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Model cards

Verified m0 models. Each card documents the adapter contract, the real download, the measured evidence and the known limitations. Models that are not m0 have no card on purpose: they are not part of the curated library yet.

Model Adapter Variants (default *) Pinned Latency (CPU) Evidence
GLiNER2.5 multi gliner2 fp16* · 577 MB; fp32 · 1132 MB 3de2c11f 353 ms 9/15 routing; same as local int8
GLiNER2.5-Decide gliner2-decide q4f16* · 524 MB 18271032 912 ms refund 0.944 (card example)
Laya (English) laya q8* · 528 MB cccc9a01 514 ms torch parity: Δp ≤ 0.005
Julia 1 julia fp32* · 618 MB 82a2fadf 329 ms 100/100 argmax; 8.5e-05 max logit error
OpenDecider nano opendecider q8f16* · 469 MB; fp16 · 792 MB 5137ae7b 530 ms official build; prompt ported from pinned code

A * marks the default. To inspect sizes, hashes and exact commands, run dtk models variants <id> or read Variants and quantization.

Latencies above are the historical admission measurements. Reproducible post-warmup measurements and the exact command are in BENCH.md.

What a card must contain

  1. Status and adapter (the model contract).
  2. Every catalogued variant: repo, files, quantization, download size and role.
  3. Measured evidence: latency on CPU, parity/accuracy against a named baseline.
  4. Known limitations (language, export layout, quantization, benchmark scope).
  5. A runnable usage example.
  6. Provenance of the export.
  7. The pinned revision and SHA256 per file, plus the verify/bench command.