00102-PyKEEN 文档学习笔记


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%20%E2%80%94%20pykeen%201.10.1%20documentation.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%20%E2%80%94%20pykeen%201.10.1%20documentation.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%20Steps%20—%20pykeen%201.10.1%20documentation.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%20Graph%20Embedding%20Models%20—%20pykeen%201.10.1%20documentation.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%20Results%20during%20Training%20—%20pykeen%201.10.1%20documentation.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%20Weights%20and%20Biases%20—%20pykeen%201.10.1%20documentation.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%20Checkpoints%20during%20Training%20—%20pykeen%201.10.1%20documentation.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%20Toy%20Example%20with%20Translational%20Distance%20Models%20—%20pykeen%201.10.1%20documentation.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%20the%20Evaluation%20—%20pykeen%201.10.1%20documentation.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%20a%20Model’s%20Hyper-parameters%20—%20pykeen%201.10.1%20documentation.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%20an%20Ablation%20Study%20—%20pykeen%201.10.1%20documentation.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%20Tricks%20—%20pykeen%201.10.1%20documentation.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%20—%20pykeen%201.10.1%20documentation.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%20Started%20with%20NodePiece%20—%20pykeen%201.10.1%20documentation.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%20Link%20Prediction%20—%20pykeen%201.10.1%20documentation.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%20Lightning%20Integration%20—%20pykeen%201.10.1%20documentation.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%20Resolvers%20—%20pykeen%201.10.1%20documentation.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%20—%20pykeen%201.10.1%20documentation.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%20Your%20Own%20Data%20—%20pykeen%201.10.1%20documentation.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%20Your%20Own%20Interaction%20—%20pykeen%201.10.1%20documentation.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%20the%20Datasets%20—%20pykeen%201.10.1%20documentation.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%20the%20Models%20—%20pykeen%201.10.1%20documentation.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。


文章作者: LuYF-Lemon-love
版权声明: 本博客所有文章除特別声明外,均采用 CC BY 4.0 许可协议。转载请注明来源 LuYF-Lemon-love !
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