v.0.5 to Master (ACTUAL) #288
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1) experimental automl capabilities: - added Params() for generating parameter dictionaries - added KerasModel() for generating network architectures 2) namespace cleaning: The namespace now consist only of actionable/useful items. The top-level consist of commands which all are classes so can be identified being camel-case and utils and templates lead to second-level items. Check it out for yourself to learn more. Further, examples has a third-level which is datasets, models, and pipelines. 4) fixes and cleanups - cleaned up the naming in ParamGrid - changed all the numpy imports to come from np - improved scan_object.data to numeric conversion 4) added new tests
- added models and params under ta.templates - now cervical cancer, breast cancer, iris, and titanic have dataset, params, and input model - network_shape() now return [0] if params['hidden_layers'] is 0. This permits the situation where 0 is one option in the experiment - comprehensive functionality tests for templates added
- pipeline added for breast cancer and cervical cancer - tests added for all pipeline templatessAAsas
- fixed an issue with KerasModel() that aftected conv1d, lstm, and simplernn - added Bidirectional LSTM to KerasModel() - added two new models to /templates - made scan_finish() dtype conversion more allowing for special cases and errors as such columns should not be forcefully converted in any case (the main thing is to have the metrics converted always) - fixed ta.Params() which had 'loss' instead of 'losses' (which creates problems later in the results table
Added stopping after wall clock time
Allow direct setting of experiment_name
removed use of np.prod to avoid using limited size integers solving #244
Add ability to filter out unwanted premutations
Compatibility merge to daily-dev
- moved permutation_filter to its own function. The question here is that would it be meaningful to support boolean statement directly, or is there benefit from having the lambda? - premutation >> permutation - fixed the case where unrecognized random_method failed silently, no warns the user and falls back to 'uniform_mersenne' - added missing doctrings to Scan() - the tests are now organized in a meaningful way: """ The tests below have to serve several purpose: - test possible input methods to params dict - test binary, multi class, multi label and continuous problems - test all Scan arguments Each problem type is presented as a Class, and contains three experiments using single, list, or range inputs. There is an effort to test as many scenarios as possible here, so be inventive / experiment! Doing well with this part of the testing, there is a healthy base for a more serious approach to ensuring procedural integrity. """
Backwards Master to Daily-Dev
- moved permutation_filter to /reducers - enabled round duration and times (as attribute in Scan() object) - went through all the files for pep issues ... only some borderline long rows remain, otherwise pepified - changed max_start_... to time_limit for consistency with round_limit - edited tests to support the changes
- added gpu_utils and generator to ta.utils... - added tests for generator.py
v.0.5 to Dev
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Hello @mikkokotila! Thanks for opening this PR. We checked the lines you've touched for PEP 8 issues, and found:
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Pull Request Test Coverage Report for Build 447
💛 - Coveralls |
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NOTE: this is the actual v.0.5 to Master merge.