Skip to content
ModelCap

Ring flash linear 2.0 GPTQ int4

Official build · attached, unrankedOpen weights

InclusionAI·inclusionAI/Ring-flash-linear-2.0-GPTQ-int4

Ring flash linear 2.0 GPTQ int4 weight access is open weights, from ModelCap classification of published repository metadata as of 22 Sept 2026, 21:31 UTC.

Snapshot facts · download the public dataset · methodology

ModelCap Index
See primary model · Ring flash linear 2.0
This release is visible for discovery, not ranked as a peer model
Market Gravity
2.3Decreased by 0.4
Secondary market signal

This separately configured or accelerated route is reviewed as the same underlying model identity as Ring flash linear 2.0. That canonical product owns rank and capability evidence; pricing, providers and other operational differences remain route-specific below.

OpenRouter endpoint status could not be refreshed. This model is not treated as currently served until a successful observation arrives.

Input
Self-hosted
weights only · no listed API price
Output
Self-hosted
weights only · no listed API price
Context
—
tokens
Providers
0
endpoints
Gateway spend
—
latest · Vercel share

Providers

Uptime measured over the last 30 minutes

Current provider status is unavailable.

Deployment readiness

Metadata index
52.4
partial · 56% metadata coverage
Not capability
Artifact reproducibility
100.0
Access & legal clarity
100.0
Deployability
8.0
Evaluation provenance
0.0

Missing: deployability.independent-provider-records, deployability.measured-provider-uptime, deployability.published-provider-pricing, deployability.declared-capacity, evaluationProvenance.admitted-evaluation-observations, evaluationProvenance.capability-family-breadth, evaluationProvenance.evaluation-source-diversity, evaluationProvenance.identity-and-source-confidence, evaluationProvenance.evaluation-dataset-revisions.

A metadata completeness and deployability index—not a safety certification, quality grade, or production-readiness claim.

Market activity

Venue coverage
Market Gravity
2.3
OpenRouter weekly popularity
Not listed

Market Gravity uses OpenRouter’s full-catalogue popularity order. Sparse Vercel top-ten observations appear only when published and do not affect the score.

Market Gravity breakdown

Usage55%
0.0

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
0.0

Independent providers versus the model's open or closed cohort, weighted by uptime.

Open reach15%
6.5

Hugging Face 30-day downloads for open models; neutral for closed models.

Freshness5%
25.6

Time since first public availability, on a six-month half-life.

Specification

Context window
— tokens
Max output
—
Inputs
Text
Outputs
Text
Tokenizer
—
Cached input tokens
Not offered
First seen on OpenRouter
30 Sept 2025

Capabilities

  • Not supported: Reasoning
  • Not supported: Tool use
  • Not supported: Structured output
  • Not supported: Response format
  • Not supported: Moderated

Weights & access

Open weights. Downloadable weights are published under an OSI or free-culture license in the current repository metadata. This describes weight availability, not whether the full training stack qualifies as Open Source AI.

Access
Open weights
Licence
mit
Pinned revision
b54c68dc3ffa
Parameters
15.4B
Architecture
BailingMoeLinearV2ForCausalLM
Model type
bailing_moe_linear
Hugging Face downloads (30d)
40
Downloads (all time)
617
Likes
8
Repository
inclusionAI/Ring-flash-linear-2.0-GPTQ-int4
Repository updated
23 Oct 2025, 03:11 UTC
Base lineage
inclusionAI/Ring-mini-linear-2.0