Commit 491fa01
AutoML Refactor Version 0.3.0 (#14)
* Version 0.3.0 update (#13)
* addition of latex support and torch functionality
* merged nlp into new version
* update to import and checking functionality
* removal of hack for save paths
* commenting to init,no longer defining the .automml.p namespace, functions won't be callable unless they're all available anyway
* removal of unnecessary type check, more readable choice of first element, checknlp -> validnlp, or not and for check
* space between separate columns, rename of util to prep. ...
* refactoring of nlp preprocessing execution
* splitting of preprocessing functions into sub folders, models folder now splits into sections
* null and constant drop, simplification of percentage calculation in stop tab function
* First pass commit at automl code structure with new graphing mechanism
* full graph in new format which can run 'basic' .automl.run
* Addition of stub files for AutoML graph testing
* update to travis test code
* first pass at data ingestion, configuration creation and data checking
* addition of save path to config, additional checking for NLP
* update to config retrieval to support flat files, coinciding refactor of function
* renaming of nlp checks to be clearer
* removal of overwritten date/time and update to structure/commenting
* change to camelCase, addition of image graphs, change to structure
* First pass update to include new coding standard definitions
* addition of a common location for general use utilities
* removal of unnecessary hidden files
* Addition of tests for target data functionality
* variable -> variant
* tests for process based retrieval of feature data
* addition of appropriate tests for the dataCheck node
* minor updates
* update to graph, inclusion of label encodeing symbol mapping to graph both code and images
* addition of tests for remaining function in dataCheck node
* review of targetData, featureData and dataCheck
* added labelEncode functionality and corresponding tests
* Initial addition of now renamed featureDescription node, update to graph images
* change from modification to description in node naming
* removal of unneeded param to dataDescription function, update to tests to cover all expected behaviour
* update to automl graph to use new label encode function from the toolkit
* added node for modelGeneration. Added customization folder for models, scoring funcs etc
* addition of funcs.q
* updated comments from review of code
* Minor improvements to code
* changes to keras functions to make it more adaptable for the addition of other models
* windows fix for updateConfig (#11)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* Addition of dataPreprocessing node (#12)
* addition of dataPreprocessing node
* cleaned up commenting
* updated review changes
* minor updates to dataPreprocessing functionality, models definitions updated for keras.q
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
* New commenting style required for featureDescription node (#19)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* variable declared as global broke tests - changed to local
* new commenting style
* Feature creation node (#16)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* variable declared as global broke tests - changed to local
* addition of dataPreprocessing node
* cleaned up commenting
* updated review changes
* minor updates to dataPreprocessing functionality, models definitions updated for keras.q
* added featurecreation functionality
* cleaned up nlp functions
* cleaned up code
* updated graph for feat create model, added test print statements. Added travis/appveyor PYTHONHASHSEED
* updated appveyor build scripts to install embedpy via conda
* pythonhashseed env
* code review and test changes
* removal of old testing data
* added tests and error trap for NLP and pulled down review
* changed NLP tests
* updated NLP tests to use spacy 2.3.2
* updated code in line with comments and added tests for ml.df2tab addition
Co-authored-by: Deanna Morgan <dmorgan1@kx.com>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
* Selectmodels node (#18)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* variable declared as global broke tests - changed to local
* added selectModels node
* included funcs.q
* test fixes
* updated any comments in PR. Pulled down latest version
Co-authored-by: Deanna Morgan <dmorgan1@kx.com>
* addition of predictParams node (#21)
* addition of predictParams node
* graph updates
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
* Created pathConstruct node (#23)
* addition of paramConsolidate node
* created pathConstruct node
* Automl graph tts (#15)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* variable declared as global broke tests - changed to local
* addition of featureSignificance node
* addition of trainTestSplit node
* addition of featureSignificance node
* sigFeat fixes
* sigFeat error trapping
* sigFeat tests
* change of train test split output type
* train test split tests
* correction to featSig tests
* correction to featSig tests
* correction to featSig tests
* test updates
* test updates
* correlated columns
* review of tts
* review of sigfeat
* correction to sigFeats functions to include one of correlation columns
* addition of tests for funcs.q
* addition of q/python func check
* review of tts, moved qpyFuncSearch to dataCheck
* reviewed featSig tests
* utils moved to funcs.q for TTS + sz check added
* utils moved to funcs.q for TTS + sz check added
* removed pythonTTS.p - already in dataCheck
* PR changes
Co-authored-by: Dianeod <dodonoghue@kx.com>
* Addition of saveGraph node (#24)
* addition of saveGraph node
* addition of saveGraph node
* addition of extra plots
* removed folders created in tests
* review of comments made
* updated Graph
* moved plt to utils, changed marker size
Co-authored-by: cmccarthy1 <38653604+cmccarthy1@users.noreply.github.com>
* Graph runmodels (#17)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* variable declared as global broke tests - changed to local
* addition of featureSignificance node
* addition of trainTestSplit node
* addition of featureSignificance node
* sigFeat fixes
* sigFeat error trapping
* sigFeat tests
* change of train test split output type
* train test split tests
* correction to featSig tests
* correction to featSig tests
* correction to featSig tests
* test updates
* test updates
* correlated columns
* review of tts
* review of sigfeat
* updated
* addition of runmodels node
* updated graph
* runModels review
* added number of reps for gs/xv
* updated dataCheck test
* updated comments made in PR
* addition of information for metadata
* resolved all comments
Co-authored-by: Deanna Morgan <dmorgan1@kx.com>
Co-authored-by: dmorgankx <44678213+dmorgankx@users.noreply.github.com>
* Automl graph preproc params (#26)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* variable declared as global broke tests - changed to local
* Update Automl_Graph.drawio
* graph, test and code format updates
* test print statements and updated graph
* Update Automl_Graph.drawio
* graph updates
* Connection abd workflow clarity for graph images
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
* Addition of saveMeta node (#25)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* variable declared as global broke tests - changed to local
* new commenting style
* addition of saveMeta node
* addition of saveopt check and tests
* node review - moved mdlMeta to funcs, removed repeated code
* added print statements. Removed pathDict created in pathConstruct
* updated modelMeta lib
* Addition of tests to check paths/metadata is created
Co-authored-by: Deanna Morgan <dmorgan1@kx.com>
* OptimizeModels Node (#20)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* variable declared as global broke tests - changed to local
* new commenting style
* added optimization node
* update optimization node
* updated graph
* Update to include confusion matrix and impact dictionary
* added regression calculation
* node review
Co-authored-by: Deanna Morgan <dmorgan1@kx.com>
* Fixed any bugs found (#27)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* variable declared as global broke tests - changed to local
* new commenting style
* added optimization node
* update optimization node
* updated graph
* Update to include confusion matrix and impact dictionary
* added regression calculation
* node review
* fixed any bugs found, nor runs through for all nodes
Co-authored-by: Deanna Morgan <dmorgan1@kx.com>
* Moved testing functions to separate file (#29)
* moved passing/failing test to seperate file
* added test/utils.q
* Addition of saveModel node (#28)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* variable declared as global broke tests - changed to local
* new commenting style
* addition of saveModels node
* addition of savemodels node
* addition of saveModels node
* clearned up if statement
* addition of saveModels node
* added tests for NLP
Co-authored-by: Deanna Morgan <dmorgan1@kx.com>
* Updating any bugs so that .`automl.run` works (#30)
* removed duplicated function
* fixed any errors to make sure automl.run runs through
* updated travis to include spacy english model and keras
* Automl graph savereport (#31)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* variable declared as global broke tests - changed to local
* new commenting style
* addition of saveModels node
* addition of savemodels node
* addition of saveModels node
* clearned up if statement
* minor code changes
* addition of fpdf report gen
* addition of fpdf report gen
* updated saveGraph to run latex
* report tests
* report tests
* updated tests
* updated image size
* latex formatting
* Updated latex checking and change to code organization
* pdflatex naming typo
* Fix to force absolute location of generated reports
* update to reportlab generation, new page removes custom font for headers
Co-authored-by: Dianeod <dodonoghue@kx.com>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
Co-authored-by: Conor McCarthy <cmccarthy1@kx.com>
* removed duplicated function (#33)
* move hyperparams to json files (#34)
* removed duplicated function
* move hyperparams to json files
* Update to some descriptions of functions and indenting of json
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
* Add functionality to add custom save path (#35)
* removed duplicated function
* added functionality to add custom model save path
* move hyperparams to json files (#34)
* removed duplicated function
* move hyperparams to json files
* Update to some descriptions of functions and indenting of json
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
* Update to be more strongly typed
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
* Introduction of command line interface api for automl (#36)
* Initial pass at json driven command line interfacce
* Major update to command line interface to support new input naming and allow first pass at fire and forget
* update to allow data retrieval via ipc/csv in command line case
* update to json format and command line input structure
* addition of code commenting for new command line version
* Final change to facilitate appropriate model naming conventioj
* typo fix
* Review of code (#37)
* removed duplicated function
* review of code
* refactor default layout
* Reintroduction of prediction mechanism for automl (#38)
* first pass at addition of prediction functionality
* Working pass at retrieval of models from disk
* update to remove multiple paths to generate predict function
* revert to pre cli_testing merge
* Minor updates to clean up NLP and correctly retrieve saved model. Update to feature creation for FRESH to support tabular input
* minor fixes to issues with retrieving named models and using the correct save option name
* Update tests (#40)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* variable declared as global broke tests - changed to local
* new commenting style
* addition of saveModels node
* addition of savemodels node
* addition of saveModels node
* clearned up if statement
* minor code changes
* update to tests to be in line with new dictionary input structure
* updates in line with requirements for tests with dataPreprocessing node
* featureExtractionType across the board change
* Update to tests for featureCreation node
* update to featureExtractionType name
* update to featureSignificance node tests to account for new config structure
* update to configuration retrieval to ensure full config retrieved
* renaming of config parameters for model optimization and update to feature extraction naming for preprocParams node
* update to runModels test config
* updates to configurations for train test split node
* Fix to bug in data split function and renaming of configuration in testing in line with new functionality
* update to saveMeta testing to align with revised structure for prediction functionality
* update to saveoption and feature extraction naming in line with new config for saveModels node
* Update to configuration for testing of saveReport node
* removal of old config definition
* Fix to bug introduced with change to hyperparameter function retrieval, update to configuration keys
* path error fix and model meta check
* reintroduction of test utilities needed for passing/failing test logic
* Review of updateTests branch (#42)
* removed duplicated function
* review of code
* refactor default layout
* review of testing code
* Reintroduction of travis testing (#43)
* initial update to reintroduce tests
* reintroduction of tensorflow install requirement
* Change to number of features and minor change to model paths
* update to FRESH data to align with correct representation
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
Co-authored-by: Deanna Morgan <dmorgan1@kx.com>
Co-authored-by: Dianeod <dodonoghue@kx.com>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
Co-authored-by: Dianeod <40861871+Dianeod@users.noreply.github.com>
* Automl scoringmodels (#46)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* variable declared as global broke tests - changed to local
* new commenting style
* addition of saveModels node
* addition of savemodels node
* addition of saveModels node
* clearned up if statement
* minor code changes
* update to tests to be in line with new dictionary input structure
* updates in line with requirements for tests with dataPreprocessing node
* featureExtractionType across the board change
* Update to tests for featureCreation node
* update to featureExtractionType name
* update to featureSignificance node tests to account for new config structure
* update to configuration retrieval to ensure full config retrieved
* renaming of config parameters for model optimization and update to feature extraction naming for preprocParams node
* update to runModels test config
* updates to configurations for train test split node
* Fix to bug in data split function and renaming of configuration in testing in line with new functionality
* update to saveMeta testing to align with revised structure for prediction functionality
* update to saveoption and feature extraction naming in line with new config for saveModels node
* Update to configuration for testing of saveReport node
* removal of old config definition
* Fix to bug introduced with change to hyperparameter function retrieval, update to configuration keys
* move to json structure for models
* model text files not needed
* json additions for models and scoring
* scoring json file
* apply flag/boolean seed/scoring fixes/docs link
* test fixes
* test fixes
Co-authored-by: Dianeod <dodonoghue@kx.com>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
* review of predict node (#44)
* removed duplicated function
* review of code
* refactor default layout
* review of predict function
* addition of warning if model comes from an unsupported library
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.local>
* reintroduction of load for test utils in saveModels
* Adding printing Functionality (#45)
* removed duplicated function
* added functionality to add custom model save path
* Update to be more strongly typed
* added print statements
* removed file
* moved remaining print statements to new format. Added print python warning option
* cleaned up printing dict
* fixed naming convention
* updated naming convention. Adding additional logging parameter
* moved api functionality to utils
* Updates to clean up ordering of printing, allow logging directories/files to be modified in json definitions, update graph as required and add print for graph file locations
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.local>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
Co-authored-by: Deanna Morgan <dmorgan1@kx.com>
Co-authored-by: Dianeod <dodonoghue@kx.com>
Co-authored-by: Dianeod <40861871+Dianeod@users.noreply.github.com>
Co-authored-by: dmorgankx <44678213+dmorgankx@users.noreply.github.com>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.local>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
Co-authored-by: Dianeod <40861871+Dianeod@users.noreply.github.com>
Co-authored-by: Deanna Morgan <dmorgan1@kx.com>
Co-authored-by: Dianeod <dodonoghue@kx.com>
Co-authored-by: dmorgankx <44678213+dmorgankx@users.noreply.github.com>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.local>
* Graph warning (#47)
* removed duplicated function
* Initial pass at json driven command line interfacce
* Major update to command line interface to support new input naming and allow first pass at fire and forget
* update to allow data retrieval via ipc/csv in command line case
* update to json format and command line input structure
* addition of code commenting for new command line version
* Final change to facilitate appropriate model naming conventioj
* typo fix
* review of code
* refactor default layout
* first pass at addition of prediction functionality
* Review of code (#37)
* removed duplicated function
* review of code
* refactor default layout
* Working pass at retrieval of models from disk
* update to remove multiple paths to generate predict function
* revert to pre cli_testing merge
* Minor updates to clean up NLP and correctly retrieve saved model. Update to feature creation for FRESH to support tabular input
* minor fixes to issues with retrieving named models and using the correct save option name
* review of predict function
* Update tests (#40)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* variable declared as global broke tests - changed to local
* new commenting style
* addition of saveModels node
* addition of savemodels node
* addition of saveModels node
* clearned up if statement
* minor code changes
* update to tests to be in line with new dictionary input structure
* updates in line with requirements for tests with dataPreprocessing node
* featureExtractionType across the board change
* Update to tests for featureCreation node
* update to featureExtractionType name
* update to featureSignificance node tests to account for new config structure
* update to configuration retrieval to ensure full config retrieved
* renaming of config parameters for model optimization and update to feature extraction naming for preprocParams node
* update to runModels test config
* updates to configurations for train test split node
* Fix to bug in data split function and renaming of configuration in testing in line with new functionality
* update to saveMeta testing to align with revised structure for prediction functionality
* update to saveoption and feature extraction naming in line with new config for saveModels node
* Update to configuration for testing of saveReport node
* removal of old config definition
* Fix to bug introduced with change to hyperparameter function retrieval, update to configuration keys
* path error fix and model meta check
* reintroduction of test utilities needed for passing/failing test logic
* Review of updateTests branch (#42)
* removed duplicated function
* review of code
* refactor default layout
* review of testing code
* Reintroduction of travis testing (#43)
* initial update to reintroduce tests
* reintroduction of tensorflow install requirement
* Change to number of features and minor change to model paths
* update to FRESH data to align with correct representation
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
Co-authored-by: Deanna Morgan <dmorgan1@kx.com>
Co-authored-by: Dianeod <dodonoghue@kx.com>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
Co-authored-by: Dianeod <40861871+Dianeod@users.noreply.github.com>
* add capability to ignore warnings/error statements
* Automl scoringmodels (#46)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* variable declared as global broke tests - changed to local
* new commenting style
* addition of saveModels node
* addition of savemodels node
* addition of saveModels node
* clearned up if statement
* minor code changes
* update to tests to be in line with new dictionary input structure
* updates in line with requirements for tests with dataPreprocessing node
* featureExtractionType across the board change
* Update to tests for featureCreation node
* update to featureExtractionType name
* update to featureSignificance node tests to account for new config structure
* update to configuration retrieval to ensure full config retrieved
* renaming of config parameters for model optimization and update to feature extraction naming for preprocParams node
* update to runModels test config
* updates to configurations for train test split node
* Fix to bug in data split function and renaming of configuration in testing in line with new functionality
* update to saveMeta testing to align with revised structure for prediction functionality
* update to saveoption and feature extraction naming in line with new config for saveModels node
* Update to configuration for testing of saveReport node
* removal of old config definition
* Fix to bug introduced with change to hyperparameter function retrieval, update to configuration keys
* move to json structure for models
* model text files not needed
* json additions for models and scoring
* scoring json file
* apply flag/boolean seed/scoring fixes/docs link
* test fixes
* test fixes
Co-authored-by: Dianeod <dodonoghue@kx.com>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
* review of predict node (#44)
* removed duplicated function
* review of code
* refactor default layout
* review of predict function
* addition of warning if model comes from an unsupported library
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.local>
* cleaned up code
* added more verbose warnings. Changed the location of removal of previous savePaths
* Update to reverse ordering of warning levels, fixes to deletion logic for tests, cfg->config
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
Co-authored-by: cmccarthy1 <38653604+cmccarthy1@users.noreply.github.com>
Co-authored-by: Deanna Morgan <dmorgan1@kx.com>
Co-authored-by: dmorgankx <44678213+dmorgankx@users.noreply.github.com>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.local>
* addition of fit/predict functionality and fix to retrieval of models based on name
* Revert "addition of fit/predict functionality and fix to retrieval of models based on name"
This reverts commit 0e70c17.
* Addition of Theano capability (#48)
* removed duplicated function
* added capability for adding a Theano model
* Update to Theano model support to remove models and allow run to continue if theano not installed
* added theano model check. Cleaned up printWarnings dict. Fixed print to screen check if saveOpt is 0
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.local>
* Reintroduction of fit-predict tests and fix to named model retrieval (#49)
* addition of fit-predict tests and fix to retrieval of named models
* Graph testing upd (#50)
* removed duplicated function
* added print statements, included all test files in a bat file
* Changed txt file to bat file in travis
Co-authored-by: cmccarthy1 <38653604+cmccarthy1@users.noreply.github.com>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.local>
Co-authored-by: Dianeod <40861871+Dianeod@users.noreply.github.com>
* Overall code review (#51)
* windows fix for updateConfig - no longer overwrites dir
* code tidy up
* variable declared as global broke tests - changed to local
* new commenting style
* addition of saveModels node
* addition of savemodels node
* addition of saveModels node
* clearned up if statement
* minor code changes
* code review
* code review
* code review
* code review
* code review
* code review
* code review
* code review
* fixes to dataCheck tests
* test updates for windows
* test fixes
* conflict fixes
* review of changes to overall codebase
* minor change to selectModels test
Co-authored-by: Dianeod <dodonoghue@kx.com>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.local>
* Graph log warning tests (#52)
* removed duplicated function
* added logging tests
* addition of warning/theano/torch tests
* fix for appveyor and travis tests
* fixed appveyor build
* removed swp file
* updated ignorewarnings print statement
* minor updates, torch change required for non gpu install torch
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.local>
* Addition of retrieval logic to get nearest model based on start date (#53)
* removed duplicated function
* Initial pass at retrieval of closest model
* added capability for adding a Theano model
* Update to Theano model support to remove models and allow run to continue if theano not installed
* Addition of model deletion functionality
* removal of code duplication
* Graph delete models (#55)
* added logging tests
* addition of warning/theano/torch tests
* fix for appveyor and travis tests
* fixed appveyor build
* removed swp file
* updated ignorewarnings print statement
* minor updates, torch change required for non gpu install torch
* review of code
* fix delete models
* fix for getModels using time
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.local>
* addition of command line interface test and addition of test flag for running cli automl (#54)
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.local>
* Graph fix misc (#57)
* fixed logging andw warning tests;Updated README; Check for wrong input
* revert changed to TF print
* changed date/time to original format
* cleaned up code
* cleaned up code
* Graph tests (#58)
* reduced tests for appveyor timeout
* reduced number of iterations for Theano
Co-authored-by: Dianeod <dodonoghue@kx.com>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.local>
Co-authored-by: Dianeod <40861871+Dianeod@users.noreply.github.com>
Co-authored-by: Dianeod <dodonoghue@kx.com>
Co-authored-by: Dianeod <40861871+Dianeod@users.noreply.github.com>
Co-authored-by: dmorgankx <44678213+dmorgankx@users.noreply.github.com>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
Co-authored-by: Deanna Morgan <dmorgan1@kx.com>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.local>
* Update requirements.txt
Co-authored-by: Dianeod <dodonoghue@kx.com>
Co-authored-by: Dianeod <40861871+Dianeod@users.noreply.github.com>
Co-authored-by: dmorgankx <44678213+dmorgankx@users.noreply.github.com>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.mynet>
Co-authored-by: Deanna Morgan <dmorgan1@kx.com>
Co-authored-by: Conor McCarthy <conormccarthy@brainpool1.local>1 parent d8e4bdf commit 491fa01
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186 files changed
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lines changed- build
- code
- checking
- commandLine
- customization
- configuration
- customConfig
- hyperParameters
- models
- libSupport
- modelConfig
- scoring
- models
- flat_parameters
- hyper_parameters
- lib_support
- models
- scoring
- nodes
- configuration
- tests
- dataCheck
- tests
- dataPreprocessing
- tests
- featureCreation
- fresh
- nlp
- normal
- tests
- featureData
- tests
- featureDescription
- tests
- featureSignificance
- tests
- labelEncode
- tests
- modelGeneration
- tests
- optimizeModels
- tests
- pathConstruct
- tests
- predictParams
- tests
- preprocParams
- tests
- runModels
- tests
- saveGraph
- tests
- saveMeta
- tests
- saveModels
- tests
- saveReport
- latex
- reportlab
- tests
- images
- selectModels
- tests
- targetData
- tests
- trainTestSplit
- tests
- postproc
- images
- reports
- preproc
- fresh
- nlp
- normal
- proc
- tests
- files
- cli
- theano
- torch
- docker
- graph
- outputs
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