Dataset card

README.md

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+---
+license: apache-2.0
+language:
+  - zh
+size_categories:
+  - 10K<n<100K
+tags:
+  - daoism
+  - taoism
+  - chinese-religion
+  - rag
+  - retrieval
+  - dingren-daoxue
+  - lius-cc
+pretty_name: Daoism Knowledge RAG (鼎稔道學館館藏)
+---
+
+# Daoism Knowledge RAG
+
+**鼎稔道學館（Dingren Daoxue Lab）館藏知識庫**——專為 RAG（Retrieval-Augmented Generation）優化的道教知識結構化資料集，95,919 條目。
+
+## Overview
+
+This dataset is the curated knowledge base behind [Dingren Daoxue Lab (鼎稔道學館)](https://lius.cc), released under Apache 2.0 to enable open-source RAG with the [`Daoism-Qwen3.5-9B`](https://huggingface.co/lius-cc/Daoism-Qwen3.5-9B) model.
+
+It covers eight categories of Daoist knowledge:
+
+| Type | Count | Content |
+|------|-------|---------|
+| concept | ~32,700 | 神學概念、宇宙論、修煉名相 |
+| scripture | ~23,000 | 經文、戒律、科儀文獻 |
+| deity | ~12,000 | 神祇、仙真、神格體系 |
+| ritual | ~11,000 | 科儀、法事、節慶 |
+| location | ~9,600 | 道觀、聖地、宮廟 |
+| person | ~5,800 | 道士、學者、傳承者 |
+| sect | ~1,278 | 流派、宗派 |
+| custom | ~198 | 旗艦學術專題 |
+
+## Schema
+
+Each row in `train.jsonl`:
+```json
+{
+  "id": "ckm...",
+  "name": "城隍",
+  "type": "deity",
+  "slug": "deity/cheng_huang_ye",
+  "url": "https://lius.cc/n/deity/cheng_huang_ye",
+  "summary": "城隍，亦稱城隍爺、城隍神，為中國道教與民間信仰中極具代表性的地方守護神與司法神...",
+  "content": "## 起源與演變\n\n城隍信仰最初源於古代對城池守護神的祭祀..."
+}
+```
+
+- `name`: 條目主名（繁體中文）
+- `type`: concept / scripture / deity / ritual / location / person / sect / custom
+- `slug`: lius.cc 上的 URL slug
+- `url`: 原始條目 URL（可作為 RAG 引用）
+- `summary`: 200-500 字摘要
+- `content`: 完整內容（平均 2-3 KB，部分至 30 KB）
+
+## Quick Start (RAG with Daoism-Qwen3.5-9B)
+
+```python
+from datasets import load_dataset
+from sentence_transformers import SentenceTransformer
+import faiss
+import numpy as np
+from openai import OpenAI
+
+# 1. 載入資料
+ds = load_dataset("lius-cc/daoism-knowledge-rag", split="train")
+print(f"Loaded {len(ds)} entries")
+
+# 2. Embed (bge-m3 多語言效果最好)
+encoder = SentenceTransformer("BAAI/bge-m3")
+embeddings = encoder.encode(
+    [f"{x['name']}：{x['summary']}" for x in ds],
+    batch_size=64,
+    show_progress_bar=True,
+)
+
+# 3. FAISS index
+index = faiss.IndexFlatIP(embeddings.shape[1])
+faiss.normalize_L2(embeddings)
+index.add(embeddings)
+
+# 4. Query
+def retrieve(query, k=5):
+    q_emb = encoder.encode([query])
+    faiss.normalize_L2(q_emb)
+    _, ids = index.search(q_emb, k)
+    return [ds[int(i)] for i in ids[0]]
+
+# 5. Call Daoism LLM with retrieved context
+client = OpenAI(base_url="http://localhost:8000/v1", api_key="dummy")
+
+def ask(question):
+    hits = retrieve(question, k=5)
+    context = "\n\n---\n\n".join(
+        f"### {h['name']}\n{h['summary']}\n\n{h['content'][:1500]}"
+        for h in hits
+    )
+    response = client.chat.completions.create(
+        model="Daoism-Qwen3.5-9B",
+        messages=[
+            {"role": "system", "content": f"你是道教智慧 AI。請以下列館藏資料為基礎回答：\n\n{context}"},
+            {"role": "user", "content": question},
+        ],
+        max_tokens=2048,
+    )
+    return response.choices[0].message.content
+
+print(ask("城隍信仰與道教有什麼關係？"))
+```
+
+## Alternative: Use lius.cc RAG API (no local indexing needed)
+
+If you don't want to build your own FAISS index, use our public RAG endpoint (rate limit 30 req/min):
+
+```python
+import requests
+
+def retrieve(query, n=5):
+    r = requests.post(
+        "https://lius.cc/api/llm-rag",
+        json={"q": query, "n": n},
+        timeout=10,
+    )
+    return r.json()["hits"]
+```
+
+## Licensing & Attribution
+
+- **License**: Apache 2.0
+- **Source**: [Dingren Daoxue Lab](https://lius.cc) by Liu Chi-Ying (Daoist priest, 2026)
+- **Citation**: please cite as below
+
+```bibtex
+@dataset{daoism-knowledge-rag-2026,
+  author = {Liu, Chi-Ying and Dingren Daoxue Lab},
+  title = {Daoism Knowledge RAG: Curated Taoist Knowledge Base for Retrieval-Augmented Generation},
+  year = {2026},
+  publisher = {HuggingFace},
+  url = {https://huggingface.co/datasets/lius-cc/daoism-knowledge-rag},
+}
+```
+
+## Related
+
+- 🤖 **Model**: [`lius-cc/Daoism-Qwen3.5-9B`](https://huggingface.co/lius-cc/Daoism-Qwen3.5-9B) (fp16) / [GGUF](https://huggingface.co/lius-cc/Daoism-Qwen3.5-9B-GGUF)
+- 🌐 **Live Demo**: [demo.lius.cc](https://demo.lius.cc) (uses this dataset via RAG)
+- 📚 **Deployment Guide**: [lius.cc/llm](https://lius.cc/llm)
+
+## Limitations
+
+- All content is in Traditional Chinese (Taiwan)
+- Some entries refer to internal lius.cc `[[wiki-link]]` syntax; treat as plain text in your RAG
+- Coverage focuses on **正一道、閭山派、台灣民間信仰**; mainland Quanzhen tradition less represented
+- Some concept entries may overlap; deduplicate by `name` if needed for your use case
+
+## Disclaimer
+
+This dataset is for research and educational purposes. Religious practices should not be undertaken solely based on AI-retrieved content; consult qualified Daoist priests for ceremonial guidance.