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Title: Dask Arrays - parallelized numpy — Dask Tutorial documentation

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Skip to main contenthttps://tutorial.dask.org/02_array.html#main-content
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Welcome to the Dask Tutorialhttps://tutorial.dask.org/00_overview.html
Dask DataFrame - parallelized pandashttps://tutorial.dask.org/01_dataframe.html
Dask Arrays - parallelized numpyhttps://tutorial.dask.org/02_array.html
dask.delayed - parallelize any codehttps://tutorial.dask.org/03_dask.delayed.html
Distributed - spread your data and computation across a clusterhttps://tutorial.dask.org/04_distributed.html
Futures - non-blocking distributed calculationshttps://tutorial.dask.org/05_futures.html
.ipynb https://tutorial.dask.org/_sources/02_array.ipynb
Create datasetshttps://tutorial.dask.org/02_array.html#Create-datasets
Start the Clienthttps://tutorial.dask.org/02_array.html#Start-the-Client
Blocked Algorithms in a nutshellhttps://tutorial.dask.org/02_array.html#Blocked-Algorithms-in-a-nutshell
Task Graphshttps://tutorial.dask.org/02_array.html#Task-Graphs
Performance comparisonhttps://tutorial.dask.org/02_array.html#Performance-comparison
Numpy versionhttps://tutorial.dask.org/02_array.html#Numpy-version
Dask array versionhttps://tutorial.dask.org/02_array.html#Dask-array-version
Choosing good chunk sizeshttps://tutorial.dask.org/02_array.html#Choosing-good-chunk-sizes
Get to know the chunkshttps://tutorial.dask.org/02_array.html#Get-to-know-the-chunks
Too small is a problemhttps://tutorial.dask.org/02_array.html#Too-small-is-a-problem
Too big is a problemhttps://tutorial.dask.org/02_array.html#Too-big-is-a-problem
Rules of thumbhttps://tutorial.dask.org/02_array.html#Rules-of-thumb
Example of chunked data with Zarrhttps://tutorial.dask.org/02_array.html#Example-of-chunked-data-with-Zarr
Exercise:https://tutorial.dask.org/02_array.html#Exercise:
Xarrayhttps://tutorial.dask.org/02_array.html#Xarray
Standard Xarray Operationshttps://tutorial.dask.org/02_array.html#Standard-Xarray-Operations
Time Series Operations with xarrayhttps://tutorial.dask.org/02_array.html#Time-Series-Operations-with-xarray
Learn Morehttps://tutorial.dask.org/02_array.html#Learn-More
Close your clusterhttps://tutorial.dask.org/02_array.html#Close-your-cluster
live sessionhttps://mybinder.org/v2/gh/dask/dask-tutorial/main?urlpath=lab/tree/02_array.ipynb
https://mybinder.org/v2/gh/dask/dask-tutorial/main?urlpath=lab/tree/02_array.ipynb
on Githubhttps://github.com/dask/dask-tutorial/blob/main/02_array.ipynb
#https://tutorial.dask.org/02_array.html#Dask-Arrays---parallelized-numpy
Array documentationhttps://docs.dask.org/en/latest/array.html
Array screencasthttps://youtu.be/9h_61hXCDuI
Array APIhttps://docs.dask.org/en/latest/array-api.html
Array exampleshttps://examples.dask.org/array.html
#https://tutorial.dask.org/02_array.html#Create-datasets
#https://tutorial.dask.org/02_array.html#Start-the-Client
http://127.0.0.1:8787/statushttp://127.0.0.1:8787/status
http://127.0.0.1:8787/statushttp://127.0.0.1:8787/status
http://127.0.0.1:8787/statushttp://127.0.0.1:8787/status
http://127.0.0.1:39171/statushttp://127.0.0.1:39171/status
http://127.0.0.1:44403/statushttp://127.0.0.1:44403/status
http://127.0.0.1:43521/statushttp://127.0.0.1:43521/status
http://127.0.0.1:46209/statushttp://127.0.0.1:46209/status
#https://tutorial.dask.org/02_array.html#Blocked-Algorithms-in-a-nutshell
#https://tutorial.dask.org/02_array.html#Task-Graphs
#https://tutorial.dask.org/02_array.html#Performance-comparison
#https://tutorial.dask.org/02_array.html#Numpy-version
#https://tutorial.dask.org/02_array.html#Dask-array-version
#https://tutorial.dask.org/02_array.html#Choosing-good-chunk-sizes
herehttps://blog.dask.org/2021/11/02/choosing-dask-chunk-sizes
#https://tutorial.dask.org/02_array.html#Get-to-know-the-chunks
https://docs.dask.org/en/stable/array-chunks.html#automatic-chunkinghttps://docs.dask.org/en/stable/array-chunks.html#automatic-chunking
#https://tutorial.dask.org/02_array.html#Too-small-is-a-problem
#https://tutorial.dask.org/02_array.html#Too-big-is-a-problem
dashboard documentationhttps://docs.dask.org/en/stable/dashboard.html#bytes-stored-and-bytes-per-worker
#https://tutorial.dask.org/02_array.html#Rules-of-thumb
https://docs.dask.org/en/stable/array-chunks.htmlhttps://docs.dask.org/en/stable/array-chunks.html
#https://tutorial.dask.org/02_array.html#Example-of-chunked-data-with-Zarr
Zarr tutorialhttps://zarr.readthedocs.io/en/stable/tutorial.html
#https://tutorial.dask.org/02_array.html#Exercise:
#https://tutorial.dask.org/02_array.html#Xarray
#https://tutorial.dask.org/02_array.html#Standard-Xarray-Operations
#https://tutorial.dask.org/02_array.html#Time-Series-Operations-with-xarray
#https://tutorial.dask.org/02_array.html#Learn-More
Zarr tutorialhttps://zarr.readthedocs.io/en/stable/tutorial.html
Xarray tutorialhttps://tutorial.xarray.dev/intro.html
#https://tutorial.dask.org/02_array.html#Close-your-cluster
previous Dask DataFrame - parallelized pandas https://tutorial.dask.org/01_dataframe.html
next dask.delayed - parallelize any code https://tutorial.dask.org/03_dask.delayed.html
Create datasetshttps://tutorial.dask.org/02_array.html#Create-datasets
Start the Clienthttps://tutorial.dask.org/02_array.html#Start-the-Client
Blocked Algorithms in a nutshellhttps://tutorial.dask.org/02_array.html#Blocked-Algorithms-in-a-nutshell
Task Graphshttps://tutorial.dask.org/02_array.html#Task-Graphs
Performance comparisonhttps://tutorial.dask.org/02_array.html#Performance-comparison
Numpy versionhttps://tutorial.dask.org/02_array.html#Numpy-version
Dask array versionhttps://tutorial.dask.org/02_array.html#Dask-array-version
Choosing good chunk sizeshttps://tutorial.dask.org/02_array.html#Choosing-good-chunk-sizes
Get to know the chunkshttps://tutorial.dask.org/02_array.html#Get-to-know-the-chunks
Too small is a problemhttps://tutorial.dask.org/02_array.html#Too-small-is-a-problem
Too big is a problemhttps://tutorial.dask.org/02_array.html#Too-big-is-a-problem
Rules of thumbhttps://tutorial.dask.org/02_array.html#Rules-of-thumb
Example of chunked data with Zarrhttps://tutorial.dask.org/02_array.html#Example-of-chunked-data-with-Zarr
Exercise:https://tutorial.dask.org/02_array.html#Exercise:
Xarrayhttps://tutorial.dask.org/02_array.html#Xarray
Standard Xarray Operationshttps://tutorial.dask.org/02_array.html#Standard-Xarray-Operations
Time Series Operations with xarrayhttps://tutorial.dask.org/02_array.html#Time-Series-Operations-with-xarray
Learn Morehttps://tutorial.dask.org/02_array.html#Learn-More
Close your clusterhttps://tutorial.dask.org/02_array.html#Close-your-cluster

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