Google & Hugging Face: The Most Powerful Language Model Architecture for Zero-Shot Learning

Google & Hugging Face: The Most Powerful Language Model Architecture for Zero-Shot Learning

Data Digest authorized reprint from Xi Xiaoyao’s Cute Selling House Author: iven From GPT-3 to prompts, more and more people have discovered that large models perform very well under zero-shot learning settings. This has led to increasing expectations for the arrival of AGI. However, one thing is very puzzling: In 2019, T5 discovered through “hyperparameter … Read more

Huggingface Visualizes GGUF Models

Huggingface Visualizes GGUF Models

Huggingface has added a visualization feature for GGUF files, allowing users to directly view the model’s metadata and tensor information from the model page. All these features are performed on the client side. GGUF (GPT-Generated Unified Format) is a binary large model file format that allows for fast loading and saving of GGML models. It … Read more

Running HuggingFace DeepSeek V2 on Single Node A800

Running HuggingFace DeepSeek V2 on Single Node A800

0x0. Background Trying to run the DeepSeek V2 released on HuggingFace, I encountered several issues. Here are the solutions. The open-source DeepSeek V2 repo link provided by HuggingFace is: https://huggingface.co/deepseek-ai/DeepSeek-V2 0x1. Error 1: KeyError: ‘sdpa’ This issue has also been reported by the community. https://huggingface.co/deepseek-ai/DeepSeek-V2/discussions/3 Insert image description here The solution is quite simple; just … Read more

Hugging Face’s Experiments on Effective Tricks for Multimodal Large Models

Hugging Face's Experiments on Effective Tricks for Multimodal Large Models

MLNLP community is a well-known machine learning and natural language processing community at home and abroad, covering domestic and foreign NLP master’s and doctoral students, university teachers, and corporate researchers. The community’s vision is to promote communication and progress between the academic and industrial circles of natural language processing and machine learning at home and … Read more

Huggingface’s Open Source Project: Parler-TTS Simplifying Speech Synthesis

Huggingface's Open Source Project: Parler-TTS Simplifying Speech Synthesis

Please clickBlue Text, please give a follow! In the digital age, Text-to-Speech (TTS) technology has become a part of our daily lives. Whether it’s smart assistants, voice navigation, or accessibility services, high-quality speech synthesis technology continuously enhances our user experience. Today, I want to introduce an exciting open-source project—Parler-TTS, launched by Hugging Face, which aims … Read more

HuggingFace’s Experiments on Effective Tricks for Multimodal Models

HuggingFace's Experiments on Effective Tricks for Multimodal Models

Xi Xiaoyao Technology Says Original Author | Xie Nian Nian When constructing multimodal large models, there are many effective tricks, such as using cross-attention mechanisms to integrate image information into language models or directly combining image hidden state sequences with text embedding sequences as inputs to the language model. However, the reasons why these tricks … Read more

Exploring Pre-Trained Neural Networks for Feature Extraction

Exploring Pre-Trained Neural Networks for Feature Extraction

Introduction In this article, I will explore a common practice in representation learning—using the frozen states of pre-trained neural networks as feature extractors. Specifically, I am interested in comparing the performance of simple models trained using these extracted neural network features with that of fine-tuned neural networks initialized with transfer learning. The intended audience is … Read more

HuggingFace Teaches You How to Build SOTA Visual Models

HuggingFace Teaches You How to Build SOTA Visual Models

Kleisi from Aofeisi Quantum Bit | WeChat Official Account QbitAI With OpenAI’s GPT-4o and Google’s series of powerful models, advanced multimodal large models have been making waves. Other practitioners, while shocked, have once again begun to ponder how to catch up with these super models. At this time, a paper by HuggingFace and Sorbonne University … Read more

Getting Started with Hugging Face

Getting Started with Hugging Face

This Article Covers The main contents of this article include: What is Hugging Face and what does it offer Using Hugging Face models (Transformers library) Using Hugging Face datasets (Datasets library) Introduction to Hugging Face Similar to GitHub, Hugging Face is a hub (community). It can be considered the GitHub of the machine learning world. … Read more

Detailed Explanation of HuggingFace BERT Source Code

Detailed Explanation of HuggingFace BERT Source Code

Follow the official account “ML_NLP“ Set as “Starred“, heavy content delivered first-hand! Reprinted from | PaperWeekly ©PaperWeekly Original · Author | Li Luoqiu School | Master’s Student at Zhejiang University Research Direction | Natural Language Processing, Knowledge Graphs This article records my understanding of the code in the HuggingFace open-source Transformers project. As we all … Read more