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RIFA-Edge-0.6B
smshahbaj/RIFA-Edge-0.6B
RIFA-Edge-0.6B is a text generation model from smshahbaj. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as apache-2.0.
All-time downloads
3.3K
Public
Parameters
596M
13.5 GB on disk
Likes
2
Public
Repo makeup
Click a slice to open those files.
.gguf3.5 GB · 74%
At a glance
- Task
- Text Generation
- Library
- transformers
- License
- apache-2.0
- Model type
- qwen3
- Access
- Public
- Created
- Aug 31, 2026
- Updated
- Sep 17, 2026
- SHA
- 4d02d247
Try a prompt
Model card
From the Hugging Face model README
RIFA-Edge
Created / maintained by SM Shahbaj
About
RIFA-Edge is a fine-tuned language model maintained by SM Shahbaj.
| Property | Value |
|---|---|
| Model | RIFA-Edge |
| Parameters | 0.6B |
| Creator | SM Shahbaj |
Part of the RIFA model family by SM Shahbaj.
Downloads
| File | Link |
|---|---|
| Safetensors | Browse |
RIFA-Edge-0.6B.F16.gguf | Download |
RIFA-Edge-0.6B.Q3_K_M.gguf | Download |
RIFA-Edge-0.6B.Q4_K_M.gguf | Download |
RIFA-Edge-0.6B.Q5_K_M.gguf | Download |
RIFA-Edge-0.6B.Q6_K.gguf | Download |
RIFA-Edge-0.6B.Q8_0.gguf | Download |
Recommended: Q5_K_M when available.
Quick start
from transformers import AutoModelForCausalLM, AutoTokenizer
repo = "smshahbaj/RIFA-Edge-0.6B"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(repo, device_map="auto")
messages = [{"role": "user", "content": "Hello"}]
text = tok.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
inputs = tok(text, return_tensors="pt").to(model.device)
print(tok.decode(model.generate(**inputs, max_new_tokens=64)[0], skip_special_tokens=True))
Creator
SM Shahbaj — huggingface.co/smshahbaj
License: Apache 2.0
RIFA Model Family — SM Shahbaj
<!-- RIFA-DOCS-START -->Documentation
- Series hub (GitHub): https://github.com/smshahbaj/RIFA-Text-Series
- Model page: RIFA-Edge docs
- HF collection: https://huggingface.co/collections/smshahbaj/rifa-text-series
- Task
- Text Generation
- Library
- transformers
- Type
- qwen3
- License
- apache-2.0
- Languages
- en, bn
- Created
- Aug 31, 2026
- Updated
- Sep 17, 2026