🧠
Qwen3 4b Dflash B16 model by unieai
⭐ 39.1
🧠
Model

Qwen3 4b Dflash B16

by unieai unieai/qwen3-4b-dflash-b16
Free2AITools Nexus Index
39.1
S: Semantic 50

Query-time baseline · scored live at search

A: Authority 0
P: Popularity 2
R: Recency 79
Q: Quality 65
Tech Context
0.54B Params
32.768K Ctx
Vital Performance
16 DL / 30D
Source β†’

Task categories from upstream metadata

πŸ’¬Chat & Dialogue

Technical Constraints

Experimental / High Latency
Low FNI signal 39.1 FNI Score
Tiny 0.54B Params
32k Context
16 Downloads
8G GPU ~3GB Est. VRAM
Dense DFLASHDRAFTMODEL Architecture
Commercial MIT License
Model Information Summary
Entity Passport
Registry ID unieai/qwen3-4b-dflash-b16
License MIT
Provider huggingface
πŸ’Ύ

Compute Threshold

~2.9GB VRAM

Interactive
Estimate fit
β–Ό

* Static estimation for 4-Bit Quantization.

πŸ“œ

Cite this model

Academic & Research Attribution

BibTeX 
@misc{unieai_qwen3_4b_dflash_b16,
  author = {unieai},
  title = {Qwen3 4b Dflash B16 Model},
  year = {2026},
  howpublished = {\url{https://huggingface.co/unieai/Qwen3-4B-DFlash-b16}},
  note = {Accessed via Free2AITools.}
}
APA Style
unieai. (2026). Qwen3 4b Dflash B16 [Model]. Free2AITools. https://huggingface.co/unieai/Qwen3-4B-DFlash-b16

πŸ”¬Technical Deep Dive

Full Specifications [+]

Quick Commands

πŸ¦™ Ollama Run
ollama run qwen3-4b-dflash-b16
πŸ€— HF Download
huggingface-cli download unieai/qwen3-4b-dflash-b16
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) 0
Popularity (P) 2
Recency (R) 79
Quality (Q) 65

πŸ’¬ Index Insight

FNI V2.0 for Qwen3 4b Dflash B16: Authority (A:0), Popularity (P:2), Recency (R:79), 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
---

πŸš€ What's Next?

πŸ“Š

Models in this category

Browse models in the same category

⚑

Deployment reference

Understand deployment options

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
16Downloads
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--unieai--qwen3-4b-dflash-b16
slug
unieai--qwen3-4b-dflash-b16
source
huggingface
author
unieai
license
MIT
tags
transformers, safetensors, qwen3, feature-extraction, dflash, speculative-decoding, diffusion, efficiency, flash-decoding, qwen, diffusion-language-model, text-generation, custom_code, arxiv:2602.06036, license:mit, text-generation-inference, endpoints_compatible, region:us

βš™οΈ Technical Specs

architecture
DFlashDraftModel
params billions
0.54
context length
32,768
pipeline tag
text-generation
vram gb
2.9
vram is estimated
true
vram formula
VRAM β‰ˆ (params * 0.75) + 2GB (KV) + 0.5GB (OS)

πŸ“Š Engagement & Metrics

downloads
16

Data indexed from public sources. Updated daily.