mlsys
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🚀 Awesome System for Machine Learning ⚡️ AI System Papers and Industry Practice. ⚡️ System for Machine Learning, LLM (Large Language Model), GenAI (Generative AI). 🍻 OSDI, NSDI, SIGCOMM, SoCC, MLSys, etc. 🗃️ Llama3, Mistral, etc. 🧑💻 Video Tutorials.
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Aug 14, 2024
FedScale is a scalable and extensible open-source federated learning (FL) platform.
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Dec 18, 2023 - Python
SVDQuant: Absorbing Outliers by Low-Rank Components for 4-Bit Diffusion Models
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Nov 21, 2024 - Cuda
Machine Learning Framework for Operating Systems - Brings ML to Linux kernel
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Dec 13, 2021 - C
An acceleration library that supports arbitrary bit-width combinatorial quantization operations
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Sep 30, 2024 - C++
Deep Learning Energy Measurement and Optimization
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Nov 20, 2024 - Python
A scalable & efficient active learning/data selection system for everyone.
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Jul 8, 2024 - Python
A ChatGPT(GPT-3.5) & GPT-4 Workload Trace to Optimize LLM Serving Systems
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Oct 15, 2024 - Python
Optimal Sparse Decision Trees
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Apr 27, 2023 - Python
Federated Learning Systems Paper List
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Feb 7, 2024
sensAI: ConvNets Decomposition via Class Parallelism for Fast Inference on Live Data
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Jul 25, 2024 - Python
NAACL '24 (Best Demo Paper RunnerUp) / MlSys @ NeurIPS '23 - RedCoast: A Lightweight Tool to Automate Distributed Training and Inference
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Oct 21, 2024 - Python
TidalDecode: A Fast and Accurate LLM Decoding with Position Persistent Sparse Attention
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Oct 9, 2024 - Python
GraphSnapShot: Fast Storage and Retrieval for Graph Local Structure for Scalable Graph Learning
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Jul 9, 2024 - Python
Code for "Apparate: Rethinking Early Exits to Tame Latency-Throughput Tensions in ML Serving" [SOSP '24]
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Nov 21, 2024 - Python
Accelerating Deep Learning Training (DLT) from Storage Perspective
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Oct 16, 2022
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