Indexion Segment

作者 trkbt107ad5ad35a668無授權條款2 個星標收錄於 2026年10月8日更新於 2026年10月8日儲存庫2 週前更新

Split text into contextual chunks for RAG/embedding pipelines. Document segmentation and section extraction using window, tfidf, punctuation, or hybrid strategies chosen by intent.

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AI 產生的概覽

使用視窗、TF-IDF、標點或混合策略將文字切分為上下文區塊，供 RAG 與嵌入流程使用。

功能: 此技能會將文字文件切分為較小的上下文區塊，供檢索增強生成或嵌入流程使用。它提供視窗散度、TF-IDF、標點以及 NCD+TF-IDF 混合策略，並可調整區塊大小、閾值與視窗大小。輸出會寫入指定目錄，檔名前綴可設定。
適用情境: 當需要為 RAG 或嵌入流程切分文字，或需要將文件拆分為有意義的章節時使用。它也適合為子文件層級的相似度分析準備文字。
執行需求: 需要具備 segment 子命令的 indexion 命令列工具；此技能未隨附指令碼。輸入為文字檔，輸出為目錄。

indexion segment

Split text into contextual segments using divergence-based, TF-IDF, or punctuation strategies.

When to Use

User needs to chunk text for RAG or embedding pipelines
User wants to split a document into meaningful sections
User asks to segment text for processing
Preparing text for similarity analysis at sub-document level

Usage

bash

# Default window divergence strategyindexion segment <input-file> <output-dir>
# TF-IDF based segmentationindexion segment --strategy=tfidf <input-file> <output-dir>
# Punctuation-based segmentationindexion segment --strategy=punctuation <input-file> <output-dir>
# Custom segment sizesindexion segment --min-size=200 --max-size=3000 --target-size=800 document.txt output/
# Custom divergence thresholdindexion segment --threshold=0.5 document.txt output/
# Adaptive threshold mode (default)indexion segment --adaptive document.txt output/
# Hybrid NCD+TF-IDF modeindexion segment --hybrid --ncd-weight=0.6 --tfidf-weight=0.4 document.txt output/
# Custom window sizeindexion segment --window-size=5 document.txt output/
# Custom output prefixindexion segment --prefix=chunk document.txt output/

# Default window divergence strategyindexion segment <input-file> <output-dir>
# TF-IDF based segmentationindexion segment --strategy=tfidf <input-file> <output-dir>
# Punctuation-based segmentationindexion segment --strategy=punctuation <input-file> <output-dir>
# Custom segment sizesindexion segment --min-size=200 --max-size=3000 --target-size=800 document.txt output/
# Custom divergence thresholdindexion segment --threshold=0.5 document.txt output/
# Adaptive threshold mode (default)indexion segment --adaptive document.txt output/
# Hybrid NCD+TF-IDF modeindexion segment --hybrid --ncd-weight=0.6 --tfidf-weight=0.4 document.txt output/
# Custom window sizeindexion segment --window-size=5 document.txt output/
# Custom output prefixindexion segment --prefix=chunk document.txt output/

Options

Option	Default	Description
`--strategy=NAME`	window	Strategy: window, tfidf, punctuation
`--min-size=INT`	100	Minimum segment characters
`--max-size=INT`	2000	Maximum segment characters
`--target-size=INT`	500	Target segment characters
`--threshold=FLOAT`	0.42	Divergence threshold
`--window-size=INT`	3	Window size
`--adaptive`	true	Adaptive threshold mode
`--hybrid`	false	NCD+TF-IDF hybrid mode
`--ncd-weight=FLOAT`	0.5	NCD weight in hybrid mode
`--tfidf-weight=FLOAT`	0.5	TF-IDF weight in hybrid mode
`--prefix=NAME`	segment	Output file prefix

Strategies

Workflow

Run indexion segment <input-file> <output-dir> to split text with defaults
Adjust --threshold and --target-size to tune segmentation granularity
Use --hybrid mode for better accuracy on mixed-content documents

來源與署名

來源：trkbt10/indexion-skills位於skills/indexion-segment提交7ad5ad3

授權條款：無授權條款

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檢舉或申請下架

Strategy	Description
`window` (default)	Sliding window divergence detection
`tfidf`	TF-IDF based topic change detection
`punctuation`	Punctuation/sentence boundary based

Indexion Segment

indexion segment

When to Use

Usage

Options

Strategies

Workflow

來源與署名

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