smshahbaj/RIFA-Edge-0.6B

TEXT GENERATIONPricing:Input $0.04 / Cached $0.008 / Output $0.08Concurrent Unit Cost:1Model Size:0.8BQuant:BF16Context Size:32kTool Calling:SupportedPublished:Aug 31, 2026License:apache-2.0Architecture:Transformer Open Weights Featherless Exclusive Cold

RIFA-Edge-0.6B is a 0.6 billion parameter language model developed and maintained by SM Shahbaj, part of the RIFA model family. This fine-tuned model is designed for general language tasks, offering a compact size for efficient deployment. It provides various quantized GGUF formats, making it suitable for diverse hardware environments.

Loading preview...

RIFA-Edge-0.6B Overview

RIFA-Edge-0.6B is a compact, fine-tuned language model developed and maintained by SM Shahbaj. As part of the RIFA model family, it features 0.6 billion parameters, making it an efficient choice for applications requiring a smaller footprint.

Key Characteristics

  • Model Family: Part of the RIFA series by SM Shahbaj.
  • Parameter Count: 0.6 billion parameters, offering a balance between performance and resource efficiency.
  • Quantized Formats: Available in multiple GGUF quantization levels, including Q3_K_M, Q4_K_M, Q5_K_M, Q6_K, and Q8_0, with Q5_K_M recommended for general use.

Usage and Deployment

This model is designed for straightforward integration into projects using the Hugging Face transformers library. It supports standard text generation tasks and provides a quick-start code example for easy implementation. Its availability in various GGUF formats facilitates deployment on a range of hardware, including those with limited resources.

Licensing

RIFA-Edge-0.6B is released under the Apache 2.0 License, allowing for flexible use in both commercial and non-commercial applications.