dask-optimization
CommunityOptimize Dask for peak distributed performance.
Software Engineering#task optimization#memory management#performance tuning#distributed computing#dask#cluster tuning
Authortondevrel
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill tackles the performance bottlenecks in distributed Dask computations, addressing issues like memory errors, slow task execution, and inefficient resource utilization.
Core Features & Use Cases
- Performance Tuning: Optimize task graphs, manage worker memory, and reduce communication overhead.
- Debugging: Utilize the Dask Dashboard and profiling tools to identify and resolve performance issues.
- Use Case: When your Dask jobs are crashing with "OutOfMemory" errors or showing significant idle time on the dashboard, this skill provides the strategies to diagnose and fix these problems, ensuring your large-scale computations run smoothly and efficiently.
Quick Start
Use the dask-optimization skill to generate a performance report for your computation.
Dependency Matrix
Required Modules
None requiredComponents
references
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: dask-optimization Download link: https://github.com/tondevrel/scientific-agent-skills/archive/main.zip#dask-optimization Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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