accelerating-python
OfficialProfile-first Python acceleration for Yale HPC.
Authoryale-som-hpc
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Profile-first acceleration for Python on Yale's HPC cluster by identifying bottlenecks and guiding targeted optimizations before resorting to multiprocessing or GPUs.
Core Features & Use Cases
- Profiling-driven bottleneck identification in Python Slurm jobs.
- Evaluation of acceleration options (DuckDB/Polars/Numba) and disciplined use of parallelism.
- Real-world scenario: accelerate a data-processing workflow that reads Parquet data and performs complex transformations on the cluster.
Quick Start
Run a profiler on a Python Slurm job and apply the recommended acceleration steps.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 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: accelerating-python Download link: https://github.com/yale-som-hpc/claude-code-marketplace/archive/main.zip#accelerating-python Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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