# ai-sage/Giga-Embeddings-instruct

Model from Hugging Face for feature extraction: ai-sage/Giga-Embeddings-instruct · sentence transformers

## Facts

- Type: Embedding
- Task: feature-extraction
- Framework: sentence-transformers
- License: mit — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/MIT.html)
- Source: https://huggingface.co/ai-sage/Giga-Embeddings-instruct
- Hosting: hosted (15 files)
- Files: 15 hosted of 16 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 15 listed files; full count and size unknown
- Full repo upstream: 13.8 GB
- Download: https://huggingbay.xyz/artifact/hf-model-ai-sage-giga-embeddings-instruct/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct/download-plan)
- Per-file SHA-256: available for 12 of 15 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct/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: 11110
- Stars: 119
- Card completeness: 92%

## Description

External Hugging Face catalog record for ai-sage/Giga-Embeddings-instruct. Task: feature extraction. Library: sentence transformers. Languages: ru, en. Popularity signal at import: 515,969 downloads and 119 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: feature-extraction
- Library: sentence-transformers
- Task categories: feature-extraction
- Languages: ru, en
- File hints: 16 upstream file samples

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (313 B)
- README.md (9.6 KB)
- config.json (5.8 KB)
- config_sentence_transformers.json (283 B)
- configuration_gigarembed.py (14 KB)
- model-00001-of-00003.safetensors (4.6 GB) LFS
- model-00002-of-00003.safetensors (4.6 GB) LFS
- model-00003-of-00003.safetensors (3.7 GB) LFS
- model.safetensors.index.json (42 KB)
- modeling_gigarembed.py (43 KB)
- modules.json (349 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 2026-08-28T04:43:11.155Z.
- 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-ai-sage-giga-embeddings-instruct
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-ai-sage-giga-embeddings-instruct
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-ai-sage-giga-embeddings-instruct&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-ai-sage-giga-embeddings-instruct/decentralized-fallbacks