# Abiray/KAT-Coder-V2.5-Dev-Imatrix-GGUF

Model from Hugging Face for text generation: Abiray/KAT-Coder-V2.5-Dev-Imatrix-GGUF · gguf

## Facts

- Type: LLM
- Task: text-generation
- Framework: gguf
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/Apache-2.0.html)
- Source: https://huggingface.co/Abiray/KAT-Coder-V2.5-Dev-Imatrix-GGUF
- Hosting: hosted (14 files)
- Files: 14 hosted of 14 listed
- File counts: "listed" is every file in the source repository; only hosted files download from Hugging Bay, and the download plan lists the files it selects for one download, so its count can differ.
- Hosted here: 14 files, 261 GB
- Full repo upstream: 261 GB
- Recommended file: 21.4 GB (Q4_K_M) · KAT-Coder-V2.5-Dev-Q4_K_M.gguf
- Download: https://huggingbay.xyz/artifact/hf-model-abiray-kat-coder-v2-5-dev-imatrix-gguf/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-abiray-kat-coder-v2-5-dev-imatrix-gguf/download-plan)
- Per-file SHA-256: available for 1 of 14 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-abiray-kat-coder-v2-5-dev-imatrix-gguf/files?limit=100
- Run-ready: no (Hugging Bay has not certified a run path for this model; hosted bytes are downloadable and hash-checkable only)
- Peer-assisted fallbacks: 0 verified, 0 pending review
- Downloads: 947
- Stars: 7
- Card completeness: 96%

## Description

External Hugging Face catalog record for Abiray/KAT-Coder-V2.5-Dev-Imatrix-GGUF. Task: text generation. Library: gguf. Languages: en, zh. Base model: Kwaipilot/KAT-Coder-V2.5-Dev. Popularity signal at import: 918 downloads and 7 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: text-generation
- Library: gguf
- Base model: Kwaipilot/KAT-Coder-V2.5-Dev
- Task categories: text-generation
- Languages: en, zh
- Paper ids: 2607.05471
- File hints: 14 upstream file samples

## Referenced Data

- Paper: 2607.05471

## File Hints

- .gitattributes (2.3 KB)
- KAT-Coder-V2.5-Dev-IQ3_M.gguf (16 GB) LFS
- KAT-Coder-V2.5-Dev-IQ3_XS.gguf (15 GB) LFS
- KAT-Coder-V2.5-Dev-IQ3_XXS.gguf (14 GB) LFS
- KAT-Coder-V2.5-Dev-IQ4_NL.gguf (18 GB) LFS
- KAT-Coder-V2.5-Dev-IQ4_XS.gguf (18 GB) LFS
- KAT-Coder-V2.5-Dev-Q3_K_M.gguf (15 GB) LFS
- KAT-Coder-V2.5-Dev-Q4_K_M.gguf (20 GB) LFS
- KAT-Coder-V2.5-Dev-Q4_K_S.gguf (19 GB) LFS
- KAT-Coder-V2.5-Dev-Q5_K_M.gguf (23 GB) LFS
- KAT-Coder-V2.5-Dev-Q5_K_S.gguf (22 GB) LFS
- KAT-Coder-V2.5-Dev-Q6_K.gguf (28 GB) LFS

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: passed
- Provenance: passed
- File inventory: passed
- Hosted bytes: passed
- Scan result: passed
- Manifest signature: passed

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-09-17T21:00:15.631Z.
- Upstream license: apache-2.0. Mirror admission policy: permissive (owner policy; no license rights inferred).
- Not a run kit: hosted, hash-checked bytes only; run readiness is not certified for this model yet.

## Actions

- Web: https://huggingbay.xyz/artifact/hf-model-abiray-kat-coder-v2-5-dev-imatrix-gguf
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-abiray-kat-coder-v2-5-dev-imatrix-gguf/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-abiray-kat-coder-v2-5-dev-imatrix-gguf/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-abiray-kat-coder-v2-5-dev-imatrix-gguf/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-abiray-kat-coder-v2-5-dev-imatrix-gguf
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-abiray-kat-coder-v2-5-dev-imatrix-gguf/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-abiray-kat-coder-v2-5-dev-imatrix-gguf&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-abiray-kat-coder-v2-5-dev-imatrix-gguf/decentralized-fallbacks