Views
No views yet
transformers, vLLM or llama.cpp library.transformers or vllm, eventually install these packages from source:pip install git+https://github.com/huggingface/transformers.gitvllm>=0.9.0:pip install "vllm>=0.9.0"1import torch
2from transformers import AutoModelForCausalLM, AutoTokenizer
3
4model_id = "tiiuae/Falcon-H1-1B-Base"
5
6model = AutoModelForCausalLM.from_pretrained(
7 model_id,
8 torch_dtype=torch.bfloat16,
9 device_map="auto"
10)
11
12# Perform text generation# pip install vllm>=0.9.0
vllm serve tiiuae/Falcon-H1-1B-Instruct --tensor-parallel-size 2 --data-parallel-size 1llama.cpp| Tasks | Falcon-H1-0.5B | Qwen3-0.6B | Qwen2.5-0.5B | Gemma3-1B | Llama3.2-1B | Falcon3-1B |
|---|---|---|---|---|---|---|
| General | ||||||
| BBH | 40.22 | 36.07 | 32.62 | 30.26 | 30.72 | 35.24 |
| MMLU | 55.04 | 52.64 | 47.61 | 26.33 | 32.39 | 45.14 |
| ARC-C | 46.93 | 44.8 | 35.32 | 39.33 | 39.42 | 47.87 |
| HellaSwag | 56.3 | 53.51 | 51.79 | 62.94 | 65.73 | 62.3 |
| Winogrande | 59.43 | 60.54 | 56.83 | 62.59 | 62.75 | 61.17 |
| Math | ||||||
| GSM8k | 60.2 | 50.04 | 34.8 | 2.2 | 7.05 | 34.95 |
| MATH lvl5 | 15.18 | 9.29 | 4.23 | 1.21 | 0.98 | 3.4 |
| Science | ||||||
| GPQA | 29.7 | 29.11 | 27.94 | 24.66 | 23.57 | 27.85 |
| MMLU-Pro | 30.04 | 22.99 | 18.98 | 11.31 | 11.8 | 16.11 |
| MMLU-stem | 57.12 | 50.11 | 43.74 | 27.59 | 30.19 | 40.06 |
| Code | ||||||
| HumanEval | 35.98 | 31.71 | 29.27 | 6.71 | 18.9 | 10.37 |
| HumanEval+ | 31.1 | 27.44 | 25.0 | 5.49 | 16.46 | 9.15 |
| MBPP | 52.12 | 51.06 | 40.74 | 12.7 | 35.98 | 12.43 |
| MBPP+ | 43.39 | 42.33 | 34.66 | 9.52 | 29.89 | 9.52 |
@article{falconh1,
title={Falcon-H1: A Family of Hybrid-Head Language Models Redefining Efficiency and Performance},
author={Jingwei Zuo and Maksim Velikanov and Ilyas Chahed and Younes Belkada and Dhia Eddine Rhayem and Guillaume Kunsch and Hakim Hacid and Hamza Yous and Brahim Farhat and Ibrahim Khadraoui and Mugariya Farooq and Giulia Campesan and Ruxandra Cojocaru and Yasser Djilali and Shi Hu and Iheb Chaabane and Puneesh Khanna and Mohamed El Amine Seddik and Ngoc Dung Huynh and Phuc Le Khac and Leen AlQadi and Billel Mokeddem and Mohamed Chami and Abdalgader Abubaker and Mikhail Lubinets and Kacper Piskorski and Slim Frikha},
journal = {arXiv preprint arXiv:2507.22448},
year={2025}
}