What are the hardware requirements for RIFA CODE 0.6B?

RIFA CODE 0.6B requires approximately 0.3 GB of VRAM and supports a context window of 40K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed RIFA CODE 0.6B and how large is it?

RIFA CODE 0.6B is developed by smshahbaj, a model with 0.6b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

Where can I download or evaluate RIFA CODE 0.6B?

RIFA CODE 0.6B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

RIFA CODE 0.6B by smshahbaj — VRAM 0.3GB, 40K context

Name: RIFA CODE 0.6B
Author: smshahbaj

RIFA CODE 0.6B is an open-source language model by smshahbaj. Features: 0.6b LLM, VRAM: 0.3GB, Context: 40K, License: apache-2.0, Quantized, LLM Explorer Score: 0.33.

Bn Conversational En Endpoints compatible Gguf Quantized Qwen3 Region:us Rifa Safetensors Sm-shahbaj

Model Card on HF 🤗: https://huggingface.co/smshahbaj/RIFA-CODE-0.6B

RIFA CODE 0.6B Parameters and Internals

LLM Name	RIFA CODE 0.6B
Repository 🤗	https://huggingface.co/smshahbaj/RIFA-CODE-0.6B
Model Size	0.6b
Required VRAM	0.3 GB
Updated	2026-09-05
Maintainer	smshahbaj
Model Type	qwen3
Model Files	1.2 GB 0.3 GB 0.4 GB 0.4 GB 0.5 GB 0.6 GB 1.2 GB
Supported Languages	en bn
GGUF Quantization	Yes
Quantization Type	gguf
Model Architecture	Qwen3ForCausalLM
License	apache-2.0
Context Length	40960
Model Max Length	40960
Tokenizer Class	Qwen2Tokenizer
Padding Token	<\|endoftext\|>
Vocabulary Size	151936
Torch Data Type	float16
Errors	replace

Rank the RIFA CODE 0.6B capabilities

Have you tried this model? Rate its performance — this feedback helps the ML community find the right model for their needs.

Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

Best Alternatives to RIFA CODE 0.6B

Best Alternatives	Context / RAM	Downloads	Likes
Qwen3 0.6B GGUF	40K / 0.2 GB	86549	139
Osmosis Structure 0.6B	40K / 0.4 GB	2281	416
...wanda Tts 0.6B Full Finetuning	40K / 0.4 GB	88	0
Qwen3 0.6B GGUF	40K / 0.3 GB	451	8
Agent 0.6B	125K / 1.2 GB	14	0
Fizik 0.6B Preview	40K / 1.2 GB	9	0
Qwen3 0.6B Unsloth Bnb 4bit	40K / 0.6 GB	146920	25
Qwen3 0.6B 4bit	40K / 0.3 GB	50315	14
Qwen3 0.6B 8bit	40K / 0.6 GB	41318	7
Qwentestnew1	40K / 1.2 GB	66	0