Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
awesome-green-ai
A curated list of awesome Green AI resources and tools to reduce the environmental impacts of using and deploying AI.
https://github.com/samuelrince/awesome-green-ai
Last synced: 2 days ago
JSON representation
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π Tools
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Code-Based Tools
- carbontracker - black?style=flat&logo=linux) ![GPU](https://img.shields.io/badge/GPU-black?style=flat&logo=nvidia)
- Eco2AI - black?style=flat&logo=linux) ![GPU](https://img.shields.io/badge/GPU-black?style=flat&logo=nvidia)
- Tracarbon - black?style=flat&logo=linux) ![Mac](https://img.shields.io/badge/Mac-black?style=flat&logo=apple) ![GPU](https://img.shields.io/badge/GPU-black?style=flat&logo=nvidia)
- EcoLogits - black?style=flat&logo=linux) ![Mac](https://img.shields.io/badge/Mac-black?style=flat&logo=apple) ![Win](https://img.shields.io/badge/Win-black?style=flat&logo=windows) ![GPU](https://img.shields.io/badge/GPU-black?style=flat&logo=nvidia)
- AIPowerMeter - black?style=flat&logo=linux) ![GPU](https://img.shields.io/badge/GPU-black?style=flat&logo=nvidia)
- carbonai - black?style=flat&logo=linux) ![Mac](https://img.shields.io/badge/Mac-black?style=flat&logo=apple) ![Win](https://img.shields.io/badge/Win-black?style=flat&logo=windows) ![GPU](https://img.shields.io/badge/GPU-black?style=flat&logo=nvidia)
- experiment-impact-tracker - in method to track energy usage, carbon emissions, and compute utilization of your system.<br> ![Linux](https://img.shields.io/badge/Linux-black?style=flat&logo=linux) ![GPU](https://img.shields.io/badge/GPU-black?style=flat&logo=nvidia)
- GATorch - Aware PyTorch Extension.<br> ![Linux](https://img.shields.io/badge/Linux-black?style=flat&logo=linux) ![GPU](https://img.shields.io/badge/GPU-black?style=flat&logo=nvidia)
- GPU Meter - black?style=flat&logo=linux) ![GPU](https://img.shields.io/badge/GPU-black?style=flat&logo=nvidia)
- PyJoules - black?style=flat&logo=linux) ![GPU](https://img.shields.io/badge/GPU-black?style=flat&logo=nvidia)
- CodeCarbon - black?style=flat&logo=linux) ![Mac](https://img.shields.io/badge/Mac-black?style=flat&logo=apple) ![Win](https://img.shields.io/badge/Win-black?style=flat&logo=windows) ![GPU](https://img.shields.io/badge/GPU-black?style=flat&logo=nvidia) ![CLI](https://img.shields.io/badge/CLI-black?style=flat&logo=cli)
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Optimization Tools
- Zeus - black?style=flat&logo=linux) ![GPU](https://img.shields.io/badge/GPU-black?style=flat&logo=nvidia)
- GEOPM - black?style=flat&logo=nvidia) ![k8s](https://img.shields.io/badge/k8s-black?style=flat&logo=kubernetes)
- Zeus - black?style=flat&logo=linux) ![GPU](https://img.shields.io/badge/GPU-black?style=flat&logo=nvidia)
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Monitoring Tools
- Scaphandre - black?style=flat&logo=linux) ![Docker](https://img.shields.io/badge/Docker-black?style=flat&logo=docker) ![k8s](https://img.shields.io/badge/k8s-black?style=flat&logo=kubernetes)
- PowerJoular - black?style=flat&logo=linux) ![Raspberry](https://img.shields.io/badge/Raspberry-black?style=flat&logo=raspberrypi) ![GPU](https://img.shields.io/badge/GPU-black?style=flat&logo=nvidia) ![CLI](https://img.shields.io/badge/CLI-black?style=flat&logo=cli)
- Boagent - black?style=flat&logo=linux)
- vJoule - black?style=flat&logo=linux) ![GPU](https://img.shields.io/badge/GPU-black?style=flat&logo=nvidia) ![CLI](https://img.shields.io/badge/CLI-black?style=flat&logo=cli)
- jupyter-power-usage - black?style=flat&logo=linux) ![GPU](https://img.shields.io/badge/GPU-black?style=flat&logo=nvidia)
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Calculation Tools
- ML CO2 Impact - Compute model emissions and add the results to your paper with our generated latex template.
- MLCarbon - End-to-end carbon footprint modeling tool.
- GenAI Carbon Footprint - A tool to estimate energy use (kWh) and carbon emissions (gCO2eq) from LLM usage.
- Boaviztapi - Multi-criteria impacts of compute resources taking into account manufacturing and usage.
- EcoLogits Calculator - Estimate energy consumption and environmental impacts of LLM inference.
- AI Carbon - Estimate your AI model's carbon footprint.
- Datavizta - Compute resources data explorer not limited to AI.
- EcoDiag - Compute carbon footprint of IT resources taking into account manufactuing and usage (π«π· only).
- Green Algorithms - A tool to easily estimate the carbon footprint of a project.
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Leaderboards
- ML.Energy Leaderboard - Energy consumption of LLMs at inference.
- LLM Perf Leaderboad - Benchmarking LLMs on performance and energy.
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π Papers
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Leaderboards
- Jagannadharao et al. (2023)
- Jagannadharao et al. (2023)
- Desislavov et al. (2023)
- Jagannadharao et al. (2023)
- Jagannadharao et al. (2023)
- Jagannadharao et al. (2023)
- Humsom et al. (2024)
- Jagannadharao et al. (2023)
- Jagannadharao et al. (2023)
- Jagannadharao et al. (2023)
- Jagannadharao et al. (2023)
- Jagannadharao et al. (2023)
- Jagannadharao et al. (2023)
- Wu et al. (2022)
- Patterson et al. (2022)
- Henderson et al. (2022)
- Pachot et al. (2022)
- Li et al. (2023)
- You et al. (2023)
- Yang et al. (2023)
- Li et al. (2023)
- Faiz et al. (2023)
- Castano et al. (2023)
- Luccioni et al. (2023)
- Chung et al. (2023)
- Jagannadharao et al. (2023)
- Morand et al. (2024)
- Strubell et al. (2019)
- Lacoste et al. (2019)
- Anthony et al. (2020)
- Patterson, et al. (2021)
- Lannelongue et al. (2021)
- Ligozat et al. (2022)
- Dodge et al. (2022)
- Luccioni et al. (2022)
- Hessenthaler et al. (2022)
- Budennyy et al. (2022)
- Lefèvre et al. (2022)
- Berthelot et al. (2024)
- Stojkovic et al. (2024)
- Liu et al. (2024)
- Lang et al. (2024)
- Wu et al. (2024)
- Jagannadharao et al. (2023)
- Jagannadharao et al. (2023)
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Calculation Tools
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Survey Papers
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Programming Languages
Categories
Sub Categories
Keywords
energy-consumption
6
sustainability
6
energy
5
carbon-footprint
3
python
3
rapl
2
power
2
energy-efficiency
2
deep-learning
2
electricity-consumption
2
green-ai
2
genai
1
generative-ai
1
green-software
1
llm
1
llm-inference
1
sustainable-ai
1
pytorch
1
intel-rapl
1
electricity
1
mlsys
1
power-consumption-measurement
1
machine-learning
1
ghg
1
esg
1
environment
1
emission-tracker
1
co2-monitoring
1
co2-emissions
1
carbon-emissions
1
ai
1
openapi
1
telemetry
1
service
1
power-management
1
hpc
1
high-performance-computing
1
hardware
1
control-systems
1
jupyterlab-extension
1
jupyterlab
1
jupyter
1
green-computing
1
emissions-co2
1
software
1
powerjoular
1
joular
1
green
1
ada
1
watts
1