Comments (4)
xinshame
commented on June 12, 2024
尝试调小batch size到32 依然oom，请问作者有相关的处理思路么
from knowledge_graph_based_intent_network.
huangtinglin
commented on June 12, 2024
Hi 感谢您的关注！请问下您的显卡显存大小有多少呢，以及跑的是哪个数据集。此外算法是transductive setting，需要每次生成全部结点的embedding，您可以拓展成inductive setting的，每次只生成batch内结点的embedding。
from knowledge_graph_based_intent_network.
xinshame
commented on June 12, 2024
Hi 感谢您的关注！请问下您的显卡显存大小有多少呢，以及跑的是哪个数据集。此外算法是transductive setting，需要每次生成全部结点的embedding，您可以拓展成inductive setting的，每次只生成batch内结点的embedding。
显卡内存16G，实际可用14G，数据集是自己构建的数据集,数据量大概是1300w三元组
from knowledge_graph_based_intent_network.
huangtinglin
commented on June 12, 2024
抱歉迟复，对于transductive learning的算法，结点的个数是制约算法在大规模数据集上训练的主要因素，拓展的思路是改写成inductive learning，您可以参考pyg的训练逻辑：
https://github.com/pyg-team/pytorch_geometric/blob/master/examples/graph_sage_unsup.py
from knowledge_graph_based_intent_network.
Related Issues (20)
- 训练过程报错“name 'test_user_set' is not defined” HOT 9
- A question about equation7 HOT 3
- 关于KGAT等基线方法实验结果与KGAT原论文中的不同 HOT 2
- 代码问题 HOT 1
- How to get the result like Fig 5 in your paper? HOT 1
- How do I know the total distribution and score of R in P in Figure 5 HOT 5
- Questions for raw data to data HOT 2
- latent_emb问题 HOT 1
- Lastfm数据集 HOT 2
- intent的embedding以及意图独立性时的参数等问题 HOT 6
- 您好，论文内容有一处不解，冒昧请教 HOT 1
- KGIN关于推荐的问题 HOT 4
- Questions about the latent_emb. HOT 3
- 可否提供rgcn在推荐上的的复现代码
- 公式7的实现
- 训练速度问题 HOT 3
- 关于utils/data_loader.py第69行注释的小疑问
- About the dataset Alibaba-iFashion
- Can you tell me about kgfinal.txt
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from knowledge_graph_based_intent_network.