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Invert Polarity E4926ddf B79d 40b8 A6b7 2799ece2a0ef model by Muhamad Geosurge
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Model

Invert Polarity E4926ddf B79d 40b8 A6b7 2799ece2a0ef

by Muhamad Geosurge muhamad-geosurge/invert-polarity-e4926ddf-b79d-40b8-a6b7-2799ece2a0ef
Free2AITools Nexus Index
39.0
S: Semantic 50

Query-time baseline · scored live at search

A: Authority 0
P: Popularity 0
R: Recency 79
Q: Quality 65
Tech Context
7.52 Params
8.192K Ctx
Vital Performance —
Source β†’

Technical Constraints

Experimental / High Latency
Low FNI signal 39 FNI Score
7.52B Params
8k Context
0 Downloads
8G GPU ~7GB Est. VRAM
Dense GEMMA4FORCAUSALLM Architecture
Commercial APACHE License
Model Information Summary
Entity Passport
Registry ID muhamad-geosurge/invert-polarity-e4926ddf-b79d-40b8-a6b7-2799ece2a0ef
License Apache-2.0
Provider huggingface
πŸ’Ύ

Compute Threshold

~6.9GB VRAM

Interactive
Estimate fit
β–Ό

* Static estimation for 4-Bit Quantization.

πŸ“œ

Cite this model

Academic & Research Attribution

BibTeX 
@misc{muhamad_geosurge_invert_polarity_e4926ddf_b79d_40b8_a6b7_2799ece2a0ef,
  author = {Muhamad Geosurge},
  title = {Invert Polarity E4926ddf B79d 40b8 A6b7 2799ece2a0ef Model},
  year = {2026},
  howpublished = {\url{https://huggingface.co/muhamad-geosurge/invert-polarity-e4926ddf-b79d-40b8-a6b7-2799ece2a0ef}},
  note = {Accessed via Free2AITools.}
}
APA Style
Muhamad Geosurge. (2026). Invert Polarity E4926ddf B79d 40b8 A6b7 2799ece2a0ef [Model]. Free2AITools. https://huggingface.co/muhamad-geosurge/invert-polarity-e4926ddf-b79d-40b8-a6b7-2799ece2a0ef

πŸ”¬Technical Deep Dive

Full Specifications [+]

Quick Commands

πŸ¦™ Ollama Run
ollama run invert-polarity-e4926ddf-b79d-40b8-a6b7-2799ece2a0ef
πŸ€— HF Download
huggingface-cli download muhamad-geosurge/invert-polarity-e4926ddf-b79d-40b8-a6b7-2799ece2a0ef
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) 0
Recency (R) 79
Quality (Q) 65

πŸ’¬ Index Insight

FNI V2.0 for Invert Polarity E4926ddf B79d 40b8 A6b7 2799ece2a0ef: Authority (A:0), Popularity (P:0), 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
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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.
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--muhamad-geosurge--invert-polarity-e4926ddf-b79d-40b8-a6b7-2799ece2a0ef
slug
muhamad-geosurge--invert-polarity-e4926ddf-b79d-40b8-a6b7-2799ece2a0ef
source
huggingface
author
Muhamad Geosurge
license
Apache-2.0
tags
transformers, safetensors, gemma4_text, text-generation, any-to-any, base_model:google/gemma-4-e4b, base_model:finetune:google/gemma-4-e4b, license:apache-2.0, endpoints_compatible, region:us

βš™οΈ Technical Specs

architecture
Gemma4ForCausalLM
params billions
7.52
context length
8,192
pipeline tag
any-to-any
vram gb
6.9
vram is estimated
true
vram formula
VRAM β‰ˆ (params * 0.75) + 0.8GB (KV) + 0.5GB (OS)

πŸ“Š Engagement & Metrics

downloads
0

Data indexed from public sources. Updated daily.