# inclusionAI/Ring-flash-linear-2.0-GPTQ-int4

Model from Hugging Face for text generation: inclusionAI/Ring-flash-linear-2.0-GPTQ-int4 · unknown

## Facts

- Type: LLM
- Task: text-generation
- Framework: unknown
- License: mit — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/MIT.html)
- Source: https://huggingface.co/inclusionAI/Ring-flash-linear-2.0-GPTQ-int4
- Hosting: hosted (18 files)
- Files: 18 hosted of 25 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: 18 files, 56.5 GB
- Full repo upstream: 56.5 GB
- Recommended file: 56.5 GB (12 files)
- Download: https://huggingbay.xyz/artifact/hf-model-inclusionai-ring-flash-linear-2-0-gptq-int4/files (download plan: https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-ring-flash-linear-2-0-gptq-int4/download-plan)
- Per-file SHA-256: available for 18 of 18 hosted files via https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-ring-flash-linear-2-0-gptq-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: 18
- Stars: 8
- Card completeness: 92%

## Description

External Hugging Face catalog record for inclusionAI/Ring-flash-linear-2.0-GPTQ-int4. Task: text generation. Library: unknown. Languages: en. Popularity signal at import: 30 downloads and 8 likes.

## Model Card Facts

- Declared license: mit
- Pipeline: text-generation
- Library: unknown
- Task categories: text-generation
- Languages: en
- Paper ids: 2510.19338
- File hints: 16 upstream file samples

## Referenced Data

- Paper: 2510.19338

## File Hints

- .gitattributes (1.5 KB)
- README.md (5.0 KB)
- chat_format.py (32 KB)
- config.json (3.8 KB)
- configuration_bailing_moe_linear_v2.py (3.4 KB)
- generation_config.json (121 B)
- model-00001-of-00012.safetensors (4.7 GB) LFS
- model-00002-of-00012.safetensors (4.7 GB) LFS
- model-00003-of-00012.safetensors (4.7 GB) LFS
- model-00004-of-00012.safetensors (4.7 GB) LFS
- model-00005-of-00012.safetensors (4.7 GB) LFS
- model-00006-of-00012.safetensors (4.7 GB) 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 2026-08-29T03:19:18.703Z.
- 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-inclusionai-ring-flash-linear-2-0-gptq-int4
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-ring-flash-linear-2-0-gptq-int4/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-ring-flash-linear-2-0-gptq-int4/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-ring-flash-linear-2-0-gptq-int4/distribution
- Manifest: https://huggingbay.xyz/api/manifests/hf-model-inclusionai-ring-flash-linear-2-0-gptq-int4
- Download plan (per-file SHA-256 + signed download URLs): https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-ring-flash-linear-2-0-gptq-int4/download-plan
- Hosted download rows: https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-inclusionai-ring-flash-linear-2-0-gptq-int4&limit=100
- Request mirror: not applicable.
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-inclusionai-ring-flash-linear-2-0-gptq-int4/decentralized-fallbacks