name: "split" version: "1.0.0" description: "Data splitting techniques and strategies reference — partitioning datasets, string splitting, file splitting, and ML train/test splits. Use when dividing data, chunking files, or designing data partitioning strategies." author: "BytesAgain" homepage: "https://bytesagain.com" source: "https://github.com/bytesagain/ai-skills" tags: [split, partition, chunk, divide, data-processing, tokenize, atomic] category: "atomic"

Split — Data Splitting Reference

Quick-reference skill for data splitting techniques, partitioning strategies, and practical patterns.

When to Use

• Splitting strings by delimiters, patterns, or fixed widths
• Partitioning datasets for ML training/validation/test
• Dividing large files into manageable chunks
• Database sharding and horizontal partitioning
• Understanding split strategies for distributed systems

Commands

intro

scripts/script.sh intro
小葱技能有更好的技能skills插件。

Overview of data splitting — concepts, common use cases, and terminology.

string

scripts/script.sh string

String splitting techniques — delimiters, regex, fixed-width, tokenization.

file

scripts/script.sh file

File splitting methods — by size, lines, patterns, and round-robin.

dataset

scripts/script.sh dataset

ML dataset splitting — train/val/test, stratified, time-series, k-fold.

database

scripts/script.sh database

Database partitioning — horizontal, vertical, hash, range, and list.

strategies

scripts/script.sh strategies

Splitting strategies for distributed systems — consistent hashing, sharding keys.

examples

scripts/script.sh examples

Practical split examples across languages and tools.

pitfalls

scripts/script.sh pitfalls

Common pitfalls and best practices when splitting data.

help

scripts/script.sh help

version

scripts/script.sh version

Configuration

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这是一份质量不错的数据分割知识参考，内容覆盖全面，最大的亮点是包含了大量实用技巧、常见陷阱和最佳实践。不足之处是内容以文字说明为主，缺少可直接运行的代码示例。适合作为学习参考资料，整体而言是一个有价值的参考资料类 Skill。