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Awesome GitHub RepositoriesDynamic Depth Batching

Techniques for executing varying numbers of recurrent iterations within a single batch to optimize compute based on input complexity.

Distinct from Batch Sequence Training: Distinct from standard batch processing by allowing variable iteration depths (early exit) per sequence in a batch.

Explore 1 awesome GitHub repository matching artificial intelligence & ml · Dynamic Depth Batching. Refine with filters or upvote what's useful.

Awesome Dynamic Depth Batching GitHub Repositories

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  • kyegomez/openmythosAvatar von kyegomez

    kyegomez/OpenMythos

    14,176Auf GitHub ansehen↗

    OpenMythos is a framework for implementing recurrent large language model architectures. It utilizes recurrent transformer blocks to enable compute-adaptive reasoning and variable processing depth through multiple iterative passes over the same weights. The system features a mixture of experts framework that routes tokens between shared and specialized layers to optimize parameter usage. It also includes parameter-efficient fine-tuning tools using low-rank adaptation modules to modify model behavior with minimal weight updates. The framework covers distributed training pipelines using data p

    Implements depth-wise batching to allow early exit for simple inputs, increasing inference throughput.

    Pythonaianthropicattention
    Auf GitHub ansehen↗14,176
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