Comprehensive Guide to LLaMA Architecture Technology

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Comprehensive Guide to LLaMA Architecture Technology

Comprehensive Guide to LLaMA Architecture Technology 🧠G-MQA optimization attention mechanism, reducing overhead and improving efficiency, suitable for large models. 🔍RMSNorm replaces LayerNorm, reducing computation and enhancing stability, widely applied. 🌐RoPE improves positional encoding, integrating information to solve problems, aiding model understanding. ⚡SwiGLU combines functional advantages, enhancing performance and efficiency, used in complex scenarios. CloseMoreName clearedScan … Read more

Automating IT Interviews with Ollama and Python Audio Features

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Automating IT Interviews with Ollama and Python Audio Features

Are you still troubled by the mixed quality and poor performance of domestic AI? Then let’s take a look at Dev Cat AI (3in1)! This is an integrated AI assistant that combines GPT-4, Claude3, and Gemini. It covers all models of these three AI tools. Including GPT-4o and Gemini flash Now you can own them … Read more

Building Ollama Cloud – Extending Local Inference to the Cloud

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Building Ollama Cloud - Extending Local Inference to the Cloud

Are you still troubled by the mixed quality and poor performance of AI in China? Then let’s take a look at Dev Cat AI (3in1). This is an integrated AI assistant that combines GPT-4, Claude3, and Gemini. It covers all models of the three AI tools. Including GPT-4o and Gemini flash Now you can own … Read more

How to Deploy Private Free Large Models Locally with Ollama

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How to Deploy Private Free Large Models Locally with Ollama

Click below 👇“AI Knowledge Exchange”Follow the official account Ollama is an open-source framework designed for the convenient deployment and operation of large language models (LLMs) on local machines. Its core feature is to simplify usage and provide an efficient technical architecture, allowing developers to easily access and use powerful AI language models. Ollama supports local … Read more

Deploy Personal Code Assistant Using LLama.cpp in 3 Minutes

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Deploy Personal Code Assistant Using LLama.cpp in 3 Minutes

Deploy Personal Code Assistant Using LLama.cpp in 3 Minutes Today, I will demonstrate the use of the most popular on-device LLM deployment engine, llama.cpp. The demonstration will be conducted on a MacBook Pro (M3 Pro). Project address: https://github.com/ggerganov/llama.cpp. Compilation method: https://github.com/ggerganov/llama.cpp/blob/master/docs/build.md. The model used for testing is the Qwen2.5-Coder-3B-Instruct. Model download address: https://huggingface.co/Qwen/Qwen2.5-Coder-3B-Instruct. This model … Read more

Evaluate Stock Technical Indicators Using Ollama

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Evaluate Stock Technical Indicators Using Ollama

This article has several interesting points: 1. Visualization using Streamlit. 2. Calculating rolling averages and momentum indicators to understand market trends. 3. Using Llama 3 to interpret the data. First, install and import the following packages: import yfinance as yf import pandas as pd import schedule import time import ollama from datetime import datetime, timedelta … Read more

Local Deployment of Ollama for Offline AI Model Usage

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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

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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!

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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