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| # Resources | ||
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| ## Talks & Demos | ||
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| We really appreciate talks and demos about Kepler from the community. If you have made a presentation that demonstrated or referenced Kepler, please open a PR to add it to this page! | ||
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| ### Kepler Demos | ||
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| The list below contains talks that demo Kepler, its capabilities, and how to gather energy metrics of various Kubernetes resources. | ||
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| - "Sustainability the Container Native Way", Huamin Chen (Red Hat) & Chen Wang (IBM), Open Source Summit NA 2022 [[slides]](https://github.com/sustainable-computing-io/kepler/blob/main/doc/OSS-NA22.pdf) | ||
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| - "Sustainability Research the Cloud Native Way", Chen Wang (IBM) & Huamin Chen (Red Hat), KubeCon NA 2022 [[slides]](https://github.com/sustainable-computing-io/kepler-doc/blob/main/demos/KubeConNA-2022_Sustainability-Research-the-Cloud-Native-Way.pdf) | ||
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| - "Sustainability in Computing: Energy Efficient Placements of Edge Workloads", Parul Singh & Kaiyi Liu (Red Hat), Kubernetes Edge Day NA 2022 [[slides]](https://github.com/sustainable-computing-io/kepler-doc/blob/main/demos/Kubernetes-Edge-Day.pdf) | ||
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| - "Green(ing) CI/CD: A Sustainability Journey with GitOps", Niki Manoledaki (Weaveworks), GitOpsCon NA 2022 [[slides]](https://github.com/sustainable-computing-io/kepler-doc/blob/main/demos/GitOpsCon22-Sustainability-Journey.pdf) | ||
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| ### Kepler References | ||
| > To simplify the conference column, workshops and co-located events are represented by the main conference name. | ||
| ## Talks/Presentations That Demonstrate Kepler | ||
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| The list below contains talks that explain Kepler, specifically discuss Kepler, demonstrate its capabilities, and showcase how to gather energy metrics of various Kubernetes resources. | ||
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| No.|Title|Speakers/Authors|Conference|Links | ||
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| 1|Sustainability the Container Native Way | Huamin Chen (Red Hat) & Chen Wang (IBM) |OSS NA 2022|[[slide]](https://github.com/sustainable-computing-io/kepler/blob/main/doc/OSS-NA22.pdf) | ||
| 2|Sustainability Research the Cloud Native Way | Chen Wang (IBM) & Huamin Chen (Red Hat) | KubeCon NA 2022 | [[slide]](https://github.com/sustainable-computing-io/kepler-doc/blob/main/demos/KubeConNA-2022_Sustainability-Research-the-Cloud-Native-Way.pdf) | ||
| 3|Sustainability in Computing: Energy Efficient Placements of Edge Workloads|Parul Singh & Kaiyi Liu (Red Hat)|KubeCon NA 2022|[[slide]](https://github.com/sustainable-computing-io/kepler-doc/blob/main/demos/Kubernetes-Edge-Day.pdf) | ||
| 4|Green(ing) CI/CD: A Sustainability Journey with GitOps|Niki Manoledaki (Weaveworks)|GitOpsCon NA 2022|[[slide]](https://github.com/sustainable-computing-io/kepler-doc/blob/main/demos/GitOpsCon22-Sustainability-Journey.pdf) | ||
| 5|Kepler: A framework to calculate the energy consumption of containerized applications|Marcelo Amaral (IBM) & Huamin Chen (RedHat) & Tatsuhiro Chiba (IBM) & Rina Nakazawa (IBM) & Sunyanan Choochotkaew (IBM) & Eun Kyung Lee (IBM) & Tamar Eilam (IBM)| IEEE CLOUD 2023 | [[paper]](https://ieeexplore.ieee.org/document/10254956/) | ||
| 6|Kepler|Marcelo Amaral|IEEE OSS 2023|[[schedule]](https://conferences.computer.org/services/2023/symposia/oss.html) | ||
| 7|Advancing Cloud Sustainability: A Versatile Framework for Container Power Model Training| Sunyanan Choochotkaew (IBM) & Chen Wang (IBM) & Huamin Chen (RedHat) & Tatsuhiro Chiba (IBM) & Marcelo Amaral (IBM) & Eun Kyung Lee (IBM) & Tamar Eilam (IBM)| IEEE MASCOTS 2023 | [[paper]](https://ieeexplore.ieee.org/document/10387542) | ||
| 8|When Observability Meets Sustainability: A Real World Experience|Marcelo Amaral (IBM), Hua Ye (IBM), Fan Jing Meng (IBM)|OSS EU 2023 | [[session]](https://osseu2023.sched.com/event/1OGdt) | ||
| 9|Greening the AI Cloud: Validating Power Models for Kubernetes Containers|Marcelo Amaral| OSS EU 2023|[[recording]](https://youtu.be/nqgcKTlbsqY) | ||
| 10|Towards a Methodology and Framework for AI Sustainability Metrics|Tamar Eilam, Pedro D. Bello-Maldonado, Bishwaranjan Bhattacharjee, Carlos Costa, Eun Kyung Lee, Asser Tantawi|Hot Carbon 2023|[[recording]](https://mediaspace.ucsd.edu/media/HotCarbon%E2%80%9923%3A+Toward+a+Life+Cycle+Assessment+for+the+Carbon+Footprint+of+Data+%28Mersy+et+al.%29/1_fa9gc9ut/307441832) | ||
| 11|Kepler: Project Update and Deep Dive| Marcelo Amaral & Tatsuhiro Chiba| KubeCon NA 2023|[[recording]](https://youtu.be/pDybCLlQrXQ) | ||
| 12|Energy Observability Using Kepler: Revolutionizing Cloud Efficiency|Sally OMalley & Marcelo Amaral|KubeCon NA 2023|[[session]](https://sched.co/1Rj29) | ||
| 13|kepler 101|Sam Yuan(IBM)|KubeCon China 2023|[[recording]](https://www.bilibili.com/video/BV1vu411A735) | ||
| 14|kepler deployment|Sam Yuan|KubeCon China 2023|[[recording]](https://www.bilibili.com/video/BV1DN411n7ku) | ||
| 15|build kepler|Sam Yuan|KubeCon China 2023|[[recording]](https://www.bilibili.com/video/BV1Fj411k7ro) | ||
| 16|kepler model training|Sam Yuan|KubeCon China 2023|[[recording]](https://www.bilibili.com/video/BV1rP411t79b) | ||
| 17|通过Istio、Kepler和智能调度实现优化的微服务性能和可持续性 <br>Towards Optimized Microservices Performance & Sustainability via Istio, Kepler and Smart Scheduling | Peng Hui Jiang & Kevin Su (IBM) & Yingchun Guo (Intel) | KubeCon China 2023|[[session]](https://sched.co/1PTGz) | ||
| 18|在特定平台上，开普勒准确吗？<br> Is Kepler Accurate on Specific Platforms? | Jie Ren & Ken Lu (Intel)| KubeCon China 2023|[[session]](https://sched.co/1PTHu) | ||
| 19|KBE Insider E27: Environmental Sustainability| Marcelo Carneiro do Amaral, and Huamin Chen|RedHat Developer Channel 2024|[[video]](https://www.youtube.com/watch?v=wSQ1InIyIUE) | ||
| 20|Optimizing Cloud Native Power Consumption using Kepler|Marcelo Carneiro do Amaral|Pure Performance Podcast 2024|[[video]](https://www.youtube.com/watch?v=svypvwPqqPk) | ||
| 21|Sustainable Computing: Measuring Application Energy Consumption in Kubernetes Environments with Kepler|Marcelo Amaral & Sunyanan Choochotkaew|KubeCon EU 2024|[[recording]](https://www.youtube.com/watch?v=7_a9mCTcxkk) | ||
| 22|Empowering Efficiency: PEAKS - Orchestrating Power-Aware Kubernetes Scheduling|Parul Singh & Krishnasuri Narayanam| KubeCon EU 2024|[[recording]](https://www.youtube.com/watch?v=WPrSnZ4lyjw) | ||
| 23|Unlock Energy Consumption in the Cloud with eBPF| Leonard Pahlke | KubeCon EU 2024 | [[session]](https://kccnceu2024.sched.com/event/1YeOO) | ||
| 24|Keynote: Building IT Green: A Journey of Platforms, Data, and Developer Empowerment at Deutsche Bahn|Gualter Barbas Baptista (Deutsche Bahn)| KubeCon EU 2024|[[session]](https://kccnceu2024.sched.com/event/1YhJk) | ||
| 25|Saving the Planet One Cluster at a Time: Operationalising Sustainability in Kubernetes | Gabi Beyer & Brendan Kamp | KubeCon EU 2024|[[session]](https://kccnceu2024.sched.com/event/1YeR6) | ||
| 26|A Robust Power Model Training Framework for Cloud Native Runtime Energy Metric Exporter|Sunyanan Choochotkaew, Chen Wang, Huamin Chen, Tatsuhiro Chiba, Marcelo Amaral, Eun Kyung Lee, Tamar Eilam|Arxiv 2024|[[paper]](https://arxiv.org/abs/2407.00878) | ||
| 27|Process-based Efficient Power Level Exporter|Marcelo Amaral, Huamin Chen, Tatsuhiro Chiba, Rina Nakazawa, Sunyanan Choochotkaew, Eun Kyung Lee and Tamar Eilam|IEEE CLOUD 2024|TBA | ||
| 28|Best-Effort Power Model Serving for Energy Quantification of Cloud Instances|Sunyanan Choochotkaew, Tatsuhiro Chiba, Marcelo Amaral, Rina Nakazawa, Scott Trent, Eun Kyung Lee, Umamaheswari Devi, Tamar Eilam and Huamin Chen|IEEE MASCOTS 2024|TBA | ||
| 29|Introduction to Monitoring Long-Term Energy Consumption and Carbon Emission With the SusQL Operator|Scott Trent (IBM)|Sustainability Week Local Meetup Tokyo 2024|[[session]](https://cncj-sustainability-week-japan.sessionize.com/session/724139) | ||
| 30|Measuring the Power Consumption and Carbon Emissions of Your Local LLM on Kubernetes|Akiho Miyamura|Sustainability Week Local Meetup Tokyo 2024|[[session]](https://cncj-sustainability-week-japan.sessionize.com/session/735148) | ||
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| ## Talks/Presentations That Refer to Kepler | ||
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| The list below contains talks that reference Kepler in discussions on energy efficiency and cloud-native environmental sustainability. | ||
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| - "Panel Discussion: Moving Towards Environmentally Sustainable Operations with Cloud Native Tools", Niki Manoledaki (Weaveworks), Chris Lavery (Weaveworks), Marlow Weston (Intel), William Caban (Red Hat) [[recording]](https://www.youtube.com/watch?v=2_Sx9ElD3o8) | ||
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| - "How to Get Involved in CNCF Environmental Sustainability TAG", Marlow Weston (Intel) & Huamin Chen (Red Hat), KubeCon NA 22 [[recording]](https://www.youtube.com/watch?v=XFZZ9YfOyI8) | ||
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| - "Smart Green Computing Cloud Native Operations", William Caban & Federico Rossi (Red Hat), KubeCon NA 2022 [[recording]](https://www.youtube.com/watch?v=cuzj-gUfYXA) | ||
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| - 通过Istio、Kepler和智能调度实现优化的微服务性能和可持续性 | Towards Optimized Microservices Performance & Sustainability via Istio, Kepler and Smart Scheduling - Peng Hui Jiang & Kevin Su, IBM & Yingchun Guo, Intel, KubeCon China 2023 [link](https://sched.co/1PTGz) | ||
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| - 在特定平台上，开普勒准确吗？ | Is Kepler Accurate on Specific Platforms? - Jie Ren & Ken Lu, Intel, KubeCon China 2023 [link](https://sched.co/1PTHu) | ||
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| - [kepler 101](https://www.bilibili.com/video/BV1vu411A735), Sam Yuan(IBM), KubeCon China 2023 kiosk, recording in Chinese | ||
| No.|Title|Speakers|Conference|Link | ||
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| 1|Panel Discussion: Moving Towards Environmentally Sustainable Operations with Cloud Native Tools|Niki Manoledaki (Weaveworks), Chris Lavery (Weaveworks), Marlow Weston (Intel), William Caban (Red Hat)|KubeCon NA 2022|[[recording]](https://www.youtube.com/watch?v=2_Sx9ElD3o8) | ||
| 2|How to Get Involved in CNCF Environmental Sustainability TAG|Marlow Weston (Intel) & Huamin Chen (Red Hat)| KubeCon NA 2022| [[recording]](https://www.youtube.com/watch?v=XFZZ9YfOyI8) | ||
| 3|Smart Green Computing Cloud Native Operations| William Caban & Federico Rossi (Red Hat)| KubeCon NA 2022| [[recording]](https://www.youtube.com/watch?v=cuzj-gUfYXA) | ||
| 4|Cloud Native Sustainability Efforts in the Community - TAG Environmental Sustainability |Antonio Di Turi, Data Reply Gmbh & Kristina Devochko| KubeCon EU 2024|[[session]](https://kccnceu2024.sched.com/event/1Yhgd) | ||
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| - [kepler deployment](https://www.bilibili.com/video/BV1DN411n7ku), Sam Yuan(IBM), KubeCon China 2023 kiosk, recording in Chinese | ||
| ## Kepler Blogs/Arxiv | ||
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| - [build kepler](https://www.bilibili.com/video/BV1Fj411k7ro), Sam Yuan(IBM), KubeCon China 2023 kiosk, recording in Chinese | ||
| The list below contains blog posts or arxiv papers that describe Kepler | ||
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| - [kepler model training](https://www.bilibili.com/video/BV1rP411t79b), Sam Yuan(IBM), KubeCon China 2023 kiosk, recording in Chinese | ||
| No.|Title|Authors|Year|Link | ||
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| 1|Exploring Kepler’s potentials: unveiling cloud application power consumption| Marcelo Amaral, Sunyanan Choochotkaew, Eun Kyung Lee, Huamin Chen, and Tamar Eilam|2023|[[CNCF blog]](https://www.cncf.io/blog/2023/10/11/exploring-keplers-potentials-unveiling-cloud-application-power-consumption/) | ||
| 2|A Robust Power Model Training Framework for Cloud Native Runtime Energy Metric Exporter|Sunyanan Choochotkaew, Chen Wang, Huamin Chen, Tatsuhiro Chiba, Marcelo Amaral, Eun Kyung Lee, Tamar Eilam|2024|[[arxiv]](https://arxiv.org/abs/2407.00878) | ||
| 3|Idle Power Matters: Kepler Metrics for Public Cloud Energy Efficiency|Sunyanan Choochotkaew, Marcelo Amaral, Huamin Chen|2024|[[TAG ENV blog]](https://tag-env-sustainability.cncf.io/blog/2024-06-idle-power-matters-kepler-metrics-for-public-cloud-energy-efficiency/) |