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Composable Tasking
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Classroom Contents
Taskflow - A Heterogeneous Task Graph Programming System with Control Flow
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- 1 Intro
- 2 Your Computer is Already Parallel
- 3 Drop-in Integration
- 4 Motivation: Parallelizing VLSI CAD Tools
- 5 Two Big Problems of Existing Tools
- 6 Example: An Iterative Optimizer
- 7 Need a New C++ Parallel Programming System
- 8 "Hello World" in Taskflow (Revisited)
- 9 "Hello World" in OpenMPO
- 10 Dynamic Tasking (Subflow)
- 11 Subflow can be Nested and Recurive
- 12 #3: Heterogeneous Tasking (cudaFlow)
- 13 Heterogeneous Tasking (cont'd)
- 14 Three Key Motivations
- 15 Conditional Tasking (Simple if-else)
- 16 Conditional Tasking (While/For Loop)
- 17 Conditional Tasking (Non-deterministic Loops)
- 18 Conditional Tasking (Switch)
- 19 Existing Frameworks on Control Flow?
- 20 Composable Tasking
- 21 Everything is Unified in Taskflow
- 22 Example: k-means Clustering
- 23 Submit Taskflow to Executor
- 24 Executor Scheduling Algorithm
- 25 Worker-level Scheduling
- 26 Application 1: VLSI Placement (cont'd)
- 27 Application 2: Machine Learning
