# mlx-community/all-MiniLM-L6-v2-bf16

Model from Hugging Face for sentence similarity: mlx-community/all-MiniLM-L6-v2-bf16 · 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/mlx-community/all-MiniLM-L6-v2-bf16
- Hosting: hosted (8 files)
- Files: 8 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: 8 files, 46.2 MB
- Full repo upstream: 46.4 MB
- Recommended file: 45.4 MB · model.safetensors
- Download: https://huggingbay.xyz/artifact/hf-model-mlx-community-all-minilm-l6-v2-bf16/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/download-plan)
- Per-file SHA-256: available for 8 of 8 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/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: 193
- Stars: 1
- Card completeness: 96%

## Description

External Hugging Face catalog record for mlx-community/all-MiniLM-L6-v2-bf16. 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. Popularity signal at import: 647 downloads and 1 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- 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: 14 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 (1.5 KB)
- README.md (1.5 KB)
- config.json (601 B)
- config_sentence_transformers.json (116 B)
- data_config.json (38 KB)
- model.safetensors (43 MB) LFS
- model.safetensors.index.json (7.4 KB)
- modules.json (349 B)
- sentence_bert_config.json (53 B)
- special_tokens_map.json (695 B)
- tokenizer.json (695 KB)
- tokenizer_config.json (1.4 KB)

## 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 2026-09-22T21:59:11.318Z.
- Open license detected as apache-2.0.
- 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-mlx-community-all-minilm-l6-v2-bf16
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-mlx-community-all-minilm-l6-v2-bf16
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mlx-community-all-minilm-l6-v2-bf16&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-all-minilm-l6-v2-bf16/decentralized-fallbacks