Comments (5)
I think that Talos should meet both needs; a single lowish end laptop and multi GPU environments. The evolutionary algorithm would fall under "reduction" methods in the current architecture. My thinking is that there would be several methods to choose from. In other words, it would be totally ok to have something that is restrictive in terms of machine spec.
A package that runs on top of Talos sounds perfect! ps. I took some time last night to study the topic enough to understand clearly the approach and it does seem great indeed :)
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Possibly. There is s minor concern about them. If Talos is to be the kind of HP tuning program you can run on your desktop, it might not be entirely feasible to implement them. Evolutionary algorithms will improve performance but are incredibly expensive.
Part of my current work involves training on multiple GPU's where such an implementation will be possible. For work done on a standard computer CPU it might not be.
Does your view of the Talos project potentially involve this kind of expansion? I likely will be writing code for this regardless (kind of slammed right now but I'll get to it). Perhaps a package that runs on top of Talos would be nice for that?
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This is connected with #40 and #45
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From the next major release onwards v.0.6 it will be very easy to add new optimizers. Just a heads up for now, more in the docs later.
from talos.
Closing this, as now anyone can add their own custom optimizers easily. See more in the corresponding docs section.
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Related Issues (20)
- talos execution fails of very first example: HOT 1
- Resume run possible? HOT 2
- Key duplication results in exception: param dict vs. csv file stored (e.g., 'loss') HOT 3
- Heatmap always have missing parts HOT 2
- Failed to build scipy while installing talos HOT 1
- Using `Evaluate` with multiple inputs HOT 6
- ImportError: cannot import name 'get_config' HOT 4
- add arguments to the function syntax HOT 1
- Using train, val data HOT 1
- Cannot replicate typical example from documentation HOT 1
- Can't find description of layer shapes HOT 3
- Talos installation stuck at downloading statsmodel HOT 1
- [RFC00102] Increase Visibility and Access to Power Draw Data HOT 1
- Getting errors when handling custom object HOT 4
- Add comprehensive support for n-dimensional `x` or `y`
- AttributeError: module 'talos.utils' has no attribute 'ExperimentLogCallback' HOT 1
- Live is not in talos HOT 1
- Advanced hyperparameter configuration HOT 1
- Error with Autom8 import HOT 1
- pip install talos is failing due to sklearn in requirements.txt instead of scikit-learn HOT 4
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