# mradermacher/ML-E5-0.6B-GGUF

Model from Hugging Face for feature extraction: mradermacher/ML-E5-0.6B-GGUF · transformers

## Facts

- Type: Embedding
- Task: feature-extraction
- Framework: transformers
- License: mit — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/MIT.html)
- Source: https://huggingface.co/mradermacher/ML-E5-0.6B-GGUF
- Hosting: hosted (1 file)
- Files: 1 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: 1 file, 406.3 MB
- Full repo upstream: 5.69 GB
- Recommended file: 406.3 MB (Q4_K_M) · ML-E5-0.6B.Q4_K_M.gguf
- Parameters: 600M
- Download: https://huggingbay.xyz/artifact/hf-model-mradermacher-ml-e5-0-6b-gguf/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-ml-e5-0-6b-gguf/download-plan)
- Per-file SHA-256: available for 1 of 1 hosted file via https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-ml-e5-0-6b-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: 61
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for mradermacher/ML-E5-0.6B-GGUF. Task: feature extraction. Library: transformers. Languages: multilingual, af, am, ar, as, az, be, bg. Base model: onelevelstudio/ML-E5-0.6B. Popularity signal at import: 261 downloads and 0 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: feature-extraction
- Library: transformers
- Base model: onelevelstudio/ML-E5-0.6B
- Task categories: feature-extraction
- Languages: multilingual, af, am, ar, as, az, be, bg
- File hints: 14 upstream file samples

## File Hints

- .gitattributes (2.2 KB)
- ML-E5-0.6B.IQ4_XS.gguf (365 MB) LFS
- ML-E5-0.6B.Q2_K.gguf (319 MB) LFS
- ML-E5-0.6B.Q3_K_L.gguf (371 MB) LFS
- ML-E5-0.6B.Q3_K_M.gguf (354 MB) LFS
- ML-E5-0.6B.Q3_K_S.gguf (334 MB) LFS
- ML-E5-0.6B.Q4_K_M.gguf (387 MB) LFS
- ML-E5-0.6B.Q4_K_S.gguf (374 MB) LFS
- ML-E5-0.6B.Q5_K_M.gguf (416 MB) LFS
- ML-E5-0.6B.Q5_K_S.gguf (408 MB) LFS
- ML-E5-0.6B.Q6_K.gguf (446 MB) LFS
- ML-E5-0.6B.Q8_0.gguf (575 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 2026-09-23T07:00:46.953Z.
- Open license detected as mit.
- 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-ml-e5-0-6b-gguf
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-ml-e5-0-6b-gguf/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-ml-e5-0-6b-gguf/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-ml-e5-0-6b-gguf/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-mradermacher-ml-e5-0-6b-gguf
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-ml-e5-0-6b-gguf/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-ml-e5-0-6b-gguf&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-ml-e5-0-6b-gguf/decentralized-fallbacks