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Dask.distributed 2025.9.1+9.g617abb8 documentation

Getting Started

Install Dask.Distributed
Quickstart
Setup
Client
API
Examples
- Word count in HDFS
Frequently Asked Questions

Build Understanding

Diagnosing Performance
Efficiency
Limitations
Data Locality
Logging
Managing Computation
Managing Memory
Prioritizing Work
Related Work
Resilience
Scheduling Policies
Scheduler State Machine
Worker
Worker State Machine
Worker Memory Management
Work Stealing
Why did my worker die?

Additional Features

Actors
Asynchronous Operation
HTTP endpoints
Publish Datasets
Worker Resources
Launch Tasks from Tasks
TLS/SSL
Active Memory Manager
Prometheus monitoring
Fine Performance Metrics
Spans

Developer Documentation

Changelog
Communications
Development Guidelines
Foundations
Journey of a Task
Protocol
Serialization
Plugins

.rst

Examples

Examples#

Word count in HDFS

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Word count in HDFS

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