HuggingFace’s Experiments Reveal Effective Tricks for Multimodal Large Models

HuggingFace's Experiments Reveal Effective Tricks for Multimodal Large Models

MLNLP community is a well-known machine learning and natural language processing community, covering domestic and international NLP master’s and doctoral students, university teachers, and corporate researchers. Community Vision is to promote communication and progress between the academic and industrial sectors of natural language processing and machine learning, especially for the progress of beginners. Reprinted from … Read more

Run LLM Quickly on CPU Using Llama.cpp

Run LLM Quickly on CPU Using Llama.cpp

Source: DeepHub IMBA This article is approximately 2300 words long and is recommended for a 10-minute read. This article introduces how to run LLM on high-performance CPU using the llama.cpp library in Python. Large Language Models (LLM) Are Becoming Increasingly Popular, But They Require A Lot Of Resources, Especially GPU. Large language models (LLM) are … Read more

A Method to Download Models from 🤗HuggingFace

A Method to Download Models from 🤗HuggingFace

https://www.itdog.cn/http/ If you cannot directly download models from HuggingFace[1], you can use the https://github.com/AlphaHinex/hf-models repository and build a Docker image using GitHub Actions[2]. In the image, use huggingface_hub[3] to download the required models, then push the image to Docker Hub[4]. Finally, you can download the model using the image. 1Available Models (tags) Currently available models … Read more

ComfyUI | Universal Huggingface Model Download Solution

ComfyUI | Universal Huggingface Model Download Solution

Users of ComfyUI know that it is necessary to frequently download various large models from Huggingface, and during the download, three major problems need to be solved: 1. Network issues; domestic users cannot directly access and download large models. 2. Large file download issues; due to unstable networks or unstable proxies, downloads of large files … Read more

Huggingface Datasets: A Powerful AI Training Database

Huggingface Datasets: A Powerful AI Training Database

Every time I start a new machine learning project, the first thing that gives me a headache is not model selection, but the dataset. Downloading datasets, unzipping, cleaning, formatting—a series of steps makes me feel like I’m facing a “programmer’s physical labor” challenge. And once the dataset is too large to load into memory all … Read more

Downloading and Uploading Huggingface Large Models

Downloading and Uploading Huggingface Large Models

Downloading Assuming we need to download the <span><span>Qwen2.5-0.5B-Instruct</span></span> model from Huggingface. 1. Using git lfs Git LFS is an extension developed by GitHub to support large files in Git. Installation on Mac: brew install git-lfs Installation on Linux: curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash sudo apt install git-lfs git lfs install Download the large model: … Read more

A Guide to Large Model Evolution from Huggingface: No Need to Fully Reproduce GPT-4

A Guide to Large Model Evolution from Huggingface: No Need to Fully Reproduce GPT-4

Produced by Big Data Digest After the explosive popularity of ChatGPT, the AI community has entered a “hundred model battle.” Recently, Nathan Lambert, a machine learning scientist at Huggingface, organized the current strengths of large models from an open-source perspective in a blog post, offering many profound insights. What this looks like is instead of … Read more

Grok-1 Inference Accelerated by 3.8 Times with PyTorch+HuggingFace

Grok-1 Inference Accelerated by 3.8 Times with PyTorch+HuggingFace

Mingmin from QbitAI | WeChat Official Account Elon Musk delivers on his promise by open-sourcing Grok-1, and the open-source community is ecstatic. However, there are still some challenges for modifications or commercial use based on Grok-1: Grok-1 is built with Rust+JAX, which poses a high entry barrier for users accustomed to the mainstream software ecosystem … Read more

High-Speed Download of HuggingFace Models in China

High-Speed Download of HuggingFace Models in China

Author: Apathy Link: https://zhuanlan.zhihu.com/p/669120427 Note: This article has been tested and is effective, highly recommended. Users in China can use the official HuggingFace download tool huggingface-cli and hf_transfer to download models and datasets from the HuggingFace mirror site at high speed. HuggingFace-Download-Acceleratorgithub.com/LetheSec/HuggingFace-Download-Accelerator Quick Start 1. Clone the project to your local machine: git clone https://github.com/LetheSec/HuggingFace-Download-Accelerator.git … Read more

Unlocking the Magic of Natural Language Processing with HuggingFace Transformers

Unlocking the Magic of Natural Language Processing with HuggingFace Transformers

Embark on a Journey of Natural Language Magic with Python and HuggingFace Transformers, Unlocking Infinite Text Possibilities Hey there, Python newbies and enthusiasts! Today, we are going to explore a super powerful Python library in the field of natural language processing — HuggingFace Transformers. It’s like a treasure chest full of magical tools that helps … Read more