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
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
Inductive Link Prediction
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。