Comments (5)
If these other parameters are fixed for all trials, can they be encoded directly in the evaluation_function itself rather than passed as arguments? You could even write a wrapper function which takes the fixed params as inputs and outputs an evaluation_function with them encoded inside.
If by argparse you mean an easy to use CLI, that is something we've discussed supporting and would be interested to know how you're using it with CLI.
from ax.
from ax.
Thanks, the wrapper function worked.
And yes this was for CLI. I'm trying to do Bayesian optimization on a pre-existing library which uses CLI to define the model and I was trying to integrate ax with minimal changes to the existing code.
from ax.
That kind of helps but not fully.
I can partially use that to convert an argparse object to a list of fixed parameters, however, there are some types that can't be converted, for example, there isn't a ParameterType for list (which is not being used as a range).
from ax.
Ah so not invoking Ax via CLI. Glad this solution worked for you.
from ax.
Related Issues (20)
- [Bug] Generation Strategy equality check error without call to repr HOT 1
- ax.dev, GitHub readme, and loop tutorial examples are ignoring `minimize` kwarg HOT 2
- Get Started code gives the same result regardless of random seed HOT 3
- Trouble with searching documentation (Algolia, API docs, etc.), for example `get_next_trials` HOT 1
- Issue when starting an AxClient with out-of-design points HOT 2
- cannot import name 'TrainingData' HOT 2
- applying complex constrains HOT 2
- Ax is not not starting as many workers as I'd like to; sometimes, get_next_trials returns 0 new trials HOT 5
- Evaluating custom candidates HOT 2
- Input Feature Selection - Does the relevant code exist? HOT 6
- [Feature Request] support constraints on `ChoiceParameters` HOT 4
- Extending Models.THOMPSON with an extra parameter HOT 1
- There are some questions when i use the Ax HOT 7
- Space characters in the objective name AND specifying a threshold leads to an error message: "AssertionError: Outcome constraint should be of form `metric_name >= x" HOT 2
- Pandas deprecation warning when deserializing AxClient JSON HOT 2
- AX seems to get stuck with Ray
- `StandardizeY` transform requires non-empty data." when using SAASBO
- Plotting outside of a notebook HOT 1
- Setting search space step size in Ax Service API HOT 10
- Problem when Sobol falls back to HitAndRunPolytopeSampler HOT 5
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 ax.