open-standards/wai/ops-conformance/README.md
Transaction Science b52398f4f1 wai-ops CI: the external sets' certificates from both certifiers
The jobs that hold the CI-regenerated int_hyper set and the jpegai/v1 bundle
now also run tools/wai_ops_check.py certify on the same files, with --check
against the certificate committed by digest; the checker joins both path
filters. wai-ops.yml's checker step already runs the Python certifier on
every committed set and both falsification sets; its name and the header
say so. The ops-conformance README describes the certifier half, the
--external option and the certify exit statuses.

Co-Authored-By: Claude Opus 5.5 <[email protected]>
2026-10-10 10:26:38 -04:00

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# ops-conformance — the integer operator set
Vectors for `wai-ops/1`, the integer operator set
([`extensions/integer-operators.md`](../extensions/integer-operators.md)): its graph
operators (§5), its stage operators (§5E), the `WHG1` graph form (§10), and the
canonical lowerings of the registered integer network forms (§13).
**Provenance.** Generated here by `wai-verify vectors gen` from fixed SplitMix64
sequences: every graph, parameter, input and stream under `vectors/`, `stage/`,
`graphs/` and `sets/` is generated integers, with no media. The lowered graphs under
`certificates/` are those of the sets this corpus generates and of the parameter sets
other corpora commit, which keep their own provenance (`certificates/index.json`
names each one's corpus).
**Equivalence.** An operator implementation of a profile (§7) conforms when it
reproduces every vector tagged with that profile, refusals included: the same `load`
outcome, and for every decode the same output integers or the same refusal code. A
lowering conforms when it writes every lowered graph byte for byte.
## Layout
- `vectors/<operator>.jsonl` — graph vectors whose graph has one operator (§14.1).
- `stage/<operator>.jsonl` — stage-operator vectors (§14.1).
- `graphs/<name>.jsonl` — graph vectors whose graph has several operators (§14.2):
- `phase` — a transposed convolution and the same computed as phase convolutions,
interleaved by `pixel_shuffle` and cropped (§9.3), as the graph's two outputs;
- `state` — state inputs carried across decodes (§10.3), a refused decode among
them;
- `load` — a graph refused at each load check of §10.5, steps 1–7, and a `crop`
planned at load (§5.10);
- `run` — a decode refused at each step of §4's run, and the order between them
and within step 3 (the caps, then the shape rule, then `max_elems`);
- `lower_<form>` — each lowering of §13 on a small set from `sets/`.
- `sets/<name>/` — the small parameter sets the `lower_*` vectors lower, one per
lowering, in their registered forms.
- `certificates/<capability>/<set digest>.json` — each set's bounds certificate
(§8.5, §14.3), and beside it `certificates/<capability>/<set digest>/<role>.whg1`,
each lowered graph.
- `certificates/index.json` — every set lowered here: its capability, its lowering,
its members (the name in the set and the file, relative to `wai/`, that holds it),
its digest, and the path of each lowered graph, in §13.0's role order.
- `certificates/falsification.json` — the two sets of §14.3 that a certifier must
reject, in the same form, each with `claim`, the profile it is checked against:
`overflow_acc64`, whose accumulator passes i64 by one unit, and `claim_acc32`,
whose pin claims `acc32` and whose accumulator passes i32 by one unit, one weight
past a set that meets it. Their members are under `sets/`. A sink refuses both
under the profile they are checked against (§8.6).
- `certificates/external.json` — the sets whose certificates are here although the
sets are not: the CI-regenerated `wai.neural.int_hyper` set and the `jpegai/v1`
bundle of the models root. Each entry gives the set's members (the name in the set,
then the file the job that holds it reads), its digest, the profile its verdict
meets, and that job's workflow, which certifies the set and requires these bytes.
Here, `vectors verify` and the independent checker check only what they can
without the set: that each such certificate is canonical, names its set, and meets
its profile. The job that holds the set certifies it with both certifiers.
Files are compared as bytes; `.gitattributes` turns off line-ending conversion.
This corpus has no `sha256.json` sidecar (SPEC §7 *Digests*). Every vector states its
output integers in full, or its refusal code, and never a digest of them. The only
digest in `certificates/` is each set's SHA-256, which identifies a parameter set. The
output digests that a capability reproduces through its lowering (integer-operators §14.4)
stay in that capability's own corpus.
## The vector files
Every file follows integer-operators §14.1, which is normative for every field: the
graph vector and its decodes, the stage vector with its `modes`, each operator's
`in` and `expect` (the predictors' layouts included), and the refusal index `at`.
In short:
- Every file is JSON Lines: one canonical JSON value per line (§8.5's rules), each
line ending with one line feed.
- A graph vector's decodes list the graph's **data** inputs only; the decodes of one
vector are one sequence, and a refused decode changes no state (§10.3).
- `load` is the outcome of load steps 1–8 (§10.5), under every profile the vector
lists. A vector whose load is refused, at any step, has no decodes and lists both
profiles; one that loads lists exactly the profiles its verdict meets.
- `at` is −1 for a refusal before any symbol or element, the symbol's index for
`rans64_decode` (the number of symbols for a refusal after the last one), and, for
`mans_decode`, the position whose step refuses, or, for a flush that belongs to no
single position, the last position whose `in` step ran.
- A vector of `graphs/lower_<form>.jsonl` has the id `<file>/<set>/<role>/…`: its
graph is that role of the set `sets/<set>/` as lowered.
## The vectors load step 8 decides
Whether a graph loads, and under which profiles, is the verdict of its bounds pass
(§8). Besides every other vector's `profiles`, these depend on it alone (§14.1 item
6), each in its operator's file, with an id that names the class:
- `sigmoid/step8/…`, `elu/step8/…`: an input range that reaches `−2^63`, refused at
load (`exp.negx` passes i64); the ranges that stop at `−(2^63 − 1)` decode;
- `<op>/step8_q/…`: an `rq` whose `q` passes 64 bits, refused under `acc64`; with a
`post` bias (`conv`, `conv_transpose`, `rescale`) `y` fits while `q` does not, and
beside each, the same graph one unit inside, which decodes;
- `l2norm/eps/…` and `layernorm_c`'s cases with `ε = 2^64 − 1`, which load under
`acc64` only;
- `<op>/acc32_param/…`: a graph that fails `acc32` by one parameter condition of
§7.2 alone (`rq.mult`, `rq.shift`, `rq.post_bias`, `weights`, `chscale.m`,
`chscale.s`, `igdn.gamma`, `igdn.shift`, `leaky.a`), every interval within i32;
- `lut16/step8/…`: an input range that reaches `±32768` (§5.6);
- `graphs/load.jsonl`, `load/step8/…`: a `check` range its producer cannot meet, one
that its producer meets at one value (loads, under `acc64` only), and an
accumulator past i64.
## The lowered sets
`certificates/index.json` lists every set. A set of one file is identified by its
file's SHA-256, and a set of several files by the SHA-256 of its `wai.prior.set`
listing over the member names the index gives (SPEC §3.1). `wai.world.model` has no
registered set yet: its two networks are named `T.whm` and `g_s.whm` here, and its
lowering's latent channel count, which the initial latent fixes, is the entry's `c`.
## Generation and verification
cd wai/wai-verify
cargo run --release --features cli --bin wai-verify -- vectors gen ..
writes every file here but this README, `.gitattributes`, and `external.json` with
the certificates it lists.
cargo run --release --features cli --bin wai-verify -- vectors verify ..
recomputes every vector file from its inputs, re-lowers every set and recomputes its
certificate from the committed lowered graphs, checks that each falsification set
fails the profile it claims, and regenerates the corpus, and requires every byte to
equal the committed one. The same check runs built for `wasm32-wasip2` under a WASI
runtime, and, for the vector files, `wai-ops/node/verify.mjs` runs the recomputation
as a `wasm32-unknown-unknown` module under a browser's engine.
wai-verify bounds <set> --capability <name> [--profile acc32|acc64] [--check <cert>]
certifies one set (or `WHG1` graphs on their own), and exits 0 when its verdict meets
the profile, 1 when it does not, and 3 when `--check` finds a difference.
python3 -I tools/wai_ops_check.py ops-conformance
is the independent checker: Python standard library only, sharing no code with
`wai-ops`, and held to the extension's text: where the two disagree, the text
decides, and the disagreement is a bug in one of them. It rewrites every vector file
from its inputs, `load` (steps 1–8) and `profiles` from its own bounds pass and
verdict (§8.1–§8.5) included; re-lowers every set and requires each lowered graph,
and that each loads; and requires each lowering vector's graph to be the role its id
names. It is also a second certifier (§1): from each set's lowered graphs it writes
the set's certificate (§8.5) and requires the committed bytes, for every set of
`index.json` and both falsification sets, each of which must fail the profile it
claims. Every byte must equal the committed one.
python3 -I tools/wai_ops_check.py ops-conformance --external <name>=<dir>
python3 -I tools/wai_ops_check.py certify --capability <name> --lowering <id> \
--member <name>=<path>... [--profile acc32|acc64] [--out <cert>] [--check <cert>]
certify an external set from the directory that holds its files, and one set (or
`WHG1` graphs on their own, with `--whg1 <role>=<path>`), with the exit statuses of
`wai-verify bounds`: 0, 1, 3 as above; 2 when a graph is malformed or refused at load;
4 when the lowering refuses the set; 5 for usage.