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sprappcom/oaica-35b-a3b
oaica-35b-a3b is a machine learning model from sprappcom. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as other.
Kwaipilot/KAT-Coder-V2.5-Dev — clean upstream code / tool-calling model, Qwen3.6-35B-A3B MoE, Apache-2.0, unmodified lineage (no fine-tune, no merge) — packed into the proprietary .oqm container for the oaica inferenc…
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Updated Oct 7, 2026
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From the Hugging Face model README
Kwaipilot/KAT-Coder-V2.5-Dev — clean
upstream code / tool-calling model, Qwen3.6-35B-A3B MoE, Apache-2.0, unmodified lineage
(no fine-tune, no merge) — packed into the proprietary .oqm container for the
oaica inference engine. GGUF-free standalone boot.
Two quant lanes, same weights, different footprints:
| file | variant | size | notes |
|---|---|---|---|
oaica-35b-a3b-260827-bf16.oqm | bf16, default | 69,367,107,584 B | full-precision. 64.6 GiB resident on an A100-class GPU (--gpu-mem auto), or offload with --gpu-mem <GiB> |
kat_v25_bf16.pqm | byte-identical legacy name of the above | 69,367,107,584 B | same sha256; kept because the id shipped |
kat_v25_raw.pqm | k4h (Q4_K/Q6_K mix) | 19,737,964,544 B | ~18.4 GiB, runs on any VRAM including 0 (--gpu-mem 0) |
kat_v25.tok | tokenizer | 8,944,940 B | apexneu_unified_48k_v5 |
Context: 256k native (max_position_embeddings), no YaRN or env change needed. For 1M,
add OAICA_ROPE_YARN=1 --max-seq 1048576 OAICA_KV_F16=1 — a served-config change, not a
different file.
export OAICA_OQM_STANDALONE=1
export OAICA_OQM=<path>/oaica-35b-a3b-260827-bf16.oqm # or kat_v25_raw.pqm for k4h
export OAICA_TOKENIZER=<path>/kat_v25.tok
./oaica_server "$OAICA_OQM" 0.0.0.0:<port> --max-seq 262144
OAICA_OQM, OAICA_OQM_STANDALONE and OAICA_TOKENIZER are the canonical names; the older
PRISMX_PQM* / PRISM_PQM* / PRISMX_TOKENIZER spellings still work — the engine rewrites
them at startup and prints a deprecation line.
For a transformers-loadable bf16 build with the vision tower, see
sprappcom/oaica-35b-a3b-vision-bf16.
| model | repo |
|---|---|
| + vision tower | oaica-35b-a3b-vision |
| Malay CPT/SFT | oaica-35b-a3b-malay |
| Malay + coder merge | oaica-35b-a3b-malay-coder |
| Malay + agents merge | oaica-35b-a3b-malay-agents |
| Malay + vision | oaica-35b-a3b-malay-vision |
KAT-Coder-V2.5-Dev weights (themselves Qwen3.6-35B-A3B-based), repacked only —
not the separate closed API-only "KAT-Coder" product..oqm
container format and packaging, and the oaica inference engine (Rust/CUDA), are
proprietary and are not licensed under Apache-2.0.See NOTICE for the full per-component attribution.