Comments (3)
I don't have the code in any repo, but the changes are trivial. The worker for the paramnet_surrogates has an argument sleep'. If you set that to true, the worker will sleep that time. You can launch many workers in the script by setting
background=True' for them.
But beware: The runs will actually take the time shown in the plots. The one with one worker, don't sleep as concurency is not an issue with a single worker. It's an embarassing sollution, but I didn't find a better one to simulate without the runs taking different times. You could let it sleep only a fraction of the time (like a tenth or so to speed things up, and still see the plots).
Hope that helps.
from hpbandster.
OK thanks. Is there a good example that shows BOHB training an actual model that runs in something like a few minutes? The MNIST examples in the docs presumably take several hours.
(Something like tuning an XGBoost model on a small-medium dataset seems like it might be reasonable.)
from hpbandster.
Sorry for the late reply. The MNIST is actually the basis for the analysis in example 6. Based on that, the run took about an our on my laptop without any GPU acceleration, but using 3 CPU cores. Depending on your hardware, that might finish significantly faster for you.
from hpbandster.
Related Issues (20)
- A bunch of errors when using categoricals
- Interferance between two BOHB instances when they have the same networking parameters? HOT 2
- Why get_incumbent_id selects the incumbent only from runs with max_budget? HOT 1
- How to stop a worker
- How to plot pictures like your work
- Support scipy 1.3+ HOT 1
- Download code button for keras example is not working
- Missing Optimizer
- Minor documentation fixes
- Machine precision problem in determening s_max
- Fit reinforcement learning model with hyperparameter optimization method
- Hyperband bracket generation is inconsistent with the original Hyperband paper HOT 1
- Continuing from running halfway
- Warm start: results.json and configs.json (from live json_result_logger) do not contain results from previous runs HOT 3
- "Ideally, the optimizer would adjust the budgets online" -- when will it be implemented and using what method?
- Issue in case of warmstarting case
- Saving optimization process HOT 1
- conda package? HOT 2
- License file for conda package
- some problem HOT 1
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 hpbandster.