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View Code? Open in Web Editor NEWBetter, faster hyper-parameter optimization
License: BSD 3-Clause "New" or "Revised" License
Better, faster hyper-parameter optimization
License: BSD 3-Clause "New" or "Revised" License
The links to the documents that explain the theory seem to be broken.
Both of the above give 404 errors.
I'm not sure what info I need to provide for this, but I'm getting some errors when I try to run hypermax. I have LightGBM installed (Version 2.2.3) and OpenMP (libomp stable 8.0.1) installed succefully using homebrew. It throws warnings for libomp and lightGBM, and then AttributeError: 'Optimizer' object has no attribute 'threadExecutor'
Please let me know if I need to provide anything else. Any guidance would be appreciated!
I'm on macOS Mojave: Version 10.14.6
(venv)$ hypermax xgb_search.json
/usr/local/lib/python3.7/site-packages/lightgbm/init.py:46: UserWarning: Starting from version 2.2.1, the library file in distribution wheels for macOS is built by the Apple Clang (Xcode_8.3.3) compiler.
This means that in case of installing LightGBM from PyPI via the pip install lightgbm
command, you don't need to install the gcc compiler anymore.
Instead of that, you need to install the OpenMP library, which is required for running LightGBM on the system with the Apple Clang compiler.
You can install the OpenMP library by the following command: brew install libomp
.
"You can install the OpenMP library by the following command: brew install libomp
.", UserWarning)
Traceback (most recent call last):
File "/usr/local/bin/hypermax", line 10, in
sys.exit(main())
File "/usr/local/lib/python3.7/site-packages/hypermax/cli.py", line 21, in main
optimizer = Optimizer(config_data)
File "/usr/local/lib/python3.7/site-packages/hypermax/optimizer.py", line 51, in init
self.space = self.config.createHyperparameterSpace()
File "/usr/local/lib/python3.7/site-packages/hypermax/configuration.py", line 13, in createHyperparameterSpace
space = param.createHyperoptSpace(lockedValues)
File "/usr/local/lib/python3.7/site-packages/hypermax/hyperparameter.py", line 52, in createHyperoptSpace
space[key] = Hyperparameter(config, self, name + "." + key).createHyperoptSpace(lockedValues)
File "/usr/local/lib/python3.7/site-packages/hypermax/hyperparameter.py", line 75, in createHyperoptSpace
return hp.loguniform(name, math.log(min), math.log(max))
ValueError: math domain error
Exception ignored in: <function Optimizer.del at 0x118c6fb00>
Traceback (most recent call last):
File "/usr/local/lib/python3.7/site-packages/hypermax/optimizer.py", line 85, in del
if self.threadExecutor:
AttributeError: 'Optimizer' object has no attribute 'threadExecutor'
This looks very promising. Could you provide an example of how to use this as a library (and not through the CLI)? Thanks!
Hello,
is it possible to view the output of the running execution in real-time?
Maybe we could redirect it to file through shell redirection so that the user can still look at it with something like watch
?
This would be useful for very long processes.
Hello, I am very interested in your research. Do you have a paper? I want to cite your work in my paper
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