前言

PyKEEN 文档学习笔记.

操作系统：Ubuntu 22.04.2 LTS

PyKEEN

PyKEEN is a Python package for reproducible, facile knowledge graph embeddings.

PyKEEN 代码仓库: https://github.com/pykeen/pykeen .

PyKEEN 文档地址: https://pykeen.readthedocs.io/en/stable/ .

下面笔记对应版本为：1.10.1 (2023年11月6日)

Home

文档地址：https://pykeen.readthedocs.io/en/stable/

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/01-PyKEEN — pykeen 1.10.1 documentation.pdf

Installation

文档地址：https://pykeen.readthedocs.io/en/stable/installation.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/02-Installation — pykeen 1.10.1 documentation.pdf

First Steps

文档地址：https://pykeen.readthedocs.io/en/stable/tutorial/first_steps.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/03-First Steps — pykeen 1.10.1 documentation.pdf

Knowledge Graph Embedding Models

文档地址：https://pykeen.readthedocs.io/en/stable/tutorial/models.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/04-Knowledge Graph Embedding Models — pykeen 1.10.1 documentation.pdf

Tracking Results during Training

文档地址：https://pykeen.readthedocs.io/en/stable/tutorial/trackers/index.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/05-Tracking Results during Training — pykeen 1.10.1 documentation.pdf

Using Weights and Biases

文档地址：https://pykeen.readthedocs.io/en/stable/tutorial/trackers/using_wandb.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/06-Using Weights and Biases — pykeen 1.10.1 documentation.pdf

Saving Checkpoints during Training

文档地址：https://pykeen.readthedocs.io/en/stable/tutorial/checkpoints.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/07-Saving Checkpoints during Training — pykeen 1.10.1 documentation.pdf

A Toy Example with Translational Distance Models

文档地址：https://pykeen.readthedocs.io/en/stable/tutorial/translational_toy_example.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/08-A Toy Example with Translational Distance Models — pykeen 1.10.1 documentation.pdf

Understanding the Evaluation

文档地址：https://pykeen.readthedocs.io/en/stable/tutorial/understanding_evaluation.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/09-Understanding the Evaluation — pykeen 1.10.1 documentation.pdf

Optimizing a Model’s Hyper-parameters

文档地址：https://pykeen.readthedocs.io/en/stable/tutorial/running_hpo.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/10-Optimizing a Model’s Hyper-parameters — pykeen 1.10.1 documentation.pdf

Running an Ablation Study

文档地址：https://pykeen.readthedocs.io/en/stable/tutorial/running_ablation.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/11-Running an Ablation Study — pykeen 1.10.1 documentation.pdf

Performance Tricks

文档地址：https://pykeen.readthedocs.io/en/stable/tutorial/performance.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/12-Performance Tricks — pykeen 1.10.1 documentation.pdf

Representations

文档地址：https://pykeen.readthedocs.io/en/stable/tutorial/representations.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/13-Representations — pykeen 1.10.1 documentation.pdf

Getting Started with NodePiece

文档地址：https://pykeen.readthedocs.io/en/stable/tutorial/node_piece.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/14-Getting Started with NodePiece — pykeen 1.10.1 documentation.pdf

文档地址：https://pykeen.readthedocs.io/en/stable/tutorial/inductive_lp.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/15-Inductive Link Prediction — pykeen 1.10.1 documentation.pdf

PyTorch Lightning Integration

文档地址：https://pykeen.readthedocs.io/en/stable/contrib/lightning.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/16-PyTorch Lightning Integration — pykeen 1.10.1 documentation.pdf

Using Resolvers

文档地址：https://pykeen.readthedocs.io/en/stable/tutorial/using_resolvers.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/17-Using Resolvers — pykeen 1.10.1 documentation.pdf

Troubleshooting

文档地址：https://pykeen.readthedocs.io/en/stable/tutorial/troubleshooting.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/18-Troubleshooting — pykeen 1.10.1 documentation.pdf

Bring Your Own Data

文档地址：https://pykeen.readthedocs.io/en/stable/byo/data.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/19-Bring Your Own Data — pykeen 1.10.1 documentation.pdf

Bring Your Own Interaction

文档地址：https://pykeen.readthedocs.io/en/stable/byo/interaction.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/20-Bring Your Own Interaction — pykeen 1.10.1 documentation.pdf

Extending the Datasets

文档地址：https://pykeen.readthedocs.io/en/stable/extending/datasets.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/21-Extending the Datasets — pykeen 1.10.1 documentation.pdf

Extending the Models

文档地址：https://pykeen.readthedocs.io/en/stable/extending/models.html

笔记 pdf 地址：https://cdn.jsdelivr.net/gh/LuYF-Lemon-love/susu-docs-pdf/pykeen/22-Extending the Models — pykeen 1.10.1 documentation.pdf

结语

第一百零二篇博文写完，开心！！！！

今天，也是充满希望的一天。