Third-party credits¶
Nothing from the projects below is vendored into typedecide. The two reference
repositories are fetched locally by bench/fetch_fixtures.sh and are gitignored,
because they are other people's code and data and should be obtained from their own
sources. The authoritative statement is
THIRD_PARTY.md.
openjev (MIT)¶
benchmarks/data/authored144.jsonlis the fixture every accuracy number on this site was measured on. It is not redistributed here.- The metric, mean family balanced accuracy, follows openjev's
benchmarks/manifests/metric-contract.json. - The letter-slot readout and the prefix-verification discipline originate there.
- The published comparison figure for Qwen3-0.6B, 0.440, is theirs: a native BF16 score measured on their hardware. (Q8_0 is the quantised browser artefact openjev lists beside it, not the precision that score was measured at.)
sarvam-jev¶
The immediate predecessor of this project: the same mechanism on Sarvam's Indic
models, with a wllama browser demo. The rotation metric that became
order_consistency follows it. The browser engine in web/ is a response to that
one, and the repository README records how it differs.
Jev¶
Architectural background on Jev itself is from archerhume's teardown.
No affiliation
None of these projects are affiliated with this one, and none of them have endorsed it.
Runtime dependencies¶
| Package | Used for | When |
|---|---|---|
| NumPy | Seeding, ONNX graph constants | Base install |
| PyYAML | Reading TrainConfig files |
Base install |
| PyTorch | Training and scoring | train extra |
| Transformers | Models, tokenizers, the trainer | train extra |
| PEFT | LoRA adapters | train extra |
| Accelerate | Used by the trainer | train extra |
| Datasets | Loading a Hugging Face dataset id | train extra |
| Optimum | The ONNX export | export extra |
| ONNX and ONNX Runtime | Graph surgery and quantisation | export extra |
| PyArrow | Reading Parquet | parquet extra |
The browser demo loads transformers.js from a CDN. Each dependency is distributed under its own licence.
This site¶
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