# ibm-granite/granite-vision-3.3-2b-embedding

Model from Hugging Face for feature extraction: ibm-granite/granite-vision-3.3-2b-embedding · transformers

## Facts

- Type: Vision
- 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/ibm-granite/granite-vision-3.3-2b-embedding
- Hosting: hosted (12 files)
- Files: 12 hosted of 20 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: 12 files, 11.9 GB
- Full repo upstream: 11.9 GB
- Recommended file: 11.9 GB (3 files)
- Parameters: 2B
- Download: https://huggingbay.xyz/artifact/hf-model-ibm-granite-granite-vision-3-3-2b-embedding/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-vision-3-3-2b-embedding/download-plan)
- Per-file SHA-256: available for 12 of 12 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-vision-3-3-2b-embedding/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: 110
- Stars: 29
- Card completeness: 92%

## Description

External Hugging Face catalog record for ibm-granite/granite-vision-3.3-2b-embedding. Task: feature extraction. Library: transformers. Languages: en. Popularity signal at import: 627 downloads and 29 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: feature-extraction
- Library: transformers
- Task categories: feature-extraction
- Languages: en
- Paper ids: 2407.01449, 2502.09927, 2502.12342, 2505.17166
- File hints: 16 upstream file samples

## Referenced Data

- Paper: 2407.01449
- Paper: 2502.09927
- Paper: 2502.12342
- Paper: 2505.17166

## File Hints

- .gitattributes (1.6 KB)
- README.md (9.0 KB)
- REPORT_Benchmarking the AI advantage in finance.pdf (1.7 MB) LFS
- added_tokens.json (107 B)
- chat_template.json (1.6 KB)
- config.json (3.0 KB)
- granite_vision_embedding_config.py (529 B)
- merges.txt (431 KB)
- model-00001-of-00003.safetensors (4.6 GB) LFS
- model-00002-of-00003.safetensors (4.7 GB) LFS
- model-00003-of-00003.safetensors (1.8 GB) LFS
- model.safetensors.index.json (86 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 2026-09-22T22:22:42.121Z.
- 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-ibm-granite-granite-vision-3-3-2b-embedding
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-vision-3-3-2b-embedding/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-vision-3-3-2b-embedding/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-vision-3-3-2b-embedding/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-ibm-granite-granite-vision-3-3-2b-embedding
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-vision-3-3-2b-embedding/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-ibm-granite-granite-vision-3-3-2b-embedding&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-ibm-granite-granite-vision-3-3-2b-embedding/decentralized-fallbacks