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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 1.9k 150

  2. sparsegpt sparsegpt Public

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

    Python 694 88

  3. marlin marlin Public

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

    Python 555 44

  4. qmoe qmoe Public

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

    Python 258 22

  5. PanzaMail PanzaMail Public

    Python 254 13

  6. QUIK QUIK Public

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

    C++ 167 12

Repositories

Showing 10 of 46 repositories
  • IST-DASLab/PanzaMail’s past year of commit activity
    Python 254 Apache-2.0 13 3 4 Updated Sep 11, 2024
  • IST-DASLab/ISTA-DASLab-Optimizers’s past year of commit activity
    Python 5 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 46 Apache-2.0 2 1 0 Updated Sep 4, 2024
  • marlin Public

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

    IST-DASLab/marlin’s past year of commit activity
    Python 555 Apache-2.0 44 23 4 Updated Sep 4, 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 694 Apache-2.0 88 14 1 Updated Aug 20, 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 13 Apache-2.0 3 1 0 Updated Aug 16, 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-2.0 527 0 1 Updated Jul 24, 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 Jul 22, 2024
  • MicroAdam Public

    This repository contains code for the MicroAdam paper.

    IST-DASLab/MicroAdam’s past year of commit activity
    Python 8 Apache-2.0 3 0 0 Updated Jun 28, 2024
  • IST-DASLab/AutoGPTQRoSA’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Jun 27, 2024

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