embedmr 0.1.1

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embedmr

embedmr is a cache-aware MapReduce embedding framework.

It helps users:

• Convert text into deterministic chunks
• Generate embeddings efficiently
• Avoid duplicate embedding computation using cache
• Scale embedding generation using MapReduce architecture

Install

pip install embedmr

Usage

embedmr make-chunks --input docs/ --output chunks.jsonl
embedmr validate chunks.jsonl

Purpose

embedmr ensures deterministic, reproducible, and scalable embedding pipelines.

Then publish update:

```powershell
# bump version
# in pyproject.toml change:
version = "0.1.1"

Remove-Item -Recurse -Force build, dist -ErrorAction SilentlyContinue
uv run python -m build
uv run python -m twine upload dist/*

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Step 8: Verify install works

Test in new terminal:

pip install embedmr
embedmr --help

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