prelims-cli

Install

Run:

pip install prelims-cli

If you need Japanese tokenization, run:

pip install prelims-cli[ja]

Usage

Assuming the following folder directory:

- content
|  ├── post
|  └── blog
└─ scripts
   └ config
     └ myconfig.yaml

where, post and blog are pages, and scripts is the place to put scripts.

Here is the example of configuration for the normal recommender:

handlers:
  - target_path: "content/blog"
    ignore_files:
      - _index.md
    processors:
      - type: recommender
        permalink_base: "/blog"
        tfidf_options:
          stop_words: english
          max_df: 0.95
          min_df: 2
        tokenizer: null
  - target_path: "content/post"
    ignore_files:
      - _index.md
    processors:
      - type: recommender
        permalink_base: "/post"
        tfidf_options:
          max_df: 0.95
          min_df: 2
        tokenizer:
          lang: ja
          type: sudachi
          mode: C
          dict: full

Here is the example of configuration for the embedding-based recommender:

handlers:
  - target_path: "content/blog"
    ignore_files:
      - _index.md
    processors:
      - permalink_base: "/blog"
        type: embedding_recommender
        language: en  # Use onnx-community/granite-embedding-small-english-r2-ONNX
        topk: 3
        cache_db: ".prelims_embedding_cache_en.db"
  - target_path: "content/post"
    ignore_files:
      - _index.md
    processors:
      - permalink_base: "/post"
        type: embedding_recommender
        language: ja   # Use sirasagi62/ruri-v3-30m-ONNX
        topk: 3
        cache_db: ".prelims_embedding_cache_ja.db"

$ prelims-cli --config ./scripts/config/myconfig.yaml
target: /user/chezo/src/chezo.uno/content/blog
target: /users/chezo/src/chezo.uno/content/post

Then your articles' front matter were updated.

Articles whose front matter did not change are left untouched, and updated ones are written in block style:

tags:
  - AI
  - Hugo

This keeps the output stable across runs, so a CMS or an editor writing the same style does not produce a diff on every run.

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