Cupidon-mini-ro-GGUF Open Source Model - Free Deployment for Sentence Transformation and Feature Extraction

Cupidon Mini Ro GGUF

Developed by mradermacher

This is a statically quantized version based on the BlackKakapo/cupidon-mini-ro model, primarily used for sentence transformation and feature extraction tasks.

Text Embedding OtherOpen Source License:Apache-2.0 #Romanian sentence similarity #Lightweight quantized model #Multi-precision quantization options

Downloads 333

Release Time : 4/3/2025

Model Overview

This model is a quantized sentence transformer suitable for feature extraction and sentence similarity calculation in Romanian text.

Model Features

Multiple quantization versions

Offers 12 different precision quantization versions from Q2_K to f16 to meet various scenario requirements

Efficient inference

Quantized models significantly reduce size and improve inference speed, suitable for resource-constrained environments

Romanian language optimization

Optimized specifically for Romanian based on the RoSTSC dataset

Model Capabilities

Text feature extraction

Sentence similarity calculation

Semantic vector generation

Use Cases

Natural Language Processing

Semantic search

Used for building Romanian semantic search engines

Text clustering

Semantic clustering analysis for Romanian text

🚀 Cupidon Mini RO Quantized Model

This project provides static quantizations of the Cupidon Mini RO model, offering various quantized versions for different use cases.

🚀 Quick Start

If you are unsure how to use GGUF files, refer to one of TheBloke's READMEs for more details, including on how to concatenate multi-part files.

✨ Features

Quantized Versions: Offers multiple static quantized versions of the BlackKakapo/cupidon-mini-ro model.
Diverse Quant Types: Different quant types like Q2_K, Q3_K_S, IQ4_XS etc. are available, sorted by size.

📦 Installation

No specific installation steps are provided in the original document.

📚 Documentation

About

These are static quants of BlackKakapo/cupidon-mini-ro. Weighted/imatrix quants are available at mradermacher/cupidon-mini-ro-i1-GGUF.

Provided Quants

(sorted by size, not necessarily quality. IQ - quants are often preferable over similar sized non - IQ quants)

Link	Type	Size/GB	Notes
GGUF	Q2_K	0.1
GGUF	Q3_K_S	0.1
GGUF	IQ4_XS	0.1
GGUF	Q3_K_M	0.1	lower quality
GGUF	Q3_K_L	0.1
GGUF	Q4_K_S	0.1	fast, recommended
GGUF	Q4_K_M	0.1	fast, recommended
GGUF	Q5_K_S	0.1
GGUF	Q5_K_M	0.1
GGUF	Q6_K	0.1	very good quality
GGUF	Q8_0	0.1	fast, best quality
GGUF	f16	0.1	16 bpw, overkill

Here is a handy graph by ikawrakow comparing some lower - quality quant types (lower is better):

And here are Artefact2's thoughts on the matter: Artefact2's Gist

FAQ / Model Request

See mradermacher/model_requests for some answers to questions you might have and/or if you want some other model quantized.

Thanks

I thank my company, nethype GmbH, for letting me use its servers and providing upgrades to my workstation to enable this work in my free time.

📄 License

This project is licensed under the apache - 2.0 license.

Model Information

Property	Details
Base Model	BlackKakapo/cupidon-mini-ro
Datasets	BlackKakapo/RoSTSC
Language	ro
Library Name	transformers
Quantized By	mradermacher
Tags	sentence-transformers, feature-extraction, sentence-similarity, transformers

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