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Starlight Synthesis 31b Gguf model by mradermacher
⭐ 39
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Model

Starlight Synthesis 31b Gguf

by mradermacher mradermacher/starlight-synthesis-31b-gguf
Free2AITools Nexus Index
39.0
S: Semantic 50

Query-time baseline · scored live at search

A: Authority 33
P: Popularity 30
R: Recency 100
Q: Quality 65
Tech Context
31 Params
4.096K Ctx
Vital Performance
1.6K DL / 30D
Source β†’

Technical Constraints

Experimental / High Latency
Low FNI signal 39 FNI Score
31B Params
4k Context
1.6K Downloads
H100+ ~26GB Est. VRAM
Commercial APACHE License
Model Information Summary
Entity Passport
Registry ID mradermacher/starlight-synthesis-31b-gguf
License Apache-2.0
Provider huggingface
πŸ’Ύ

Compute Threshold

~25.8GB VRAM

Interactive
Estimate fit
β–Ό

* Static estimation for 4-Bit Quantization.

πŸ“œ

Cite this model

Academic & Research Attribution

BibTeX 
@misc{mradermacher_starlight_synthesis_31b_gguf,
  author = {mradermacher},
  title = {Starlight Synthesis 31b Gguf Model},
  year = {2026},
  howpublished = {\url{https://huggingface.co/mradermacher/Starlight-Synthesis-31B-GGUF}},
  note = {Accessed via Free2AITools.}
}
APA Style
mradermacher. (2026). Starlight Synthesis 31b Gguf [Model]. Free2AITools. https://huggingface.co/mradermacher/Starlight-Synthesis-31B-GGUF

πŸ”¬Technical Deep Dive

Full Specifications [+]

Quick Commands

πŸ¦™ Ollama Run
ollama run starlight-synthesis-31b-gguf
πŸ€— HF Download
huggingface-cli download mradermacher/starlight-synthesis-31b-gguf
πŸ“¦ Install Lib
pip install -U transformers

βš–οΈ Free2AITools Nexus Index V2.0

Methodology How FNI works
Semantic (S) 50

Query-time baseline · scored live at search

Authority (A) 33
Popularity (P) 30
Recency (R) 100
Quality (Q) 65

πŸ’¬ Index Insight

FNI V2.0 for Starlight Synthesis 31b Gguf: Authority (A:33), Popularity (P:30), Recency (R:100), Quality (Q:65). Semantic (S) is a query-time baseline scored live at search.

Free2AITools Nexus Index

Data Sources / Provenance

HuggingFace API GitHub Metadata Arxiv Citation DB Methodology
Open data Updated: Live data
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Technical Deep Dive

⚠️ Incomplete Data

Some information about this model is not available. Use with Caution - Verify details from the original source before relying on this data.

View Original Source β†’

πŸ“ Limitations & Considerations

  • β€’ Benchmark scores may vary based on evaluation methodology and hardware configuration.
  • β€’ VRAM requirements are estimates; actual usage depends on quantization and batch size.
  • β€’ FNI scores are relative rankings and may change as new models are added.

Social Proof

HuggingFace Hub
1.6KDownloads
Hub Discussions
πŸ€— Data Source: Hugging Face β†—
πŸ”„ Updated daily

Source summary: Based on Hugging Face metadata. Not a recommendation.

πŸ“Š FNI Methodology πŸ“š Knowledge Baseℹ️ Verify with original source

πŸ›‘οΈ Model Transparency Report

Technical metadata sourced from upstream repositories.

Open Metadata

πŸ†” Identity & Source

id
hf-model--mradermacher--starlight-synthesis-31b-gguf
slug
mradermacher--starlight-synthesis-31b-gguf
source
huggingface
author
mradermacher
license
Apache-2.0
tags
transformers, gguf, mergekit, merge, roleplay, storytelling, en, base_model:cyclone-labs/starlight-synthesis-31b, license:apache-2.0, endpoints_compatible, region:us, conversational

βš™οΈ Technical Specs

params billions
31
context length
4,096
vram gb
25.8
vram is estimated
true
vram formula
VRAM β‰ˆ (params * 0.75) + 2GB (KV) + 0.5GB (OS)

πŸ“Š Engagement & Metrics

downloads
1,552

Data indexed from public sources. Updated daily.