Task Graphs Motivation Example Schedulers Task Expectations Don’t Modify Data In-Place Avoid Holding the GIL Task Graphs Internally, Dask encodes algorithms in a simple f...
Quickstart Install Setup Dask.distributed the Easy Way Setup Dask.distributed the Hard Way Map and Submit Functions Gather Restart Quickstart Install $ pip install dask...
Bag Examples Design Common Uses Execution Default scheduler Shuffle Known Limitations Name Bag Dask Bag implements operations like map , filter , fold , andgroupby on ...
Sidewalk Labs: Civic Modeling Who am I? What problem am I trying to solve? How Dask Helps Why we chose Dask originally, and how these reasons have changed over time Some of the...
Worker Overview Storing Data Thread Pool Command Line tool Internal Scheduling Memory Management Spill data to Disk Monitor process memory load Halt worker threads Kill Wor...
Dask.distributed Motivation Architecture Contents Dask.distributed Dask.distributed is a lightweight library for distributed computing in Python.It extends both the concurre...
Arrays Create data Setup Blocked Algorithms Exercise: Compute the mean using a blocked algorithm dask.array contains these algorithms Exercise: Compute the mean Performance a...
Diagnosing Performance Task start and stop times Statistical Profiling Bandwidth Performance Reports A note about times Diagnosing Performance Understanding the performanc...