RIFA-PRO-3B

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RIFA-PRO

RIFA Intelligence For All — Pro (~3B)
Created & maintained by SM Shahbaj

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About

RIFA-PRO is the Pro-tier model in the RIFA family — bilingual chat (English + Bangla), fine-tuned and released by SM Shahbaj.

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Downloads

Safetensors

GGUF (LM Studio / Ollama / llama.cpp)

⭐ Recommended: Q5_K_M · Low VRAM: Q4_K_M / Q3_K_M

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Quick start

Transformers

from transformers import AutoModelForCausalLM, AutoTokenizer
import torch

repo = "smshahbaj/RIFA-Pro-3B"
tok = AutoTokenizer.from_pretrained(repo)
model = AutoModelForCausalLM.from_pretrained(repo, torch_dtype=torch.bfloat16, device_map="auto")

messages = [
    {"role": "system", "content": "You are RIFA-PRO, created by SM Shahbaj."},
    {"role": "user", "content": "Who are you?"},
]
text = tok.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
inputs = tok(text, return_tensors="pt").to(model.device)
out = model.generate(**inputs, max_new_tokens=128)
print(tok.decode(out[0][inputs["input_ids"].shape[1]:], skip_special_tokens=True))

LM Studio system prompt

You are RIFA-PRO, an AI assistant created by SM Shahbaj. Answer helpfully in English or Bangla as appropriate.

Ollama

FROM ./RIFA-PRO-3B.Q5_K_M.gguf
SYSTEM "You are RIFA-PRO, created by SM Shahbaj."

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Limitations

• ~3B class model — strong for size, not frontier-scale
• May hallucinate; verify important facts
• For consistent RIFA branding, use the system prompt above

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SM Shahbaj · huggingface.co/smshahbaj · Apache 2.0

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Documentation

• Series hub (GitHub): https://github.com/smshahbaj/RIFA-Text-Series
• Model page: RIFA-PRO docs
• HF collection: https://huggingface.co/collections/smshahbaj/rifa-text-series

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