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3 مستودعات

Awesome GitHub RepositoriesInference Deployment

Infrastructure and tools for hosting and serving machine learning models.

Distinguishing note: Focuses on visual reasoning tasks and private infrastructure hosting.

Explore 3 awesome GitHub repositories matching devops & infrastructure · Inference Deployment. Refine with filters or upvote what's useful.

Awesome Inference Deployment GitHub Repositories

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  • haotian-liu/llavaالصورة الرمزية لـ haotian-liu

    haotian-liu/LLaVA

    24,465عرض على GitHub↗

    LLaVA is a multimodal large language model architecture designed to process and interpret both image and text inputs to generate natural language responses. It functions as a research-oriented platform for visual instruction tuning, providing a framework to align language models with human intent through training on diverse datasets of paired images and text queries. The system distinguishes itself through a specialized vision-language training pipeline that connects visual data to language models using projection layers and instruction-based fine-tuning. It supports distributed inference by

    Hosts model workers on private infrastructure to run complex image recognition and reasoning tasks.

    Pythonchatbotchatgptfoundation-models
    عرض على GitHub↗24,465
  • paddlepaddle/paddledetectionالصورة الرمزية لـ PaddlePaddle

    PaddlePaddle/PaddleDetection

    14,243عرض على GitHub↗

    PaddleDetection is an object detection framework designed for the end-to-end development, training, and deployment of computer vision models. It provides a comprehensive library of modular neural network architectures and pipelines that support object detection, instance segmentation, and multi-object tracking tasks. The project distinguishes itself through a configuration-driven approach that decouples model components like backbones and heads, allowing for the flexible assembly of custom vision workflows. It incorporates advanced techniques such as anchor-free detection logic, joint detecti

    Provides multi-platform deployment solutions for server, mobile, and embedded environments using specialized inference engines.

    Pythonblazefacedeepsortdetr
    عرض على GitHub↗14,243
  • paddlepaddle/ernieالصورة الرمزية لـ PaddlePaddle

    PaddlePaddle/ERNIE

    7,717عرض على GitHub↗

    ERNIE is a development toolkit for training, fine-tuning, and deploying large language models built on the PaddlePaddle deep learning platform. It provides a comprehensive suite of core components, including an inference server for vision and language models, a training and fine-tuning toolkit, and a framework for building retrieval-augmented generation systems using private knowledge bases. The project features multimodal AI models capable of reasoning across text, images, and video to perform complex visual understanding and information extraction. It distinguishes itself through specialize

    Provides infrastructure and tools for hosting and serving language and vision models on multi-hardware setups.

    Pythonernieernie-45ernie-45-vl
    عرض على GitHub↗7,717
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