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@IST-DASLab

IST Austria Distributed Algorithms and Systems Lab

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  1. gptq gptq Public

    Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".

    Python 1.8k 144

  2. sparsegpt sparsegpt Public

    Code for the ICML 2023 paper "SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot".

    Python 661 83

  3. marlin marlin Public

    FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.

    Python 430 32

  4. qmoe qmoe Public

    Code for the paper "QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models".

    Python 254 22

  5. PanzaMail PanzaMail Public

    Python 248 11

  6. QUIK QUIK Public

    Repository for the QUIK project, enabling the use of 4bit kernels for generative inference

    C++ 160 12

Repositories

Showing 10 of 45 repositories
  • MicroAdam Public

    This repository contains code for the MicroAdam paper.

    IST-DASLab/MicroAdam’s past year of commit activity
    Python 4 Apache-2.0 0 0 0 Updated Jun 28, 2024
  • IST-DASLab/PanzaMail’s past year of commit activity
    Python 248 Apache-2.0 11 1 0 Updated Jun 28, 2024
  • IST-DASLab/ISTA-DASLab-Optimizers’s past year of commit activity
    Python 3 Apache-2.0 0 0 0 Updated Jun 27, 2024
  • IST-DASLab/AutoGPTQRoSA’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Jun 27, 2024
  • GridSearcher Public

    GridSearcher simplifies running grid searches for machine learning projects in Python, emphasizing parallel execution and GPU scheduling without dependencies on SLURM or other workload managers.

    IST-DASLab/GridSearcher’s past year of commit activity
    Python 0 Apache-2.0 0 0 0 Updated Jun 21, 2024
  • spops Public
    IST-DASLab/spops’s past year of commit activity
    C++ 4 Apache-2.0 0 0 0 Updated Jun 20, 2024
  • Mathador-LM Public

    Code for the paper "Mathador-LM: A Dynamic Benchmark for Mathematical Reasoning on LLMs".

    IST-DASLab/Mathador-LM’s past year of commit activity
    Python 0 Apache-2.0 0 0 0 Updated Jun 18, 2024
  • sparsegpt Public

    Code for the ICML 2023 paper "SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot".

    IST-DASLab/sparsegpt’s past year of commit activity
    Python 661 Apache-2.0 83 13 1 Updated May 30, 2024
  • IST-DASLab/Sparse-Marlin’s past year of commit activity
    Cuda 15 Apache-2.0 1 1 0 Updated May 14, 2024
  • peft-rosa Public

    A fork of the PEFT library, supporting Robust Adaptation (RoSA)

    IST-DASLab/peft-rosa’s past year of commit activity
    Python 10 Apache-2.0 3 1 0 Updated Apr 26, 2024

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