Merge pull request #11 from syhya/codex/establish-consistent-taxonomy-for-naming

syhya · web-flow · commit 5084df5bf224 · 2026-02-23T10:06:38.000+08:00
Normalize blog taxonomy vocabulary and clean inconsistent terms
diff --git a/TAXONOMY.md b/TAXONOMY.md
@@ -0,0 +1,24 @@
+# Taxonomy Vocabulary (Categories & Tags)
+
+This file defines the canonical taxonomy vocabulary for blog content.
+
+## Categories
+
+### English (`content/en/posts/**`)
+- `Technical Blog`
+
+### Chinese (`content/zh/posts/**`)
+- `技术博客`
+
+## Tag normalization rules
+
+Use these canonical spellings in front matter `tags`:
+
+- `LLM` (not `LLMs`)
+- `Deep Learning` (not `Deep learning`)
+
+## Migration mapping (applied)
+
+- `Tech Blog` -> `Technical Blog`
+- `LLMs` -> `LLM`
+- `Deep learning` -> `Deep Learning`
diff --git a/content/en/posts/2021-04-21-deep-learning-stock-prediction/index.md b/content/en/posts/2021-04-21-deep-learning-stock-prediction/index.md
@@ -2,7 +2,7 @@
 title: "Stock Price Prediction and Quantitative Strategy Based on Deep Learning"
 date: 2021-04-21T12:00:00+08:00
 author: "Yue Shui"
-tags: ["Deep learning", "AI", "RNN", "LSTM", "BiLSTM", "GRU", "LightGBM", "Neural Networks", "Stock Prediction", "Financial Modeling", "Machine Learning", "Quantitative Investment", "Portfolio Management", "Financial Engineering", "Algorithmic Trading", "Time Series"]
+tags: ["Deep Learning", "AI", "RNN", "LSTM", "BiLSTM", "GRU", "LightGBM", "Neural Networks", "Stock Prediction", "Financial Modeling", "Machine Learning", "Quantitative Investment", "Portfolio Management", "Financial Engineering", "Algorithmic Trading", "Time Series"]
 categories: ["Technical Blog"]
 toc: true
 ShowToc: true
diff --git a/content/en/posts/2024-12-21-build-gpu-server/index.md b/content/en/posts/2024-12-21-build-gpu-server/index.md
@@ -3,7 +3,7 @@ title: "Building a Home Deep Learning Rig with Dual RTX 4090 GPUs"
 date: 2024-12-21T12:00:00+08:00
 author: "Yue Shui"
 tags: ["Deep Learning", "AI", "LLM", "RTX 4090", "AI Hardware", "GPU"]
-categories: ["Tech Blog"]
+categories: ["Technical Blog"]
 # readingTime: 10
 ShowReadingTime: true
 toc: true
diff --git a/content/en/posts/2025-02-08-dpo/index.md b/content/en/posts/2025-02-08-dpo/index.md
@@ -2,7 +2,7 @@
 title: "LLMs Alignment: DPO"  
 date: 2025-02-08T12:00:00+08:00  
 author: "Yue Shui"  
-tags: ["AI", "NLP", "LLMs", "Post-training", "DPO", "RLHF", "Alignment", "Bradley–Terry Model"]  
+tags: ["AI", "NLP", "LLM", "Post-training", "DPO", "RLHF", "Alignment", "Bradley–Terry Model"]  
 categories: ["Technical Blog"]  
 readingTime: 25  
 toc: true  
diff --git a/content/en/posts/2025-03-01-train-llm/index.md b/content/en/posts/2025-03-01-train-llm/index.md
@@ -3,8 +3,8 @@ title: "Parallelism and Memory Optimization Techniques for Training Large Models
 date: 2025-03-01T12:00:00+08:00
 lastmod: 2025-03-01T12:00:00+08:00
 author: Yue Shui
-categories: ["Tech Blog"]
-tags: [LLMs, Pre-training, Distributed Training, Memory Optimization, Data Parallelism, Model Parallelism, Pipeline Parallelism, Tensor Parallelism, Sequence Parallelism, Hybrid Parallelism, Heterogeneous Systems, MoE, ZeRO, LoRA, AI, Deep Learning, AI Infrastructure]
+categories: ["Technical Blog"]
+tags: [LLM, Pre-training, Distributed Training, Memory Optimization, Data Parallelism, Model Parallelism, Pipeline Parallelism, Tensor Parallelism, Sequence Parallelism, Hybrid Parallelism, Heterogeneous Systems, MoE, ZeRO, LoRA, AI, Deep Learning, AI Infrastructure]
 readingTime: 60
 toc: true
 ShowToc: true
diff --git a/content/en/posts/2025-05-17-vllm/index.md b/content/en/posts/2025-05-17-vllm/index.md
@@ -4,7 +4,7 @@ date: 2025-05-17T10:00:00+08:00
 lastmod: 2025-05-17T10:00:00+08:00
 author: "Yue Shui"
 categories: ["Technical Blog"]
-tags: ["vLLM", "PagedAttention", "LLM Serving", "Inference", "KV Cache", "Memory Optimization", "LLMs", "AI Infrastructure", "Deep Learning"]
+tags: ["vLLM", "PagedAttention", "LLM Serving", "Inference", "KV Cache", "Memory Optimization", "LLM", "AI Infrastructure", "Deep Learning"]
 ShowReadingTime: true
 toc: true
 ShowToc: true
diff --git a/content/zh/posts/2021-04-21-deep-learning-stock-prediction/index.md b/content/zh/posts/2021-04-21-deep-learning-stock-prediction/index.md
@@ -2,7 +2,7 @@
 title: "基于深度学习的股票价格预测和量化策略"
 date: 2021-04-21T12:00:00+08:00
 author: "Yue Shui"
-tags: ["Deep learning", "AI", "RNN", "LSTM", "BiLSTM", "GRU", "LightGBM", "Neural Networks", "Stock Prediction", "Financial Modeling", "Machine Learning", "Quantitative Investment", "Portfolio Management", "Financial Engineering", "Algorithmic Trading", "Time Series"]
+tags: ["Deep Learning", "AI", "RNN", "LSTM", "BiLSTM", "GRU", "LightGBM", "Neural Networks", "Stock Prediction", "Financial Modeling", "Machine Learning", "Quantitative Investment", "Portfolio Management", "Financial Engineering", "Algorithmic Trading", "Time Series"]
 categories: ["技术博客"]
 toc: true
 ShowToc: true
diff --git a/content/zh/posts/2025-03-01-train-llm/index.md b/content/zh/posts/2025-03-01-train-llm/index.md
@@ -4,7 +4,7 @@ date: 2025-03-01T12:00:00+08:00
 lastmod: 2025-03-01T12:00:00+08:00
 author: Yue Shui
 categories: ["技术博客"]
-tags: [LLMs, 预训练, 分布式训练, 内存优化, 数据并行, 模型并行, 流水线并行, 张量并行, 序列并行, 混合并行, 异构系统, MoE, ZeRO, LoRA, AI, 深度学习, AI Infrastructure]
+tags: [LLM, 预训练, 分布式训练, 内存优化, 数据并行, 模型并行, 流水线并行, 张量并行, 序列并行, 混合并行, 异构系统, MoE, ZeRO, LoRA, AI, 深度学习, AI Infrastructure]
 readingTime: 60
 toc: true
 ShowToc: true
diff --git a/content/zh/posts/2025-05-17-vllm/index.md b/content/zh/posts/2025-05-17-vllm/index.md
@@ -4,7 +4,7 @@ date: 2025-05-17T10:00:00+08:00
 lastmod: 2025-05-17T10:00:00+08:00
 author: "Yue Shui"
 categories: ["技术博客"]
-tags: ["PagedAttention", "LLM Serving", "Inference", "KV Cache", "Memory Optimization", "LLMs", "AI Infrastructure"]
+tags: ["PagedAttention", "LLM Serving", "Inference", "KV Cache", "Memory Optimization", "LLM", "AI Infrastructure"]
 ShowReadingTime: true
 toc: true
 ShowToc: true
