~/talks

Tiejun Chen

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⚡Empower Open Edge Computing on RISC-VKubeCon + CloudNativeCon + OpenInfra Summit + PyTorch Conference China 20262026-09-07
LF Edge - Linux Foundation Edge, is aiming to establish an open, interoperable software framework for edge computing, independent of hardware, silicon, cloud…
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Lightning Talk: Dynamic GPU Fraction and Sharing With Cloud Native PrincipleKubeCon + CloudNativeCon China 20252025-06-10
Claims a working PoC called GPU.x that uses a Python interposer to intercept ML-framework calls (PyTorch, TensorFlow) and enforce dynamic fractional GPU memory…
Lightning on
Empower WebAssembly ML Over Diverse AI Hardware Accelerators Outside the BrowserContainerCon @ Open Source Summit North America 20242024-04-16
A runtime backend interposer hooks into TensorFlow/PyTorch/ONNX APIs, compiles loaded models with a TVM graph compiler (or vendor toolchains like…
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Lightning Talk: Accelerate WebAssembly AI with Backend Graph Compliers on a Wide Variety of AI HW AcceleratorsContainer Plumbing Days 20242024-04-15
Prototype WebAssembly runtime injects a transparent backend interposer that intercepts ML framework calls (it hijack load_model/predict) and redirects models…
Lightning on
Lightning Talk: GPU.x - Dynamic GPU Fraction and Sharing on ML Mainstream FrameworkAI.dev: Open Source GenAI & ML Summit North America 20232023-12-12
Claims a working PoC called GPU.x that injects a transparent Python hooker into mainstream ML frameworks to slice an 8 GB GPU into live fractions (demo shows…
Lightning on
Empower ML Framework on RISC-V by Backend Graph CompilersRISC-V Summit North America 20232023-11-06
A transparent backend interposer intercepts ML framework calls (TensorFlow/TensorFlow Lite/PyTorch) and automatically forwards models and predict calls to…
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Boost ML on Heterogeneous AI Accelerator with Ray on K8sKubeCon + CloudNativeCon + Open Source Summit China 20232023-09-26
在k8s上使用Ray对异构AI加速器进行ML增强 | Boost ML on Heterogeneous AI Accelerator with Ray on K8s - Tiejun Chen…
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Empower Upstream ML Frameworks on RISC-VRISC-V Summit 20222022-12-13
A system proxies upstream TensorFlow/PyTorch operator calls from a minimal RISC‑V stub to an accessible host that actually runs the heavy libraries and…
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Empower Heterogeneous Edge AI Acceleration with K8sKubernetes on Edge Day Europe 20222022-05-17
Kubernetes extension detects PCI/USB IDs with Node Feature Discovery, auto-labels devices, and deploys vendor device plugins so scheduler places pods on…
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Run wasm applications on kubernetes edge clusterKubeCon + CloudNativeCon + Open Source Summit China 20212021-12-09
Don’t miss out! Join us at our next event: KubeCon + CloudNativeCon Europe 2022 in Valencia, Spain from May 17-20. Learn more at https://kubecon.io The…
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Integrate RISC V to build Open Common Automotive PlatformRISC-V Summit 20192019-12-09
Proposes an open automotive reference platform that uses RISC‑V core partitioning to run safety‑critical code on isolated cores while consolidating noncritical…
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Integrate ROS into EdgeX - Startover of Edge Computing SystemOpen Source Summit Europe + Embedded Linux Conference Europe 20192019-10-28
Shows a concrete integration path: ROS device nodes as EdgeX device services register callbacks that translate ROS topics into EdgeX readings, using a local…
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Panel: Edge Computing in the IoTKubeCon + CloudNativeCon + Open Source Summit China 20192019-06-24
Panel: Edge Computing in the IoT - Tiejun Chen, VMware; Janko Isidorovic, Mainflux; Shane Wang, Intel; Changming Bai, Alibaba and Ivy Peng, IoT Think-Tank…
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Panel: Edge Computing in the IoTKubeCon + CloudNativeCon China 20192019-06-24
Join us for Kubernetes Forums Seoul, Sydney, Bengaluru and Delhi - learn more at kubecon.io Don't miss KubeCon + CloudNativeCon 2020 events in Amsterdam March…
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Preempt-RT Raspberry Pi LinuxEmbedded Linux Conference + OpenIoT Summit North America 20182018-03-12
Preempt-RT is merged into a Raspberry Pi kernel branch (rpi-4.14.y-rt) and tested on a Pi 3 Model B using cyclictest. Measured worst-case latencies fall from…
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Unikernels and ExplorationsOpen Source Summit North America 20172017-09-11
Claims that Linux can be converted into a usable unikernel and that hypervisor and toolchain changes are needed to make that practical, with prototypes running…
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