What are the hardware requirements for RIFA PRO 3B?

RIFA PRO 3B requires approximately 6.2 GB of VRAM and supports a context window of 64K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed RIFA PRO 3B and how large is it?

RIFA PRO 3B is developed by smshahbaj, a model with 3b 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 PRO 3B?

RIFA PRO 3B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

RIFA PRO 3B by smshahbaj — VRAM 6.2GB, 64K context

Name: RIFA PRO 3B
Author: smshahbaj

RIFA PRO 3B is an open-source language model by smshahbaj. Features: 3b LLM, VRAM: 6.2GB, Context: 64K, License: apache-2.0, Quantized, LLM Explorer Score: 0.33.

Bangla Bengali Bn Conversational En Endpoints compatible Finetuned Gguf Quantized Region:us Rifa Rifa-pro Safetensors Sharded Smollm3 Tensorflow

Model Card on HF 🤗: https://huggingface.co/smshahbaj/RIFA-PRO-3B

RIFA PRO 3B Parameters and Internals

LLM Name	RIFA PRO 3B
Repository 🤗	https://huggingface.co/smshahbaj/RIFA-PRO-3B
Model Size	3b
Required VRAM	6.2 GB
Updated	2026-09-07
Maintainer	smshahbaj
Model Type	smollm3
Model Files	6.2 GB 1.6 GB 1.9 GB 2.2 GB 2.5 GB 3.3 GB 5.0 GB: 1-of-2 1.2 GB: 2-of-2
Supported Languages	en bn
GGUF Quantization	Yes
Quantization Type	gguf
Model Architecture	SmolLM3ForCausalLM
License	apache-2.0
Context Length	65536
Model Max Length	65536
Transformers Version	4.56.2
Tokenizer Class	PreTrainedTokenizerFast
Padding Token	<\|im_end\|>
Vocabulary Size	128256

Rank the RIFA PRO 3B 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 PRO 3B

Best Alternatives	Context / RAM	Downloads	Likes
TwIL LM3	64K / 1.9 GB	289	44
SmolLM3 3B 4bit	64K / 1.7 GB	3569	6
SmolLM3 3B 8bit	64K / 3.3 GB	46	9
...olLM3 3B Base Unsloth Bnb 4bit	64K / 2.4 GB	32	2
SmolLM3 3B Unsloth Bnb 4bit	64K / 2.1 GB	42	3
SmolLM3 3B Base 4bit	64K / 1.7 GB	19	2
SmolLM3 3B 3bit	64K / 1.4 GB	13	2
SmolLM3 3B 128K	128K / 6.2 GB	14	1
SmolLM3 3B	64K / 6.2 GB	853423	987
Open MOPD SmolLM3 3B MixSFT	64K / 6.7 GB	634	1

Note: green Score (e.g. "73.2") means that the model is better than smshahbaj/RIFA-PRO-3B.