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Estimating the environmental impact of Generative-AI services using an LCA-based methodology
Estimating the environmental impact of Generative-AI services using an LCA-based methodology
Generative AI (Gen-AI) represents a major growth potential for the digital industry, a new stage in digital transformation through its many applications. Unfortunately, by accelerating the growth of digital technology, Gen-AI is contributing to the significant and multiple environmental damage caused by its sector. The question of the sustainability of IT must include this new technology and its applications, by measuring its environmental impact. To best respond to this challenge, we propose various ways of improving the measurement of Gen-AI's environmental impact. Whether using life-cycle analysis methods or direct measurement experiments, we illustrate our methods by studying Stable Diffusion a Gen-AI image generation available as a service. By calculating the full environmental costs of this Gen-AI service from end to end, we broaden our view of the impact of these technologies. We show that Gen-AI, as a service, generates an impact through the use of numerous user terminals and networks. We also show that decarbonizing the sources of electricity for these services will not be enough to solve the problem of their sustainability, due to their consumption of energy and rare metals. This consumption will inevitably raise the question of feasibility in a world of finite resources. We therefore propose our methodology as a means of measuring the impact of Gen-AI in advance. Such estimates will provide valuable data for discussing the sustainability or otherwise of Gen-AI solutions in a more transparent and comprehensive way. We intend to help this discussion by differentiating in our approach between the embodied and operational impacts of Gen-AI. In this way, we can consider the sustainability of models, as we already do for equipment.
·inria.hal.science·
Estimating the environmental impact of Generative-AI services using an LCA-based methodology
SpeedCurve | Performance audit: Lego.com
SpeedCurve | Performance audit: Lego.com
The LEGO home page is lean and quick to start render, but it still suffers from a slow Largest Contentful Paint time. Here are some quick fixes.
·speedcurve.com·
SpeedCurve | Performance audit: Lego.com
WebPerf Snippets – Nextra
WebPerf Snippets – Nextra
A curated list of snippets to get Web Performance metrics to use in the browser console or as snippets on Chrome DevTools by Joan León
·webperf-snippets.nucliweb.net·
WebPerf Snippets – Nextra
State of Readiness - Sustainability in Digital Advertising Report - IAB Europe
State of Readiness - Sustainability in Digital Advertising Report - IAB Europe
Sustainability is now a key focus for the digital advertising industry. Last year, it was estimated that a typical ad campaign emitted around 5.4 tons of CO2, with a programmatic ad impression producing around one gram of Co2 emissions. When the number of ad impressions transacted on a regular basis…
·iabeurope.eu·
State of Readiness - Sustainability in Digital Advertising Report - IAB Europe
Yellow Lab Tools - Page Speed audit
Yellow Lab Tools - Page Speed audit
Yellow Lab Tools is a free online web performance analyzer. It audits a webpage for performance and front-end quality issues. And it's open-source!
·yellowlab.tools·
Yellow Lab Tools - Page Speed audit
Reporting requirements on the energy performance and sustainability of data centres for the Energy Efficiency Directive. Task A report, Options for a reporting scheme for data centres - Publications Office of the EU
Reporting requirements on the energy performance and sustainability of data centres for the Energy Efficiency Directive. Task A report, Options for a reporting scheme for data centres - Publications Office of the EU
Details of the publication
·op.europa.eu·
Reporting requirements on the energy performance and sustainability of data centres for the Energy Efficiency Directive. Task A report, Options for a reporting scheme for data centres - Publications Office of the EU
Tailwind vs Semantic CSS
Tailwind vs Semantic CSS
Comparing two identically designed websites, their weight, amount of HTML and CSS, rendering speed, and best practices.
·nuejs.org·
Tailwind vs Semantic CSS
Tu devrais faire de la WebPerf
Tu devrais faire de la WebPerf
24 jours de web : Le calendrier de l'avent des gens qui font le web d'après.
Front-End Performance Checklist
·24joursdeweb.fr·
Tu devrais faire de la WebPerf
[TeleCoop] Article blog + Déclaration d’écoconception - HackMD
[TeleCoop] Article blog + Déclaration d’écoconception - HackMD
L’écoconception numérique continue à se développer en France, notamment portée par le nouveau réglement général d’écoconception de services numériques (RGESN) développé au sein de l’État. Cette pratique consiste à se demander quoi faire pour réduire la charge environnementale (émissions de gaz à effet de serre, consommation d’énergie, d’eau, etc.) d’un site web et de son usage. Nous avons maintenant une certaine expérience du sujet puisque nous explorons à la fois en théorie et en pratique depuis 5 ans toutes ces questions. La refonte de Telecoop s’inscrit d’ailleurs dans la continuité de celle pour Commown avec Derek Salmon. Dans cette étude de cas, nous allons tâcher d’appliquer ce fameux RGESN qui se distingue par 8 grands axes : la stratégie, les spécifications, l’architecture, l’UX/UI, les contenus, le front-end, le back-end, l’hébergement. Nous allons reprendre point par point chacun de ces éléments.
·hackmd.io·
[TeleCoop] Article blog + Déclaration d’écoconception - HackMD