# ThakiCloud/SKILLRET-Edge-22M-int4

Model from Hugging Face for feature extraction: ThakiCloud/SKILLRET-Edge-22M-int4 · sentence transformers

## Facts

- Type: Embedding
- Task: feature-extraction
- 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/ThakiCloud/SKILLRET-Edge-22M-int4
- Hosting: hosted (6 files)
- Files: 6 hosted of 12 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: 6 files, 46.2 MB
- Full repo upstream: 63.2 MB
- Recommended file: 62.4 MB (2 files)
- Parameters: 22M
- Download: https://huggingbay.xyz/artifact/hf-model-thakicloud-skillret-edge-22m-int4/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-thakicloud-skillret-edge-22m-int4/download-plan)
- Per-file SHA-256: available for 6 of 6 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-thakicloud-skillret-edge-22m-int4/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: 83
- Stars: 0
- Card completeness: 96%

## Description

External Hugging Face catalog record for ThakiCloud/SKILLRET-Edge-22M-int4. Task: feature extraction. Library: sentence transformers. Languages: en. Datasets referenced by card metadata: ThakiCloud/SKILLRET. Base model: ThakiCloud/SKILLRET-Edge-22M. Popularity signal at import: 83 downloads and 0 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: feature-extraction
- Library: sentence-transformers
- Base model: ThakiCloud/SKILLRET-Edge-22M
- Task categories: feature-extraction
- Languages: en
- Referenced datasets: ThakiCloud/SKILLRET
- Paper ids: 2605.05726, 2609.16391
- File hints: 12 upstream file samples

## Referenced Data

- Dataset: ThakiCloud/SKILLRET
- Paper: 2605.05726
- Paper: 2609.16391

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (186 B)
- README.md (6.2 KB)
- config.json (745 B)
- model-int4-g16.bin (16 MB) LFS
- model.safetensors (43 MB) LFS
- modules.json (287 B)
- quantization.json (5.7 KB)
- query_prefix.json (41 B)
- sentence_bert_config.json (48 B)
- tokenizer.json (695 KB)
- tokenizer_config.json (634 B)

## 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 2026-09-24T15:29:14.289Z.
- Open license detected as apache-2.0.
- Model card references dataset context: ThakiCloud/SKILLRET.
- 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-thakicloud-skillret-edge-22m-int4
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-thakicloud-skillret-edge-22m-int4/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-thakicloud-skillret-edge-22m-int4/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-thakicloud-skillret-edge-22m-int4/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-thakicloud-skillret-edge-22m-int4
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-thakicloud-skillret-edge-22m-int4/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-thakicloud-skillret-edge-22m-int4&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-thakicloud-skillret-edge-22m-int4/decentralized-fallbacks