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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 2k 155

  2. sparsegpt sparsegpt Public

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

    Python 736 98

  3. marlin marlin Public

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

    Python 653 52

  4. PanzaMail PanzaMail Public

    Python 266 15

  5. qmoe qmoe Public

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

    Python 262 23

  6. QUIK QUIK Public

    Repository for the QUIK project, enabling the use of 4bit kernels for generative inference - EMNLP 2024

    C++ 175 13

Repositories

Showing 10 of 50 repositories
  • PanzaMail Public
    IST-DASLab/PanzaMail’s past year of commit activity
    Python 266 Apache-2.0 15 4 5 Updated Dec 9, 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 2 Apache-2.0 0 0 0 Updated Dec 4, 2024
  • EvoPress Public
    IST-DASLab/EvoPress’s past year of commit activity
    Python 12 1 1 0 Updated Dec 3, 2024
  • llm-foundry Public Forked from mosaicml/llm-foundry

    LLM training code for Databricks foundation models

    IST-DASLab/llm-foundry’s past year of commit activity
    Python 0 Apache-2.0 538 0 1 Updated Nov 27, 2024
  • IST-DASLab/marlin_artifact’s past year of commit activity
    Python 0 0 0 0 Updated Nov 25, 2024
  • IST-DASLab/LDAdam-anonymous’s past year of commit activity
    0 0 0 0 Updated Nov 20, 2024
  • LDAdam Public

    LDAdam - Adaptive Optimization from Low-Dimensional Gradient Statistics

    IST-DASLab/LDAdam’s past year of commit activity
    Python 6 Apache-2.0 0 0 0 Updated Nov 6, 2024
  • torch_cgx Public

    Pytorch distributed backend extension with compression support

    IST-DASLab/torch_cgx’s past year of commit activity
    C++ 16 AGPL-3.0 0 4 0 Updated Oct 17, 2024
  • IST-DASLab/ISTA-DASLab-Optimizers’s past year of commit activity
    Python 7 Apache-2.0 0 0 0 Updated Sep 5, 2024
  • Sparse-Marlin Public

    Boosting 4-bit inference kernels with 2:4 Sparsity

    IST-DASLab/Sparse-Marlin’s past year of commit activity
    Cuda 60 Apache-2.0 4 1 0 Updated Sep 4, 2024

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