# mradermacher/Octen-Embedding-0.6B-i1-GGUF

Model from Hugging Face for feature extraction: mradermacher/Octen-Embedding-0.6B-i1-GGUF · transformers

## Facts

- Type: Embedding
- Task: feature-extraction
- Framework: transformers
- 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/mradermacher/Octen-Embedding-0.6B-i1-GGUF
- Hosting: hosted (1 file)
- Files: 1 hosted of 27 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: 1 file, 396.5 MB
- Full repo upstream: 7.97 GB
- Recommended file: 396.5 MB (Q4_K_M) · Octen-Embedding-0.6B.i1-Q4_K_M.gguf
- Parameters: 600M
- Download: https://huggingbay.xyz/artifact/hf-model-mradermacher-octen-embedding-0-6b-i1-gguf/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-octen-embedding-0-6b-i1-gguf/download-plan)
- Per-file SHA-256: available for 1 of 1 hosted file via https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-octen-embedding-0-6b-i1-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: 377
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for mradermacher/Octen-Embedding-0.6B-i1-GGUF. Task: feature extraction. Library: transformers. Languages: en, zh, multilingual. Base model: Octen/Octen-Embedding-0.6B. Popularity signal at import: 670 downloads and 0 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: feature-extraction
- Library: transformers
- Base model: Octen/Octen-Embedding-0.6B
- Task categories: feature-extraction
- Languages: en, zh, multilingual
- File hints: 16 upstream file samples

## File Hints

- .gitattributes (3.2 KB)
- Octen-Embedding-0.6B.i1-IQ1_M.gguf (206 MB) LFS
- Octen-Embedding-0.6B.i1-IQ1_S.gguf (198 MB) LFS
- Octen-Embedding-0.6B.i1-IQ2_M.gguf (252 MB) LFS
- Octen-Embedding-0.6B.i1-IQ2_S.gguf (242 MB) LFS
- Octen-Embedding-0.6B.i1-IQ2_XS.gguf (231 MB) LFS
- Octen-Embedding-0.6B.i1-IQ2_XXS.gguf (219 MB) LFS
- Octen-Embedding-0.6B.i1-IQ3_M.gguf (320 MB) LFS
- Octen-Embedding-0.6B.i1-IQ3_S.gguf (308 MB) LFS
- Octen-Embedding-0.6B.i1-IQ3_XS.gguf (298 MB) LFS
- Octen-Embedding-0.6B.i1-IQ3_XXS.gguf (266 MB) LFS
- Octen-Embedding-0.6B.i1-IQ4_NL.gguf (364 MB) 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 2026-09-22T21:09:40.843Z.
- Open license detected as apache-2.0.
- 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-mradermacher-octen-embedding-0-6b-i1-gguf
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-octen-embedding-0-6b-i1-gguf/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-octen-embedding-0-6b-i1-gguf/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-octen-embedding-0-6b-i1-gguf/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-mradermacher-octen-embedding-0-6b-i1-gguf
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-octen-embedding-0-6b-i1-gguf/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-octen-embedding-0-6b-i1-gguf&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-octen-embedding-0-6b-i1-gguf/decentralized-fallbacks