Local Deployment of Ollama for Offline AI Model Usage

Local Deployment of Ollama for Offline AI Model Usage

Ollama is a local large model running framework that allows users to run and utilize large language models (LLM) on their own computers. Its design goal is to simplify the operation of large models, enabling non-professional ordinary users to easily work with these models that typically require high-end hardware and complex setups to run. Currently, … Read more

In-Depth Analysis of LLAMA3 Paper

In-Depth Analysis of LLAMA3 Paper

Introduction Recently, while reviewing the papers I had previously studied in depth, I found that some notes were still very valuable. I made some minor adjustments and am publishing them for everyone to see. LLama3 is a paper from a few months ago, but each reading still brings new insights. This article discusses key points, … Read more

Decoding Llama Coder: The Future of Open Source Programming!

Decoding Llama Coder: The Future of Open Source Programming!

❝ “In this rapidly evolving technological era, programming is no longer the exclusive domain of a few; the rise of open source tools allows a wider audience to participate.” ❞ Llama Coder, as an innovative open source tool, is at the forefront of this trend! With simple user inputs, it effortlessly generates small applications, opening … Read more

Local Invocation of Llama3 Large Model Development

Local Invocation of Llama3 Large Model Development

1. Test using the trained weights from transformers import AutoModelForCausalLM,AutoTokenizer,TextGenerationPipeline import torch tokenizer = AutoTokenizer.from_pretrained(r"E:\大模型AI开发\AI大模型\projects\gpt2\model\models–uer–gpt2-chinese-cluecorpussmall\snapshots\c2c0249d8a2731f269414cc3b22dff021f8e07a3") model = AutoModelForCausalLM.from_pretrained(r"E:\大模型AI开发\AI大模型\projects\gpt2\model\models–uer–gpt2-chinese-cluecorpussmall\snapshots\c2c0249d8a2731f269414cc3b22dff021f8e07a3") # Load our own trained weights (Chinese poetry) model.load_state_dict(torch.load("net.pt")) # Use the system's built-in pipeline tool to generate content pipline = TextGenerationPipeline(model,tokenizer,device=0) print(pipline("天高", max_length=24)) The performance is actually not good: 2. Post-process the AI-generated results # Customized … Read more

Using CPU for Inference of Llama Structure Large Models

Using CPU for Inference of Llama Structure Large Models

1. Review of Llama Model Basics The Llama model is built on the Transformer architecture, featuring multiple layers of attention mechanisms that enable deep semantic analysis and feature extraction of input text. This allows it to excel in natural language processing tasks such as text continuation, summarization, and machine translation. Its design philosophy aims to … Read more

Windsurf Editor: The Future Programming Assistant for Architecture

Windsurf Editor: The Future Programming Assistant for Architecture

Windsurf Editor: The Future Programming Assistant for Architecture Introduction In the architecture industry, designers and engineers rely on various software tools, such as CAD (Computer-Aided Design) and document processing software (like Word), to realize their ideas and designs. With the advancement of technology, enhancing efficiency and collaboration in design work has become a major challenge … Read more

Windsurf: A Powerful Tool for API Automation Testing

Windsurf: A Powerful Tool for API Automation Testing

I tried using Windsurf to write code for API automation testing and experienced its convenience and efficiency. Windsurf does not require high coding skills from users, while the accuracy of the generated code is relatively high. Moreover, it excels in generating test case scenario coverage. Once the code is completed, Windsurf can also automatically generate … Read more

Optimize Word Format with Windsurf: Achieve 90% Accuracy!

Optimize Word Format with Windsurf: Achieve 90% Accuracy!

Recently, I took on a big job to organize hundreds of Word documents and unify their formats. Just thinking about manually adjusting each one made me feel overwhelmed. While I was worrying, I suddenly thought of the amazing tool, Windsurf AI. After trying it out, it was truly a lifesaver! Using it to process Word … Read more

Windsurf AI Editor: A Strong Alternative to Cursor?

Windsurf AI Editor: A Strong Alternative to Cursor?

Introduction People who don’t surf the internet much might be a bit unfamiliar with Windsurf AI, but in today’s rapidly evolving AI technology landscape, developers are increasingly eager for tools that can enhance programming efficiency. Recently, the Windsurf AI editor developed by the Codeium team has emerged as a powerful alternative to Cursor, quickly gaining … Read more