# leliuga/all-MiniLM-L6-v2-GGUF

Model from Hugging Face for sentence similarity: leliuga/all-MiniLM-L6-v2-GGUF · sentence transformers

## Facts

- Type: Embedding
- Task: sentence-similarity
- Framework: sentence-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/leliuga/all-MiniLM-L6-v2-GGUF
- Hosting: hosted (16 files)
- Files: 16 hosted of 32 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: at least 16 listed files; full count and size unknown
- Full repo upstream: 390.6 MB
- Recommended file: 21 MB (Q4_K_M) · all-MiniLM-L6-v2.Q4_K_M.gguf
- Download: https://huggingbay.xyz/artifact/hf-model-leliuga-all-minilm-l6-v2-gguf/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-leliuga-all-minilm-l6-v2-gguf/download-plan)
- Per-file SHA-256: available for 16 of 16 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-leliuga-all-minilm-l6-v2-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: 1408
- Stars: 9
- Card completeness: 96%

## Description

External Hugging Face catalog record for leliuga/all-MiniLM-L6-v2-GGUF. Task: sentence similarity. Library: sentence transformers. Languages: en. Datasets referenced by card metadata: s2orc, flax-sentence-embeddings/stackexchange_xml, ms_marco, gooaq, yahoo_answers_topics, code_search_net. Base model: sentence-transformers/all-MiniLM-L6-v2. Popularity signal at import: 415,538 downloads and 9 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Base model: sentence-transformers/all-MiniLM-L6-v2
- Task categories: sentence-similarity
- Languages: en
- Referenced datasets: s2orc, flax-sentence-embeddings/stackexchange_xml, ms_marco, gooaq, yahoo_answers_topics, code_search_net, search_qa, eli5
- File hints: 16 upstream file samples

## Referenced Data

- Dataset: s2orc
- Dataset: flax-sentence-embeddings/stackexchange_xml
- Dataset: ms_marco
- Dataset: gooaq
- Dataset: yahoo_answers_topics
- Dataset: code_search_net
- Dataset: search_qa
- Dataset: eli5
- Dataset: snli
- Dataset: multi_nli
- Dataset: wikihow
- Dataset: natural_questions

## File Hints

- .gitattributes (2.4 KB)
- README.md (1.2 KB)
- all-MiniLM-L6-v2.F16.gguf (44 MB) LFS
- all-MiniLM-L6-v2.F32.gguf (87 MB) LFS
- all-MiniLM-L6-v2.Q2_K.gguf (18 MB) LFS
- all-MiniLM-L6-v2.Q3_K_L.gguf (20 MB) LFS
- all-MiniLM-L6-v2.Q3_K_M.gguf (19 MB) LFS
- all-MiniLM-L6-v2.Q3_K_S.gguf (18 MB) LFS
- all-MiniLM-L6-v2.Q4_0.gguf (19 MB) LFS
- all-MiniLM-L6-v2.Q4_K_M.gguf (20 MB) LFS
- all-MiniLM-L6-v2.Q4_K_S.gguf (20 MB) LFS
- all-MiniLM-L6-v2.Q5_0.gguf (20 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 2026-09-20T21:46:12.794Z.
- Upstream license: apache-2.0. Mirror admission policy: permissive (owner policy; no license rights inferred).
- Model card references dataset context: s2orc, flax-sentence-embeddings/stackexchange_xml, ms_marco, gooaq.
- 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-leliuga-all-minilm-l6-v2-gguf
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-leliuga-all-minilm-l6-v2-gguf/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-leliuga-all-minilm-l6-v2-gguf/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-leliuga-all-minilm-l6-v2-gguf/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-leliuga-all-minilm-l6-v2-gguf
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-leliuga-all-minilm-l6-v2-gguf/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-leliuga-all-minilm-l6-v2-gguf&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-leliuga-all-minilm-l6-v2-gguf/decentralized-fallbacks