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November 15-16, 2022
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Wednesday, November 16 • 4:20pm - 4:50pm
WebAssembly Based AI as a Service on the Edge with Kubernetes - Rishit Dagli, Narayana Junior College; Incoming University of Toronto & Shivay Lamba, Meilisearch

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WebAssembly (WASM) is being adopted at an increasing rate for edge applications. That allows WASM runtimes, such as WasmEdge (a lightweight and high-performance runtime for cloud-native, edge, and decentralized devices), to run serverless functions on the edge. Following the large-scale adoption and benefits of serverless computing, we focus on deploying these as a Function-as-a-service on edge devices. This talk gives a lot of focus to converting your multi-thrreaded rust applications (often the case with using libraries) into WASM compatible deployments.Machine Learning inference is often a computationally intensive task and edge applications could greatly benefit from the speed of WebAssembly. Unfortunately, Linux containers end up being too heavy for such tasks. Demonstrating Machine Learning deployments in such a fashion, another problem we face is that the standard WebAssembly provides very limited access to the native OS and hardware, such as multi-core CPUs, GPUs, or TPUs which is not ideal for the systems we target. The talk also shows how one could use the WebAssembly System Interface (WASI) to get security, portability, and native speed for ML models. To top it off this talk ends with a demo of deploying a Machine learning model as a serverless function using WASM deployed on an edge device.

Speakers
avatar for Shivay Lamba

Shivay Lamba

Software Engineer & Developer Advocate
Shivay Lamba is a software developer specializing in DevOps, Machine Learning and Full Stack Development. He is an Open Source Enthusiast and has been part of various programs like Google Code In and Google Summer of Code as a Mentor. He is actively involved in community work as well... Read More →
avatar for Rishit Dagli

Rishit Dagli

Student, Narayana Junior College; Incoming University of Toronto
I am a high school student. I work with ML and am an active contributor to multiple OSS projects like TensorFlow, KubeFlow, and Kubernetes. I also love building open-source projects, some of which have been #1 trending on GitHub. Seeing my work at a young age, I was invited to speak... Read More →


Wednesday November 16, 2022 4:20pm - 4:50pm PST
Aspen