. error.* is generated from VALIDATION_ERROR_TYPES, the closed registry of error_type values a validation diagnostic can carry — and it needs no rule of its own even though its registry mixes two spellings: the normalization steps leave an already-snake_case stage code (missing_input_variable) untouched and turn the dry-run residual DryRunError into error.dry_run_error, exactly as they turn YesNo into native.yes_no.

feature.* is the one hand-maintained namespace, because a language feature is a human-named cluster of behaviour rather than a registry entry — some span several blueprint fields (optionals show up as ? in a concept spec), some none at all (a multi-file library is a property of the entry directory), and there is no feature registry in pipelex to walk. A tag there carries a description where a generated one carries code, since that sentence is the only place its meaning can live. Add a feature tag in the same commit that lands its first covering entry, never ahead of it — declaring one reds the exhaustivity gate until an entry covers it.

vocabulary.toml is generated in full, so it is never edited by hand:

make generate-corpus-vocabulary

Everything the file says is decided in the generator, pipelex/cli/dev_cli/commands/generate_corpus_vocabulary_cmd.py — the registries it walks, and every exclusion reason. It is unshipped dev tooling (the wheel excludes pipelex/cli/dev_cli) while the file it writes ships, which is what lets a consumer read the closed tag set without a registry walk. The hand-maintained feature.* tags are declared in that same file, beside the registry walks — see above for how to add one.

An exclusion marks a registry code that no standalone focused entry could meaningfully exercise. It stays in the vocabulary and stays usable by an entry; it is simply not owed a focused entry. The exclusion map is keyed on the registry enum rather than on strings, which is what keeps an exclusion from outliving the code it names: a removed code breaks the generator at import, naming itself.

No native concept is excluded — every one of them turned out to support a real entry. PipeFunc is excluded: it names a Python function that the runtime resolves against its function registry at validation time, so an entry declaring one fails with Function '<name>' not found in registry in every consumer that has not registered that exact function — and a cross-language consumer cannot register a Python function at all. Exercise PipeFunc in a consumer's own fixtures, where the function exists.

error.* carries the rest of the exclusions, and the distinction they turn on is worth stating: membership in the registry means a value is reachable on the wire, never that a focused entry can produce it. A corpus entry is a .mthds bundle validated through validate bundle, so a fault the validate path cannot reach is excluded here rather than pruned from the runtime's own truth. Two are unreachable by construction — circular_dependency_error is raised only by the pipe sorter, which runs on the builder's spec-to-blueprint conversion and never on a parsed .mthds file, and unknown_concept fires in the pipe factory under exactly the condition the earlier concept-reference resolution has already rejected as unresolved_concept. One has no shape an entry could take: optional_force_redundant rides the validation report's warnings array and never makes a verdict invalid, and the manifest models no warnings axis. The two unknown_* fallbacks are excluded because an entry pinning one would be pinning the absence of a diagnosis, and would have to be rewritten the moment the fault got a code of its own.

Measure an exclusion, do not reason your way to one. Every error.* exclusion reason above was established by writing the bundle that ought to trigger it and reading what the runtime actually said — which is how the first two turned out to be shadowed rather than merely awkward, and how the two the registry made look unreachable (missing_pipe_type, native_concept_redeclaration) turned out to have entries after all.

The gates, and what a red one means

Consuming the corpus from a test

from pipelex.test_extras.mthds_corpus.loader import get_entry, iter_entries
from pipelex.test_extras.mthds_corpus.manifest import EntryTier

entry = get_entry(name="native_time_departure")
runner = PipelexMTHDSProtocol(library_dirs=[str(entry.directory)], pipe_run_mode=PipeRunMode.DRY)

for entry in iter_entries(tier=EntryTier.DRY):
    ...  # every entry a dry-tier consumer can afford

iter_entries() filters compose conjunctively and each is optional: tags (the entry covers all of them), tier (a ceiling — the entry's tier is that one or cheaper), validity, granularity. Ordering is entry-name lexicographic and stable, so parametrized test ids do not churn.

The same two calls are how a consumer outside this repo reaches the corpus: it ships as package data in the wheel, so anything that already depends on pipelex — our own hosted services, most immediately — reads it with no vendored copy and no drift, in lockstep with its pinned version. Paths handed out are real filesystem paths, resolved through importlib.resources.files; wheels install unzipped, and a zip-imported distribution is not supported.

The corpus is the single source for language-level .mthds methods in this repo, and this repo's own tests are consumers of it like any other: a growing number of trees under tests/e2e/pipelex/pipes/ call get_entry(...) for their bundle rather than keeping a local copy. grep -rl mthds_corpus tests/ is the current list — the enumeration is deliberately not written down here, since it moves with every migration.