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memory-efficiency

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Mimir is a new implementation of MapReduce over MPI. Mimir inherits the core principles of existing MapReduce frameworks, such as MR-MPI, while redesigning the execution model to incorporate a number of sophisticated optimization techniques that achieve similar or better performance with significant reduction in the amount of memory used.

  • Updated Nov 12, 2018
  • C++

A Proof of Concept for the LEMA (Layer-wise Efficient Memory Abstraction) framework. Enables stable fine-tuning of Llama-2-7B on consumer-grade hardware (16GB VRAM) through layer-wise weight streaming and triple-buffer memory virtualization.

  • Updated Feb 18, 2026
  • Jupyter Notebook

Steganography hides secret messages within ordinary files like text, images, or audio to avoid detecti 4D27 on. Derived from Greek steganos (hidden) and graph (writing), it conceals data in non-secret media, such as embedding text in a document or picture. Unlike encryption, it focuses on hiding the existence of the message itself.

  • Updated Jun 18, 2025
  • C

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