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Showing posts with the label Dask

Error Reading An Uploaded Csv Using Dask In Django: 'inmemoryuploadedfile' Object Has No Attribute 'startswith'

I'm building a Django app that enables users to upload a CSV via a form using a FormField. Once… Read more Error Reading An Uploaded Csv Using Dask In Django: 'inmemoryuploadedfile' Object Has No Attribute 'startswith'

Dask Error: Length Of Values Does Not Match Length Of Index

I have read csv file using dask this way: import dask.dataframe as dd train = dd.read_csv('act… Read more Dask Error: Length Of Values Does Not Match Length Of Index

Dask Dataframe Nunique Operation: Worker Running Out Of Memory (mre)

tl;dr I want to dd.read_parquet('*.parq')['column'].nunique().compute() but I get … Read more Dask Dataframe Nunique Operation: Worker Running Out Of Memory (mre)

Plotting 2d Data Using Xarray Takes A Surprisingly Long Time?

I am reading NetCDF files using xarray. Each variable have 4 dimensions (Times, lev, y, x). After r… Read more Plotting 2d Data Using Xarray Takes A Surprisingly Long Time?

Having Problemns While Using Dask Map_partitions With String Matching Algorithm

I'm having some probems apllying a text search algorithm with parallelized dask insfrastructure… Read more Having Problemns While Using Dask Map_partitions With String Matching Algorithm

Dask Dashboard Not Starting When Starting Scheduler With Api

I've set up a distributed system using dask. When I start the scheduler using the Python API, t… Read more Dask Dashboard Not Starting When Starting Scheduler With Api

Avoid Simultaneously Reading Multiple Files For A Dask Array

From a library, I get a function that reads a file and returns a numpy array. I want to build a Das… Read more Avoid Simultaneously Reading Multiple Files For A Dask Array

Basic Groupby Operations In Dask

I am attempting to use Dask to handle a large file (50 gb). Typically, I would load it in memory an… Read more Basic Groupby Operations In Dask

Dask Distributed Memory Error

I got the following error on the scheduler while running Dask on a distributed job: distributed.cor… Read more Dask Distributed Memory Error

Adding A Column To Dask Dataframe, Computing It Through A Rolling Window

Suppose I have the following code, to generate a dummy dask dataframe: import pandas as pd import d… Read more Adding A Column To Dask Dataframe, Computing It Through A Rolling Window

Can A Dask Dataframe With A Unordered Index Cause Silent Errors?

Methods around dask.DataFrame all seem to make sure, that the index column is sorted. However, by u… Read more Can A Dask Dataframe With A Unordered Index Cause Silent Errors?

How To Avoid An Empty Result With `bag.take(n)` When Using Dask?

Context: Dask documentation states clearly that Bag.take() will only collect from the first partiti… Read more How To Avoid An Empty Result With `bag.take(n)` When Using Dask?

Using Dask Throws Importerror When Sagemath Code Is Run In Python

This question is very similar to my earlier question and was prompted by one of the comments. Recen… Read more Using Dask Throws Importerror When Sagemath Code Is Run In Python

Dask Distributed Getting Futures After Client Closed

Is there anyway to prevent dask/distributed from cancelling queued & executing futures when the… Read more Dask Distributed Getting Futures After Client Closed

Read Process And Concatenate Pandas Dataframe In Parallel With Dask

I'm trying to read and process in parallel a list of csv files and concatenate the output in a … Read more Read Process And Concatenate Pandas Dataframe In Parallel With Dask

Reshape A Dask Array (obtained From A Dask Dataframe Column)

I am new to dask and am trying to figure out how to reshape a dask array that I've obtained fro… Read more Reshape A Dask Array (obtained From A Dask Dataframe Column)

Including Keyword Arguments (kwargs) In Custom Dask Graphs

Am building a custom graph for one operation with Dask. Am familiar with how to pass arguments to a… Read more Including Keyword Arguments (kwargs) In Custom Dask Graphs

Dask Broadcast Not Available During Compute Graph

I am experimenting with Dask and want to ship a lookup pandas.DataFrame to all worker nodes. Unfort… Read more Dask Broadcast Not Available During Compute Graph

How Does Dask.delayed Handle Mutable Inputs?

If I have an mutable object, let's say for example a dict, how does dask handle passing that as… Read more How Does Dask.delayed Handle Mutable Inputs?

Dask Persist Behavior Inconsistent

I found weird behavior with dask persist, if I comment out this line # client = Client(memory_… Read more Dask Persist Behavior Inconsistent