Posts tagged distributed

Fine Performance Metrics and Spans

While it’s trivial to measure the end-to-end runtime of a Dask workload, the next logical step - breaking down this time to understand if it could be faster - has historically been a much more arduous task that required a lot of intuition and legwork, for novice and expert users alike. We wanted to change that.

Populated Fine Performance Metrics dashboard

Read more ...


Observability for Distributed Computing with Dask

Hendrik Makait

2023-05-16

Read more ...


GIL monitoring in Dask

Miles Granger

Read more ...


Performance testing at Coiled

At Coiled we develop Dask and automatically deploy it to large clusters of cloud workers (sometimes 1000+ EC2 instances at once!). In order to avoid surprises when we publish a new release, Dask needs to be covered by a comprehensive battery of tests — both for functionality and performance.

Nightly tests report

Read more ...


Shuffling large data at constant memory in Dask

Hendrik Makait

Read more ...