Instructions to use ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd")
model = AutoModelForCausalLM.from_pretrained("ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd

SGLang

How to use ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd with Docker Model Runner:
```
docker model run hf.co/ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd
```

Model Details

WARNINNGS: This Model IS Pre-Trained, in the future will be finetuned.

Model Description

The First Persian SLM By YSNRFD, This Model support Only Persian text Inputs, In The Future I Want Add Englih Language Support.

Developed by: ysnrfd
Funded by: ysnrfd
Shared by: ysnrfd
Model type: SLM
Language(s) (NLP): Persian
License: ysnrfd LICENSE

Training Data

ysnrfd Sample Persian Text LINK: https://huggingface.co/datasets/ysn-rfd/fibonacci_alpaca_to_sharegpt_gpt_format_convert_new_dataset_release

Training Hyperparameters

Training regime: fp32 mixed precision

Evaluation

Not Yet

Testing Data, Factors & Metrics

ysnrfd Sample Persian Text

Testing Data

Not Yet

Summary

The Fisrt Persian SLM Trained From Scratch

Hardware Type: Nvidia P100
Hours used: 21H
Cloud Provider: Kaggle

Model Architecture and Objective

YSNRFD Architecture

Hardware

Nvidia P100

Software

Python Code, From Scratch, Pytorch

Downloads last month: 5

Safetensors

Model size

0.1B params

Tensor type

F32

Dataset used to train ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd

Collection including ysn-rfd/First_Persian_SLM_Big_Update_Version3_ULTIMATE_ysnrfd

First Persian SLM

Collection

The first Persian SLM Collection • 4 items • Updated Oct 8, 2025 • 1