Transaction Science
e0285b049b
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wai.neural.int_hyper: leaves, a parameter set of WAI's own, trained on generated pictures and held to one decode natively and in WebAssembly
...
The set: tools/wai_int_hyper_train.py at 40db6ee57 (the commit that brought it) trained a
mean-scale hyperprior, 48 synthesis and 64 latent channels, from seed 20261110 on the
dead-leaves pictures tools/wai_int_synth_real.py generates from that seed, streams 1 to 4096:
30,000 steps of 16, Adam at 1e-3 then 1e-4 for the last quarter, lambda 0.0483, on the CPU at 8
threads with deterministic algorithms (Python 3.11.17, torch 2.14.0+cpu, numpy 1.26.4,
compressai 1.2.8; the Framework build host, Linux x86_64). Exported by export_model and coded on
stream 0 (128 x 128). Listing digest (the set's identity):
ab796bb19cb202115400ea2ce16724617c3da035a2f4429d6266d419ab705ac0. Its record,
wai-rs/tests/vectors/int_hyper/leaves_set.json, reads Own: Apache-2.0, a start from a seed, and
training and coded pictures generated by a tool below wai/ with no third-party source; the
tools' blob ids are their blobs at 40db6ee57 .
Reproducibility: two runs from the same seeds, side by side on that host, wrote the same bytes
in every file (float model 2ce350db..., all three members, the bitstream, the decode and the
record), and logged the same loss at every logged step. 300-step runs at 8 and at 4 threads
from the same seeds agree at step 0 and differ by step 299 (float models 1820d9ec... and
699bfbea...): the thread count is part of the recipe, and the record states it.
Where its decode is held, each to the one digest in int_hyper/sha256.json
(3ea9b4c3026e7c81683f3845f8256b1f0e1e8268284d81f3f16f290a5dde1374):
- int-payload-conformance gains `leaves`, a WIH1 payload (SHA-256 048c7c0d...), decoded natively
by wai_int_payload_vectors verify; int_payload_verify.py parses and converts it independently.
- wai-int-module/corpus.json, 121 cases: both modules of record gave every case its outcome on
wasmtime 50.0.1 (Cranelift, Winch) and Wasmi 2.0.0, run digest f245b5f0... (Framework). The
browser crate's Node check names the payload too (CI).
- byte-exact-conformance: wih1_trained_set_is_golden, by the sink's decode and through the
lowering under the reference and the fast kernels, on every leg of the matrix.
- ops-conformance certifies it (index and two lowered graphs): acc64, first acc32 failure at
h_s's input range, 43 bits; int_hyper_ops holds the set and the vector to them.
verifiers/int-hyper-set.sh runs `check --own` and `self-test`: the unchanged record and a copy
started from a set that reads Own read Own, and 11 planted faults are caught (one weight moved
by one; a third-party source in the training record, beside generated pictures, or in the
start's record; a start from a checkpoint that is not WAI's; each of three seeds removed; the
coded picture among the training pictures; a decode digest changed; the decode of another
picture with its digest restated). The trainer's check of a start from a set now reads a start
that does not read Own as `not own`, rather than failing.
Run through rb on the Framework (Linux x86_64), each passed: wai_int_payload_vectors verify
(release and debug), int_payload_verify.py, check --own, self-test, corpus.py --check, wai-verify
vectors verify, wai_ops_check.py, byte-exact-conformance (release), int_payload (debug),
int_hyper_ops (debug and release), corpus_provenance, the module host on all 121 cases. Decode-side
plants, each caught, with the committed case passing first: a WebAssembly decode of the set with
one g_s weight moved (0 of 1 cases the corpus's), and the same drift in the committed file under
the native corpus verify, the record check and the byte-exact golden.
Co-Authored-By: Claude Opus 5.5 <[email protected] >
2026-11-10 13:41:55 -05:00
..
dcvc-drift
wai 0.6.0
2026-11-09 16:17:06 -05:00
ops-gpu-bench
wai 0.6.0
2026-11-09 16:17:06 -05:00
quantum-docs
Merge main into the emulator; say the schema list's new length is a change
2026-11-06 14:46:21 -05:00
quantum-meter
wai-quantum 0.9.0: two breaks since 0.8.1 raise its 0.y, a job is Send again, and every pin the version moves
2026-11-07 12:44:24 -05:00
quantum-rz-oracle
wai-quantum: a rotation's Clifford+T word takes the cheapest unit of the solver's solution, never more T gates than the reference implementation
2026-11-09 13:09:47 -05:00
quantum-wgsl-check
wai-quantum 0.9.0: two breaks since 0.8.1 raise its 0.y, a job is Send again, and every pin the version moves
2026-11-07 12:44:24 -05:00
tree-sitter-openqasm
tree-sitter-openqasm keeps tree-sitter's MIT notice beside its headers
2026-11-07 03:55:17 -05:00
wai-quantum-editor
wai: LICENSE holds the Apache License 2.0's exact text
2026-11-07 01:49:11 -05:00
build_reference_decoders.sh
wai: one registry table, candidate capabilities, public-text checks
2026-09-30 22:38:09 -04:00
jpegai-e2e-v1.sha256
wai: the headline decode tests fail on a missing input, and CI supplies their inputs
2026-09-28 18:40:59 -04:00
nnc_interop_check.py
wai: prior-forms corpus — README, independent Python verifier, and the NNC subset measured against an open implementation
2026-10-22 07:27:56 -04:00
requirements-sota-int.txt
wai: one registry table, candidate capabilities, public-text checks
2026-09-30 22:38:09 -04:00
wai_audio_provenance_check.py
wai: a check that no committed audio vector is a coding of a recording
2026-10-07 09:16:05 -04:00
wai_avatar_face_train.py
avatar-face corpus, its second implementation, and the tool that trained its generator
2026-10-22 10:57:20 -04:00
wai_bmshj2018_encode.py
Add WAI — Web AI Media Transport & Execution standard
2026-05-24 13:36:51 -04:00
wai_bmshj2018_export_onnx.py
Add WAI — Web AI Media Transport & Execution standard
2026-05-24 13:36:51 -04:00
wai_bmshj2018_extract_cdfs.py
Add WAI — Web AI Media Transport & Execution standard
2026-05-24 13:36:51 -04:00
wai_bmshj2018_npu_set.py
wai: neural dispatch, a neural capability's networks on the neural processor under the tier its decode needs
2026-11-09 10:20:48 -05:00
wai_carriage_demo.sh
wai: one registry table, candidate capabilities, public-text checks
2026-09-30 22:38:09 -04:00
wai_catalogue_prior_verify.py
The catalogue-prior record holds its rule for a learned prior and an episodic series, pinned by SHA-256
2026-11-07 03:19:08 -05:00
wai_dac_encode.py
wai: one registry table, candidate capabilities, public-text checks
2026-09-30 22:38:09 -04:00
wai_dac_export_onnx.py
wai: one registry table, candidate capabilities, public-text checks
2026-09-30 22:38:09 -04:00
wai_det_energy.py
wai: tools to measure what exactness costs int_hyper against its float model
2026-10-22 13:13:24 -04:00
wai_determinism_cost.py
wai: what exactness costs int_hyper, measured; determinism-tiers §7 states what WAI claims
2026-10-22 13:43:42 -04:00
wai_determinism_cost_verify.py
wai_determinism_cost_verify: integrate each knot interval exactly, and hold the record to 1e-9
2026-10-22 13:48:39 -04:00
wai_elic_encode.py
wai: reconcile the neural + semantic subsystem onto main
2026-06-14 03:55:29 -04:00
wai_elic_export.py
wai: reconcile the neural + semantic subsystem onto main
2026-06-14 03:55:29 -04:00
wai_encodec_decode.py
chore(paths): follow the drive split off macos_4TB_external
2026-09-30 21:49:16 -04:00
wai_encodec_encode.py
chore(paths): follow the drive split off macos_4TB_external
2026-09-30 21:49:16 -04:00
wai_encodec_export_onnx.py
Add WAI — Web AI Media Transport & Execution standard
2026-05-24 13:36:51 -04:00
wai_generate_model.py
wai.generate.spectral/4: angular (rays) + spiral synthesis primitives
2026-06-27 06:15:35 -04:00
wai_int_audio_export.py
D2c M3 gate 7: the audio decode's direct guard and fast dispatch go
2026-10-14 20:25:19 -04:00
wai_int_cond_export.py
wai: conditional inter-frame video at the integer tier, wai.video.int_cond
2026-11-09 13:08:11 -05:00
wai_int_field_export.py
wai: a neural field's levels as refinements, wai.field.int_refine
2026-11-09 17:32:12 -05:00
wai_int_hyper_catalogue.py
The catalogue-prior rule's learned image arm: a harness from a catalogue of titles to K4
2026-11-10 12:51:32 -05:00
wai_int_hyper_tiny_vector.py
wai: the headline decode tests fail on a missing input, and CI supplies their inputs
2026-09-28 18:40:59 -04:00
wai_int_hyper_train.py
wai.neural.int_hyper: leaves, a parameter set of WAI's own, trained on generated pictures and held to one decode natively and in WebAssembly
2026-11-10 13:41:55 -05:00
wai_int_mlicpp_export.py
int_mlicpp gate 7 (WIP: committed before running): the direct guard goes from production
2026-10-15 22:46:37 -04:00
wai_int_mlicpp_set_form.py
wai: the parameter-set pin, component identity, pin-aware selection
2026-10-01 05:51:50 -04:00
wai_int_splat_export.py
wai: one registry table, candidate capabilities, public-text checks
2026-09-30 22:38:09 -04:00
wai_int_sr_train.py
wai: exact upscale — integer super-resolution derivations, the upscale record, the presentation statement (work in progress)
2026-10-21 14:41:56 -04:00
wai_int_synth_export.py
wai: int_synth's weights are quantised after float training, and two engine paths moved
2026-10-09 11:55:53 -04:00
wai_int_synth_qat.py
wai: int_synth's weights are quantised after float training, and two engine paths moved
2026-10-09 11:55:53 -04:00
wai_int_synth_real.py
wai/neural-corpus-licence, converted to the layout of the fix: no shared append point
2026-11-05 01:45:34 -05:00
wai_int_synth_train.py
wai: reconcile the neural + semantic subsystem onto main
2026-06-14 03:55:29 -04:00
wai_int_video_demo_encode.py
wai-web: in-browser byte-exact video player (decodeIntVideo)
2026-06-27 08:37:53 -04:00
wai_int_video_encode.py
wai.video.int_motion: deterministic integer inter-frame video (byte-exact)
2026-06-27 07:22:53 -04:00
wai_int_video_keyframe_encode.py
int_hyper gate 7 (WIP: committed before running): the unchecked decode goes
2026-10-15 10:02:44 -04:00
wai_int_video_real_encode.py
wai: half-pel motion compensation for int_motion video + real-footage conformance
2026-06-27 11:10:48 -04:00
wai_int_video_sota_keyframe_encode.py
int_hyper gate 7 (WIP: committed before running): the unchecked decode goes
2026-10-15 10:02:44 -04:00
wai_int_world2_export.py
wai: two-agent co-control world.model — both agents drive one byte-exact frame
2026-06-28 03:14:57 -04:00
wai_int_world_export.py
wai: one registry table, candidate capabilities, public-text checks
2026-09-30 22:38:09 -04:00
wai_jpegai_build_e2e_inputs.py
wai-rs: the whole decoder end to end — codestream → RGB vs the reference PNG
2026-07-26 05:48:42 -04:00
wai_jpegai_export_weights.py
tools: an icci export mode for the eICCI model weights
2026-07-26 05:48:42 -04:00
wai_jpegai_extract_model_consts.py
wai: JPEG-AI is a live, self-sufficient capability (no schedule fixtures)
2026-06-22 03:11:37 -04:00
wai_jpegai_fetch_e2e_inputs.sh
wai: the headline decode tests fail on a missing input, and CI supplies their inputs
2026-09-28 18:40:59 -04:00
wai_jpegai_gain_exp_margin.py
wai-rs: the JPEG AI exact decoder calls no platform math library, and its output is pinned
2026-09-28 18:30:35 -04:00
wai_jpegai_goldens.py
wai: reconcile the neural + semantic subsystem onto main
2026-06-14 03:55:29 -04:00
wai_mbt2018_mean_encode.py
wai: reconcile the neural + semantic subsystem onto main
2026-06-14 03:55:29 -04:00
wai_mbt2018_mean_export.py
wai: reconcile the neural + semantic subsystem onto main
2026-06-14 03:55:29 -04:00
wai_mimi_encode.py
wai: one registry table, candidate capabilities, public-text checks
2026-09-30 22:38:09 -04:00
wai_mimi_export_onnx.py
wai: one registry table, candidate capabilities, public-text checks
2026-09-30 22:38:09 -04:00
wai_mlicpp_encode.py
wai: reconcile the neural + semantic subsystem onto main
2026-06-14 03:55:29 -04:00
wai_mlicpp_export.py
wai: reconcile the neural + semantic subsystem onto main
2026-06-14 03:55:29 -04:00
wai_neural_audio_export_onnx.py
wai: EnCodec 24/48 kHz and DAC 16/24 kHz registered with a pinned payload; SoundStream a candidate
2026-11-09 09:40:50 -05:00
wai_neural_audio_vectors.py
wai: EnCodec 24/48 kHz and DAC 16/24 kHz registered with a pinned payload; SoundStream a candidate
2026-11-09 09:40:50 -05:00
wai_ops_check.py
ops-conformance: npu.jsonl, each graph vector's place in wai-ops/1-npu
2026-10-22 07:12:32 -04:00
wai_replicate_probe.sh
wai: one registry table, candidate capabilities, public-text checks
2026-09-30 22:38:09 -04:00
wai_snac_export.py
wai: reconcile the neural + semantic subsystem onto main
2026-06-14 03:55:29 -04:00
wai_sota_int_synth_export.py
wai.neural.int_hyper: a trainer for parameter sets on generated pictures, through the set's own exporter
2026-11-10 12:40:14 -05:00
wai_sota_source_image.py
wai: the headline decode tests fail on a missing input, and CI supplies their inputs
2026-09-28 18:40:59 -04:00
wai_sota_vectors.sh
wai: one registry table, candidate capabilities, public-text checks
2026-09-30 22:38:09 -04:00
wai_validate_synthetic.py
wai-neural-e2e: make the job run, and fix the decoder mismatch it was hiding
2026-09-29 09:46:15 -04:00
wai_vector_check.py
graphics-vector 5.4: the worked example states each block's string and writing mode
2026-10-13 02:46:34 -04:00
wai_video_bmshj2018_encode.py
wai: one registry table, candidate capabilities, public-text checks
2026-09-30 22:38:09 -04:00
wai_wavtokenizer_encode.py
wai: one registry table, candidate capabilities, public-text checks
2026-09-30 22:38:09 -04:00
wai_wavtokenizer_export_onnx.py
Add WAI — Web AI Media Transport & Execution standard
2026-05-24 13:36:51 -04:00
weft_import.py
wai: the DCVC family and NNVC registered as candidates, and WFT1 tensor frames registered with their decoder
2026-11-09 09:54:31 -05:00