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muse-research-lab's Projects
beam-mysql-connector
Apache Beam I/O connector designed for accessing MySQL databases.
cloud-forecast-data-persistence
This repository contains the code that tests a cloud resource usage forecasting method based on the insight of data persistence, using timeseries of resource usage from publicly available datasets released by Alibaba, Azure, Google and Bitbrains.
cloud-forecast-lstm
Cloud resources forecasting using LSTM Neural Networks
cloud-traces-comparison
Time Series Comparison for Google's 2019 Trace Dataset
cluster-resource-forecast
This repository contains experimental tools we developed to forecast a clusters' resource (CPU or memory) usage.
llm-inference-workload-eval
This repository contains all the code used for the experimental analysis of the paper: The Importance of Workload Choice in Evaluating LLM Inference Systems.
representation-learning-cloud-resource-forecasting
This repository contains the source code for the MTEBWY system, a prototype that leverages representation learning to forecast cloud resource usage
resource-overcommitment-predictors
This repository contains the code that tests various proposed predictors for resource overcommitment.
vllm
A high-throughput and memory-efficient inference and serving engine for LLMs
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