# principled-intelligence/gemma-4-E2B-it-text-only

Model from Hugging Face for feature extraction: principled-intelligence/gemma-4-E2B-it-text-only · 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/principled-intelligence/gemma-4-E2B-it-text-only
- Hosting: hosted (5 files)
- Files: 5 hosted of 7 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 5 listed files; full count and size unknown
- Full repo upstream: 9.33 GB
- Parameters: 2B
- Download: https://huggingbay.xyz/artifact/hf-model-principled-intelligence-gemma-4-e2b-it-text-only/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-principled-intelligence-gemma-4-e2b-it-text-only/download-plan)
- Per-file SHA-256: available for 4 of 5 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-principled-intelligence-gemma-4-e2b-it-text-only/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: 739
- Stars: 8
- Card completeness: 89%

## Description

External Hugging Face catalog record for principled-intelligence/gemma-4-E2B-it-text-only. Task: feature extraction. Library: transformers. Popularity signal at import: 622 downloads and 8 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: feature-extraction
- Library: transformers
- Task categories: feature-extraction
- File hints: 7 upstream file samples

## File Hints

- .gitattributes (1.5 KB)
- README.md (5.3 KB)
- chat_template.jinja (12 KB)
- config.json (2.2 KB)
- model.safetensors (8.7 GB) LFS
- tokenizer.json (31 MB) LFS
- tokenizer_config.json (2.6 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 2026-09-22T22:26:14.746Z.
- 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-principled-intelligence-gemma-4-e2b-it-text-only
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-principled-intelligence-gemma-4-e2b-it-text-only/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-principled-intelligence-gemma-4-e2b-it-text-only/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-principled-intelligence-gemma-4-e2b-it-text-only/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-principled-intelligence-gemma-4-e2b-it-text-only
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-principled-intelligence-gemma-4-e2b-it-text-only/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-principled-intelligence-gemma-4-e2b-it-text-only&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-principled-intelligence-gemma-4-e2b-it-text-only/decentralized-fallbacks