From dd236f809a3069d7c9cb1680562b55121127e8d2 Mon Sep 17 00:00:00 2001 From: rabea-al Date: Fri, 1 Nov 2024 21:21:33 +0800 Subject: [PATCH 1/5] Remove NLP support --- NLP.py | 299 ---- examples/AutoMLBasicNLP.xircuits | 2401 ----------------------------- examples/AutoMLTuningNLP.xircuits | 2343 ---------------------------- 3 files changed, 5043 deletions(-) delete mode 100644 NLP.py delete mode 100644 examples/AutoMLBasicNLP.xircuits delete mode 100644 examples/AutoMLTuningNLP.xircuits diff --git a/NLP.py b/NLP.py deleted file mode 100644 index 88e4c0d..0000000 --- a/NLP.py +++ /dev/null @@ -1,299 +0,0 @@ -from xai_components.base import InArg, OutArg, Component, xai_component -from IPython.utils import capture - -""" -This component initializes the training environment and creates the transformation pipeline. -Setup component must be called before executing any other component. It takes two mandatory -parameters:data and target. All the other parameters are optional. -""" -@xai_component(color="blue") -class SetupNLP(Component): - in_dataset: InArg[any] #pandas.Dataframe with shape (n_samples, n_features) or a list. - target: InArg[str] #Name of the target column to be passed in as a string. The target variable can be either binary or multiclass. - custom_stopwords:InArg[list] #List of stopwords. - seed:InArg[int] #You can use random_state for reproducibility. - log_experiment:InArg[bool] #logging setup and training - experiment_name:InArg[str] #Name of the experiment for logging. - - - - - def __init__(self): - - self.done = False - self.in_dataset = InArg(None) - self.target = InArg(None) - self.custom_stopwords = InArg(None) - self.seed = InArg(None) - self.log_experiment = InArg(False) - self.experiment_name = InArg('default') - - def execute(self, ctx) -> None: - - from pycaret.nlp import setup , models - - in_dataset = self.in_dataset.value - target = self.target.value - custom_stopwords = self.custom_stopwords.value - seed = self.seed.value - log_experiment = self.log_experiment.value - experiment_name = self.experiment_name.value - - if seed is None: - print("Set the seed value for reproducibility.") - - with capture.capture_output() as captured: - setup_pycaret = setup(data = in_dataset, - target = target, - custom_stopwords = custom_stopwords, - session_id=seed, - log_experiment = log_experiment, - experiment_name = experiment_name) - - captured.show() - - print("List of the Available NLP Models: ") - print(models()) - - self.done = True - - -''' -This function trains a given topic model. All the available models - can be accessed using the models function. -''' -@xai_component(color="orange") -class CreateModelNLP(Component): - model_id:InArg[str] #ID of an estimator available in model library or pass an untrained model object consistent with scikit-learn API - num_topics:InArg[int] #Number of topics to be created. If None, default is set to 4. - multi_core:InArg[bool] - - out_created_model:OutArg[any] #Trained Model object - - def __init__(self): - - self.done = False - self.model_id = InArg('lda') - self.num_topics = InArg(4) - self.multi_core = InArg(False) - - self.out_created_model= OutArg(None) - - def execute(self, ctx) -> None: - - from pycaret.nlp import create_model - - model_id = self.model_id.value - num_topics = self.num_topics.value - multi_core = self.multi_core.value - - with capture.capture_output() as captured: - created_model = create_model(model = model_id, num_topics = num_topics, multi_core = multi_core,verbose = False) - captured.show() - print(created_model) - - self.out_created_model.value = created_model - - self.done = True - - -''' -This component tunes the hyperparameters of a given model. The output of this component is -a score grid with CV scores by fold of the best selected model based on optimize parameter. -''' -@xai_component(color="salmon") -class TuneModelNLP(Component): - model_id:InArg[str] #Trained model object - multi_core:InArg[bool] # True would utilize all CPU cores to parallelize and speed up model training. Ignored when model is not ‘lda’. - supervised_target:InArg[str] #Name of the target column containing labels. - supervised_type:InArg[str] #Type of task. ‘classification’ or ‘regression’. Automatically inferred when None. - supervised_estimator:InArg[str] # the classification or regression model - optimize:InArg[str] #the classification or regression optimizer - custom_grid:InArg[any] #To define custom search space for hyperparameters, pass a dictionary with parameter name and values to be iterated. - - out_tuned_model:OutArg[any] - - def __init__(self): - - self.done = False - self.model_id = InArg(None) - self.multi_core = InArg(False) - self.supervised_target = InArg(None) - self.supervised_type = InArg(None) - self.supervised_estimator = InArg(None) - self.optimize = InArg(None) - self.custom_grid = InArg(None) - - self.out_tuned_model = OutArg(None) - - def execute(self, ctx) -> None: - - from pycaret.nlp import tune_model - from IPython.display import display - import numpy as np - - model_id = self.model_id.value - multi_core = self.multi_core.value - supervised_target = self.supervised_target.value - supervised_type = self.supervised_type.value - supervised_estimator = self.supervised_estimator.value - optimize = self.optimize.value - custom_grid = self.custom_grid.value - - with capture.capture_output() as captured: - tuned_model = tune_model(model = model_id, - multi_core = multi_core, - supervised_target = supervised_target, - estimator = supervised_estimator, - optimize = optimize, - custom_grid = custom_grid) - captured.show() - - self.out_tuned_model.value = tuned_model - - self.done = True - - - -''' -This function assigns topic labels to the dataset for a given model. -''' -@xai_component(color="firebrick") -class AssignModelNLP(Component): - in_model:InArg[any] #Trained Model Object - - out_model:OutArg[any] #Trained Model Object - def __init__(self): - - self.done = False - self.in_model = InArg(None) - - self.out_model = OutArg(None) - - def execute(self, ctx) -> None: - - from pycaret.nlp import assign_model - - in_model = self.in_model.value - - with capture.capture_output() as captured: - assign_model = assign_model(model = in_model,verbose = False) - captured.show() - print(assign_model.head()) - - self.out_model.value = in_model - - self.done = True - - -''' -This function analyzes the performance of a trained model. -''' -@xai_component(color="springgreen") -class PlotModelNLP(Component): - in_model:InArg[any] #Trained model object - plot_type:InArg[str] #plot name - topic_num:InArg[str] #Feature to be evaluated when plot = ‘distribution’. When plot type is ‘cluster’ or ‘tsne’ feature column is used as a hoverover tooltip and/or label when the label param is set to True. When the plot type is ‘cluster’ or ‘tsne’ and feature is None, first column of the dataset is used. - list_available_plots:InArg[bool] # list the available plots - - out_model:OutArg[any] - - def __init__(self): - - self.done = False - self.in_model = InArg(None) - self.plot_type = InArg('frequency') - self.topic_num = InArg(None) - self.list_available_plots=InArg(False) - - self.out_model= OutArg(None) - - def execute(self, ctx) -> None: - - from pycaret.nlp import plot_model - - plot={'frequency' : 'Word Token Frequency', - 'distribution' : 'Word Distribution Plot', - 'bigram' : 'Bigram Frequency Plot', - 'trigram' : 'Trigram Frequency Plot', - 'sentiment' : 'Sentiment Polarity Plot', - 'pos' : 'Part of Speech Frequency', - 'tsne' : 't-SNE (3d) Dimension Plot', - 'topic_model' : 'Topic Model (pyLDAvis)', - 'topic_distribution' : 'Topic Infer Distribution', - 'wordcloud' : 'Wordcloud', - 'umap' : 'UMAP Dimensionality Plot'} - - in_model = self.in_model.value - plot_type = self.plot_type.value - topic_num = self.topic_num.value - list_available_plots = self.list_available_plots.value - - with capture.capture_output() as captured: - plot_model = plot_model(in_model, plot = plot_type,topic_num = topic_num) - captured.show() - - if list_available_plots is True: - print('List of available plots (plot Type - Plot Name):') - for key, value in plot.items(): - print(key, ' - ', value) - - self.out_model.value = in_model - - self.done = True - - -''' -This component saves the transformation pipeline and trained model object into the - current working directory as a pickle file for later use. -''' -@xai_component(color='red') -class SaveModelNLP(Component): - in_model:InArg[any] #Trained model object - save_path:InArg[str] #Name and saving path of the model. - - def __init__(self): - - self.done = False - self.in_model = InArg(None) - self.save_path = InArg(None) - - def execute(self, ctx) -> None: - - from pycaret.nlp import save_model - - in_model = self.in_model.value - save_path = self.save_path.value - - save_model(in_model,model_name=save_path) - - self.done = True - - -''' -This component loads a previously saved pipeline. -''' -@xai_component(color='red') -class LoadModelNLP(Component): - model_path:InArg[str] #Name and path of the saved model - - model:OutArg[any] #Trained model object - - def __init__(self): - - self.done = False - self.model_path = InArg(None) - - self.model= OutArg(None) - - def execute(self, ctx) -> None: - - from pycaret.nlp import load_model - - model_path = self.model_path.value - - loaded_model = load_model(model_name=model_path) - - self.model.value = loaded_model - - self.done = True \ No newline at end of file diff --git a/examples/AutoMLBasicNLP.xircuits b/examples/AutoMLBasicNLP.xircuits deleted file mode 100644 index f8dcd5c..0000000 --- a/examples/AutoMLBasicNLP.xircuits +++ /dev/null @@ -1,2401 +0,0 @@ -{ - "id": "f15498ac-ecb2-4647-9ccd-87d262083c17", - "offsetX": -53.2702726837791, - "offsetY": 44.87504180446214, - "zoom": 79.99999999999994, - "gridSize": 0, - 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Go to '...' +2. Click on '....' +3. Scroll down to '....' +4. See error + +**Expected behavior** +A clear and concise description of what you expected to happen. + +**Screenshots** +If applicable, add screenshots to help explain your problem. + +**Tested on?** + +- [ ] Windows +- [ ] Linux Ubuntu +- [ ] Centos +- [ ] Mac +- [ ] Others (State here -> xxx ) + +**Additional context** +Add any other context about the problem here. \ No newline at end of file diff --git a/.github/ISSUE_TEMPLATE/feature-request.md b/.github/ISSUE_TEMPLATE/feature-request.md new file mode 100644 index 0000000..7e83d77 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/feature-request.md @@ -0,0 +1,31 @@ +--- +name: Feature Request +about: Suggest an idea for this component library +title: '' +labels: '' +assignees: '' + +--- + +**Xircuits Version** +Run `pip show xircuits` to get the version, or mention you've used a specific .whl from a branch. + +**What kind of feature is it?** +- [ ] Xircuits Component Library Code +- [ ] Workflow Example +- [ ] Documentation +- [ ] Not Sure + +**Is your feature request related to a problem? Please describe.** + +A clear and concise description of what the problem is. Ex. When I use X feature / when I do Y it does Z. + +**Describe the solution you'd like** + +A clear and concise description of what you want to happen. + +**Describe alternatives you've considered** +A clear and concise description of any alternative solutions or features you've considered. + +**Additional context** +Add any other context or screenshots about the feature request here. \ No newline at end of file diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md new file mode 100644 index 0000000..6d53741 --- /dev/null +++ b/.github/PULL_REQUEST_TEMPLATE.md @@ -0,0 +1,46 @@ +Welcome to Xircuits! Thank you for making a pull request. Please ensure that your pull request follows the template. + +# Description + +Please include a summary which includes relevant motivation and context. You may also describe the code changes. List any dependencies that are required for this change. + +## References + +If applicable, note issue numbers this pull request addresses. You can also note any other pull requests that address this issue and how this pull request is different. + +## Pull Request Type + +- [ ] Xircuits Component Library Code +- [ ] Workflow Example +- [ ] Documentation +- [ ] Others (Please Specify) + +## Type of Change + +- [ ] New feature (non-breaking change which adds functionality) +- [ ] Bug fix (non-breaking change which fixes an issue) +- [ ] Breaking change (fix or feature that would cause existing functionality to not work as expected) +- [ ] This change requires a documentation update + +# Tests + +Please describe the tests that you ran to verify your changes. Provide instructions so we can reproduce. Please also list any relevant details for your test configuration. + +**1. Test A** + + 1. First step + 2. Second step + 3. ... + + +## Tested on? + +- [ ] Windows +- [ ] Linux Ubuntu +- [ ] Centos +- [ ] Mac +- [ ] Others (State here -> xxx ) + +# Notes + +Add if any. diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..68bc17f --- /dev/null +++ b/.gitignore @@ -0,0 +1,160 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ diff --git a/examples/AutoMLBasicAnomalyDetection.xircuits b/examples/AutoMLBasicAnomalyDetection.xircuits index 0c5e9b0..bfed037 100644 --- a/examples/AutoMLBasicAnomalyDetection.xircuits +++ b/examples/AutoMLBasicAnomalyDetection.xircuits @@ -1,12 +1,12 @@ { "id": "fa4ee496-a10c-4c4e-8f38-a038a4c36e9f", - "offsetX": -18.199842823977644, - "offsetY": 46.896671377450105, - "zoom": 39.99999999999998, + "offsetX": -299.57646783035557, + "offsetY": -16.8422733864764, + "zoom": 77.99999999999997, "gridSize": 0, "layers": [ { - "id": "3064cf0b-bda0-4b4d-b6b8-9f3b271e666b", + "id": "2b6ed7cd-149d-4171-987d-9d032e3cf74c", "type": "diagram-links", "isSvg": true, "transformed": true, @@ -17,20 +17,20 @@ "selected": false, "source": "2bac890c-601a-4bd1-961b-682a12d7d11b", "sourcePort": "bcda3bbc-69fe-4307-8df5-25f5758e94e4", - "target": "b6c41b6a-af45-40e8-ab76-67f2216431dc", - 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"id": "e0d9053c-d098-426a-aebb-2b374895883c", + "id": "f2eb0c16-34b8-4b53-ac94-d4b67b1bec96", "type": "default", "extras": {}, - "x": 189.46872327088172, - "y": 400.36459902219525, + "x": 189.36247988442028, + "y": 399.82497833753, "name": "out-0", "alignment": "right", - "parentNode": "e783fbbb-97f6-4f92-a950-b5f3a47a60b0", + "parentNode": "693254b5-ca7b-47bc-8fc0-95c4bd697709", "links": [ "8fa3f8dd-7910-4133-91fc-fe20a45a1821" ], @@ -726,35 +727,36 @@ "label": "mice", "varName": "mice", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(15,255,255)", "portsInOrder": [], "portsOutOrder": [ - "e0d9053c-d098-426a-aebb-2b374895883c" + "f2eb0c16-34b8-4b53-ac94-d4b67b1bec96" ] }, - "2b931434-60cf-4c61-a109-7da5221047df": { - "id": "2b931434-60cf-4c61-a109-7da5221047df", + "f49cb3e1-3051-47e9-97fa-f4710f0e83d0": { + "id": "f49cb3e1-3051-47e9-97fa-f4710f0e83d0", "type": "custom-node", "selected": false, "extras": { - "type": "float" + "type": "float", + "attached": false }, "x": 422.7890625, "y": 412.03125, "ports": [ { - "id": "12db736f-e316-4cc9-a3dd-02e3e8569e6a", + "id": "59cde197-1d4e-4ee9-8728-c13d59d9877f", "type": "default", "extras": {}, - "x": 475.8021888470537, - "y": 436.3645837634062, + "x": 475.66249349995525, + "y": 435.8250002475861, "name": "out-0", "alignment": "right", - "parentNode": "2b931434-60cf-4c61-a109-7da5221047df", + "parentNode": "f49cb3e1-3051-47e9-97fa-f4710f0e83d0", "links": [ "62356d42-726f-4bca-8519-cda4f687d172" ], @@ -762,35 +764,36 @@ "label": "0.1", "varName": "0.1", "portType": "", - "dataType": "" + "dataType": "float" } ], "name": "Literal Float", "color": "rgb(153,204,51)", "portsInOrder": [], "portsOutOrder": [ - "12db736f-e316-4cc9-a3dd-02e3e8569e6a" + "59cde197-1d4e-4ee9-8728-c13d59d9877f" ] }, - "14b1d3ef-7d69-40a8-b753-8311d82cbd62": { - "id": "14b1d3ef-7d69-40a8-b753-8311d82cbd62", + "210b4e85-5121-4237-a86d-83fdf993ef71": { + "id": "210b4e85-5121-4237-a86d-83fdf993ef71", "type": "custom-node", "selected": false, "extras": { - "type": "int" + "type": "int", + "attached": false }, "x": 413.7890625, "y": 489.03125, "ports": [ { - "id": "57f866b1-241c-46e3-ac4e-c46fc81122a8", + "id": "1c6ffb2e-03bc-47c8-a955-cc68acae2de0", "type": "default", "extras": {}, - "x": 477.3854408001787, - "y": 513.3646295397734, + "x": 477.26251447100896, + "y": 512.8249971175782, "name": "out-0", "alignment": "right", - "parentNode": "14b1d3ef-7d69-40a8-b753-8311d82cbd62", + "parentNode": "210b4e85-5121-4237-a86d-83fdf993ef71", "links": [ "b36efcbe-3d3b-4831-af73-91605b58b720" ], @@ -798,35 +801,36 @@ "label": "9494", "varName": "9494", "portType": "", - "dataType": "" + "dataType": "int" } ], "name": "Literal Integer", "color": "rgb(255,204,204)", "portsInOrder": [], "portsOutOrder": [ - "57f866b1-241c-46e3-ac4e-c46fc81122a8" + "1c6ffb2e-03bc-47c8-a955-cc68acae2de0" ] }, - "4875f884-56cd-4afe-9313-826c83745c4c": { - "id": "4875f884-56cd-4afe-9313-826c83745c4c", + "43289ba7-cd85-4c1e-bb31-d65d28088115": { + "id": "43289ba7-cd85-4c1e-bb31-d65d28088115", "type": "custom-node", "selected": false, "extras": { - "type": "int" + "type": "int", + "attached": false }, "x": 688.7890625, "y": 659.03125, "ports": [ { - "id": "f972eb2a-e195-406c-9fe7-bd5e4270051f", + "id": "915323f0-ce13-4b73-ba11-1b9a23943d43", "type": "default", "extras": {}, - "x": 752.3854408001788, - "y": 683.3646295397735, + "x": 752.2624753459089, + "y": 682.824926692398, "name": "out-0", "alignment": "right", - "parentNode": "4875f884-56cd-4afe-9313-826c83745c4c", + "parentNode": "43289ba7-cd85-4c1e-bb31-d65d28088115", "links": [ "8463fbe2-171e-41c8-a462-22780fbc8a07" ], @@ -834,35 +838,36 @@ "label": "9494", "varName": "9494", "portType": "", - "dataType": "" + "dataType": "int" } ], "name": "Literal Integer", "color": "rgb(255,204,204)", "portsInOrder": [], "portsOutOrder": [ - "f972eb2a-e195-406c-9fe7-bd5e4270051f" + "915323f0-ce13-4b73-ba11-1b9a23943d43" ] }, - "45779e89-b748-4d88-96fe-e8fefb44162a": { - "id": "45779e89-b748-4d88-96fe-e8fefb44162a", + "0378bc10-183b-4008-80b3-60931d761d7c": { + "id": "0378bc10-183b-4008-80b3-60931d761d7c", "type": "custom-node", "selected": false, "extras": { - "type": "boolean" + "type": "boolean", + "attached": false }, "x": 703.7890625, "y": 716.03125, "ports": [ { - "id": "987c473a-4696-4df6-aa89-c2f28d52363f", + "id": "0844e8c5-1345-47b7-af25-0d7013945547", "type": "default", "extras": {}, - "x": 753.9583167767413, - "y": 740.3646753161407, + "x": 773.3750053939858, + "y": 739.8249548624701, "name": "out-0", "alignment": "right", - "parentNode": "45779e89-b748-4d88-96fe-e8fefb44162a", + "parentNode": "0378bc10-183b-4008-80b3-60931d761d7c", "links": [ "fb915606-345f-424e-8d2d-7d6be956dc97" ], @@ -870,35 +875,36 @@ "label": "True", "varName": "True", "portType": "", - "dataType": "" + "dataType": "boolean" } ], - "name": "Literal True", + "name": "Literal Boolean", "color": "rgb(255,153,0)", "portsInOrder": [], "portsOutOrder": [ - "987c473a-4696-4df6-aa89-c2f28d52363f" + "0844e8c5-1345-47b7-af25-0d7013945547" ] }, - "db25a2a3-ae82-45e6-ac93-598a2ecc03b3": { - "id": "db25a2a3-ae82-45e6-ac93-598a2ecc03b3", + "02bd99b4-455c-4118-bd83-772d39420127": { + "id": "02bd99b4-455c-4118-bd83-772d39420127", "type": "custom-node", "selected": false, "extras": { - "type": "string" + "type": "string", + "attached": false }, "x": 663.7890625, "y": 777.03125, "ports": [ { - "id": "c011845e-2360-4fd4-aeaf-f756c90579d1", + "id": "a754797c-e0ca-45a8-bf3d-b7f73d1cd6fe", "type": "default", "extras": {}, - "x": 771.8855628704913, - "y": 801.3645837634064, + "x": 772.0250329380564, + "y": 800.8249767725262, "name": "out-0", "alignment": "right", - "parentNode": "db25a2a3-ae82-45e6-ac93-598a2ecc03b3", + "parentNode": "02bd99b4-455c-4118-bd83-772d39420127", "links": [ "e45e0932-fdaf-43ed-9e43-fe172ab33c5b" ], @@ -906,35 +912,36 @@ "label": "Anomaly example", "varName": "Anomaly example", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(15,255,255)", "portsInOrder": [], "portsOutOrder": [ - "c011845e-2360-4fd4-aeaf-f756c90579d1" + "a754797c-e0ca-45a8-bf3d-b7f73d1cd6fe" ] }, - "0737a9e5-a1dc-4fcf-b35d-30e5db2f4631": { - "id": "0737a9e5-a1dc-4fcf-b35d-30e5db2f4631", + "68f90946-5311-4120-b2c4-dd9995318966": { + "id": "68f90946-5311-4120-b2c4-dd9995318966", "type": "custom-node", "selected": false, "extras": { - "type": "float" + "type": "float", + "attached": false }, "x": 1194.649527616279, "y": 594.6126453488372, "ports": [ { - "id": "b34226ec-c6e5-481c-8625-e8617530c205", + "id": "2a480150-0afd-4c96-8539-63a35602decc", "type": "default", "extras": {}, - "x": 1247.6668128704916, - "y": 618.937520775125, + "x": 1247.5249734679044, + "y": 618.4124917965645, "name": "out-0", "alignment": "right", - "parentNode": "0737a9e5-a1dc-4fcf-b35d-30e5db2f4631", + "parentNode": "68f90946-5311-4120-b2c4-dd9995318966", "links": [ "f338966d-56ef-48c5-a446-bd6ec1e4627a" ], @@ -942,35 +949,36 @@ "label": "0.05", "varName": "0.05", "portType": "", - "dataType": "" + "dataType": "float" } ], "name": "Literal Float", "color": "rgb(153,204,51)", "portsInOrder": [], "portsOutOrder": [ - "b34226ec-c6e5-481c-8625-e8617530c205" + "2a480150-0afd-4c96-8539-63a35602decc" ] }, - "f0ad9be4-cbca-429d-b57a-e95f30333110": { - "id": "f0ad9be4-cbca-429d-b57a-e95f30333110", + "c620d584-0ff5-473f-a3eb-87db22d0a405": { + "id": "c620d584-0ff5-473f-a3eb-87db22d0a405", "type": "custom-node", "selected": false, "extras": { - "type": "string" + "type": "string", + "attached": false }, "x": 1134.0448764534883, "y": 481.4963662790698, "ports": [ { - "id": "b9e3653f-e181-404b-8447-dc11569899c5", + "id": "b0589f3d-4857-41dd-81e3-05dd5815e7bd", "type": "default", "extras": {}, - "x": 1191.7293128704916, - "y": 505.8228967516875, + "x": 1191.5999465498353, + "y": 505.28750744660454, "name": "out-0", "alignment": "right", - "parentNode": "f0ad9be4-cbca-429d-b57a-e95f30333110", + "parentNode": "c620d584-0ff5-473f-a3eb-87db22d0a405", "links": [ "263952e4-a64d-4255-9498-203f621859b6" ], @@ -978,35 +986,36 @@ "label": "iforest", "varName": "iforest", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(15,255,255)", "portsInOrder": [], "portsOutOrder": [ - "b9e3653f-e181-404b-8447-dc11569899c5" + "b0589f3d-4857-41dd-81e3-05dd5815e7bd" ] }, - "6612a6e0-49b1-453e-ab17-b6157f0cee08": { - "id": "6612a6e0-49b1-453e-ab17-b6157f0cee08", + "7e3dbba9-5284-4caf-85e7-4516442d48dd": { + "id": "7e3dbba9-5284-4caf-85e7-4516442d48dd", "type": "custom-node", "selected": false, "extras": { - "type": "string" + "type": "string", + "attached": false }, "x": 1885.703844621199, "y": 348.5565689706193, "ports": [ { - "id": "e58f6c00-31d3-40dd-bd4e-21b045494eb1", + "id": "32055f02-48d0-4225-90e7-6eaf2d10d664", "type": "default", "extras": {}, - "x": 1985.23959729432, - "y": 372.88542726926556, + "x": 1985.3750648641385, + "y": 372.35000275159246, "name": "out-0", "alignment": "right", - "parentNode": "6612a6e0-49b1-453e-ab17-b6157f0cee08", + "parentNode": "7e3dbba9-5284-4caf-85e7-4516442d48dd", "links": [ "db55f708-265a-4174-99b7-dfb5c60ebf45" ], @@ -1014,18 +1023,18 @@ "label": "Anomaly_model", "varName": "Anomaly_model", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(15,255,255)", "portsInOrder": [], "portsOutOrder": [ - "e58f6c00-31d3-40dd-bd4e-21b045494eb1" + "32055f02-48d0-4225-90e7-6eaf2d10d664" ] }, - "57ba078f-dcf2-4f5c-94b6-80348f74cc5a": { - "id": "57ba078f-dcf2-4f5c-94b6-80348f74cc5a", + "44165c5a-4f02-40e9-b65b-0f2403b6f030": { + "id": "44165c5a-4f02-40e9-b65b-0f2403b6f030", "type": "custom-node", "selected": false, "extras": { @@ -1036,14 +1045,14 @@ "y": 598.03125, "ports": [ { - "id": "c3afc145-95ea-4e54-bd48-48fad2fc6f82", + "id": "468b077b-9621-4d55-84bd-238ea274dc66", "type": "default", "extras": {}, - "x": 772.2812232708819, - "y": 622.3646447985625, + "x": 772.4249697118945, + "y": 621.8249830325421, "name": "out-0", "alignment": "right", - "parentNode": "57ba078f-dcf2-4f5c-94b6-80348f74cc5a", + "parentNode": "44165c5a-4f02-40e9-b65b-0f2403b6f030", "links": [ "988f8866-ec55-4ec4-a3e7-b1c1b46f9e65" ], @@ -1058,11 +1067,11 @@ "color": "rgb(204,204,204)", "portsInOrder": [], "portsOutOrder": [ - "c3afc145-95ea-4e54-bd48-48fad2fc6f82" + "468b077b-9621-4d55-84bd-238ea274dc66" ] }, - "9c1a7a31-fe6a-4656-ac5d-7e1918e574b8": { - "id": "9c1a7a31-fe6a-4656-ac5d-7e1918e574b8", + "0e7662ad-8ac3-4c11-b719-ef768b2ac95d": { + "id": "0e7662ad-8ac3-4c11-b719-ef768b2ac95d", "type": "custom-node", "selected": true, "extras": { @@ -1072,14 +1081,14 @@ "y": 239.7620843215205, "ports": [ { - "id": "01f25659-613f-4b89-a6d9-6500ab730e49", + "id": "ec717d2c-dd04-4aa0-a09e-535c19d978d5", "type": "default", "extras": {}, - "x": 2302.4893531536954, - "y": 266.4271066515897, + "x": 2302.625165024395, + "y": 266.54998052853557, "name": "in-0", "alignment": "left", - "parentNode": "9c1a7a31-fe6a-4656-ac5d-7e1918e574b8", + "parentNode": "0e7662ad-8ac3-4c11-b719-ef768b2ac95d", "links": [ "78388c60-ad23-4c65-9c3f-bce86c40d47f" ], @@ -1090,14 +1099,14 @@ "dataType": "" }, { - "id": "8273a5af-207a-4c8c-a586-33948340f9f3", + "id": "fd36b184-0834-4c7a-8174-f52eafa2b06f", "type": "default", "extras": {}, - "x": 2302.4893531536954, - "y": 287.760419639871, + "x": 2302.625165024395, + "y": 288.1499701995091, "name": "parameter-dynalist-outputs", "alignment": "left", - "parentNode": "9c1a7a31-fe6a-4656-ac5d-7e1918e574b8", + "parentNode": "0e7662ad-8ac3-4c11-b719-ef768b2ac95d", "links": [], "in": true, "label": "outputs", @@ -1114,13 +1123,13 @@ "name": "Finish", "color": "rgb(255,102,102)", "portsInOrder": [ - "01f25659-613f-4b89-a6d9-6500ab730e49", - "8273a5af-207a-4c8c-a586-33948340f9f3" + "ec717d2c-dd04-4aa0-a09e-535c19d978d5", + "fd36b184-0834-4c7a-8174-f52eafa2b06f" ], "portsOutOrder": [] }, - "b6c41b6a-af45-40e8-ab76-67f2216431dc": { - "id": "b6c41b6a-af45-40e8-ab76-67f2216431dc", + "7faac326-cf3a-43fc-a02a-a331b751dd7c": { + "id": "7faac326-cf3a-43fc-a02a-a331b751dd7c", "type": "custom-node", "selected": true, "extras": { @@ -1138,14 +1147,14 @@ "y": 179.03125, "ports": [ { - "id": "dd48a11f-7eb3-4e89-9c3e-57279a141ade", + "id": "2414dcdb-936c-40c9-9a9b-28308e789fc2", "type": "default", "extras": {}, - "x": 290.448032352913, - "y": 205.69792726926548, + "x": 290.587506332988, + "y": 205.82498851005596, "name": "in-0", "alignment": "left", - "parentNode": "b6c41b6a-af45-40e8-ab76-67f2216431dc", + "parentNode": "7faac326-cf3a-43fc-a02a-a331b751dd7c", "links": [ "f47cdf18-f372-4821-a58f-c43712a8cae1" ], @@ -1156,14 +1165,14 @@ "dataType": "" }, { - "id": "d2b57485-f995-4a6c-af53-48555f987e10", + "id": "ba9a0200-332f-432a-8f4b-8347064ddeef", "type": "default", "extras": {}, - "x": 290.448032352913, - "y": 227.03124025754673, + "x": 290.587506332988, + "y": 227.4249977435796, "name": "parameter-string-dataset", "alignment": "left", - "parentNode": "b6c41b6a-af45-40e8-ab76-67f2216431dc", + "parentNode": "7faac326-cf3a-43fc-a02a-a331b751dd7c", "links": [ "8fa3f8dd-7910-4133-91fc-fe20a45a1821" ], @@ -1174,14 +1183,14 @@ "dataType": "string" }, { - "id": "6fced56d-d4db-415f-a06a-389cdea5c69f", + "id": "351d90b9-5bf2-418a-8bea-da664bc32bc5", "type": "default", "extras": {}, - "x": 290.448032352913, - "y": 248.3646295397733, + "x": 290.587506332988, + "y": 249.02498741455315, "name": "parameter-boolean-save_copy", "alignment": "left", - "parentNode": "b6c41b6a-af45-40e8-ab76-67f2216431dc", + "parentNode": "7faac326-cf3a-43fc-a02a-a331b751dd7c", "links": [], "in": true, "label": "save_copy", @@ -1190,14 +1199,14 @@ "dataType": "boolean" }, { - "id": "f0ee8a2d-0cbf-41fc-9e31-d1b90dde8718", + "id": "91e22173-5fc3-4b8d-a4cb-ec19c17dd06d", "type": "default", "extras": {}, - "x": 290.448032352913, - "y": 269.69794252805457, + "x": 290.587506332988, + "y": 270.6249770855267, "name": "parameter-boolean-verbose", "alignment": "left", - "parentNode": "b6c41b6a-af45-40e8-ab76-67f2216431dc", + "parentNode": "7faac326-cf3a-43fc-a02a-a331b751dd7c", "links": [], "in": true, "label": "verbose", @@ -1206,14 +1215,14 @@ "dataType": "boolean" }, { - "id": "32468453-00ff-4a13-b45f-9d3aef50728a", + "id": "661b7c4b-4f2b-4b34-a48a-8f33978e330a", "type": "default", "extras": {}, - "x": 450.8749732708818, - "y": 205.69792726926548, + "x": 451.2875169750153, + "y": 205.82498851005596, "name": "out-0", "alignment": "right", - "parentNode": "b6c41b6a-af45-40e8-ab76-67f2216431dc", + "parentNode": "7faac326-cf3a-43fc-a02a-a331b751dd7c", "links": [ "92ddedb4-69e0-4718-b0db-dc3173b124fc" ], @@ -1224,14 +1233,14 @@ "dataType": "" }, { - "id": "93767690-7b1f-49aa-ab3f-d56964e9de6f", + "id": "1c854236-9d9b-4ae8-bc4e-69ce0c021dc3", "type": "default", "extras": {}, - "x": 450.8749732708818, - "y": 227.03124025754673, + "x": 451.2875169750153, + "y": 227.4249977435796, "name": "parameter-out-any-out_dataset", "alignment": "right", - "parentNode": "b6c41b6a-af45-40e8-ab76-67f2216431dc", + "parentNode": "7faac326-cf3a-43fc-a02a-a331b751dd7c", "links": [ "13b27933-8c89-4948-ad66-5fd5ef13813f" ], @@ -1245,18 +1254,18 @@ "name": "GetData", "color": "green", "portsInOrder": [ - "dd48a11f-7eb3-4e89-9c3e-57279a141ade", - "d2b57485-f995-4a6c-af53-48555f987e10", - "6fced56d-d4db-415f-a06a-389cdea5c69f", - "f0ee8a2d-0cbf-41fc-9e31-d1b90dde8718" + "2414dcdb-936c-40c9-9a9b-28308e789fc2", + "ba9a0200-332f-432a-8f4b-8347064ddeef", + "351d90b9-5bf2-418a-8bea-da664bc32bc5", + "91e22173-5fc3-4b8d-a4cb-ec19c17dd06d" ], "portsOutOrder": [ - "32468453-00ff-4a13-b45f-9d3aef50728a", - "93767690-7b1f-49aa-ab3f-d56964e9de6f" + "661b7c4b-4f2b-4b34-a48a-8f33978e330a", + "1c854236-9d9b-4ae8-bc4e-69ce0c021dc3" ] }, - "ea83d952-db03-4221-8858-a07d9248e2cd": { - "id": "ea83d952-db03-4221-8858-a07d9248e2cd", + "59bd7506-3d64-4c28-98ae-ddc0eaec1214": { + "id": "59bd7506-3d64-4c28-98ae-ddc0eaec1214", "type": "custom-node", "selected": true, "extras": { @@ -1274,14 +1283,14 @@ "y": 278.03125, "ports": [ { - "id": "9b40a01e-ca7d-4a2c-8cfe-c27f44d53588", + "id": "88014b83-ef30-4472-8eda-32805f107e47", "type": "default", "extras": {}, - "x": 582.4478492474444, - "y": 304.69794252805457, + "x": 582.58747972792, + "y": 304.8250096376101, "name": "in-0", "alignment": "left", - "parentNode": "ea83d952-db03-4221-8858-a07d9248e2cd", + "parentNode": "59bd7506-3d64-4c28-98ae-ddc0eaec1214", "links": [ "92ddedb4-69e0-4718-b0db-dc3173b124fc" ], @@ -1292,14 +1301,14 @@ "dataType": "" }, { - "id": "9e7c3faf-c12d-454b-9fa5-268423b3dc69", + "id": "3eaa5638-1baf-4804-a56b-38b20dcf8785", "type": "default", "extras": {}, - "x": 582.4478492474444, - "y": 326.03133181028113, + "x": 582.58747972792, + "y": 326.4250384336838, "name": "parameter-any-in_dataset", "alignment": "left", - "parentNode": "ea83d952-db03-4221-8858-a07d9248e2cd", + "parentNode": "59bd7506-3d64-4c28-98ae-ddc0eaec1214", "links": [ "13b27933-8c89-4948-ad66-5fd5ef13813f" ], @@ -1310,14 +1319,14 @@ "dataType": "any" }, { - "id": "38a88522-cbfe-42e1-bebc-da76df33ecbe", + "id": "66b085d6-d85c-499b-a82d-36d011e30030", "type": "default", "extras": {}, - "x": 582.4478492474444, - "y": 347.36464479856244, + "x": 582.58747972792, + "y": 348.0250281046574, "name": "parameter-float-test_fraction", "alignment": "left", - "parentNode": "ea83d952-db03-4221-8858-a07d9248e2cd", + "parentNode": "59bd7506-3d64-4c28-98ae-ddc0eaec1214", "links": [ "62356d42-726f-4bca-8519-cda4f687d172" ], @@ -1328,14 +1337,14 @@ "dataType": "float" }, { - "id": "b8f7e6b2-4e57-4f6d-a4ae-cc1732d6a05a", + "id": "81cd6c72-787f-47e7-99ff-17548d1463d0", "type": "default", "extras": {}, - "x": 582.4478492474444, - "y": 368.6979577868437, + "x": 582.58747972792, + "y": 369.62501777563097, "name": "parameter-int-seed", "alignment": "left", - "parentNode": "ea83d952-db03-4221-8858-a07d9248e2cd", + "parentNode": "59bd7506-3d64-4c28-98ae-ddc0eaec1214", "links": [ "b36efcbe-3d3b-4831-af73-91605b58b720" ], @@ -1346,14 +1355,14 @@ "dataType": "int" }, { - "id": "5ce6702b-1408-4fc9-bd2d-86f06045d6d9", + "id": "cedcbe50-b8cb-43e2-8e73-fae7b0a2bd99", "type": "default", "extras": {}, - "x": 776.4895972943194, - "y": 304.69794252805457, + "x": 776.9000204180243, + "y": 304.8250096376101, "name": "out-0", "alignment": "right", - "parentNode": "ea83d952-db03-4221-8858-a07d9248e2cd", + "parentNode": "59bd7506-3d64-4c28-98ae-ddc0eaec1214", "links": [ "2aaa42ec-e416-4309-8434-8e08228a1ea4" ], @@ -1364,14 +1373,14 @@ "dataType": "" }, { - "id": "1fac8891-8714-4665-a41c-3c380f463924", + "id": "f3eb88de-3837-44f7-aef3-297a92f5dae7", "type": "default", "extras": {}, - "x": 776.4895972943194, - "y": 326.03133181028113, + "x": 776.9000204180243, + "y": 326.4250384336838, "name": "parameter-out-any-train_val_dataset", "alignment": "right", - "parentNode": "ea83d952-db03-4221-8858-a07d9248e2cd", + "parentNode": "59bd7506-3d64-4c28-98ae-ddc0eaec1214", "links": [ "5bb1a4da-0696-4ce2-9704-0a302a301809" ], @@ -1382,14 +1391,14 @@ "dataType": "any" }, { - "id": "1af07cbe-893b-4aab-8dc1-6c0376054888", + "id": "541dd6ff-d22d-4658-b0d4-5a2f9c651472", "type": "default", "extras": {}, - "x": 776.4895972943194, - "y": 347.36464479856244, + "x": 776.9000204180243, + "y": 348.0250281046574, "name": "parameter-out-any-test_Dataset", "alignment": "right", - "parentNode": "ea83d952-db03-4221-8858-a07d9248e2cd", + "parentNode": "59bd7506-3d64-4c28-98ae-ddc0eaec1214", "links": [], "in": false, "label": "test_Dataset", @@ -1401,19 +1410,19 @@ "name": "SampleTestData", "color": "green", "portsInOrder": [ - "9b40a01e-ca7d-4a2c-8cfe-c27f44d53588", - "9e7c3faf-c12d-454b-9fa5-268423b3dc69", - "38a88522-cbfe-42e1-bebc-da76df33ecbe", - "b8f7e6b2-4e57-4f6d-a4ae-cc1732d6a05a" + "88014b83-ef30-4472-8eda-32805f107e47", + "3eaa5638-1baf-4804-a56b-38b20dcf8785", + "66b085d6-d85c-499b-a82d-36d011e30030", + "81cd6c72-787f-47e7-99ff-17548d1463d0" ], "portsOutOrder": [ - "5ce6702b-1408-4fc9-bd2d-86f06045d6d9", - "1fac8891-8714-4665-a41c-3c380f463924", - "1af07cbe-893b-4aab-8dc1-6c0376054888" + "cedcbe50-b8cb-43e2-8e73-fae7b0a2bd99", + "f3eb88de-3837-44f7-aef3-297a92f5dae7", + "541dd6ff-d22d-4658-b0d4-5a2f9c651472" ] }, - "1830d311-31ed-417d-8232-835a4f2795f3": { - "id": "1830d311-31ed-417d-8232-835a4f2795f3", + "814e020e-d4dd-48cb-abf8-119d196c8272": { + "id": "814e020e-d4dd-48cb-abf8-119d196c8272", "type": "custom-node", "selected": true, "extras": { @@ -1431,14 +1440,14 @@ "y": 321.53125, "ports": [ { - "id": "5f428649-d6d4-46fe-817f-42dda4d58154", + "id": "69e4ccd7-6f22-41b8-9eb7-3f63a2ea6274", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 348.19792726926556, + "x": 882.8999327777999, + "y": 348.32500024758605, "name": "in-0", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [ "2aaa42ec-e416-4309-8434-8e08228a1ea4" ], @@ -1449,14 +1458,14 @@ "dataType": "" }, { - "id": "9c674147-9d17-44c5-840b-7af9d9b69ea8", + "id": "c4ad0b3a-89c0-4f86-b5f7-5af388c6d183", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 369.5312402575468, + "x": 882.8999327777999, + "y": 369.9249899185596, "name": "parameter-any-in_dataset", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [ "5bb1a4da-0696-4ce2-9704-0a302a301809" ], @@ -1467,14 +1476,14 @@ "dataType": "any" }, { - "id": "fd80b232-6066-4f0c-b4f9-8db52815bb8e", + "id": "fe4112ca-cabf-4bdb-bf77-ffdb3f337b85", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 390.8646295397734, + "x": 882.8999327777999, + "y": 391.5249795895332, "name": "parameter-boolean-preprocess", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [], "in": true, "label": "preprocess", @@ -1483,14 +1492,14 @@ "dataType": "boolean" }, { - "id": "09b580dc-98aa-4a1e-b2a8-c2628c0344a5", + "id": "80ccf135-8f8a-40e2-9e7b-c801715e25bb", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 412.1979425280546, + "x": 882.8999327777999, + "y": 413.1250083856069, "name": "parameter-boolean-normalize", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [], "in": true, "label": "normalize", @@ -1499,14 +1508,14 @@ "dataType": "boolean" }, { - "id": "33b7ce04-3b2e-4e2b-ba9b-c9341c82da15", + "id": "69b27575-15cd-40e9-a3fa-b71ecf21159d", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 433.5312555163359, + "x": 882.8999327777999, + "y": 434.7249980565805, "name": "parameter-boolean-transformation", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [], "in": true, "label": "transformation", @@ -1515,14 +1524,14 @@ "dataType": "boolean" }, { - "id": "e3b7302b-cdc3-456f-90c1-c7d213de7269", + "id": "e88a4352-3301-4cf6-a2b0-99f5e7b5da4a", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 454.86464479856244, + "x": 882.8999327777999, + "y": 456.32498772755406, "name": "parameter-boolean-ignore_low_variance", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [], "in": true, "label": "ignore_low_variance", @@ -1531,14 +1540,14 @@ "dataType": "boolean" }, { - "id": "03a7a25b-383e-42bc-85c6-ec586a521be8", + "id": "518a545e-98ef-478f-947f-6e6a24f598a2", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 476.19795778684374, + "x": 882.8999327777999, + "y": 477.92497739852763, "name": "parameter-boolean-remove_multicollinearity", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [], "in": true, "label": "remove_multicollinearity", @@ -1547,14 +1556,14 @@ "dataType": "boolean" }, { - "id": "9180605d-2049-46b2-a1f8-aa3126ba318b", + "id": "35ee50f1-4fbc-4183-8997-b8b04a8fd1d5", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 497.531270775125, + "x": 882.8999327777999, + "y": 499.5249670695012, "name": "parameter-float-multicollinearity_threshold", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [], "in": true, "label": "multicollinearity_threshold", @@ -1563,14 +1572,14 @@ "dataType": "float" }, { - "id": "8bf66dda-7976-4cc2-a618-7a628650bedb", + "id": "81263de1-e7b2-435d-a60e-d48e89a54bc4", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 518.8645837634062, + "x": 882.8999327777999, + "y": 521.1249958655749, "name": "parameter-boolean-combine_rare_levels", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [], "in": true, "label": "combine_rare_levels", @@ -1579,14 +1588,14 @@ "dataType": "boolean" }, { - "id": "4efd8683-1a6b-455c-b95f-fc535ee216b5", + "id": "d9148c6e-702e-4049-bd4c-68e4d5549c4b", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 540.1978967516875, + "x": 882.8999327777999, + "y": 542.7249855365485, "name": "parameter-float-rare_level_threshold", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [], "in": true, "label": "rare_level_threshold", @@ -1595,14 +1604,14 @@ "dataType": "float" }, { - "id": "4abdb92a-0243-41af-a37d-f07a7d2f0790", + "id": "dd706de7-aca1-4f8e-b42b-3a27178290b1", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 561.5313623278594, + "x": 882.8999327777999, + "y": 564.324975207522, "name": "parameter-any-bin_numeric_features", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [], "in": true, "label": "bin_numeric_features", @@ -1611,14 +1620,14 @@ "dataType": "any" }, { - "id": "5ab9837a-caee-4923-9f90-e54fdbb893cf", + "id": "bfe763e4-2940-40c8-88ef-7c4acc89dcf3", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 582.86452272825, + "x": 882.8999327777999, + "y": 585.9249648784956, "name": "parameter-any-group_features", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [], "in": true, "label": "group_features", @@ -1627,14 +1636,14 @@ "dataType": "any" }, { - "id": "f7dc6474-46af-44e9-98b4-0bf7d8980420", + "id": "db3016f6-7582-4ad3-a671-01a0a862e589", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 604.1979883044219, + "x": 882.8999327777999, + "y": 607.5249936745694, "name": "parameter-list-ignore_features", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [ "988f8866-ec55-4ec4-a3e7-b1c1b46f9e65" ], @@ -1645,14 +1654,14 @@ "dataType": "list" }, { - "id": "d6deff1f-d7f6-4c41-b0d8-7ad5c83425e1", + "id": "552fdf3c-0e25-4e62-9512-9d45c6c97415", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 625.5313012927031, + "x": 882.8999327777999, + "y": 629.1249442204428, "name": "parameter-int-seed", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [ "8463fbe2-171e-41c8-a462-22780fbc8a07" ], @@ -1663,14 +1672,14 @@ "dataType": "int" }, { - "id": "2a0f3426-1f9b-486c-aaad-5f02fa5cbc87", + "id": "6cb7bb71-c258-4b8b-9de5-189b962387bc", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 646.8646142809845, + "x": 882.8999327777999, + "y": 650.7249730165165, "name": "parameter-boolean-log_experiment", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [ "fb915606-345f-424e-8d2d-7d6be956dc97" ], @@ -1681,14 +1690,14 @@ "dataType": "boolean" }, { - "id": "4d889352-86fc-4743-ba6f-2a69989f312d", + "id": "d3943019-a018-453a-9bb1-679e943e6d66", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 668.198003563211, + "x": 882.8999327777999, + "y": 672.3250018125902, "name": "parameter-string-experiment_name", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [ "e45e0932-fdaf-43ed-9e43-fe172ab33c5b" ], @@ -1699,14 +1708,14 @@ "dataType": "string" }, { - "id": "4579ec9b-6145-4ff6-98c1-e46ed240cca8", + "id": "c5f10a9d-5e1a-43e7-a489-db33ea7b19a9", "type": "default", "extras": {}, - "x": 882.7710303997883, - "y": 689.531240257547, + "x": 882.8999327777999, + "y": 693.9249523584637, "name": "parameter-boolean-use_gpu", "alignment": "left", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [], "in": true, "label": "use_gpu", @@ -1715,14 +1724,14 @@ "dataType": "boolean" }, { - "id": "2a6cc3a8-a171-4090-acdb-87b17e85c9e3", + "id": "17d2954c-fc60-4f9a-a157-a8c89c683e79", "type": "default", "extras": {}, - "x": 1059.6667823529133, - "y": 348.19792726926556, + "x": 1060.0624553138578, + "y": 348.32500024758605, "name": "out-0", "alignment": "right", - "parentNode": "1830d311-31ed-417d-8232-835a4f2795f3", + "parentNode": "814e020e-d4dd-48cb-abf8-119d196c8272", "links": [ "c2c049de-7d6b-4d59-a59d-0810057eb0ae" ], @@ -1736,30 +1745,30 @@ "name": "SetupAnomaly", "color": "blue", "portsInOrder": [ - "5f428649-d6d4-46fe-817f-42dda4d58154", - "9c674147-9d17-44c5-840b-7af9d9b69ea8", - "fd80b232-6066-4f0c-b4f9-8db52815bb8e", - "09b580dc-98aa-4a1e-b2a8-c2628c0344a5", - "33b7ce04-3b2e-4e2b-ba9b-c9341c82da15", - "e3b7302b-cdc3-456f-90c1-c7d213de7269", - "03a7a25b-383e-42bc-85c6-ec586a521be8", - "9180605d-2049-46b2-a1f8-aa3126ba318b", - "8bf66dda-7976-4cc2-a618-7a628650bedb", - "4efd8683-1a6b-455c-b95f-fc535ee216b5", - "4abdb92a-0243-41af-a37d-f07a7d2f0790", - "5ab9837a-caee-4923-9f90-e54fdbb893cf", - "f7dc6474-46af-44e9-98b4-0bf7d8980420", - "d6deff1f-d7f6-4c41-b0d8-7ad5c83425e1", - "2a0f3426-1f9b-486c-aaad-5f02fa5cbc87", - "4d889352-86fc-4743-ba6f-2a69989f312d", - "4579ec9b-6145-4ff6-98c1-e46ed240cca8" + "69e4ccd7-6f22-41b8-9eb7-3f63a2ea6274", + "c4ad0b3a-89c0-4f86-b5f7-5af388c6d183", + "fe4112ca-cabf-4bdb-bf77-ffdb3f337b85", + "80ccf135-8f8a-40e2-9e7b-c801715e25bb", + "69b27575-15cd-40e9-a3fa-b71ecf21159d", + "e88a4352-3301-4cf6-a2b0-99f5e7b5da4a", + "518a545e-98ef-478f-947f-6e6a24f598a2", + "35ee50f1-4fbc-4183-8997-b8b04a8fd1d5", + "81263de1-e7b2-435d-a60e-d48e89a54bc4", + "d9148c6e-702e-4049-bd4c-68e4d5549c4b", + "dd706de7-aca1-4f8e-b42b-3a27178290b1", + "bfe763e4-2940-40c8-88ef-7c4acc89dcf3", + "db3016f6-7582-4ad3-a671-01a0a862e589", + "552fdf3c-0e25-4e62-9512-9d45c6c97415", + "6cb7bb71-c258-4b8b-9de5-189b962387bc", + "d3943019-a018-453a-9bb1-679e943e6d66", + "c5f10a9d-5e1a-43e7-a489-db33ea7b19a9" ], "portsOutOrder": [ - "2a6cc3a8-a171-4090-acdb-87b17e85c9e3" + "17d2954c-fc60-4f9a-a157-a8c89c683e79" ] }, - "3c1ddb4f-c745-4cc7-84fe-b5a2ac801a09": { - "id": "3c1ddb4f-c745-4cc7-84fe-b5a2ac801a09", + "45f42c0c-26ab-43f8-9982-2d7c3cb3a0ac": { + "id": "45f42c0c-26ab-43f8-9982-2d7c3cb3a0ac", "type": "custom-node", "selected": true, "extras": { @@ -1777,14 +1786,14 @@ "y": 334.07776162790697, "ports": [ { - "id": "e73e3988-5658-4a0b-8a12-587dfdf30125", + "id": "a52bf192-446d-4dea-85b2-f4164e61995c", "type": "default", "extras": {}, - "x": 1246.0835609173666, - "y": 360.7395837634062, + "x": 1246.2124046077279, + "y": 360.87500212559087, "name": "in-0", "alignment": "left", - "parentNode": "3c1ddb4f-c745-4cc7-84fe-b5a2ac801a09", + "parentNode": "45f42c0c-26ab-43f8-9982-2d7c3cb3a0ac", "links": [ "c2c049de-7d6b-4d59-a59d-0810057eb0ae" ], @@ -1795,14 +1804,14 @@ "dataType": "" }, { - "id": "d192decc-db10-4326-8aab-de5d8761842a", + "id": "4831258e-532e-4ff0-af36-0595ed84acb0", "type": "default", "extras": {}, - "x": 1246.0835609173666, - "y": 382.07297304563275, + "x": 1246.2124046077279, + "y": 382.4750309216646, "name": "parameter-string-model_id", "alignment": "left", - "parentNode": "3c1ddb4f-c745-4cc7-84fe-b5a2ac801a09", + "parentNode": "45f42c0c-26ab-43f8-9982-2d7c3cb3a0ac", "links": [ "263952e4-a64d-4255-9498-203f621859b6" ], @@ -1813,14 +1822,14 @@ "dataType": "string" }, { - "id": "28a72e4f-6c13-4823-a2cb-7aef818f5af0", + "id": "71babbe7-5580-4950-b7b6-8f931072a737", "type": "default", "extras": {}, - "x": 1246.0835609173666, - "y": 403.406286033914, + "x": 1246.2124046077279, + "y": 404.07502059263817, "name": "parameter-float-fraction", "alignment": "left", - "parentNode": "3c1ddb4f-c745-4cc7-84fe-b5a2ac801a09", + "parentNode": "45f42c0c-26ab-43f8-9982-2d7c3cb3a0ac", "links": [ "f338966d-56ef-48c5-a446-bd6ec1e4627a" ], @@ -1831,14 +1840,14 @@ "dataType": "float" }, { - "id": "bf691b56-8e6f-4b92-aa22-b67218e3bc2f", + "id": "9da85744-380d-468f-83cc-ac48476a2bc2", "type": "default", "extras": {}, - "x": 1435.2395972943198, - "y": 360.7395837634062, + "x": 1435.649879567664, + "y": 360.87500212559087, "name": "out-0", "alignment": "right", - "parentNode": "3c1ddb4f-c745-4cc7-84fe-b5a2ac801a09", + "parentNode": "45f42c0c-26ab-43f8-9982-2d7c3cb3a0ac", "links": [ "be5f57bf-ceb6-41a3-874e-a99716c85b87" ], @@ -1849,14 +1858,14 @@ "dataType": "" }, { - "id": "ca2b7942-028c-4ee3-a0cb-ad60b9f31cbb", + "id": "313cc086-f067-4670-9038-4f8fc09870e7", "type": "default", "extras": {}, - "x": 1435.2395972943198, - "y": 382.07297304563275, + "x": 1435.649879567664, + "y": 382.4750309216646, "name": "parameter-out-any-out_created_model", "alignment": "right", - "parentNode": "3c1ddb4f-c745-4cc7-84fe-b5a2ac801a09", + "parentNode": "45f42c0c-26ab-43f8-9982-2d7c3cb3a0ac", "links": [ "d864d871-3811-427c-b0ae-352e6c0a22ea" ], @@ -1870,17 +1879,17 @@ "name": "CreateModelAnomaly", "color": "orange", "portsInOrder": [ - "e73e3988-5658-4a0b-8a12-587dfdf30125", - "d192decc-db10-4326-8aab-de5d8761842a", - "28a72e4f-6c13-4823-a2cb-7aef818f5af0" + "a52bf192-446d-4dea-85b2-f4164e61995c", + "4831258e-532e-4ff0-af36-0595ed84acb0", + "71babbe7-5580-4950-b7b6-8f931072a737" ], "portsOutOrder": [ - "bf691b56-8e6f-4b92-aa22-b67218e3bc2f", - "ca2b7942-028c-4ee3-a0cb-ad60b9f31cbb" + "9da85744-380d-468f-83cc-ac48476a2bc2", + "313cc086-f067-4670-9038-4f8fc09870e7" ] }, - "65813172-893f-4fb0-ac2e-cc5e8a68fc6f": { - "id": "65813172-893f-4fb0-ac2e-cc5e8a68fc6f", + "ffbf77be-aeac-45ce-9ea5-f3f8409e99b3": { + "id": "ffbf77be-aeac-45ce-9ea5-f3f8409e99b3", "type": "custom-node", "selected": true, "extras": { @@ -1898,14 +1907,14 @@ "y": 272.9093574578989, "ports": [ { - "id": "39d8254e-15df-42c8-a5f9-361f50c9445c", + "id": "7267bc18-e0fd-4998-bd84-8b56688afdb8", "type": "default", "extras": {}, - "x": 1504.9478492474448, - "y": 299.5729730456327, + "x": 1505.0750222960294, + "y": 299.7000127676181, "name": "in-0", "alignment": "left", - "parentNode": "65813172-893f-4fb0-ac2e-cc5e8a68fc6f", + "parentNode": "ffbf77be-aeac-45ce-9ea5-f3f8409e99b3", "links": [ "be5f57bf-ceb6-41a3-874e-a99716c85b87" ], @@ -1916,14 +1925,14 @@ "dataType": "" }, { - "id": "d34ac952-40c0-4eeb-9977-ab08426f35ba", + "id": "e5946cd1-05db-49ee-8ab7-2fef5aa48faa", "type": "default", "extras": {}, - "x": 1504.9478492474448, - "y": 320.90628603391394, + "x": 1505.0750222960294, + "y": 321.30000243859166, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "65813172-893f-4fb0-ac2e-cc5e8a68fc6f", + "parentNode": "ffbf77be-aeac-45ce-9ea5-f3f8409e99b3", "links": [ "d864d871-3811-427c-b0ae-352e6c0a22ea" ], @@ -1934,14 +1943,14 @@ "dataType": "any" }, { - "id": "1c619ced-cd3d-40a2-b8b6-23fe89429b84", + "id": "e6d28853-ce22-4c9a-aad7-e1c2b73c425d", "type": "default", "extras": {}, - "x": 1666.5939674115075, - "y": 299.5729730456327, + "x": 1666.4499409158211, + "y": 299.7000127676181, "name": "out-0", "alignment": "right", - "parentNode": "65813172-893f-4fb0-ac2e-cc5e8a68fc6f", + "parentNode": "ffbf77be-aeac-45ce-9ea5-f3f8409e99b3", "links": [ "33cf0561-5e1c-4dde-8654-ccff8cc110d5" ], @@ -1952,14 +1961,14 @@ "dataType": "" }, { - "id": "948f1ce4-d563-498a-bd60-4ab2b4683781", + "id": "b641f813-248f-43cd-8218-5a00d09e0425", "type": "default", "extras": {}, - "x": 1666.5939674115075, - "y": 320.90628603391394, + "x": 1666.4499409158211, + "y": 321.30000243859166, "name": "parameter-out-any-out_model", "alignment": "right", - "parentNode": "65813172-893f-4fb0-ac2e-cc5e8a68fc6f", + "parentNode": "ffbf77be-aeac-45ce-9ea5-f3f8409e99b3", "links": [ "ab5b41f6-d20c-41f5-a893-50159c4fd6a6" ], @@ -1973,16 +1982,16 @@ "name": "AssignModelAnomaly", "color": "firebrick", "portsInOrder": [ - "39d8254e-15df-42c8-a5f9-361f50c9445c", - "d34ac952-40c0-4eeb-9977-ab08426f35ba" + "7267bc18-e0fd-4998-bd84-8b56688afdb8", + "e5946cd1-05db-49ee-8ab7-2fef5aa48faa" ], "portsOutOrder": [ - "1c619ced-cd3d-40a2-b8b6-23fe89429b84", - "948f1ce4-d563-498a-bd60-4ab2b4683781" + "e6d28853-ce22-4c9a-aad7-e1c2b73c425d", + "b641f813-248f-43cd-8218-5a00d09e0425" ] }, - "7e304bc9-da88-4696-9565-8223720caec2": { - "id": "7e304bc9-da88-4696-9565-8223720caec2", + "fea581cb-9318-4ef0-a823-e133cd49edc9": { + "id": "fea581cb-9318-4ef0-a823-e133cd49edc9", "type": "custom-node", "selected": true, "extras": { @@ -2000,14 +2009,14 @@ "y": 212.54849137931024, "ports": [ { - "id": "c4fd1092-1a89-464f-bbd1-06ae3297df63", + "id": "9f835a9a-54c4-41db-bde8-cb9e49a564b9", "type": "default", "extras": {}, - "x": 1726.9482764935387, - "y": 239.20836428098423, + "x": 1727.0874296477923, + "y": 239.3374952395732, "name": "in-0", "alignment": "left", - "parentNode": "7e304bc9-da88-4696-9565-8223720caec2", + "parentNode": "fea581cb-9318-4ef0-a823-e133cd49edc9", "links": [ "33cf0561-5e1c-4dde-8654-ccff8cc110d5" ], @@ -2018,14 +2027,14 @@ "dataType": "" }, { - "id": "e1e48559-8faf-41c5-b217-4362d445a5d7", + "id": "f96ac5fd-2540-4291-9069-d3085ed11754", "type": "default", "extras": {}, - "x": 1726.9482764935387, - "y": 260.5416772692655, + "x": 1727.0874296477923, + "y": 260.93748491054674, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "7e304bc9-da88-4696-9565-8223720caec2", + "parentNode": "fea581cb-9318-4ef0-a823-e133cd49edc9", "links": [ "ab5b41f6-d20c-41f5-a893-50159c4fd6a6" ], @@ -2036,14 +2045,14 @@ "dataType": "any" }, { - "id": "72a3eb0a-6585-47f6-9ecc-ad7afaa6b944", + "id": "d9134c31-2e08-4e39-93b0-44e26c1658b0", "type": "default", "extras": {}, - "x": 1726.9482764935387, - "y": 281.87499025754676, + "x": 1727.0874296477923, + "y": 282.5374745815203, "name": "parameter-string-plot_type", "alignment": "left", - "parentNode": "7e304bc9-da88-4696-9565-8223720caec2", + "parentNode": "fea581cb-9318-4ef0-a823-e133cd49edc9", "links": [], "in": true, "label": "plot_type", @@ -2052,14 +2061,14 @@ "dataType": "string" }, { - "id": "31d1cdaf-39bd-4828-aa14-a53647240e16", + "id": "11e068e8-1204-44d2-816e-51db3ccbbf99", "type": "default", "extras": {}, - "x": 1726.9482764935387, - "y": 303.2083795397733, + "x": 1727.0874296477923, + "y": 304.13750337759404, "name": "parameter-boolean-list_available_plots", "alignment": "left", - "parentNode": "7e304bc9-da88-4696-9565-8223720caec2", + "parentNode": "fea581cb-9318-4ef0-a823-e133cd49edc9", "links": [], "in": true, "label": "list_available_plots", @@ -2068,14 +2077,14 @@ "dataType": "boolean" }, { - "id": "eeb74ad7-ccd1-42c0-8742-df2c4b35845c", + "id": "ec0cdc40-799c-45a1-874a-c447c56b0ef6", "type": "default", "extras": {}, - "x": 1921.000095341195, - "y": 239.20836428098423, + "x": 1921.4000485880968, + "y": 239.3374952395732, "name": "out-0", "alignment": "right", - "parentNode": "7e304bc9-da88-4696-9565-8223720caec2", + "parentNode": "fea581cb-9318-4ef0-a823-e133cd49edc9", "links": [ "3c8a73ba-b1f0-49ac-8452-4a71dfafc72c" ], @@ -2086,14 +2095,14 @@ "dataType": "" }, { - "id": "2fe78bc3-ed89-4546-9fee-4d776eeba363", + "id": "7f2b8b89-a18a-477d-b6e3-4da3a1ee7914", "type": "default", "extras": {}, - "x": 1921.000095341195, - "y": 260.5416772692655, + "x": 1921.4000485880968, + "y": 260.93748491054674, "name": "parameter-out-any-out_model", "alignment": "right", - "parentNode": "7e304bc9-da88-4696-9565-8223720caec2", + "parentNode": "fea581cb-9318-4ef0-a823-e133cd49edc9", "links": [ "bde8c41d-7730-4750-9cd2-9bdcc54e2e46" ], @@ -2107,18 +2116,18 @@ "name": "PlotModelAnomaly", "color": "springgreen", "portsInOrder": [ - "c4fd1092-1a89-464f-bbd1-06ae3297df63", - "e1e48559-8faf-41c5-b217-4362d445a5d7", - "72a3eb0a-6585-47f6-9ecc-ad7afaa6b944", - 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"dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(255,204,0)", "portsInOrder": [], "portsOutOrder": [ - "f015f7ca-6f96-4037-8b53-2e98d5e95667" + "3d4ed304-fdf2-4a65-9481-2c94a8bd9c9f" ] }, - "e4fecfbf-468d-4463-8814-2efd9a30a6c9": { - "id": "e4fecfbf-468d-4463-8814-2efd9a30a6c9", + "03d537e9-b49b-4eaf-b198-db0300d4f12c": { + "id": "03d537e9-b49b-4eaf-b198-db0300d4f12c", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "boolean", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 62.15238959637641, "y": 444.87485268299514, "ports": [ { - "id": "532705b4-5fb2-4284-a6b6-d0f210e0444e", + "id": "243a1dae-6e97-4325-bc21-31dabee049b1", "type": "default", "extras": {}, - "x": 112.32271234802286, - "y": 469.1979036550673, + "x": 131.73720392769738, + "y": 468.6625090616293, "name": "out-0", "alignment": "right", - "parentNode": "e4fecfbf-468d-4463-8814-2efd9a30a6c9", + "parentNode": "03d537e9-b49b-4eaf-b198-db0300d4f12c", "links": [ "62500b4c-83ad-4397-b7db-cff1ab1a0e20" ], @@ -1397,36 +1397,36 @@ "label": "True", "varName": "True", "portType": "", - "dataType": "" + "dataType": "boolean" } ], - "name": "Literal True", + "name": "Literal Boolean", "color": "rgb(153,0,102)", "portsInOrder": [], "portsOutOrder": [ - "532705b4-5fb2-4284-a6b6-d0f210e0444e" + "243a1dae-6e97-4325-bc21-31dabee049b1" ] }, - "a0977ee4-11e9-4225-b6f7-5d41b0ba6624": { - "id": "a0977ee4-11e9-4225-b6f7-5d41b0ba6624", + "cfd9f796-0548-4f0e-9687-214c07f92d83": { + "id": "cfd9f796-0548-4f0e-9687-214c07f92d83", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "boolean", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 54.41191955668136, "y": 382.1432667715845, "ports": [ { - "id": "50fd1132-b14c-44e4-aa90-da1dd602c44f", + "id": "c0198473-00a6-4e3d-8adf-4c68a2f379c8", "type": "default", "extras": {}, - "x": 109.85411553429736, - "y": 406.4687226271873, + "x": 123.99981263373714, + "y": 405.93750025166173, "name": "out-0", "alignment": "right", - "parentNode": "a0977ee4-11e9-4225-b6f7-5d41b0ba6624", + "parentNode": "cfd9f796-0548-4f0e-9687-214c07f92d83", "links": [ "aaa56c94-98f2-49a0-9b31-8445994e3310" ], @@ -1434,36 +1434,36 @@ "label": "False", "varName": "False", "portType": "", - "dataType": "" + "dataType": "boolean" } ], - "name": "Literal False", + "name": "Literal Boolean", "color": "rgb(102,51,102)", "portsInOrder": [], "portsOutOrder": [ - "50fd1132-b14c-44e4-aa90-da1dd602c44f" + "c0198473-00a6-4e3d-8adf-4c68a2f379c8" ] }, - "e43e6d01-4919-410b-8123-6d77913da248": { - "id": "e43e6d01-4919-410b-8123-6d77913da248", + "4c2e17f0-0368-455f-93b2-02a1fe6fcc3a": { + "id": "4c2e17f0-0368-455f-93b2-02a1fe6fcc3a", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "float", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 360.97543416651496, "y": 340.0433086856032, "ports": [ { - "id": "e0f5b029-7d09-4849-9fd7-4b7cade5d233", + "id": "ec1c4446-2597-48f3-8081-d1f0d915bc09", "type": "default", "extras": {}, - "x": 413.9893790146901, - "y": 364.3750013496137, + "x": 413.86237714061826, + "y": 363.8375026408054, "name": "out-0", "alignment": "right", - "parentNode": "e43e6d01-4919-410b-8123-6d77913da248", + "parentNode": "4c2e17f0-0368-455f-93b2-02a1fe6fcc3a", "links": [ "69a4e709-730a-4591-a991-814e0f490f7a" ], @@ -1471,36 +1471,36 @@ "label": "0.05", "varName": "0.05", "portType": "", - "dataType": "" + "dataType": "float" } ], "name": "Literal Float", "color": "rgb(153,204,204)", "portsInOrder": [], "portsOutOrder": [ - "e0f5b029-7d09-4849-9fd7-4b7cade5d233" + "ec1c4446-2597-48f3-8081-d1f0d915bc09" ] }, - "e22e7bcc-1d8a-4093-8a35-42a278a2cd24": { - "id": "e22e7bcc-1d8a-4093-8a35-42a278a2cd24", + "8257ff04-ab13-405f-bf07-113cb6cc2a46": { + "id": "8257ff04-ab13-405f-bf07-113cb6cc2a46", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "int", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 364.1549076039104, "y": 410.8880866048101, "ports": [ { - "id": "1181cc30-d99b-4b71-b89c-7ed7a0b5f511", + "id": "c30baf64-bfd8-470f-a6a6-d2fe4e457aec", "type": "default", "extras": {}, - "x": 427.7499105710626, - "y": 435.21872262718733, + "x": 427.6247409594256, + "y": 434.6875039846988, "name": "out-0", "alignment": "right", - "parentNode": "e22e7bcc-1d8a-4093-8a35-42a278a2cd24", + "parentNode": "8257ff04-ab13-405f-bf07-113cb6cc2a46", "links": [ "84fcd2fa-9050-47ba-8c19-26a19a435b5f" ], @@ -1508,36 +1508,36 @@ "label": "9494", "varName": "9494", "portType": "", - "dataType": "" + "dataType": "int" } ], "name": "Literal Integer", "color": "rgb(204,204,204)", "portsInOrder": [], "portsOutOrder": [ - "1181cc30-d99b-4b71-b89c-7ed7a0b5f511" + "c30baf64-bfd8-470f-a6a6-d2fe4e457aec" ] }, - "8da0ff95-0250-423b-9346-fe67aa4048ce": { - "id": "8da0ff95-0250-423b-9346-fe67aa4048ce", + "80d7aad4-6c2f-4cbf-bcc2-a39e34157c72": { + "id": "80d7aad4-6c2f-4cbf-bcc2-a39e34157c72", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "int", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 647.5182909780557, "y": 583.2894905609486, "ports": [ { - "id": "9c4b58d4-0ff2-4d6e-8df8-043558af7327", + "id": "62ef142a-243c-4c2f-97d2-84cf2c2b59a8", "type": "default", "extras": {}, - "x": 711.1144556078278, - "y": 607.614555960521, + "x": 710.9872666427211, + "y": 607.0875183195615, "name": "out-0", "alignment": "right", - "parentNode": "8da0ff95-0250-423b-9346-fe67aa4048ce", + "parentNode": "80d7aad4-6c2f-4cbf-bcc2-a39e34157c72", "links": [ "dc3909b4-f24a-4e78-b645-e89b1b6ea021" ], @@ -1545,36 +1545,36 @@ "label": "9494", "varName": "9494", "portType": "", - "dataType": "" + "dataType": "int" } ], "name": "Literal Integer", "color": "rgb(204,204,204)", "portsInOrder": [], "portsOutOrder": [ - "9c4b58d4-0ff2-4d6e-8df8-043558af7327" + "62ef142a-243c-4c2f-97d2-84cf2c2b59a8" ] }, - "79efdf30-a116-4bfd-96c8-2aab3e5c7477": { - "id": "79efdf30-a116-4bfd-96c8-2aab3e5c7477", + "72c0320b-dbeb-4fd7-baed-c701eb7f625c": { + "id": "72c0320b-dbeb-4fd7-baed-c701eb7f625c", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "float", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 651.2121060567143, "y": 529.8686616773335, "ports": [ { - "id": "f3f8d451-a5e0-4a1c-9f1b-daaa24ed1453", + "id": "67ea022b-f1c2-4641-9861-c152c0f962c7", "type": "default", "extras": {}, - "x": 704.2291155342984, - "y": 554.1978797197121, + "x": 704.0873448871782, + "y": 553.6624941294812, "name": "out-0", "alignment": "right", - "parentNode": "79efdf30-a116-4bfd-96c8-2aab3e5c7477", + "parentNode": "72c0320b-dbeb-4fd7-baed-c701eb7f625c", "links": [ "92649b8c-9155-44db-aa3a-34d40e2bb9e5" ], @@ -1582,36 +1582,36 @@ "label": "0.70", "varName": "0.70", "portType": "", - "dataType": "" + "dataType": "float" } ], "name": "Literal Float", "color": "rgb(153,204,204)", "portsInOrder": [], "portsOutOrder": [ - "f3f8d451-a5e0-4a1c-9f1b-daaa24ed1453" + "67ea022b-f1c2-4641-9861-c152c0f962c7" ] }, - "54073de6-2a4b-4440-894f-0c88fdc6d67b": { - "id": "54073de6-2a4b-4440-894f-0c88fdc6d67b", + "4fab3b73-0117-4f30-9b8b-22183121f0cb": { + "id": "4fab3b73-0117-4f30-9b8b-22183121f0cb", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "string", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 648.1090553935035, "y": 473.08962402807464, "ports": [ { - "id": "39aa4f31-c156-4908-94d8-edfd6248cc44", + "id": "124a8588-d454-448e-a103-be1ffe11f54b", "type": "default", "extras": {}, - "x": 705.8019556078278, - "y": 497.41665844213844, + "x": 705.6623878917654, + "y": 496.8874797946186, "name": "out-0", "alignment": "right", - "parentNode": "54073de6-2a4b-4440-894f-0c88fdc6d67b", + "parentNode": "4fab3b73-0117-4f30-9b8b-22183121f0cb", "links": [ "7ee8cb3f-e4b3-4f12-9f44-e2f3f702c427" ], @@ -1619,36 +1619,36 @@ "label": "default", "varName": "default", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(255,204,0)", "portsInOrder": [], "portsOutOrder": [ - "39aa4f31-c156-4908-94d8-edfd6248cc44" + "124a8588-d454-448e-a103-be1ffe11f54b" ] }, - "c78742cc-de66-410a-b365-fd746265af7b": { - "id": "c78742cc-de66-410a-b365-fd746265af7b", + "609ad388-d304-4eaa-80b9-bdea022a7763": { + "id": "609ad388-d304-4eaa-80b9-bdea022a7763", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "string", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 1033.5195975721012, "y": 546.5350829851321, "ports": [ { - "id": "ed30a490-0042-4c11-9d75-555adca3c53d", + "id": "12b86012-d1c9-4783-8215-881026e8bb17", "type": "default", "extras": {}, - "x": 1091.2081864595443, - "y": 570.8645463863787, + "x": 1091.0748735569036, + "y": 570.3249797946188, "name": "out-0", "alignment": "right", - "parentNode": "c78742cc-de66-410a-b365-fd746265af7b", + "parentNode": "609ad388-d304-4eaa-80b9-bdea022a7763", "links": [ "b918cca1-b8f1-40d9-bb0b-35e0bc4bb9fb" ], @@ -1656,36 +1656,36 @@ "label": "F1", "varName": "F1", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(255,204,0)", "portsInOrder": [], "portsOutOrder": [ - "ed30a490-0042-4c11-9d75-555adca3c53d" + "12b86012-d1c9-4783-8215-881026e8bb17" ] }, - "78110edb-6371-4b42-b01f-8de78ecb89cb": { - "id": "78110edb-6371-4b42-b01f-8de78ecb89cb", + "e3de60ad-1c9c-4092-87c7-e7aefab446f7": { + "id": "e3de60ad-1c9c-4092-87c7-e7aefab446f7", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "int", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 1312.6925404682645, "y": 553.987592455492, "ports": [ { - "id": "52edeb6c-203a-4f2d-bc7f-ebe5fd4fe4bc", + "id": "db70ff82-6c55-4f59-a3cc-16ba53cfd3f4", "type": "default", "extras": {}, - "x": 1376.302013052682, - "y": 578.3124630530455, + "x": 1376.1498926700538, + "y": 577.7874702380439, "name": "out-0", "alignment": "right", - "parentNode": "78110edb-6371-4b42-b01f-8de78ecb89cb", + "parentNode": "e3de60ad-1c9c-4092-87c7-e7aefab446f7", "links": [ "6909bd0a-a6aa-48d9-8d12-e4226dfb7848" ], @@ -1693,36 +1693,36 @@ "label": "12", "varName": "12", "portType": "", - 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"dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(255,204,0)", "portsInOrder": [], "portsOutOrder": [ - "2038d286-1797-4370-9fa1-57309d44a78d" + "19667d3a-124e-4673-b42b-106f99b5ba4e" ] }, - "765d796d-2253-47b6-9878-3609b0045981": { - "id": "765d796d-2253-47b6-9878-3609b0045981", + "d69aaca6-e439-4ec0-8837-ee5ba80f2c75": { + "id": "d69aaca6-e439-4ec0-8837-ee5ba80f2c75", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "int", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 1648.3259192974162, "y": 558.7339178153669, "ports": [ { - "id": "eb634df1-bd0d-4e41-8441-cdeecce97daf", + "id": "212d95c5-0951-4283-9faf-1bfbda855e3d", "type": "default", "extras": {}, - "x": 1711.9373770615675, - "y": 583.0625300720405, + "x": 1711.7873124844177, + "y": 582.5250302652801, "name": "out-0", "alignment": "right", - "parentNode": "765d796d-2253-47b6-9878-3609b0045981", + "parentNode": "d69aaca6-e439-4ec0-8837-ee5ba80f2c75", "links": [ "a8819540-7699-4af1-816c-9fceb5303a6a" ], @@ -1767,36 +1767,36 @@ "label": "12", "varName": "12", "portType": "", - "dataType": "" + "dataType": "int" } ], "name": "Literal Integer", "color": "rgb(204,204,204)", "portsInOrder": [], "portsOutOrder": [ - "eb634df1-bd0d-4e41-8441-cdeecce97daf" + "212d95c5-0951-4283-9faf-1bfbda855e3d" ] }, - "a76f3143-00b6-4823-9e17-0dc1db402609": { - "id": "a76f3143-00b6-4823-9e17-0dc1db402609", + "805abbe1-12b2-48c6-8aa8-74c30ca4bda6": { + "id": "805abbe1-12b2-48c6-8aa8-74c30ca4bda6", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "string", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 1649.0377762102378, "y": 487.40607951852775, "ports": [ { - "id": "34df6a9b-89a0-4438-b58a-d94ad2179474", + "id": "ea3866f8-a40c-4215-afe3-1660908cfd08", "type": "default", "extras": {}, - "x": 1714.937410571065, - "y": 511.72913929385413, + "x": 1715.0748955818233, + "y": 511.2000186182043, "name": "out-0", "alignment": "right", - "parentNode": "a76f3143-00b6-4823-9e17-0dc1db402609", + "parentNode": "805abbe1-12b2-48c6-8aa8-74c30ca4bda6", "links": [ "cae9296c-e779-4d7c-bbe4-64da021481d9" ], @@ -1804,36 +1804,36 @@ "label": "Accuracy", "varName": "Accuracy", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(255,204,0)", "portsInOrder": [], "portsOutOrder": [ - "34df6a9b-89a0-4438-b58a-d94ad2179474" + "ea3866f8-a40c-4215-afe3-1660908cfd08" ] }, - "8e81a88f-bea2-45f6-a819-34687d708665": { - "id": "8e81a88f-bea2-45f6-a819-34687d708665", + "f8d9af6a-f643-4e42-ae42-b0590e00b451": { + "id": "f8d9af6a-f643-4e42-ae42-b0590e00b451", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "int", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 1651.2365286385857, "y": 619.2319072988188, "ports": [ { - "id": "2ff8893c-698e-411b-ad36-3b324e35c3e4", + "id": "e6c7d416-f049-44e6-a73b-a6394b9a2bb2", "type": "default", "extras": {}, - "x": 1714.8437036547048, - "y": 643.562491775472, + "x": 1714.6873783351919, + "y": 643.0249809891908, "name": "out-0", "alignment": "right", - "parentNode": "8e81a88f-bea2-45f6-a819-34687d708665", + "parentNode": "f8d9af6a-f643-4e42-ae42-b0590e00b451", "links": [ "76a2af30-1f04-4373-9bc8-29649bfb7fda" ], @@ -1841,36 +1841,36 @@ "label": "10", "varName": "10", "portType": "", - "dataType": "" + "dataType": "int" } ], "name": "Literal Integer", "color": "rgb(204,204,204)", "portsInOrder": [], "portsOutOrder": [ - "2ff8893c-698e-411b-ad36-3b324e35c3e4" + "e6c7d416-f049-44e6-a73b-a6394b9a2bb2" ] }, - "8c7f6203-f8fb-425c-8ca5-498d4d58f6e4": { - "id": "8c7f6203-f8fb-425c-8ca5-498d4d58f6e4", + "e0370751-79d2-4e34-8ae5-ed62bc88b3a0": { + "id": "e0370751-79d2-4e34-8ae5-ed62bc88b3a0", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "int", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 1654.5183102655571, "y": 680.5464758110365, "ports": [ { - "id": "e8b94705-1c56-4b91-a072-6f608a45929f", + "id": "7e40d4f7-037e-4782-9c23-11d2d77eb50c", "type": "default", "extras": {}, - "x": 1718.1249536547048, - "y": 704.8749630530457, + "x": 1717.9748401088923, + "y": 704.3374645638277, "name": "out-0", "alignment": "right", - "parentNode": "8c7f6203-f8fb-425c-8ca5-498d4d58f6e4", + "parentNode": "e0370751-79d2-4e34-8ae5-ed62bc88b3a0", "links": [ "9efa0bd6-9c7b-4231-9ed2-56dce8165f3c" ], @@ -1878,36 +1878,36 @@ "label": "30", "varName": "30", "portType": "", - "dataType": "" + "dataType": "int" } ], "name": "Literal Integer", "color": "rgb(204,204,204)", "portsInOrder": [], "portsOutOrder": [ - "e8b94705-1c56-4b91-a072-6f608a45929f" + "7e40d4f7-037e-4782-9c23-11d2d77eb50c" ] }, - "b6736f73-860e-45ce-ba69-0acfd89dee15": { - "id": "b6736f73-860e-45ce-ba69-0acfd89dee15", + "661a2e92-fb77-4e1e-9f93-eee76fc2c5ed": { + "id": "661a2e92-fb77-4e1e-9f93-eee76fc2c5ed", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "string", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 2081.8491867621137, "y": 464.54495998981014, "ports": [ { - "id": "92689396-f132-4ecd-9f0a-738457e1c51e", + "id": "e7837c7d-66cb-4d9b-976e-1abcf963fde5", "type": "default", "extras": {}, - "x": 2139.531227590061, - "y": 488.87499177547176, + "x": 2139.41238415873, + "y": 488.3374809891905, "name": "out-0", "alignment": "right", - "parentNode": "b6736f73-860e-45ce-ba69-0acfd89dee15", + "parentNode": "661a2e92-fb77-4e1e-9f93-eee76fc2c5ed", "links": [ "3e3919ee-0658-4e37-82f9-79cac4e285bd" ], @@ -1915,37 +1915,36 @@ "label": "feature", "varName": "feature", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(255,204,0)", "portsInOrder": [], "portsOutOrder": [ - "92689396-f132-4ecd-9f0a-738457e1c51e" + "e7837c7d-66cb-4d9b-976e-1abcf963fde5" ] }, - "5e97b50e-9baf-4c75-ab9a-951504522c27": { - "id": "5e97b50e-9baf-4c75-ab9a-951504522c27", - "locked": false, + "033dbf91-fcc1-4f38-b2a7-78b59d44f1b6": { + "id": "033dbf91-fcc1-4f38-b2a7-78b59d44f1b6", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "string", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 2377.402419039674, "y": 468.5387157823764, "ports": [ { - "id": "68c0fc81-fff8-4c6b-9120-cfa7d5d6bbee", + "id": "729b11c6-8173-450d-9a7a-f6dd47dd151b", "type": "default", "extras": {}, - "x": 2435.0936605710663, - "y": 492.8645846829472, + "x": 2434.9623613125436, + "y": 492.3375048806278, "name": "out-0", "alignment": "right", - "parentNode": "5e97b50e-9baf-4c75-ab9a-951504522c27", + "parentNode": "033dbf91-fcc1-4f38-b2a7-78b59d44f1b6", "links": [ "f47430df-144e-4a5d-bbd6-69e76c60c47f" ], @@ -1953,36 +1952,36 @@ "label": "pr", "varName": "pr", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(255,204,0)", "portsInOrder": [], "portsOutOrder": [ - "68c0fc81-fff8-4c6b-9120-cfa7d5d6bbee" + "729b11c6-8173-450d-9a7a-f6dd47dd151b" ] }, - "99a91e13-8435-4bfe-aa47-846830e49b27": { - "id": "99a91e13-8435-4bfe-aa47-846830e49b27", + "e0b6b088-dce3-4d32-bced-de3029a23287": { + "id": "e0b6b088-dce3-4d32-bced-de3029a23287", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "string", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 2623.4600163292134, "y": 498.4396309311263, "ports": [ { - "id": "7c62d8c0-698c-45cb-9c4f-2a9866a42e58", + "id": "57b4c64b-14bd-4be0-b432-1ff37fd8b44f", "type": "default", "extras": {}, - "x": 2727.2811605710667, - "y": 522.7708059605209, + "x": 2727.3997881450173, + "y": 522.2374893511936, "name": "out-0", "alignment": "right", - "parentNode": "99a91e13-8435-4bfe-aa47-846830e49b27", + "parentNode": "e0b6b088-dce3-4d32-bced-de3029a23287", "links": [ "d00f3a32-7ae0-4a2f-b0a6-29e2b5df6325" ], @@ -1990,36 +1989,36 @@ "label": "confusion_matrix", "varName": "confusion_matrix", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(255,204,0)", "portsInOrder": [], "portsOutOrder": [ - "7c62d8c0-698c-45cb-9c4f-2a9866a42e58" + "57b4c64b-14bd-4be0-b432-1ff37fd8b44f" ] }, - "42b85d48-1b61-4e4e-9315-dec588f1c150": { - "id": "42b85d48-1b61-4e4e-9315-dec588f1c150", + "22b8cc4b-4ffe-431e-8857-8f913d53887a": { + "id": "22b8cc4b-4ffe-431e-8857-8f913d53887a", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "boolean", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 3470.2823152249803, "y": 662.3476972854237, "ports": [ { - "id": "6325fefc-4e8a-45db-99fe-905e9db8c17b", + "id": "91d55324-af55-4aa5-84b5-61bafa1c6c59", "type": "default", "extras": {}, - "x": 3520.4582439044016, - "y": 686.6770559605211, + "x": 3539.8622337919987, + "y": 686.137452916752, "name": "out-0", "alignment": "right", - "parentNode": "42b85d48-1b61-4e4e-9315-dec588f1c150", + "parentNode": "22b8cc4b-4ffe-431e-8857-8f913d53887a", "links": [ "f809e923-2367-4582-9fe9-70cac3a94612" ], @@ -2027,36 +2026,36 @@ "label": "True", "varName": "True", "portType": "", - "dataType": "" + "dataType": "boolean" } ], - "name": "Literal True", + "name": "Literal Boolean", "color": "rgb(153,0,102)", "portsInOrder": [], "portsOutOrder": [ - "6325fefc-4e8a-45db-99fe-905e9db8c17b" + "91d55324-af55-4aa5-84b5-61bafa1c6c59" ] }, - "5493ff8b-eb78-45d7-9191-9a5dd9217c71": { - "id": "5493ff8b-eb78-45d7-9191-9a5dd9217c71", + "b8d60595-9404-4733-bde1-5c4313b6c6cc": { + "id": "b8d60595-9404-4733-bde1-5c4313b6c6cc", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "boolean", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 653.5244733419302, "y": 640.6630976179623, "ports": [ { - "id": "c8684d9f-8b7a-446e-860a-b8d231525a90", + "id": "85406847-2ca0-4325-843f-28404cde3c83", "type": "default", "extras": {}, - "x": 703.6978463860141, - "y": 664.989613405374, + "x": 723.099777393868, + "y": 664.4625437042138, "name": "out-0", "alignment": "right", - "parentNode": "5493ff8b-eb78-45d7-9191-9a5dd9217c71", + "parentNode": "b8d60595-9404-4733-bde1-5c4313b6c6cc", "links": [ "a8674882-05a7-4e69-9421-413a51cae21c" ], @@ -2064,36 +2063,36 @@ "label": "True", "varName": "True", "portType": "", - "dataType": "" + "dataType": "boolean" } ], - "name": "Literal True", + "name": "Literal Boolean", "color": "rgb(255,153,0)", "portsInOrder": [], "portsOutOrder": [ - "c8684d9f-8b7a-446e-860a-b8d231525a90" + "85406847-2ca0-4325-843f-28404cde3c83" ] }, - "ee190374-a3ad-4242-a265-9d96de1dd0eb": { - "id": "ee190374-a3ad-4242-a265-9d96de1dd0eb", + "0872e60d-37c6-4b16-a928-61fc50ca1f7a": { + "id": "0872e60d-37c6-4b16-a928-61fc50ca1f7a", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "string", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 647.1421907083395, "y": 703.4780923843607, "ports": [ { - "id": "92b3762c-38da-42bf-a6e5-48d96dd8e573", + "id": "04d165e9-aed9-47e8-9275-469936a32172", "type": "default", "extras": {}, - "x": 743.0207630526809, - "y": 727.8021134053741, + "x": 743.1498448871783, + "y": 727.2750362381397, "name": "out-0", "alignment": "right", - "parentNode": "ee190374-a3ad-4242-a265-9d96de1dd0eb", + "parentNode": "0872e60d-37c6-4b16-a928-61fc50ca1f7a", "links": [ "0f20f3f3-69da-49b1-8c8a-435af0f80eb9" ], @@ -2101,36 +2100,36 @@ "label": "Demo beginner", "varName": "Demo beginner", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(15,255,255)", "portsInOrder": [], "portsOutOrder": [ - "92b3762c-38da-42bf-a6e5-48d96dd8e573" + "04d165e9-aed9-47e8-9275-469936a32172" ] }, - "e6b03bd1-52b8-496d-b259-90f662ab3860": { - "id": "e6b03bd1-52b8-496d-b259-90f662ab3860", + "d037c01b-2546-4d52-9003-d3ad68ae1ca3": { + "id": "d037c01b-2546-4d52-9003-d3ad68ae1ca3", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "int", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 1040.6590660039835, "y": 612.6680082154274, "ports": [ { - "id": "c11a7403-8af1-4a92-9aa2-fbf36f420ca3", + "id": "d4ad72c8-16e1-4a5f-982e-4458e37981da", "type": "default", "extras": {}, - "x": 1104.2603272377305, - "y": 636.999991775472, + "x": 1104.124824579457, + "y": 636.4625257856358, "name": "out-0", "alignment": "right", - "parentNode": "e6b03bd1-52b8-496d-b259-90f662ab3860", + "parentNode": "d037c01b-2546-4d52-9003-d3ad68ae1ca3", "links": [ "ebe58adc-1af5-4cfc-a0f7-d701335cf8ab" ], @@ -2138,36 +2137,36 @@ "label": "1", "varName": "1", "portType": "", - "dataType": "" + "dataType": "int" } ], "name": "Literal Integer", "color": "rgb(255,204,204)", "portsInOrder": [], "portsOutOrder": [ - "c11a7403-8af1-4a92-9aa2-fbf36f420ca3" + "d4ad72c8-16e1-4a5f-982e-4458e37981da" ] }, - "80b04abc-e5a0-4760-8989-ce1d81822f40": { - "id": "80b04abc-e5a0-4760-8989-ce1d81822f40", + "1d45401e-fde1-4fc3-8724-7e328fc30532": { + "id": "1d45401e-fde1-4fc3-8724-7e328fc30532", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "string", - "borderColor": "rgb(0,192,255)" + "attached": false }, "x": 3444.2530985984877, "y": 580.3193787895391, "ports": [ { - "id": "b75cae12-dc7c-4e38-bcfb-fecb1345b4f1", + "id": "dcdbe553-9adc-4b0b-9166-7fc03a4e9f30", "type": "default", "extras": {}, - "x": 3534.635442127441, - "y": 604.645805960521, + "x": 3534.7624571769375, + "y": 604.1125117494162, "name": "out-0", "alignment": "right", - "parentNode": "80b04abc-e5a0-4760-8989-ce1d81822f40", + "parentNode": "1d45401e-fde1-4fc3-8724-7e328fc30532", "links": [ "1f10f2f9-297f-4b72-8d2b-87f42a96b6f6" ], @@ -2175,20 +2174,20 @@ "label": "trained_model", "varName": "trained_model", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(255,204,0)", "portsInOrder": [], "portsOutOrder": [ - "b75cae12-dc7c-4e38-bcfb-fecb1345b4f1" + "dcdbe553-9adc-4b0b-9166-7fc03a4e9f30" ] }, - "8bd741f7-e717-4e52-b5d0-09f02931ef05": { - "id": "8bd741f7-e717-4e52-b5d0-09f02931ef05", + "eb3fa495-8ef7-43b6-9a29-ec708d51661b": { + "id": "eb3fa495-8ef7-43b6-9a29-ec708d51661b", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "Finish" }, @@ -2196,14 +2195,14 @@ "y": 490.2111183376267, "ports": [ { - "id": "51247952-1e21-44ae-ae92-39726e799e35", + "id": "730bc4d6-8e32-4f38-879b-85971d372d80", "type": "default", "extras": {}, - "x": 3938.6770704975397, - "y": 516.875001349614, + "x": 3938.8125037652408, + "y": 517.0000009982693, "name": "in-0", "alignment": "left", - "parentNode": "8bd741f7-e717-4e52-b5d0-09f02931ef05", + "parentNode": "eb3fa495-8ef7-43b6-9a29-ec708d51661b", "links": [ "69fc71c3-392f-42e0-9e4f-d5401e9dcfa4" ], @@ -2214,14 +2213,14 @@ "dataType": "" }, { - "id": "85d31a83-be21-43f1-b0eb-07cfcd7695ef", + "id": "c95b00cf-8f75-46ea-8ab8-e52e4750245e", "type": "default", "extras": {}, - "x": 3938.6770704975397, - "y": 538.2082963863787, + "x": 3938.8125037652408, + "y": 538.6000254869925, "name": "parameter-dynalist-outputs", "alignment": "left", - "parentNode": "8bd741f7-e717-4e52-b5d0-09f02931ef05", + "parentNode": "eb3fa495-8ef7-43b6-9a29-ec708d51661b", "links": [], "in": true, "label": "outputs", @@ -2238,15 +2237,15 @@ "name": "Finish", "color": "rgb(255,102,102)", "portsInOrder": [ - "51247952-1e21-44ae-ae92-39726e799e35", - "85d31a83-be21-43f1-b0eb-07cfcd7695ef" + "730bc4d6-8e32-4f38-879b-85971d372d80", + "c95b00cf-8f75-46ea-8ab8-e52e4750245e" ], "portsOutOrder": [] }, - "8c4bd152-5fde-4c1b-9009-904f053cbbc2": { - "id": "8c4bd152-5fde-4c1b-9009-904f053cbbc2", + "08d3fef6-d8c9-42c9-9945-26578bb63917": { + "id": "08d3fef6-d8c9-42c9-9945-26578bb63917", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/utils.py", @@ -2262,14 +2261,14 @@ "y": 130.98271769241165, "ports": [ { - "id": "7c755ebe-55ae-45c9-b5ef-b19613ea17b2", + "id": "cb7a983d-5cfa-4657-8d61-3992c584b943", "type": "default", "extras": {}, - "x": 206.10411553429753, - "y": 157.64581553466232, + "x": 206.2374249234926, + "y": 157.77500259414217, "name": "in-0", "alignment": "left", - "parentNode": "8c4bd152-5fde-4c1b-9009-904f053cbbc2", + "parentNode": "08d3fef6-d8c9-42c9-9945-26578bb63917", "links": [ "6d57f18a-4deb-4618-b632-c77daef36be9" ], @@ -2280,14 +2279,14 @@ "dataType": "" }, { - "id": "1ba42161-81d4-4cb4-a77e-a068117b4f3b", + "id": "79ac3597-51d9-412a-8c1c-9d8f98908e32", "type": "default", "extras": {}, - "x": 206.10411553429753, - "y": 178.97914348254074, + "x": 206.2374249234926, + "y": 179.37499791851323, "name": "parameter-string-dataset", "alignment": "left", - "parentNode": "8c4bd152-5fde-4c1b-9009-904f053cbbc2", + "parentNode": "08d3fef6-d8c9-42c9-9945-26578bb63917", "links": [ "e9062a97-4a5b-415b-bf5f-2bd07ee3eb0d" ], @@ -2298,14 +2297,14 @@ "dataType": "string" }, { - "id": "d44c3f67-b9d8-4dad-8656-85a313a85f5b", + "id": "95bf2ac9-13b3-40e4-8144-296f6acabb0b", "type": "default", "extras": {}, - "x": 206.10411553429753, - "y": 200.31248938193568, + "x": 206.2374249234926, + "y": 200.97499207631023, "name": "parameter-boolean-save_copy", "alignment": "left", - "parentNode": "8c4bd152-5fde-4c1b-9009-904f053cbbc2", + "parentNode": "08d3fef6-d8c9-42c9-9945-26578bb63917", "links": [ "aaa56c94-98f2-49a0-9b31-8445994e3310" ], @@ -2316,14 +2315,14 @@ "dataType": "boolean" }, { - "id": "c34b86ff-bd1e-4091-934f-4ea219dfe38f", + "id": "9490f63e-b21e-45aa-9604-af6e09bf0800", "type": "default", "extras": {}, - "x": 206.10411553429753, - "y": 221.64581433789465, + "x": 206.2374249234926, + "y": 222.57500256614446, "name": "parameter-boolean-verbose", "alignment": "left", - "parentNode": "8c4bd152-5fde-4c1b-9009-904f053cbbc2", + "parentNode": "08d3fef6-d8c9-42c9-9945-26578bb63917", "links": [ "62500b4c-83ad-4397-b7db-cff1ab1a0e20" ], @@ -2334,14 +2333,14 @@ "dataType": "boolean" }, { - "id": "de41ecd7-5afb-4753-bb45-1ae3b75d52f9", + "id": "0e405677-16cf-4198-8866-70d5d25e68e6", "type": "default", "extras": {}, - "x": 366.53131375733705, - "y": 157.64581553466232, + "x": 366.93750376523593, + "y": 157.77500259414217, "name": "out-0", "alignment": "right", - "parentNode": "8c4bd152-5fde-4c1b-9009-904f053cbbc2", + "parentNode": "08d3fef6-d8c9-42c9-9945-26578bb63917", "links": [ "dcfb87f1-7479-40cd-a36d-6aacb6338383" ], @@ -2352,14 +2351,14 @@ "dataType": "" }, { - "id": "d1a3abe4-2b8d-48c1-bab1-65ad022ab3fb", + "id": "305883bd-38d3-48a8-b4aa-3e00f5a4e7c4", "type": "default", "extras": {}, - "x": 366.53131375733705, - "y": 178.97914348254074, + "x": 366.93750376523593, + "y": 179.37499791851323, "name": "parameter-out-any-out_dataset", "alignment": "right", - "parentNode": "8c4bd152-5fde-4c1b-9009-904f053cbbc2", + "parentNode": "08d3fef6-d8c9-42c9-9945-26578bb63917", "links": [ "59cd12ba-f079-4d57-9e59-03696e95029c" ], @@ -2373,20 +2372,20 @@ "name": "GetData", "color": "green", "portsInOrder": [ - "7c755ebe-55ae-45c9-b5ef-b19613ea17b2", - "1ba42161-81d4-4cb4-a77e-a068117b4f3b", - "d44c3f67-b9d8-4dad-8656-85a313a85f5b", - "c34b86ff-bd1e-4091-934f-4ea219dfe38f" + "cb7a983d-5cfa-4657-8d61-3992c584b943", + "79ac3597-51d9-412a-8c1c-9d8f98908e32", + "95bf2ac9-13b3-40e4-8144-296f6acabb0b", + "9490f63e-b21e-45aa-9604-af6e09bf0800" ], "portsOutOrder": [ - "de41ecd7-5afb-4753-bb45-1ae3b75d52f9", - "d1a3abe4-2b8d-48c1-bab1-65ad022ab3fb" + "0e405677-16cf-4198-8866-70d5d25e68e6", + "305883bd-38d3-48a8-b4aa-3e00f5a4e7c4" ] }, - "6cafa6eb-e267-487a-a0f9-c69193e91ff9": { - "id": "6cafa6eb-e267-487a-a0f9-c69193e91ff9", + "66e39130-040b-48c4-816b-e8b49b8eee1c": { + "id": "66e39130-040b-48c4-816b-e8b49b8eee1c", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/utils.py", @@ -2402,14 +2401,14 @@ "y": 149.7187771719656, "ports": [ { - "id": "5c525f7d-a964-41a4-859f-382a74252731", + "id": "64dba907-45e0-4ccd-bdd9-1adabbe685e9", "type": "default", "extras": {}, - "x": 510.3435456813569, - "y": 176.3853976712279, + "x": 510.4748699731872, + "y": 176.5124887539072, "name": "in-0", "alignment": "left", - "parentNode": "6cafa6eb-e267-487a-a0f9-c69193e91ff9", + "parentNode": "66e39130-040b-48c4-816b-e8b49b8eee1c", "links": [ "dcfb87f1-7479-40cd-a36d-6aacb6338383" ], @@ -2420,14 +2419,14 @@ "dataType": "" }, { - "id": "cac7be78-d72a-4a5f-8d0d-1c957adb5ed2", + "id": "49e9aed0-01b6-491b-a961-d5defec7e862", "type": "default", "extras": {}, - "x": 510.3435456813569, - "y": 197.71874057870343, + "x": 510.4748699731872, + "y": 198.11249924374144, "name": "parameter-any-in_dataset", "alignment": "left", - "parentNode": "6cafa6eb-e267-487a-a0f9-c69193e91ff9", + "parentNode": "66e39130-040b-48c4-816b-e8b49b8eee1c", "links": [ "59cd12ba-f079-4d57-9e59-03696e95029c" ], @@ -2438,14 +2437,14 @@ "dataType": "any" }, { - "id": "89ee6c3f-22ec-4978-b51e-9fc5ad804ed5", + "id": "bafc51e5-b565-4487-9901-77a731f66920", "type": "default", "extras": {}, - "x": 510.3435456813569, - "y": 219.05206553466243, + "x": 510.4748699731872, + "y": 219.7124957346866, "name": "parameter-float-test_fraction", "alignment": "left", - "parentNode": "6cafa6eb-e267-487a-a0f9-c69193e91ff9", + "parentNode": "66e39130-040b-48c4-816b-e8b49b8eee1c", "links": [ "69a4e709-730a-4591-a991-814e0f490f7a" ], @@ -2456,14 +2455,14 @@ "dataType": "float" }, { - "id": "8533121f-deef-461b-997c-52e79c547975", + "id": "a7f589f7-3260-45c2-9be0-1ff4a9788e6a", "type": "default", "extras": {}, - "x": 510.3435456813569, - "y": 240.38539647446026, + "x": 510.4748699731872, + "y": 241.31250622452083, "name": "parameter-int-seed", "alignment": "left", - "parentNode": "6cafa6eb-e267-487a-a0f9-c69193e91ff9", + "parentNode": "66e39130-040b-48c4-816b-e8b49b8eee1c", "links": [ "84fcd2fa-9050-47ba-8c19-26a19a435b5f" ], @@ -2474,14 +2473,14 @@ "dataType": "int" }, { - "id": "4df25cc9-f0cc-4228-9589-1679c0157559", + "id": "e0e9cb71-98c0-4165-be71-861999985bf1", "type": "default", "extras": {}, - "x": 704.3853655342984, - "y": 176.3853976712279, + "x": 704.7873640003281, + "y": 176.5124887539072, "name": "out-0", "alignment": "right", - "parentNode": "6cafa6eb-e267-487a-a0f9-c69193e91ff9", + "parentNode": "66e39130-040b-48c4-816b-e8b49b8eee1c", "links": [ "45f76c86-9580-4840-81ff-4a4afbcc58b4" ], @@ -2492,14 +2491,14 @@ "dataType": "" }, { - "id": "dd7434f7-1b00-4fb3-87d3-b099781c487a", + "id": "b453b600-4006-4bd0-8c45-d84cc6dfaf64", "type": "default", "extras": {}, - "x": 704.3853655342984, - "y": 197.71874057870343, + "x": 704.7873640003281, + "y": 198.11249924374144, "name": "parameter-out-any-train_val_dataset", "alignment": "right", - "parentNode": "6cafa6eb-e267-487a-a0f9-c69193e91ff9", + "parentNode": "66e39130-040b-48c4-816b-e8b49b8eee1c", "links": [ "d92ba349-f332-4c11-9e9a-8a7e92c52422" ], @@ -2510,14 +2509,14 @@ "dataType": "any" }, { - "id": "1e3d1060-626d-43e7-9ab3-042d0f68d51d", + "id": "e6acaf99-6244-417a-af98-81dac1b91af9", "type": "default", "extras": {}, - "x": 704.3853655342984, - "y": 219.05206553466243, + "x": 704.7873640003281, + "y": 219.7124957346866, "name": "parameter-out-any-test_Dataset", "alignment": "right", - "parentNode": "6cafa6eb-e267-487a-a0f9-c69193e91ff9", + "parentNode": "66e39130-040b-48c4-816b-e8b49b8eee1c", "links": [], "in": false, "label": "test_Dataset", @@ -2529,29 +2528,29 @@ "name": "SampleTestData", "color": "green", "portsInOrder": [ - "5c525f7d-a964-41a4-859f-382a74252731", - "cac7be78-d72a-4a5f-8d0d-1c957adb5ed2", - "89ee6c3f-22ec-4978-b51e-9fc5ad804ed5", - "8533121f-deef-461b-997c-52e79c547975" + "64dba907-45e0-4ccd-bdd9-1adabbe685e9", + "49e9aed0-01b6-491b-a961-d5defec7e862", + "bafc51e5-b565-4487-9901-77a731f66920", + "a7f589f7-3260-45c2-9be0-1ff4a9788e6a" ], "portsOutOrder": [ - "4df25cc9-f0cc-4228-9589-1679c0157559", - "dd7434f7-1b00-4fb3-87d3-b099781c487a", - "1e3d1060-626d-43e7-9ab3-042d0f68d51d" + "e0e9cb71-98c0-4165-be71-861999985bf1", + "b453b600-4006-4bd0-8c45-d84cc6dfaf64", + "e6acaf99-6244-417a-af98-81dac1b91af9" ] }, - "709caf4a-6f57-496d-8dd7-f3eda1daed5d": { - "id": "709caf4a-6f57-496d-8dd7-f3eda1daed5d", + "aa7f8b0d-5265-4b57-9e40-af360d5227cc": { + "id": "aa7f8b0d-5265-4b57-9e40-af360d5227cc", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/classification.py", "description": "Trains and evaluates performance of all estimators available in the model library using cross validation.\nThe output of this component is a score grid with average cross-validated scores.\n\n##### inPorts:\n- sort_by (str): The sort order of the score grid.\n- exclude (list): To omit certain models from training and evaluation, pass a list containing model id in the exclude parameter.\n- num_top (int): Number of top_n models to return.\n\n##### outPorts:\n- top_models (any): List of top models.", "lineNo": [ { - "lineno": 97, - "end_lineno": 132 + "lineno": 82, + "end_lineno": 117 } ] }, @@ -2559,14 +2558,14 @@ "y": 304.0682195511478, "ports": [ { - "id": "5ac06883-4906-476f-ba8d-6ff81b7b540b", + "id": "a5b1d67d-b4a9-4136-b1d8-f3794221c552", "type": "default", "extras": {}, - "x": 1189.3020704975347, - "y": 330.7291560486026, + "x": 1189.4373395116056, + "y": 330.86250353673427, "name": "in-0", "alignment": "left", - "parentNode": "709caf4a-6f57-496d-8dd7-f3eda1daed5d", + "parentNode": "aa7f8b0d-5265-4b57-9e40-af360d5227cc", "links": [ "666c7db9-bddf-4c5f-98ad-32e21c95d365" ], @@ -2577,14 +2576,14 @@ "dataType": "" }, { - "id": "66dc5d10-ab7d-4afe-aee8-cb6fdb952b07", + "id": "3004f51c-9f99-4964-b8ae-8f5547652ea8", "type": "default", "extras": {}, - "x": 1189.3020704975347, - "y": 352.0624869884004, + "x": 1189.4373395116056, + "y": 352.46249069508673, "name": "parameter-string-sort_by", "alignment": "left", - "parentNode": "709caf4a-6f57-496d-8dd7-f3eda1daed5d", + "parentNode": "aa7f8b0d-5265-4b57-9e40-af360d5227cc", "links": [ "b918cca1-b8f1-40d9-bb0b-35e0bc4bb9fb" ], @@ -2595,14 +2594,14 @@ "dataType": "string" }, { - "id": "c9335ae6-a5fc-44de-877f-0cb7de33166a", + "id": "d7e0fe2d-b2f9-40bd-a41d-30ec8d500b41", "type": "default", "extras": {}, - "x": 1189.3020704975347, - "y": 373.39580596052053, + "x": 1189.4373395116056, + "y": 374.0624965186246, "name": "parameter-list-exclude", "alignment": "left", - "parentNode": "709caf4a-6f57-496d-8dd7-f3eda1daed5d", + "parentNode": "aa7f8b0d-5265-4b57-9e40-af360d5227cc", "links": [], "in": true, "label": "exclude", @@ -2611,14 +2610,14 @@ "dataType": "list" }, { - "id": "d80270fd-2058-4df4-8392-4cfaa96bc7fa", + "id": "eec388ac-3e61-438f-a3f6-138ea1feea51", "type": "default", "extras": {}, - "x": 1189.3020704975347, - "y": 394.72914886799606, + "x": 1189.4373395116056, + "y": 395.6625023421625, "name": "parameter-int-num_top", "alignment": "left", - "parentNode": "709caf4a-6f57-496d-8dd7-f3eda1daed5d", + "parentNode": "aa7f8b0d-5265-4b57-9e40-af360d5227cc", "links": [ "ebe58adc-1af5-4cfc-a0f7-d701335cf8ab" ], @@ -2629,14 +2628,14 @@ "dataType": "int" }, { - "id": "1571e6e1-be82-4862-850b-0961034aa37b", + "id": "2e396ffb-d196-4b40-8c5e-ab90d9d1e7e3", "type": "default", "extras": {}, - "x": 1394.2811031262115, - "y": 330.7291560486026, + "x": 1394.1498135296677, + "y": 330.86250353673427, "name": "out-0", "alignment": "right", - "parentNode": "709caf4a-6f57-496d-8dd7-f3eda1daed5d", + "parentNode": "aa7f8b0d-5265-4b57-9e40-af360d5227cc", "links": [ "722712b3-3878-4646-8b3e-9dc8570b4fa9" ], @@ -2647,14 +2646,14 @@ "dataType": "" }, { - "id": "77965db6-f21f-4f92-b2b7-4cb96a9a9a2f", + "id": "6d6ce291-a0dd-41b7-879d-a7aa7caa1efe", "type": "default", "extras": {}, - "x": 1394.2811031262115, - "y": 352.0624869884004, + "x": 1394.1498135296677, + "y": 352.46249069508673, "name": "parameter-out-any-top_models", "alignment": "right", - "parentNode": "709caf4a-6f57-496d-8dd7-f3eda1daed5d", + "parentNode": "aa7f8b0d-5265-4b57-9e40-af360d5227cc", "links": [], "in": false, "label": "top_models", @@ -2666,28 +2665,28 @@ "name": "CompareModelsClassification", "color": "firebrick", "portsInOrder": [ - "5ac06883-4906-476f-ba8d-6ff81b7b540b", - "66dc5d10-ab7d-4afe-aee8-cb6fdb952b07", - "c9335ae6-a5fc-44de-877f-0cb7de33166a", - "d80270fd-2058-4df4-8392-4cfaa96bc7fa" + "a5b1d67d-b4a9-4136-b1d8-f3794221c552", + "3004f51c-9f99-4964-b8ae-8f5547652ea8", + "d7e0fe2d-b2f9-40bd-a41d-30ec8d500b41", + "eec388ac-3e61-438f-a3f6-138ea1feea51" ], "portsOutOrder": [ - "1571e6e1-be82-4862-850b-0961034aa37b", - "77965db6-f21f-4f92-b2b7-4cb96a9a9a2f" + "2e396ffb-d196-4b40-8c5e-ab90d9d1e7e3", + "6d6ce291-a0dd-41b7-879d-a7aa7caa1efe" ] }, - "c94acafa-42f6-4061-bbf1-a66e1329cc12": { - "id": "c94acafa-42f6-4061-bbf1-a66e1329cc12", + "ce1ecf02-63e0-4e24-b235-b868e871ebac": { + "id": "ce1ecf02-63e0-4e24-b235-b868e871ebac", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/classification.py", "description": "Trains and evaluates the performance of a given estimator using cross validation.\nThe output of this component is a score grid with CV scores by fold.\n\n##### inPorts:\n- model_id (str): ID of an estimator available in the model library or pass an untrained model object consistent with scikit-learn API.\n- num_fold (int): Controls cross-validation. If None, the CV generator in the fold_strategy parameter of the setup function is used.\n\n##### outPorts:\n- out_created_model (any): Trained Model object.", "lineNo": [ { - "lineno": 135, - "end_lineno": 167 + "lineno": 120, + "end_lineno": 152 } ] }, @@ -2695,14 +2694,14 @@ "y": 311.2057660195493, "ports": [ { - "id": "94c4227a-733d-4c4f-9699-1f12be8d25d8", + "id": "d9b4568c-aa78-4711-8b72-c3a95975e7dc", "type": "default", "extras": {}, - "x": 1459.6353463860155, - "y": 337.8645727152693, + "x": 1459.7748135296679, + "y": 337.99999577201714, "name": "in-0", "alignment": "left", - "parentNode": "c94acafa-42f6-4061-bbf1-a66e1329cc12", + "parentNode": "ce1ecf02-63e0-4e24-b235-b868e871ebac", "links": [ "722712b3-3878-4646-8b3e-9dc8570b4fa9" ], @@ -2713,14 +2712,14 @@ "dataType": "" }, { - "id": "abea774a-6602-4204-a6e9-182c3b0f4643", + "id": "8d197dfe-c0f5-410a-843a-76f760957795", "type": "default", "extras": {}, - "x": 1459.6353463860155, - "y": 359.1979036550671, + "x": 1459.7748135296679, + "y": 359.600001595555, "name": "parameter-string-model_id", "alignment": "left", - "parentNode": "c94acafa-42f6-4061-bbf1-a66e1329cc12", + "parentNode": "ce1ecf02-63e0-4e24-b235-b868e871ebac", "links": [ "ad021ee2-0ca6-444e-9d83-e751e12d5006" ], @@ -2731,14 +2730,14 @@ "dataType": "string" }, { - "id": "0cbb167a-c27d-4fc4-b469-69901e839512", + "id": "8e618c6a-67f9-49fa-b5ae-5fcfdbddb237", "type": "default", "extras": {}, - "x": 1459.6353463860155, - "y": 380.5312226271872, + "x": 1459.7748135296679, + "y": 381.20000741909286, "name": "parameter-int-num_fold", "alignment": "left", - "parentNode": "c94acafa-42f6-4061-bbf1-a66e1329cc12", + "parentNode": "ce1ecf02-63e0-4e24-b235-b868e871ebac", "links": [ "6909bd0a-a6aa-48d9-8d12-e4226dfb7848" ], @@ -2749,14 +2748,14 @@ "dataType": "int" }, { - "id": "21af4316-5b68-4556-a5cc-dcf52862177c", + "id": "4eea8ec5-881f-45c3-945c-49ac74080b0b", "type": "default", "extras": {}, - "x": 1649.4062371642021, - "y": 337.8645727152693, + "x": 1649.8248698238672, + "y": 337.99999577201714, "name": "out-0", "alignment": "right", - "parentNode": "c94acafa-42f6-4061-bbf1-a66e1329cc12", + "parentNode": "ce1ecf02-63e0-4e24-b235-b868e871ebac", "links": [ "b439a1bb-322c-4dac-a4c8-9866a3b65aa9" ], @@ -2767,14 +2766,14 @@ "dataType": "" }, { - "id": "282bc901-d6ce-498a-894d-34b190b8cc66", + "id": "7af0bde8-3669-4b9c-8580-cfc7d30696b9", "type": "default", "extras": {}, - "x": 1649.4062371642021, - "y": 359.1979036550671, + "x": 1649.8248698238672, + "y": 359.600001595555, "name": "parameter-out-any-out_created_model", "alignment": "right", - "parentNode": "c94acafa-42f6-4061-bbf1-a66e1329cc12", + "parentNode": "ce1ecf02-63e0-4e24-b235-b868e871ebac", "links": [ "300dd43b-bb9a-40f3-b29a-8c16b006d44e" ], @@ -2788,27 +2787,27 @@ "name": "CreateModelClassification", "color": "orange", "portsInOrder": [ - "94c4227a-733d-4c4f-9699-1f12be8d25d8", - "abea774a-6602-4204-a6e9-182c3b0f4643", - "0cbb167a-c27d-4fc4-b469-69901e839512" + "d9b4568c-aa78-4711-8b72-c3a95975e7dc", + "8d197dfe-c0f5-410a-843a-76f760957795", + "8e618c6a-67f9-49fa-b5ae-5fcfdbddb237" ], "portsOutOrder": [ - "21af4316-5b68-4556-a5cc-dcf52862177c", - "282bc901-d6ce-498a-894d-34b190b8cc66" + "4eea8ec5-881f-45c3-945c-49ac74080b0b", + "7af0bde8-3669-4b9c-8580-cfc7d30696b9" ] }, - "69afd384-bc8b-4bfe-87b6-751603ad3708": { - "id": "69afd384-bc8b-4bfe-87b6-751603ad3708", + "6e38d71d-36ce-4af2-8477-689ccaf79572": { + "id": "6e38d71d-36ce-4af2-8477-689ccaf79572", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/classification.py", "description": "Tunes the hyperparameters of a given model. The output of this component is\na score grid with CV scores by fold of the best selected model based on optimize parameter.\n\n##### inPorts:\n- in_model (any): Trained model object.\n- optimize (str): Metric name to be evaluated for hyperparameter tuning.\n- early_stopping_patience (int): Maximum number of epochs to run for each sampled configuration.\n- num_fold (int): Controls cross-validation. If None, the CV generator in the fold_strategy parameter of the setup function is used.\n- n_iter (int): Number of iterations in the grid search. Increasing ‘n_iter’ may improve model performance but also increases the training time.\n- custom_grid (any): To define custom search space for hyperparameters, pass a dictionary with parameter name and values to be iterated.\n\n##### outPorts:\n- out_tuned_model (any): Tuned model object.", "lineNo": [ { - "lineno": 170, - "end_lineno": 229 + "lineno": 155, + "end_lineno": 205 } ] }, @@ -2816,14 +2815,14 @@ "y": 279.9790002202928, "ports": [ { - "id": "053df785-8ba8-4b9c-a118-d42d1af5cad9", + "id": "014ec54a-183d-4110-b2ff-191cfcb48883", "type": "default", "extras": {}, - "x": 1841.4999105710651, - "y": 306.6354084421381, + "x": 1841.6248549103843, + "y": 306.7749884552644, "name": "in-0", "alignment": "left", - "parentNode": "69afd384-bc8b-4bfe-87b6-751603ad3708", + "parentNode": "6e38d71d-36ce-4af2-8477-689ccaf79572", "links": [ "b439a1bb-322c-4dac-a4c8-9866a3b65aa9" ], @@ -2834,14 +2833,14 @@ "dataType": "" }, { - "id": "1cdc6388-15a4-41b4-b384-2b547d3a4cc1", + "id": "4b77e01d-299d-4b52-b840-3cfd1e61ce77", "type": "default", "extras": {}, - "x": 1841.4999105710651, - "y": 327.9687393819359, + "x": 1841.6248549103843, + "y": 328.3749942788023, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "69afd384-bc8b-4bfe-87b6-751603ad3708", + "parentNode": "6e38d71d-36ce-4af2-8477-689ccaf79572", "links": [ "300dd43b-bb9a-40f3-b29a-8c16b006d44e" ], @@ -2852,14 +2851,14 @@ "dataType": "any" }, { - "id": "799371c7-b166-4dcd-86e5-f3f237896c67", + "id": "8d1ece8f-3da8-4394-a85a-c5fefa0788b1", "type": "default", "extras": {}, - "x": 1841.4999105710651, - "y": 349.30207032173377, + "x": 1841.6248549103843, + "y": 349.9750001023402, "name": "parameter-string-optimize", "alignment": "left", - "parentNode": "69afd384-bc8b-4bfe-87b6-751603ad3708", + "parentNode": "6e38d71d-36ce-4af2-8477-689ccaf79572", "links": [ "cae9296c-e779-4d7c-bbe4-64da021481d9" ], @@ -2870,14 +2869,14 @@ "dataType": "string" }, { - "id": "a4700e66-7abc-4bfa-82e5-8d2bea7757ab", + "id": "fb9c091a-7bef-4d4d-a3ba-644aa59fa441", "type": "default", "extras": {}, - "x": 1841.4999105710651, - "y": 370.63538929385385, + "x": 1841.6248549103843, + "y": 371.57498726069264, "name": "parameter-int-early_stopping_patience", "alignment": "left", - "parentNode": "69afd384-bc8b-4bfe-87b6-751603ad3708", + "parentNode": "6e38d71d-36ce-4af2-8477-689ccaf79572", "links": [ "a8819540-7699-4af1-816c-9fceb5303a6a" ], @@ -2888,14 +2887,14 @@ "dataType": "int" }, { - "id": "eb7ad1b4-5106-4f56-a9cf-66bc55683458", + "id": "ada17c26-940d-4ea0-b104-b253a911cce4", "type": "default", "extras": {}, - "x": 1841.4999105710651, - "y": 391.96873220132943, + "x": 1841.6248549103843, + "y": 393.1749930842305, "name": "parameter-int-num_fold", "alignment": "left", - "parentNode": "69afd384-bc8b-4bfe-87b6-751603ad3708", + "parentNode": "6e38d71d-36ce-4af2-8477-689ccaf79572", "links": [ "76a2af30-1f04-4373-9bc8-29649bfb7fda" ], @@ -2906,14 +2905,14 @@ "dataType": "int" }, { - "id": "265c18c6-8e72-4085-8423-4533ca0a01e7", + "id": "4a9a6416-777e-4a00-858c-f58552d08b23", "type": "default", "extras": {}, - "x": 1841.4999105710651, - "y": 413.30207510880496, + "x": 1841.6248549103843, + "y": 414.7749989077684, "name": "parameter-int-n_iter", "alignment": "left", - "parentNode": "69afd384-bc8b-4bfe-87b6-751603ad3708", + "parentNode": "6e38d71d-36ce-4af2-8477-689ccaf79572", "links": [ "9efa0bd6-9c7b-4231-9ed2-56dce8165f3c" ], @@ -2924,14 +2923,14 @@ "dataType": "int" }, { - "id": "2e34caf9-e769-480a-87c2-de6ca2176b9f", + "id": "32ab5c99-0112-4aed-9d3c-e5e19419742d", "type": "default", "extras": {}, - "x": 1841.4999105710651, - "y": 434.6354180162805, + "x": 1841.6248549103843, + "y": 436.37500473130626, "name": "parameter-any-custom_grid", "alignment": "left", - "parentNode": "69afd384-bc8b-4bfe-87b6-751603ad3708", + "parentNode": "6e38d71d-36ce-4af2-8477-689ccaf79572", "links": [], "in": true, "label": "custom_grid", @@ -2940,14 +2939,14 @@ "dataType": "any" }, { - "id": "36c7ed22-06c0-4aa7-9e7e-2dba8e8d6e7d", + "id": "04f09766-a62d-403e-8b09-9acd11ae15ee", "type": "default", "extras": {}, - "x": 2096.1145274138967, - "y": 306.6354084421381, + "x": 2096.512452697291, + "y": 306.7749884552644, "name": "out-0", "alignment": "right", - "parentNode": "69afd384-bc8b-4bfe-87b6-751603ad3708", + "parentNode": "6e38d71d-36ce-4af2-8477-689ccaf79572", "links": [ "0bb474da-0222-4624-ab41-a460bafef3a8" ], @@ -2958,14 +2957,14 @@ "dataType": "" }, { - "id": "32f8c9a9-e907-43e1-ba70-85ac907dbbf5", + "id": "6e3708fb-371c-4186-a55c-a59fec4c1127", "type": "default", "extras": {}, - "x": 2096.1145274138967, - "y": 327.9687393819359, + "x": 2096.512452697291, + "y": 328.3749942788023, "name": "parameter-out-any-out_tuned_model", "alignment": "right", - "parentNode": "69afd384-bc8b-4bfe-87b6-751603ad3708", + "parentNode": "6e38d71d-36ce-4af2-8477-689ccaf79572", "links": [ "901ad808-62f6-4063-8a1c-6aadd2b86a44" ], @@ -2979,31 +2978,31 @@ "name": "TuneModelClassification", "color": "salmon", "portsInOrder": [ - "053df785-8ba8-4b9c-a118-d42d1af5cad9", - "1cdc6388-15a4-41b4-b384-2b547d3a4cc1", - "799371c7-b166-4dcd-86e5-f3f237896c67", - "a4700e66-7abc-4bfa-82e5-8d2bea7757ab", - "eb7ad1b4-5106-4f56-a9cf-66bc55683458", - "265c18c6-8e72-4085-8423-4533ca0a01e7", - "2e34caf9-e769-480a-87c2-de6ca2176b9f" + "014ec54a-183d-4110-b2ff-191cfcb48883", + "4b77e01d-299d-4b52-b840-3cfd1e61ce77", + "8d1ece8f-3da8-4394-a85a-c5fefa0788b1", + "fb9c091a-7bef-4d4d-a3ba-644aa59fa441", + "ada17c26-940d-4ea0-b104-b253a911cce4", + "4a9a6416-777e-4a00-858c-f58552d08b23", + "32ab5c99-0112-4aed-9d3c-e5e19419742d" ], "portsOutOrder": [ - "36c7ed22-06c0-4aa7-9e7e-2dba8e8d6e7d", - "32f8c9a9-e907-43e1-ba70-85ac907dbbf5" + "04f09766-a62d-403e-8b09-9acd11ae15ee", + "6e3708fb-371c-4186-a55c-a59fec4c1127" ] }, - "144e11b9-5850-4bd4-9ed1-75ea2dc62946": { - "id": "144e11b9-5850-4bd4-9ed1-75ea2dc62946", + "37f522e9-d121-416b-a230-80cf6ad81739": { + "id": "37f522e9-d121-416b-a230-80cf6ad81739", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/classification.py", "description": "Analyzes the performance of a trained model on holdout set. It may require re-training the model in certain cases.\n\n##### inPorts:\n- in_model (any): Trained model object.\n- plot_type (str): Plot name.\n- list_available_plots (bool): List the available plots.\n\n##### outPorts:\n- out_model (any): Trained model object.", "lineNo": [ { - "lineno": 232, - "end_lineno": 279 + "lineno": 208, + "end_lineno": 251 } ] }, @@ -3011,14 +3010,14 @@ "y": 308.5291860938988, "ports": [ { - "id": "7211214e-c755-4818-b275-cb03a801fc1c", + "id": "50441d2c-bc6d-400e-b1fe-c1cd6aa2d6cf", "type": "default", "extras": {}, - "x": 2222.458354007034, - "y": 335.1874869884004, + "x": 2222.599998389665, + "y": 335.32497606158137, "name": "in-0", "alignment": "left", - "parentNode": "144e11b9-5850-4bd4-9ed1-75ea2dc62946", + "parentNode": "37f522e9-d121-416b-a230-80cf6ad81739", "links": [ "0bb474da-0222-4624-ab41-a460bafef3a8" ], @@ -3029,14 +3028,14 @@ "dataType": "" }, { - "id": "886bca16-99b1-4982-b09e-7eb1668e2b22", + "id": "2df7b975-f7e6-4d45-aef4-da244bf6827a", "type": "default", "extras": {}, - "x": 2222.458354007034, - "y": 356.52080596052053, + "x": 2222.599998389665, + "y": 356.9250005503046, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "144e11b9-5850-4bd4-9ed1-75ea2dc62946", + "parentNode": "37f522e9-d121-416b-a230-80cf6ad81739", "links": [ "901ad808-62f6-4063-8a1c-6aadd2b86a44" ], @@ -3047,14 +3046,14 @@ "dataType": "any" }, { - "id": "043951c8-3c75-441f-a8df-aa12f4d3720b", + "id": "b7e4f474-a6ed-4ea1-9c06-55a957e82c46", "type": "default", "extras": {}, - "x": 2222.458354007034, - "y": 377.85414886799606, + "x": 2222.599998389665, + "y": 378.5250063738425, "name": "parameter-string-plot_type", "alignment": "left", - "parentNode": "144e11b9-5850-4bd4-9ed1-75ea2dc62946", + "parentNode": "37f522e9-d121-416b-a230-80cf6ad81739", "links": [ "3e3919ee-0658-4e37-82f9-79cac4e285bd" ], @@ -3065,14 +3064,14 @@ "dataType": "string" }, { - "id": "13b1db56-0e27-4ba0-a3d1-5f8af61272e9", + "id": "eba6420f-8d83-44d8-88f5-3bd62d677c72", "type": "default", "extras": {}, - "x": 2222.458354007034, - "y": 399.1874917754716, + "x": 2222.599998389665, + "y": 400.1250121973804, "name": "parameter-boolean-list_available_plots", "alignment": "left", - "parentNode": "144e11b9-5850-4bd4-9ed1-75ea2dc62946", + "parentNode": "37f522e9-d121-416b-a230-80cf6ad81739", "links": [], "in": true, "label": "list_available_plots", @@ -3081,14 +3080,14 @@ "dataType": "boolean" }, { - "id": "5559439b-46b7-48fd-a1fd-7bd065c9bf13", + "id": "d28d131b-f3d8-4887-9be5-308c000cb69a", "type": "default", "extras": {}, - "x": 2416.510394256728, - "y": 335.1874869884004, + "x": 2416.9123804256938, + "y": 335.32497606158137, "name": "out-0", "alignment": "right", - "parentNode": "144e11b9-5850-4bd4-9ed1-75ea2dc62946", + "parentNode": "37f522e9-d121-416b-a230-80cf6ad81739", "links": [ "7fa1d25b-3547-4a95-9f2f-e8408c7a232d" ], @@ -3099,14 +3098,14 @@ "dataType": "" }, { - "id": "2cc870db-aca2-468b-83bb-7b27f593c4e7", + "id": "4eb12ae5-73f7-43f3-93f8-8ef8c928c74d", "type": "default", "extras": {}, - "x": 2416.510394256728, - "y": 356.52080596052053, + "x": 2416.9123804256938, + "y": 356.9250005503046, "name": "parameter-out-any-out_model", "alignment": "right", - "parentNode": "144e11b9-5850-4bd4-9ed1-75ea2dc62946", + "parentNode": "37f522e9-d121-416b-a230-80cf6ad81739", "links": [ "461abb5a-c7ad-4db7-860c-a3d3a286b275" ], @@ -3120,28 +3119,28 @@ "name": "PlotModelClassification", "color": "springgreen", "portsInOrder": [ - "7211214e-c755-4818-b275-cb03a801fc1c", - "886bca16-99b1-4982-b09e-7eb1668e2b22", - "043951c8-3c75-441f-a8df-aa12f4d3720b", - "13b1db56-0e27-4ba0-a3d1-5f8af61272e9" + "50441d2c-bc6d-400e-b1fe-c1cd6aa2d6cf", + "2df7b975-f7e6-4d45-aef4-da244bf6827a", + "b7e4f474-a6ed-4ea1-9c06-55a957e82c46", + "eba6420f-8d83-44d8-88f5-3bd62d677c72" ], "portsOutOrder": [ - "5559439b-46b7-48fd-a1fd-7bd065c9bf13", - "2cc870db-aca2-468b-83bb-7b27f593c4e7" + "d28d131b-f3d8-4887-9be5-308c000cb69a", + "4eb12ae5-73f7-43f3-93f8-8ef8c928c74d" ] }, - "c04a512a-ff40-4809-8790-042c083cd39f": { - "id": "c04a512a-ff40-4809-8790-042c083cd39f", + "89982006-ffce-4fc0-b3e3-90f58a95891c": { + "id": "89982006-ffce-4fc0-b3e3-90f58a95891c", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/classification.py", "description": "Analyzes the performance of a trained model on holdout set. It may require re-training the model in certain cases.\n\n##### inPorts:\n- in_model (any): Trained model object.\n- plot_type (str): Plot name.\n- list_available_plots (bool): List the available plots.\n\n##### outPorts:\n- out_model (any): Trained model object.", "lineNo": [ { - "lineno": 232, - "end_lineno": 279 + "lineno": 208, + "end_lineno": 251 } ] }, @@ -3149,14 +3148,14 @@ "y": 326.37305226490247, "ports": [ { - "id": "a5906962-1b1f-4337-bb9a-8c3e09adfc29", + "id": "d0af0601-d958-4c15-a8bc-79cb90d5f320", "type": "default", "extras": {}, - "x": 2494.583310923395, - "y": 353.03122262718716, + "x": 2494.712494208664, + "y": 353.16250980823656, "name": "in-0", "alignment": "left", - "parentNode": "c04a512a-ff40-4809-8790-042c083cd39f", + "parentNode": "89982006-ffce-4fc0-b3e3-90f58a95891c", "links": [ "7fa1d25b-3547-4a95-9f2f-e8408c7a232d" ], @@ -3167,14 +3166,14 @@ "dataType": "" }, { - "id": "96cf5ff3-b736-4632-af40-72ba76b30735", + "id": "c858689c-2591-42e4-b61c-756e83c1d092", "type": "default", "extras": {}, - "x": 2494.583310923395, - "y": 374.3645655346627, + "x": 2494.712494208664, + "y": 374.762496966589, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "c04a512a-ff40-4809-8790-042c083cd39f", + "parentNode": "89982006-ffce-4fc0-b3e3-90f58a95891c", "links": [ "461abb5a-c7ad-4db7-860c-a3d3a286b275" ], @@ -3185,14 +3184,14 @@ "dataType": "any" }, { - "id": "94e5e375-0e70-4bb4-8b43-677b1ba273f8", + "id": "9da401b0-4afd-4b63-afc4-eed2ad8ee06b", "type": "default", "extras": {}, - "x": 2494.583310923395, - "y": 395.6979084421382, + "x": 2494.712494208664, + "y": 396.36250279012694, "name": "parameter-string-plot_type", "alignment": "left", - "parentNode": "c04a512a-ff40-4809-8790-042c083cd39f", + "parentNode": "89982006-ffce-4fc0-b3e3-90f58a95891c", "links": [ "f47430df-144e-4a5d-bbd6-69e76c60c47f" ], @@ -3203,14 +3202,14 @@ "dataType": "string" }, { - "id": "4968669d-b53f-4449-aa32-ceb26fc4e620", + "id": "28d0b55f-70a1-4ab6-a0f7-218e95a8ee69", "type": "default", "extras": {}, - "x": 2494.583310923395, - "y": 417.03125134961374, + "x": 2494.712494208664, + "y": 417.9625086136648, "name": "parameter-boolean-list_available_plots", "alignment": "left", - "parentNode": "c04a512a-ff40-4809-8790-042c083cd39f", + "parentNode": "89982006-ffce-4fc0-b3e3-90f58a95891c", "links": [], "in": true, "label": "list_available_plots", @@ -3219,14 +3218,14 @@ "dataType": "boolean" }, { - "id": "1082793c-ff91-495e-82b4-641a6a85f9db", + "id": "c830547e-5559-48d9-85a9-ced117d76eb8", "type": "default", "extras": {}, - "x": 2688.6353272377332, - "y": 353.03122262718716, + "x": 2689.0249135750632, + "y": 353.16250980823656, "name": "out-0", "alignment": "right", - "parentNode": "c04a512a-ff40-4809-8790-042c083cd39f", + "parentNode": "89982006-ffce-4fc0-b3e3-90f58a95891c", "links": [ "32be6401-1588-4e89-8005-43ca20e0721f" ], @@ -3237,14 +3236,14 @@ "dataType": "" }, { - "id": "9a1860f1-9c90-4ce5-aa50-96251934c2e4", + "id": "6c098fad-0c23-46e5-a442-148523eee6ad", "type": "default", "extras": {}, - "x": 2688.6353272377332, - "y": 374.3645655346627, + "x": 2689.0249135750632, + "y": 374.762496966589, "name": "parameter-out-any-out_model", "alignment": "right", - "parentNode": "c04a512a-ff40-4809-8790-042c083cd39f", + "parentNode": "89982006-ffce-4fc0-b3e3-90f58a95891c", "links": [ "2981ccbe-82ce-49af-9559-3a0def3e1221" ], @@ -3258,44 +3257,43 @@ "name": "PlotModelClassification", "color": "springgreen", "portsInOrder": [ - "a5906962-1b1f-4337-bb9a-8c3e09adfc29", - "96cf5ff3-b736-4632-af40-72ba76b30735", - "94e5e375-0e70-4bb4-8b43-677b1ba273f8", - "4968669d-b53f-4449-aa32-ceb26fc4e620" + "d0af0601-d958-4c15-a8bc-79cb90d5f320", + "c858689c-2591-42e4-b61c-756e83c1d092", + "9da401b0-4afd-4b63-afc4-eed2ad8ee06b", + "28d0b55f-70a1-4ab6-a0f7-218e95a8ee69" ], "portsOutOrder": [ - "1082793c-ff91-495e-82b4-641a6a85f9db", - "9a1860f1-9c90-4ce5-aa50-96251934c2e4" + "c830547e-5559-48d9-85a9-ced117d76eb8", + "6c098fad-0c23-46e5-a442-148523eee6ad" ] }, - "58439cee-32de-494d-b740-25bbaa6b54cb": { - "id": "58439cee-32de-494d-b740-25bbaa6b54cb", + "05e8ebb8-4285-4383-bdb8-91614fc942bb": { + "id": "05e8ebb8-4285-4383-bdb8-91614fc942bb", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/classification.py", "description": "Analyzes the performance of a trained model on holdout set. It may require re-training the model in certain cases.\n\n##### inPorts:\n- in_model (any): Trained model object.\n- plot_type (str): Plot name.\n- list_available_plots (bool): List the available plots.\n\n##### outPorts:\n- out_model (any): Trained model object.", "lineNo": [ { - "lineno": 232, - "end_lineno": 279 + "lineno": 208, + "end_lineno": 251 } - ], - "borderColor": "rgb(0,192,255)" + ] }, "x": 2757.116675547498, "y": 354.0310448299583, "ports": [ { - "id": "d543f498-0d21-421c-a3dd-cea517c0654f", + "id": "066f501c-6292-4dc7-857f-c83a51e6e674", "type": "default", "extras": {}, - "x": 2757.781122274498, - "y": 380.6874726271872, + "x": 2757.9122893395893, + "y": 380.82500517927065, "name": "in-0", "alignment": "left", - "parentNode": "58439cee-32de-494d-b740-25bbaa6b54cb", + "parentNode": "05e8ebb8-4285-4383-bdb8-91614fc942bb", "links": [ "32be6401-1588-4e89-8005-43ca20e0721f" ], @@ -3306,14 +3304,14 @@ "dataType": "" }, { - "id": "25f9a68d-4bf6-4f34-878d-d154a99d21db", + "id": "77480856-4010-4fa9-a38d-1bddbf239ea9", "type": "default", "extras": {}, - "x": 2757.781122274498, - "y": 402.02081553466274, + "x": 2757.9122893395893, + "y": 402.4250110028085, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "58439cee-32de-494d-b740-25bbaa6b54cb", + "parentNode": "05e8ebb8-4285-4383-bdb8-91614fc942bb", "links": [ "2981ccbe-82ce-49af-9559-3a0def3e1221" ], @@ -3324,14 +3322,14 @@ "dataType": "any" }, { - "id": "d76a4a5c-d104-4cf4-9f50-bf2fe1321e3c", + "id": "f4aeeaf0-e0e9-41b5-b385-cadcbc568e84", "type": "default", "extras": {}, - "x": 2757.781122274498, - "y": 423.35415844213827, + "x": 2757.9122893395893, + "y": 424.02499816116097, "name": "parameter-string-plot_type", "alignment": "left", - "parentNode": "58439cee-32de-494d-b740-25bbaa6b54cb", + "parentNode": "05e8ebb8-4285-4383-bdb8-91614fc942bb", "links": [ "d00f3a32-7ae0-4a2f-b0a6-29e2b5df6325" ], @@ -3342,14 +3340,14 @@ "dataType": "string" }, { - "id": "f74f0d27-07f7-4b4c-bb38-9fecaaa4c83d", + "id": "158d5ae2-8440-4d81-8b3b-68bed778f836", "type": "default", "extras": {}, - "x": 2757.781122274498, - "y": 444.6875013496138, + "x": 2757.9122893395893, + "y": 445.6250039846989, "name": "parameter-boolean-list_available_plots", "alignment": "left", - "parentNode": "58439cee-32de-494d-b740-25bbaa6b54cb", + "parentNode": "05e8ebb8-4285-4383-bdb8-91614fc942bb", "links": [], "in": true, "label": "list_available_plots", @@ -3358,16 +3356,16 @@ "dataType": "boolean" }, { - "id": "053ada2a-1a49-4640-b313-2d3021bfe6a6", + "id": "06377c13-8d16-4c17-a977-4b6f0786b517", "type": "default", "extras": {}, - "x": 2951.8333779423906, - "y": 380.6874726271872, + "x": 2952.2249326882134, + "y": 380.82500517927065, "name": "out-0", "alignment": "right", - "parentNode": "58439cee-32de-494d-b740-25bbaa6b54cb", + "parentNode": "05e8ebb8-4285-4383-bdb8-91614fc942bb", "links": [ - "0729cd0d-1b86-4fc1-b7c5-ee8703ca11f9" + "a98369a9-a98a-4157-9e56-6f848506c945" ], "in": false, "label": "▶", @@ -3376,16 +3374,16 @@ "dataType": "" }, { - "id": "f41f7f88-0cdd-46d3-9182-cfcf511ad3a5", + "id": "bad5113e-31ca-4334-8cf0-cb51b4cea031", "type": "default", "extras": {}, - "x": 2951.8333779423906, - "y": 402.02081553466274, + "x": 2952.2249326882134, + "y": 402.4250110028085, "name": "parameter-out-any-out_model", "alignment": "right", - "parentNode": "58439cee-32de-494d-b740-25bbaa6b54cb", + "parentNode": "05e8ebb8-4285-4383-bdb8-91614fc942bb", "links": [ - "22d48008-bc88-4f27-87ef-ad84a9602c1d" + "11162596-d00a-4d2d-b328-b61fab1aadc9" ], "in": false, "label": "out_model", @@ -3397,46 +3395,45 @@ "name": "PlotModelClassification", "color": "springgreen", "portsInOrder": [ - "d543f498-0d21-421c-a3dd-cea517c0654f", - "25f9a68d-4bf6-4f34-878d-d154a99d21db", - "d76a4a5c-d104-4cf4-9f50-bf2fe1321e3c", - "f74f0d27-07f7-4b4c-bb38-9fecaaa4c83d" + "066f501c-6292-4dc7-857f-c83a51e6e674", + "77480856-4010-4fa9-a38d-1bddbf239ea9", + "f4aeeaf0-e0e9-41b5-b385-cadcbc568e84", + "158d5ae2-8440-4d81-8b3b-68bed778f836" ], "portsOutOrder": [ - "053ada2a-1a49-4640-b313-2d3021bfe6a6", - "f41f7f88-0cdd-46d3-9182-cfcf511ad3a5" + "06377c13-8d16-4c17-a977-4b6f0786b517", + "bad5113e-31ca-4334-8cf0-cb51b4cea031" ] }, - "22db11a2-0053-4848-9c20-ed68d337420c": { - "id": "22db11a2-0053-4848-9c20-ed68d337420c", + "e709fb02-eaa5-45b9-b0df-6039e814956f": { + "id": "e709fb02-eaa5-45b9-b0df-6039e814956f", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/classification.py", "description": "Trains a given estimator on the entire dataset including the holdout set.\n\n##### inPorts:\n- in_model (any): Trained model object.\n\n##### outPorts:\n- out_finalize_model (any): Trained model object.", "lineNo": [ { - "lineno": 282, - "end_lineno": 305 + "lineno": 254, + "end_lineno": 276 } - ], - "borderColor": "rgb(0,192,255)" + ] }, - "x": 3036.3731811237067, - "y": 377.2280708522631, + "x": 3323.8349548240126, + "y": 420.0415265097555, "ports": [ { - "id": "cf370b2e-8f67-4371-8217-9d4151638030", + "id": "94a362fd-55df-4662-bb39-d62b8f96691e", "type": "default", "extras": {}, - "x": 3037.031275460773, - "y": 403.8854036550672, + "x": 3324.624872362335, + "y": 446.83749442812393, "name": "in-0", "alignment": "left", - "parentNode": "22db11a2-0053-4848-9c20-ed68d337420c", + "parentNode": "e709fb02-eaa5-45b9-b0df-6039e814956f", "links": [ - "0729cd0d-1b86-4fc1-b7c5-ee8703ca11f9" + "b5975e5f-b094-4501-905a-2bfdd439bbf5" ], "in": true, "label": "▶", @@ -3445,16 +3442,16 @@ "dataType": "" }, { - "id": "e7121f49-27d1-4250-a716-62db97e41cbd", + "id": "07e040f5-c08f-41be-a3eb-ac09e64b5ca3", "type": "default", "extras": {}, - "x": 3037.031275460773, - "y": 425.21872262718733, + "x": 3324.624872362335, + "y": 468.4375189168472, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "22db11a2-0053-4848-9c20-ed68d337420c", + "parentNode": "e709fb02-eaa5-45b9-b0df-6039e814956f", "links": [ - "22d48008-bc88-4f27-87ef-ad84a9602c1d" + "91a791b4-e6d4-48fd-b6ae-f01b615e3631" ], "in": true, "label": "in_model", @@ -3463,16 +3460,16 @@ "dataType": "any" }, { - "id": "9cb67dbb-a9ab-4a36-aa6d-1dfa014618fb", + "id": "1ed63fd7-9db3-4a52-ae97-0732321ac206", "type": "default", "extras": {}, - "x": 3229.177127942391, - "y": 403.8854036550672, + "x": 3516.5125348241086, + "y": 446.83749442812393, "name": "out-0", "alignment": "right", - "parentNode": "22db11a2-0053-4848-9c20-ed68d337420c", + "parentNode": "e709fb02-eaa5-45b9-b0df-6039e814956f", "links": [ - "46f1b832-af06-4ecb-b892-9a808e274725" + "c159be78-253e-447c-8820-93b31b41e1d3" ], "in": false, "label": "▶", @@ -3481,16 +3478,16 @@ "dataType": "" }, { - "id": "4a86039d-7905-4149-a74d-492e23069235", + "id": "0eb39999-0f37-4fe9-be8f-4f5042cff9d1", "type": "default", "extras": {}, - "x": 3229.177127942391, - "y": 425.21872262718733, + "x": 3516.5125348241086, + "y": 468.4375189168472, "name": "parameter-out-any-out_finalize_model", "alignment": "right", - "parentNode": "22db11a2-0053-4848-9c20-ed68d337420c", + "parentNode": "e709fb02-eaa5-45b9-b0df-6039e814956f", "links": [ - "8d82cd26-420f-4104-af6d-53632db874c0" + "17d0ddb7-0a94-4534-afda-305221641803" ], "in": false, "label": "out_finalize_model", @@ -3502,43 +3499,43 @@ "name": "FinalizeModelClassification", "color": "crimson", "portsInOrder": [ - "cf370b2e-8f67-4371-8217-9d4151638030", - "e7121f49-27d1-4250-a716-62db97e41cbd" + "94a362fd-55df-4662-bb39-d62b8f96691e", + "07e040f5-c08f-41be-a3eb-ac09e64b5ca3" ], "portsOutOrder": [ - "9cb67dbb-a9ab-4a36-aa6d-1dfa014618fb", - "4a86039d-7905-4149-a74d-492e23069235" + "1ed63fd7-9db3-4a52-ae97-0732321ac206", + "0eb39999-0f37-4fe9-be8f-4f5042cff9d1" ] }, - "d13079dd-dc7b-4cf2-8226-88f013e6ae36": { - "id": "d13079dd-dc7b-4cf2-8226-88f013e6ae36", + "dc667d9a-9db9-481c-8239-1e1e4ae5828a": { + "id": "dc667d9a-9db9-481c-8239-1e1e4ae5828a", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/classification.py", "description": "Predicts Label and Score (probability of predicted class) using a trained model.\nWhen data is None, it predicts label and score on the holdout set.\n\n##### inPorts:\n- in_model (any): Trained model object.\n- predict_dataset (any): Shape (n_samples, n_features). All features used during training must be available in the unseen dataset.\n\n##### outPorts:\n- out_model (any): pandas.DataFrame with prediction and score columns.", "lineNo": [ { - "lineno": 308, - "end_lineno": 334 + "lineno": 279, + "end_lineno": 304 } ] }, - "x": 3312.953106774264, - "y": 397.7485169489174, + "x": 3026.714574664172, + "y": 340.25616220885615, "ports": [ { - "id": "74a08c5b-91a2-4bd6-bd15-6c2e916760e7", + "id": "0fc86a45-9150-4ffc-85b5-2a89e2d9571e", "type": "default", "extras": {}, - "x": 3313.6144556078325, - "y": 424.40623698840056, + "x": 3027.5123018825943, + "y": 367.05000502994915, "name": "in-0", "alignment": "left", - "parentNode": "d13079dd-dc7b-4cf2-8226-88f013e6ae36", + "parentNode": "dc667d9a-9db9-481c-8239-1e1e4ae5828a", "links": [ - "46f1b832-af06-4ecb-b892-9a808e274725" + "a98369a9-a98a-4157-9e56-6f848506c945" ], "in": true, "label": "▶", @@ -3547,16 +3544,16 @@ "dataType": "" }, { - "id": "ca7561cf-3f5d-4483-8167-671ffe6f37a0", + "id": "78b9844d-0fd0-4438-b9eb-d92b030b1c3d", "type": "default", "extras": {}, - "x": 3313.6144556078325, - "y": 445.7395559605207, + "x": 3027.5123018825943, + "y": 388.6499921883016, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "d13079dd-dc7b-4cf2-8226-88f013e6ae36", + "parentNode": "dc667d9a-9db9-481c-8239-1e1e4ae5828a", "links": [ - "8d82cd26-420f-4104-af6d-53632db874c0" + "11162596-d00a-4d2d-b328-b61fab1aadc9" ], "in": true, "label": "in_model", @@ -3565,14 +3562,14 @@ "dataType": "any" }, { - "id": "bf6f12d9-b4e3-40da-89dd-0855c68814aa", + "id": "a0189bab-67f5-4824-9a8a-004b77c74f86", "type": "default", "extras": {}, - "x": 3313.6144556078325, - "y": 467.07289886799623, + "x": 3027.5123018825943, + "y": 410.24999801183947, "name": "parameter-any-predict_dataset", "alignment": "left", - "parentNode": "d13079dd-dc7b-4cf2-8226-88f013e6ae36", + "parentNode": "dc667d9a-9db9-481c-8239-1e1e4ae5828a", "links": [], "in": true, "label": "predict_dataset", @@ -3581,16 +3578,16 @@ "dataType": "any" }, { - "id": "03fcc29b-4aa1-4815-bae0-5fbd0729551d", + "id": "19b01f6a-b1ef-48e9-b7fb-57cbc6ee1b4c", "type": "default", "extras": {}, - "x": 3501.6873722744995, - "y": 424.40623698840056, + "x": 3239.5498532491847, + "y": 367.05000502994915, "name": "out-0", "alignment": "right", - "parentNode": "d13079dd-dc7b-4cf2-8226-88f013e6ae36", + "parentNode": "dc667d9a-9db9-481c-8239-1e1e4ae5828a", "links": [ - "139d722e-86d1-4b8a-95f4-df1815b12070" + "b5975e5f-b094-4501-905a-2bfdd439bbf5" ], "in": false, "label": "▶", @@ -3599,16 +3596,32 @@ "dataType": "" }, { - "id": "91f3183f-1f33-431e-8ab8-61d71c167dd1", + "id": "72b0b6ab-2b2a-4492-b114-e676fc833c05", + "type": "default", + "extras": {}, + "x": 3239.5498532491847, + "y": 388.6499921883016, + "name": "parameter-out-any-prediction_results", + "alignment": "right", + "parentNode": "dc667d9a-9db9-481c-8239-1e1e4ae5828a", + "links": [], + "in": false, + "label": "prediction_results", + "varName": "prediction_results", + "portType": "", + "dataType": "any" + }, + { + "id": "5887baa5-9cfe-44d4-a032-864fa3015e6a", "type": "default", "extras": {}, - "x": 3501.6873722744995, - "y": 445.7395559605207, + "x": 3239.5498532491847, + "y": 410.24999801183947, "name": "parameter-out-any-out_model", "alignment": "right", - "parentNode": "d13079dd-dc7b-4cf2-8226-88f013e6ae36", + "parentNode": "dc667d9a-9db9-481c-8239-1e1e4ae5828a", "links": [ - "d890b581-5523-471c-8c57-466414edc0a2" + "91a791b4-e6d4-48fd-b6ae-f01b615e3631" ], "in": false, "label": "out_model", @@ -3620,45 +3633,45 @@ "name": "PredictModelClassification", "color": "darkviolet", "portsInOrder": [ - "74a08c5b-91a2-4bd6-bd15-6c2e916760e7", - "ca7561cf-3f5d-4483-8167-671ffe6f37a0", - "bf6f12d9-b4e3-40da-89dd-0855c68814aa" + "0fc86a45-9150-4ffc-85b5-2a89e2d9571e", + "78b9844d-0fd0-4438-b9eb-d92b030b1c3d", + "a0189bab-67f5-4824-9a8a-004b77c74f86" ], "portsOutOrder": [ - "03fcc29b-4aa1-4815-bae0-5fbd0729551d", - "91f3183f-1f33-431e-8ab8-61d71c167dd1" + "19b01f6a-b1ef-48e9-b7fb-57cbc6ee1b4c", + "72b0b6ab-2b2a-4492-b114-e676fc833c05", + "5887baa5-9cfe-44d4-a032-864fa3015e6a" ] }, - "c55b0194-98cb-4f86-9950-89e105967f9d": { - "id": "c55b0194-98cb-4f86-9950-89e105967f9d", + "36a3e12b-1ef1-4df0-aaad-6cce68923193": { + "id": "36a3e12b-1ef1-4df0-aaad-6cce68923193", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/classification.py", "description": "Saves the transformation pipeline and trained model object into the current working directory as a pickle file for later use.\n\n##### inPorts:\n- in_model (any): Trained model object.\n- save_path (str): Name and saving path of the model.\n- model_only (bool): When set to True, only the trained model object is saved instead of the entire pipeline.", "lineNo": [ { - "lineno": 337, - "end_lineno": 357 + "lineno": 307, + "end_lineno": 323 } - ], - "nextNode": "None" + ] }, "x": 3645.741210863484, "y": 438.789409142226, "ports": [ { - "id": "4baed13f-d2f1-4c81-932c-adb477f0eb06", + "id": "5c8dd520-191a-4d34-9405-15826a220dcd", "type": "default", "extras": {}, - "x": 3646.4062754607744, - "y": 465.4479036550673, + "x": 3646.5373520546136, + "y": 465.587494428124, "name": "in-0", "alignment": "left", - "parentNode": "c55b0194-98cb-4f86-9950-89e105967f9d", + "parentNode": "36a3e12b-1ef1-4df0-aaad-6cce68923193", "links": [ - "139d722e-86d1-4b8a-95f4-df1815b12070" + "c159be78-253e-447c-8820-93b31b41e1d3" ], "in": true, "label": "▶", @@ -3667,16 +3680,16 @@ "dataType": "" }, { - "id": "4823f12b-7d0c-4fe8-8506-f62f811bfb56", + "id": "30ee237a-f4a1-471b-9791-770195937a7a", "type": "default", "extras": {}, - "x": 3646.4062754607744, - "y": 486.78122262718745, + "x": 3646.5373520546136, + "y": 487.18751891684724, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "c55b0194-98cb-4f86-9950-89e105967f9d", + "parentNode": "36a3e12b-1ef1-4df0-aaad-6cce68923193", "links": [ - "d890b581-5523-471c-8c57-466414edc0a2" + "17d0ddb7-0a94-4534-afda-305221641803" ], "in": true, "label": "in_model", @@ -3685,14 +3698,14 @@ "dataType": "any" }, { - "id": "f1d1f94d-0220-49b4-b801-d7247bf4ca0e", + "id": "51f65c0b-71be-4d1a-9e1a-88f9116d5a51", "type": "default", "extras": {}, - "x": 3646.4062754607744, - "y": 508.114565534663, + "x": 3646.5373520546136, + "y": 508.7875060751997, "name": "parameter-string-save_path", "alignment": "left", - "parentNode": "c55b0194-98cb-4f86-9950-89e105967f9d", + "parentNode": "36a3e12b-1ef1-4df0-aaad-6cce68923193", "links": [ "1f10f2f9-297f-4b72-8d2b-87f42a96b6f6" ], @@ -3703,14 +3716,14 @@ "dataType": "string" }, { - "id": "d5ed7d81-19d1-40dd-8726-22988660f142", + "id": "49d93448-b8ba-4fd6-b4e8-6aaf32d7583f", "type": "default", "extras": {}, - "x": 3646.4062754607744, - "y": 529.4478845067831, + "x": 3646.5373520546136, + "y": 530.387530563923, "name": "parameter-boolean-model_only", "alignment": "left", - "parentNode": "c55b0194-98cb-4f86-9950-89e105967f9d", + "parentNode": "36a3e12b-1ef1-4df0-aaad-6cce68923193", "links": [ "f809e923-2367-4582-9fe9-70cac3a94612" ], @@ -3721,14 +3734,14 @@ "dataType": "boolean" }, { - "id": "eaac6534-1483-46c0-a5ac-67f2dec3e92e", + "id": "9ed4aa19-25b1-4d33-87dd-7cc47a3902e3", "type": "default", "extras": {}, - "x": 3824.1251403504807, - "y": 465.4479036550673, + "x": 3823.975025267534, + "y": 465.587494428124, "name": "out-0", "alignment": "right", - "parentNode": "c55b0194-98cb-4f86-9950-89e105967f9d", + "parentNode": "36a3e12b-1ef1-4df0-aaad-6cce68923193", "links": [ "69fc71c3-392f-42e0-9e4f-d5401e9dcfa4" ], @@ -3742,19 +3755,19 @@ "name": "SaveModelClassification", "color": "red", "portsInOrder": [ - "4baed13f-d2f1-4c81-932c-adb477f0eb06", - "4823f12b-7d0c-4fe8-8506-f62f811bfb56", - "f1d1f94d-0220-49b4-b801-d7247bf4ca0e", - "d5ed7d81-19d1-40dd-8726-22988660f142" + "5c8dd520-191a-4d34-9405-15826a220dcd", + "30ee237a-f4a1-471b-9791-770195937a7a", + "51f65c0b-71be-4d1a-9e1a-88f9116d5a51", + "49d93448-b8ba-4fd6-b4e8-6aaf32d7583f" ], "portsOutOrder": [ - "eaac6534-1483-46c0-a5ac-67f2dec3e92e" + "9ed4aa19-25b1-4d33-87dd-7cc47a3902e3" ] }, - "5bf33c5f-ea4f-4218-8cdf-afbd11e30612": { - "id": "5bf33c5f-ea4f-4218-8cdf-afbd11e30612", + "645b7701-e885-4178-bd63-bd2dc7b1bbeb": { + "id": "645b7701-e885-4178-bd63-bd2dc7b1bbeb", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/classification.py", @@ -3762,7 +3775,7 @@ "lineNo": [ { "lineno": 5, - "end_lineno": 94 + "end_lineno": 79 } ] }, @@ -3770,14 +3783,14 @@ "y": 250.88825520718024, "ports": [ { - "id": "db0bf95f-c1bf-4dcc-aaca-9fd4d1a98f86", + "id": "2c7d0ce6-6f82-49c1-9a40-6e02316b4571", "type": "default", "extras": {}, - "x": 823.9166155342987, - "y": 277.55207271526916, + "x": 824.0499099913451, + "y": 277.6874901724614, "name": "in-0", "alignment": "left", - "parentNode": "5bf33c5f-ea4f-4218-8cdf-afbd11e30612", + "parentNode": "645b7701-e885-4178-bd63-bd2dc7b1bbeb", "links": [ "45f76c86-9580-4840-81ff-4a4afbcc58b4" ], @@ -3788,14 +3801,14 @@ "dataType": "" }, { - "id": "c43134ff-429c-414f-8776-acff5463bf07", + "id": "ab71e489-b956-4e4a-8f42-751ee9f4a80a", "type": "default", "extras": {}, - "x": 823.9166155342987, - "y": 298.88540365506697, + "x": 824.0499099913451, + "y": 299.28750532859203, "name": "parameter-any-in_dataset", "alignment": "left", - "parentNode": "5bf33c5f-ea4f-4218-8cdf-afbd11e30612", + "parentNode": "645b7701-e885-4178-bd63-bd2dc7b1bbeb", "links": [ "d92ba349-f332-4c11-9e9a-8a7e92c52422" ], @@ -3806,14 +3819,14 @@ "dataType": "any" }, { - "id": "69792bb8-e743-4769-8e64-30ab57c57ac6", + "id": "b01ffe3c-9ee9-442c-b43d-b43c4997fac9", "type": "default", "extras": {}, - "x": 823.9166155342987, - "y": 320.2187226271871, + "x": 824.0499099913451, + "y": 320.8875111521299, "name": "parameter-string-target", "alignment": "left", - "parentNode": "5bf33c5f-ea4f-4218-8cdf-afbd11e30612", + "parentNode": "645b7701-e885-4178-bd63-bd2dc7b1bbeb", "links": [ "7ee8cb3f-e4b3-4f12-9f44-e2f3f702c427" ], @@ -3824,14 +3837,14 @@ "dataType": "string" }, { - "id": "a22bfd97-90cc-4331-853f-82f9602e9699", + "id": "0b770631-13d6-4aab-a159-190d364693f4", "type": "default", "extras": {}, - "x": 823.9166155342987, - "y": 341.55206553466263, + "x": 824.0499099913451, + "y": 342.48747964529696, "name": "parameter-float-train_size_fraction", "alignment": "left", - "parentNode": "5bf33c5f-ea4f-4218-8cdf-afbd11e30612", + "parentNode": "645b7701-e885-4178-bd63-bd2dc7b1bbeb", "links": [ "92649b8c-9155-44db-aa3a-34d40e2bb9e5" ], @@ -3842,14 +3855,14 @@ "dataType": "float" }, { - "id": "69091698-4e0c-41f9-81f3-89088123405b", + "id": "8cafbe53-34ab-4b1f-86aa-47f212d79fce", "type": "default", "extras": {}, - "x": 823.9166155342987, - "y": 362.88540844213816, + "x": 824.0499099913451, + "y": 364.0875041340202, "name": "parameter-boolean-normalize", "alignment": "left", - "parentNode": "5bf33c5f-ea4f-4218-8cdf-afbd11e30612", + "parentNode": "645b7701-e885-4178-bd63-bd2dc7b1bbeb", "links": [], "in": true, "label": "normalize", @@ -3858,14 +3871,14 @@ "dataType": "boolean" }, { - "id": "a61da911-96eb-4a07-bc38-dc666283dd55", + "id": "74ddf9b2-ef24-4c96-bb72-a3f2ec2a4e15", "type": "default", "extras": {}, - "x": 823.9166155342987, - "y": 384.2187513496137, + "x": 824.0499099913451, + "y": 385.6875099575581, "name": "parameter-boolean-transformation", "alignment": "left", - "parentNode": "5bf33c5f-ea4f-4218-8cdf-afbd11e30612", + "parentNode": "645b7701-e885-4178-bd63-bd2dc7b1bbeb", "links": [], "in": true, "label": "transformation", @@ -3874,14 +3887,14 @@ "dataType": "boolean" }, { - "id": "9dfb4745-52c7-42c8-9408-cacee0618f92", + "id": "258bf595-5b7c-4851-824f-5504a66e102c", "type": "default", "extras": {}, - "x": 823.9166155342987, - "y": 405.5520703217338, + "x": 824.0499099913451, + "y": 407.2874784507252, "name": "parameter-boolean-remove_multicollinearity", "alignment": "left", - "parentNode": "5bf33c5f-ea4f-4218-8cdf-afbd11e30612", + "parentNode": "645b7701-e885-4178-bd63-bd2dc7b1bbeb", "links": [], "in": true, "label": "remove_multicollinearity", @@ -3890,14 +3903,14 @@ "dataType": "boolean" }, { - "id": "21cf4930-e480-4300-ba30-ad8d70ce09ce", + "id": "fc22385c-f046-4196-a885-d86106304632", "type": "default", "extras": {}, - "x": 823.9166155342987, - "y": 426.88538929385396, + "x": 824.0499099913451, + "y": 428.88750293944844, "name": "parameter-float-multicollinearity_threshold", "alignment": "left", - "parentNode": "5bf33c5f-ea4f-4218-8cdf-afbd11e30612", + "parentNode": "645b7701-e885-4178-bd63-bd2dc7b1bbeb", "links": [], "in": true, "label": "multicollinearity_threshold", @@ -3906,14 +3919,14 @@ "dataType": "float" }, { - "id": "0acffcd1-af23-4577-861a-bcb217a6446a", + "id": "f19c6ce2-7e86-40d3-811f-7c78ffb77e8b", "type": "default", "extras": {}, - "x": 823.9166155342987, - "y": 448.2187322013295, + "x": 824.0499099913451, + "y": 450.48750876298635, "name": "parameter-any-bin_numeric_features", "alignment": "left", - "parentNode": "5bf33c5f-ea4f-4218-8cdf-afbd11e30612", + "parentNode": "645b7701-e885-4178-bd63-bd2dc7b1bbeb", "links": [], "in": true, "label": "bin_numeric_features", @@ -3922,14 +3935,14 @@ "dataType": "any" }, { - "id": "1ce8b4f7-8a14-440d-af77-0edccfed1576", + "id": "6cb1eff0-7f6a-4b26-9969-b37330118a02", "type": "default", "extras": {}, - "x": 823.9166155342987, - "y": 469.552075108805, + "x": 824.0499099913451, + "y": 472.0874959213388, "name": "parameter-any-group_features", "alignment": "left", - "parentNode": "5bf33c5f-ea4f-4218-8cdf-afbd11e30612", + "parentNode": "645b7701-e885-4178-bd63-bd2dc7b1bbeb", "links": [], "in": true, "label": "group_features", @@ -3938,14 +3951,14 @@ "dataType": "any" }, { - "id": "e6345606-4106-4096-8bce-b7307a260d6e", + "id": "3772dcd1-27ef-47a9-9d1a-743880bb3d61", "type": "default", "extras": {}, - "x": 823.9166155342987, - "y": 490.88541801628054, + "x": 824.0499099913451, + "y": 493.6874830796913, "name": "parameter-list-ignore_features", "alignment": "left", - "parentNode": "5bf33c5f-ea4f-4218-8cdf-afbd11e30612", + "parentNode": "645b7701-e885-4178-bd63-bd2dc7b1bbeb", "links": [], "in": true, "label": "ignore_features", @@ -3954,14 +3967,14 @@ "dataType": "list" }, { - "id": "e2f73bb9-a9c7-4f54-b5c6-b724081ef7c1", + "id": "b199bf52-7149-4716-889c-d85f3760585f", "type": "default", "extras": {}, - "x": 823.9166155342987, - "y": 512.2187369884007, + "x": 824.0499099913451, + "y": 515.2874702380437, "name": "parameter-int-seed", "alignment": "left", - "parentNode": "5bf33c5f-ea4f-4218-8cdf-afbd11e30612", + "parentNode": "645b7701-e885-4178-bd63-bd2dc7b1bbeb", "links": [ "dc3909b4-f24a-4e78-b645-e89b1b6ea021" ], @@ -3972,14 +3985,14 @@ "dataType": "int" }, { - "id": "0feba11b-f11b-48a4-8726-5ad6997e773b", + "id": "44e6b4a4-a0d5-4b34-87aa-e91437d5664b", "type": "default", "extras": {}, - 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"x": 823.9166155342987, - "y": 576.2187417754719, + "x": 824.0499099913451, + "y": 580.0875063738428, "name": "parameter-boolean-use_gpu", "alignment": "left", - "parentNode": "5bf33c5f-ea4f-4218-8cdf-afbd11e30612", + "parentNode": "645b7701-e885-4178-bd63-bd2dc7b1bbeb", "links": [], "in": true, "label": "use_gpu", @@ -4024,14 +4037,14 @@ "dataType": "boolean" }, { - "id": "16d79a13-9ab9-4584-878b-d3599330bf84", + "id": "a56361a4-710e-4844-9389-d79a945b7478", "type": "default", "extras": {}, - "x": 1000.8122956813578, - "y": 277.55207271526916, + "x": 1001.2123837107644, + "y": 277.6874901724614, "name": "out-0", "alignment": "right", - "parentNode": "5bf33c5f-ea4f-4218-8cdf-afbd11e30612", + "parentNode": "645b7701-e885-4178-bd63-bd2dc7b1bbeb", "links": [ "666c7db9-bddf-4c5f-98ad-32e21c95d365" ], @@ -4045,24 +4058,24 @@ "name": "SetupClassification", "color": "blue", "portsInOrder": [ - "db0bf95f-c1bf-4dcc-aaca-9fd4d1a98f86", - "c43134ff-429c-414f-8776-acff5463bf07", - "69792bb8-e743-4769-8e64-30ab57c57ac6", - 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"16d79a13-9ab9-4584-878b-d3599330bf84" + "a56361a4-710e-4844-9389-d79a945b7478" ] } } diff --git a/examples/AutoMLBasicClustering.xircuits b/examples/AutoMLBasicClustering.xircuits index 10342e8..f9a32c6 100644 --- a/examples/AutoMLBasicClustering.xircuits +++ b/examples/AutoMLBasicClustering.xircuits @@ -6,7 +6,7 @@ "gridSize": 0, "layers": [ { - "id": "1fe89fcb-97c1-46c9-b4c8-4653b92d8918", + "id": "aee77553-b5c3-45b6-b48f-eeb297f2250d", "type": "diagram-links", "isSvg": true, "transformed": true, @@ -17,20 +17,20 @@ "selected": false, "source": "426786f3-8e8e-4226-b602-3f4074f6e6eb", "sourcePort": "8d04c621-53ce-4f3b-94ae-af84887224c9", - "target": "315fdd96-e368-4bb9-a064-255d1a5e3281", - "targetPort": "49a8b2fd-7714-408d-91fa-c5d4492b3f4f", + "target": "34254589-8abb-48ca-a6d2-df91c4d4d8fd", + "targetPort": "10d940e8-7af6-42fb-a2fd-1d1bef630ecb", "points": [ { "id": "2618a345-801c-4d5e-accc-12886abd1fb2", "type": "point", - "x": -283.24998441898566, - "y": 41.8333437069653 + "x": -283.2499691340686, + "y": 42.10001495301056 }, { "id": "7ecebffd-ec3f-4792-84d3-137d17097ab0", "type": "point", - 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"selected": false, + "selected": true, "extras": { - "type": "string" + "type": "string", + "attached": false }, "x": 1855.3576354980469, "y": 251.03124237060547, "ports": [ { - "id": "2052b29c-3fa4-4190-a4b5-3d6e88120b69", + "id": "2c422865-144b-4d13-a41e-4c6823041110", "type": "default", "extras": {}, - "x": 1923.1145777331976, - "y": 275.3646154977702, + "x": 1923.2500256141907, + "y": 274.8250061896581, "name": "out-0", "alignment": "right", - "parentNode": "7bd7909d-4573-46e2-a33e-d509f19bf8c6", + "parentNode": "d4a44161-9826-4602-bab5-8886540b756d", "links": [ "9cc7db36-0847-430c-91bd-c2bdd428f643" ], @@ -1422,35 +1433,36 @@ "label": "silhouette", "varName": "silhouette", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(15,255,255)", "portsInOrder": [], "portsOutOrder": [ - "2052b29c-3fa4-4190-a4b5-3d6e88120b69" + "2c422865-144b-4d13-a41e-4c6823041110" ] }, - "feace798-17a9-4f50-81ef-f69a3ee2d5ba": { - "id": "feace798-17a9-4f50-81ef-f69a3ee2d5ba", + "66e2532c-a7eb-4068-bfda-9c9e17dfab6f": { + "id": "66e2532c-a7eb-4068-bfda-9c9e17dfab6f", "type": "custom-node", - "selected": false, + "selected": true, "extras": { - "type": "boolean" + "type": "boolean", + "attached": false }, "x": 1220.3576354980469, "y": 229.03124237060547, "ports": [ { - "id": "4d21a8a2-cab8-44a3-bd1b-7cad88c5b9bc", + "id": "3f4e88f7-7990-45d0-9fb0-b4cee4b4bcd4", "type": "default", "extras": {}, - "x": 1270.5313525352094, - "y": 253.36464392510328, + "x": 1289.9372714403894, + "y": 252.82503461699113, "name": "out-0", "alignment": "right", - "parentNode": "feace798-17a9-4f50-81ef-f69a3ee2d5ba", + "parentNode": "66e2532c-a7eb-4068-bfda-9c9e17dfab6f", "links": [ "1a0d920c-a832-4eb9-8891-0d68fd3fd54d" ], @@ -1458,35 +1470,36 @@ "label": "True", "varName": "True", "portType": "", - "dataType": "" + "dataType": "boolean" } ], - "name": "Literal True", + "name": "Literal Boolean", "color": "rgb(255,153,0)", "portsInOrder": [], "portsOutOrder": [ - "4d21a8a2-cab8-44a3-bd1b-7cad88c5b9bc" + "3f4e88f7-7990-45d0-9fb0-b4cee4b4bcd4" ] }, - "28475895-4931-41a6-921a-c14da6842fca": { - "id": "28475895-4931-41a6-921a-c14da6842fca", + "e2932e3d-d19d-4d86-8306-4319b2ba83ff": { + "id": "e2932e3d-d19d-4d86-8306-4319b2ba83ff", "type": "custom-node", - "selected": false, + "selected": true, "extras": { - "type": "string" + "type": "string", + "attached": false }, "x": 2100.21477835519, "y": 255.6502899896532, "ports": [ { - "id": "a0a2cc29-6b2a-48d8-baea-0cc4e0236b2a", + "id": "26525e63-7b9d-48c3-8c95-ea5133744539", "type": "default", "extras": {}, - "x": 2174.0730136278894, - "y": 279.9792495543841, + "x": 2174.2123744476667, + "y": 279.45002458381475, "name": "out-0", "alignment": "right", - "parentNode": "28475895-4931-41a6-921a-c14da6842fca", + "parentNode": "e2932e3d-d19d-4d86-8306-4319b2ba83ff", "links": [ "bb8968e5-47be-427b-86f8-695c95910635" ], @@ -1494,35 +1507,36 @@ "label": "distribution", "varName": "distribution", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(15,255,255)", "portsInOrder": [], "portsOutOrder": [ - "a0a2cc29-6b2a-48d8-baea-0cc4e0236b2a" + "26525e63-7b9d-48c3-8c95-ea5133744539" ] }, - "98404c1d-e712-420a-ba76-46e7daafc505": { - "id": "98404c1d-e712-420a-ba76-46e7daafc505", + "8a46866e-6e52-49c3-9efe-7eb866b70a3e": { + "id": "8a46866e-6e52-49c3-9efe-7eb866b70a3e", "type": "custom-node", - "selected": false, + "selected": true, "extras": { - "type": "string" + "type": "string", + "attached": false }, "x": 2100.405254545666, "y": 323.45981379917697, "ports": [ { - "id": "85b0ec75-044c-40a6-9851-24cfc831634e", + "id": "892b94f9-dfed-4578-afa6-1a94ba2a2a31", "type": "default", "extras": {}, - "x": 2164.4685548843104, - "y": 347.79168266654165, + "x": 2164.6124306334546, + "y": 347.2499663913918, "name": "out-0", "alignment": "right", - "parentNode": "98404c1d-e712-420a-ba76-46e7daafc505", + "parentNode": "8a46866e-6e52-49c3-9efe-7eb866b70a3e", "links": [ "6e84e975-f200-4280-b638-af677c2db892" ], @@ -1530,35 +1544,36 @@ "label": "CaNA_N", "varName": "CaNA_N", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(15,255,255)", "portsInOrder": [], "portsOutOrder": [ - "85b0ec75-044c-40a6-9851-24cfc831634e" + "892b94f9-dfed-4578-afa6-1a94ba2a2a31" ] }, - "95ce987d-b766-4e73-8295-e815380155eb": { - "id": "95ce987d-b766-4e73-8295-e815380155eb", + "126b95ef-7981-4f7c-b821-4afbd825de12": { + "id": "126b95ef-7981-4f7c-b821-4afbd825de12", "type": "custom-node", - "selected": false, + "selected": true, "extras": { - "type": "string" + "type": "string", + "attached": false }, "x": 2444.885489436179, "y": 297.8237449907314, "ports": [ { - "id": "12ad9eb6-77c7-4faa-b12a-61054161cd9f", + "id": "6396b996-eba4-469c-bca9-cb5e5da43ccd", "type": "default", "extras": {}, - "x": 2548.7083076668446, - "y": 322.15628996801854, + "x": 2548.8374346467244, + "y": 321.61254197465377, "name": "out-0", "alignment": "right", - "parentNode": "95ce987d-b766-4e73-8295-e815380155eb", + "parentNode": "126b95ef-7981-4f7c-b821-4afbd825de12", "links": [ "d5241040-55a8-40d7-a818-064218071ad5" ], @@ -1566,20 +1581,20 @@ "label": "clustering_model", "varName": "clustering_model", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(15,255,255)", "portsInOrder": [], "portsOutOrder": [ - "12ad9eb6-77c7-4faa-b12a-61054161cd9f" + "6396b996-eba4-469c-bca9-cb5e5da43ccd" ] }, - "90744639-462e-438b-8d19-09c798ac61fe": { - "id": "90744639-462e-438b-8d19-09c798ac61fe", + "2f1cc495-9032-476d-8efc-8d272b5c31e1": { + "id": "2f1cc495-9032-476d-8efc-8d272b5c31e1", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "list", "attached": false @@ -1588,14 +1603,14 @@ "y": 322.03125, "ports": [ { - "id": "3a9004b1-cc2b-45a1-84ae-8815121d8dee", + "id": "9ec0e4e5-3b73-4ebf-9c6d-c0eb18328386", "type": "default", "extras": {}, - "x": 263.2811619048585, - "y": 346.36466399145604, + "x": 263.42488715635676, + "y": 345.82505468334386, "name": "out-0", "alignment": "right", - "parentNode": "90744639-462e-438b-8d19-09c798ac61fe", + "parentNode": "2f1cc495-9032-476d-8efc-8d272b5c31e1", "links": [ "47f8ecc8-50f4-4098-9e6b-5cc97118331b" ], @@ -1610,13 +1625,13 @@ "color": "rgb(204,204,204)", "portsInOrder": [], "portsOutOrder": [ - "3a9004b1-cc2b-45a1-84ae-8815121d8dee" + "9ec0e4e5-3b73-4ebf-9c6d-c0eb18328386" ] }, - "809146d6-923e-4afb-a308-e121df516e8d": { - "id": "809146d6-923e-4afb-a308-e121df516e8d", + "268f5f85-ce94-4382-a3c4-0a3b14099d06": { + "id": "268f5f85-ce94-4382-a3c4-0a3b14099d06", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "Finish" }, @@ -1624,14 +1639,14 @@ "y": 159.54936120789816, "ports": [ { - "id": "3ecdc19e-91a4-4c4d-80dd-30e7490260e8", + "id": "f4a8deea-de3c-4a17-ab67-b3adb015d48a", "type": "default", "extras": {}, - "x": 2855.822532035423, - "y": 186.2083429231234, + "x": 2855.9498530435567, + "y": 186.3375451518263, "name": "in-0", "alignment": "left", - "parentNode": "809146d6-923e-4afb-a308-e121df516e8d", + "parentNode": "268f5f85-ce94-4382-a3c4-0a3b14099d06", "links": [ "934cfe60-a587-4b06-ad95-dabc7fcc82dc" ], @@ -1642,14 +1657,14 @@ "dataType": "" }, { - "id": "d8f970e5-3252-4a4f-ae97-eb33cb63b760", + "id": "6ecf05d0-e65e-4362-9449-843ac686771f", "type": "default", "extras": {}, - "x": 2855.822532035423, - "y": 207.54168517483572, + "x": 2855.9498530435567, + "y": 207.93749398262682, "name": "parameter-dynalist-outputs", "alignment": "left", - "parentNode": "809146d6-923e-4afb-a308-e121df516e8d", + "parentNode": "268f5f85-ce94-4382-a3c4-0a3b14099d06", "links": [], "in": true, "label": "outputs", @@ -1666,15 +1681,15 @@ "name": "Finish", "color": "rgb(255,102,102)", "portsInOrder": [ - "3ecdc19e-91a4-4c4d-80dd-30e7490260e8", - "d8f970e5-3252-4a4f-ae97-eb33cb63b760" + "f4a8deea-de3c-4a17-ab67-b3adb015d48a", + "6ecf05d0-e65e-4362-9449-843ac686771f" ], "portsOutOrder": [] }, - "315fdd96-e368-4bb9-a064-255d1a5e3281": { - "id": "315fdd96-e368-4bb9-a064-255d1a5e3281", + "34254589-8abb-48ca-a6d2-df91c4d4d8fd": { + "id": "34254589-8abb-48ca-a6d2-df91c4d4d8fd", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/utils.py", @@ -1690,14 +1705,14 @@ "y": -49.96875, "ports": [ { - "id": "49a8b2fd-7714-408d-91fa-c5d4492b3f4f", + "id": "10d940e8-7af6-42fb-a2fd-1d1bef630ecb", "type": "default", "extras": {}, - "x": -156.54172744927249, - "y": -23.302063152968213, + "x": -156.4000339159891, + "y": -23.16247658672249, "name": "in-0", "alignment": "left", - "parentNode": "315fdd96-e368-4bb9-a064-255d1a5e3281", + "parentNode": "34254589-8abb-48ca-a6d2-df91c4d4d8fd", "links": [ "f24713e0-f4fe-4434-a01c-996349839112" ], @@ -1708,14 +1723,14 @@ "dataType": "" }, { - "id": "47b4fa99-0687-4d82-b661-aa90451045c7", + "id": "e5597692-5fb9-457e-a538-3637e85f143c", "type": "default", "extras": {}, - "x": -156.54172744927249, - "y": -1.96875852566727, + "x": -156.4000339159891, + "y": -1.562490131510592, "name": "parameter-string-dataset", "alignment": "left", - "parentNode": "315fdd96-e368-4bb9-a064-255d1a5e3281", + "parentNode": "34254589-8abb-48ca-a6d2-df91c4d4d8fd", "links": [ "d7366081-e39e-4c55-b304-8ac9ef7c7d47" ], @@ -1726,14 +1741,14 @@ "dataType": "string" }, { - "id": "12ebf85f-0af4-453f-b341-fbaac4904aa1", + "id": "5f4ba0fd-8bc5-4ed0-a6fe-b9aa6177d303", "type": "default", "extras": {}, - "x": -156.54172744927249, - "y": 19.36458372604506, + "x": -156.4000339159891, + "y": 20.037533948112696, "name": "parameter-boolean-save_copy", "alignment": "left", - "parentNode": "315fdd96-e368-4bb9-a064-255d1a5e3281", + "parentNode": "34254589-8abb-48ca-a6d2-df91c4d4d8fd", "links": [], "in": true, "label": "save_copy", @@ -1742,14 +1757,14 @@ "dataType": "boolean" }, { - "id": "045757b9-3cc6-4e5b-937c-e64c2fd3a724", + "id": "da89bd07-e962-4109-a7c1-835bd5a30d37", "type": "default", "extras": {}, - "x": -156.54172744927249, - "y": 40.697925977757386, + "x": -156.4000339159891, + "y": 41.637520403324594, "name": "parameter-boolean-verbose", "alignment": "left", - "parentNode": "315fdd96-e368-4bb9-a064-255d1a5e3281", + "parentNode": "34254589-8abb-48ca-a6d2-df91c4d4d8fd", "links": [], "in": true, "label": "verbose", @@ -1758,14 +1773,14 @@ "dataType": "boolean" }, { - "id": "2ec06bc1-d134-4fa3-a57f-f080040ea444", + "id": "dfdaa2bf-a589-4f1a-a17d-10d7bb19b2c3", "type": "default", "extras": {}, - "x": 3.8853765078122655, - "y": -23.302063152968213, + "x": 4.299997521296855, + "y": -23.16247658672249, "name": "out-0", "alignment": "right", - "parentNode": "315fdd96-e368-4bb9-a064-255d1a5e3281", + "parentNode": "34254589-8abb-48ca-a6d2-df91c4d4d8fd", "links": [ "92262323-5e5f-4c77-9e45-a0c9fa40cedc" ], @@ -1776,14 +1791,14 @@ "dataType": "" }, { - "id": "6a0d8927-de25-4446-a2ca-7914f65adc5a", + "id": "20c4e3f3-711a-429f-8e6e-679bb715640e", "type": "default", "extras": {}, - "x": 3.8853765078122655, - "y": -1.96875852566727, + "x": 4.299997521296855, + "y": -1.562490131510592, "name": "parameter-out-any-out_dataset", "alignment": "right", - "parentNode": "315fdd96-e368-4bb9-a064-255d1a5e3281", + "parentNode": "34254589-8abb-48ca-a6d2-df91c4d4d8fd", "links": [ "798a9918-b268-460f-8e21-8fcdbec671cf" ], @@ -1797,20 +1812,20 @@ "name": "GetData", "color": "green", "portsInOrder": [ - "49a8b2fd-7714-408d-91fa-c5d4492b3f4f", - "47b4fa99-0687-4d82-b661-aa90451045c7", - "12ebf85f-0af4-453f-b341-fbaac4904aa1", - "045757b9-3cc6-4e5b-937c-e64c2fd3a724" + "10d940e8-7af6-42fb-a2fd-1d1bef630ecb", + "e5597692-5fb9-457e-a538-3637e85f143c", + "5f4ba0fd-8bc5-4ed0-a6fe-b9aa6177d303", + "da89bd07-e962-4109-a7c1-835bd5a30d37" ], "portsOutOrder": [ - "2ec06bc1-d134-4fa3-a57f-f080040ea444", - "6a0d8927-de25-4446-a2ca-7914f65adc5a" + "dfdaa2bf-a589-4f1a-a17d-10d7bb19b2c3", + "20c4e3f3-711a-429f-8e6e-679bb715640e" ] }, - "9e9b36d6-6376-4a29-a4ff-db8eedb40a82": { - "id": "9e9b36d6-6376-4a29-a4ff-db8eedb40a82", + "2aca700f-1227-455a-beb0-761ce37921c9": { + "id": "2aca700f-1227-455a-beb0-761ce37921c9", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/utils.py", @@ -1826,14 +1841,14 @@ "y": 29.03124237060547, "ports": [ { - "id": "61e4a981-f84e-4afb-a5f2-f501b756aaf0", + "id": "b59a25a2-38cf-4e69-b7e1-621890b54a7e", "type": "default", "extras": {}, - "x": 114.53124551466158, - "y": 55.68749147433273, + "x": 114.6624794615794, + "y": 55.825008697952164, "name": "in-0", "alignment": "left", - "parentNode": "9e9b36d6-6376-4a29-a4ff-db8eedb40a82", + "parentNode": "2aca700f-1227-455a-beb0-761ce37921c9", "links": [ "92262323-5e5f-4c77-9e45-a0c9fa40cedc" ], @@ -1844,14 +1859,14 @@ "dataType": "" }, { - "id": "87137635-2673-462d-ae6e-6c6cedc2660b", + "id": "d029b1c9-39c8-441a-809e-77a1ea139f04", "type": "default", "extras": {}, - "x": 114.53124551466158, - "y": 77.02083372604505, + "x": 114.6624794615794, + "y": 77.42503277757545, "name": "parameter-any-in_dataset", "alignment": "left", - "parentNode": "9e9b36d6-6376-4a29-a4ff-db8eedb40a82", + "parentNode": "2aca700f-1227-455a-beb0-761ce37921c9", "links": [ "798a9918-b268-460f-8e21-8fcdbec671cf" ], @@ -1862,14 +1877,14 @@ "dataType": "any" }, { - "id": "aaa21fa9-894a-47fc-809c-92df6851e862", + "id": "ef5d45d4-7820-4fb1-83dc-76a518ed53e4", "type": "default", "extras": {}, - "x": 114.53124551466158, - "y": 98.3541759777574, + "x": 114.6624794615794, + "y": 99.02501923278736, "name": "parameter-float-test_fraction", "alignment": "left", - "parentNode": "9e9b36d6-6376-4a29-a4ff-db8eedb40a82", + "parentNode": "2aca700f-1227-455a-beb0-761ce37921c9", "links": [ "69473b4e-b801-4698-a068-ab4f4b872fa7" ], @@ -1880,14 +1895,14 @@ "dataType": "float" }, { - "id": "15a17b1f-5a87-4e31-9e60-2e9ee9280c01", + "id": "1e0af815-37ec-4ef1-85e0-39d13601cbd6", "type": "default", "extras": {}, - "x": 114.53124551466158, - "y": 119.68748060505833, + "x": 114.6624794615794, + "y": 120.62496806358787, "name": "parameter-int-seed", "alignment": "left", - "parentNode": "9e9b36d6-6376-4a29-a4ff-db8eedb40a82", + "parentNode": "2aca700f-1227-455a-beb0-761ce37921c9", "links": [ "cbc3f6ea-5a1e-4532-a7a0-a610a99b9084" ], @@ -1898,14 +1913,14 @@ "dataType": "int" }, { - "id": "e129f575-3494-4129-9859-051b77e8f91c", + "id": "3ee3d9cc-4327-42cd-9341-af8c5a98f0ab", "type": "default", "extras": {}, - "x": 308.5728263419304, - "y": 55.68749147433273, + "x": 308.9751065484801, + "y": 55.825008697952164, "name": "out-0", "alignment": "right", - "parentNode": "9e9b36d6-6376-4a29-a4ff-db8eedb40a82", + "parentNode": "2aca700f-1227-455a-beb0-761ce37921c9", "links": [ "17341581-0eaf-4fbe-b3b4-bdb55892c35d" ], @@ -1916,14 +1931,14 @@ "dataType": "" }, { - "id": "e2ee0152-8589-421b-811b-c307be2ab894", + "id": "9279b186-7168-40a1-b659-4ffe1e5bf810", "type": "default", "extras": {}, - "x": 308.5728263419304, - "y": 77.02083372604505, + "x": 308.9751065484801, + "y": 77.42503277757545, "name": "parameter-out-any-train_val_dataset", "alignment": "right", - "parentNode": "9e9b36d6-6376-4a29-a4ff-db8eedb40a82", + "parentNode": "2aca700f-1227-455a-beb0-761ce37921c9", "links": [ "976e9983-44a7-4d4d-aae7-138ec89ab1d1" ], @@ -1934,14 +1949,14 @@ "dataType": "any" }, { - "id": "d31f73e5-a084-4b2b-b797-c2b4c804ed6e", + "id": "8d872cae-9760-4e15-b8a6-61b18fcf407e", "type": "default", "extras": {}, - "x": 308.5728263419304, - "y": 98.3541759777574, + "x": 308.9751065484801, + "y": 99.02501923278736, "name": "parameter-out-any-test_Dataset", "alignment": "right", - "parentNode": "9e9b36d6-6376-4a29-a4ff-db8eedb40a82", + "parentNode": "2aca700f-1227-455a-beb0-761ce37921c9", "links": [], "in": false, "label": "test_Dataset", @@ -1953,29 +1968,29 @@ "name": "SampleTestData", "color": "green", "portsInOrder": [ - "61e4a981-f84e-4afb-a5f2-f501b756aaf0", - "87137635-2673-462d-ae6e-6c6cedc2660b", - "aaa21fa9-894a-47fc-809c-92df6851e862", - "15a17b1f-5a87-4e31-9e60-2e9ee9280c01" + "b59a25a2-38cf-4e69-b7e1-621890b54a7e", + "d029b1c9-39c8-441a-809e-77a1ea139f04", + "ef5d45d4-7820-4fb1-83dc-76a518ed53e4", + "1e0af815-37ec-4ef1-85e0-39d13601cbd6" ], "portsOutOrder": [ - "e129f575-3494-4129-9859-051b77e8f91c", - "e2ee0152-8589-421b-811b-c307be2ab894", - "d31f73e5-a084-4b2b-b797-c2b4c804ed6e" + "3ee3d9cc-4327-42cd-9341-af8c5a98f0ab", + "9279b186-7168-40a1-b659-4ffe1e5bf810", + "8d872cae-9760-4e15-b8a6-61b18fcf407e" ] }, - "5645e518-0838-47fd-83e5-f28acb3bfe78": { - "id": "5645e518-0838-47fd-83e5-f28acb3bfe78", + "f42ec2e1-a525-4695-8915-ffc2df9b94e2": { + "id": "f42ec2e1-a525-4695-8915-ffc2df9b94e2", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/clustering.py", - "description": null, + "description": "Initializes the training environment and creates the transformation pipeline.\nSetup must be called before executing any other function.\n\n##### inPorts:\n- in_dataset (any): Shape (n_samples, n_features), where n_samples is the number of samples and n_features is the number of features.\n- preprocess (bool): When set to False, no transformations are applied. Data must be ready for modeling (no missing values, no dates, categorical data encoding).\n- normalize (bool): When set to True, it transforms the numeric features by scaling them to a given range.\n- transformation (bool): When set to True, it applies the power transform to make data more Gaussian-like.\n- remove_multicollinearity (bool): When set to True, features with inter-correlations higher than the defined threshold are removed.\n- multicollinearity_threshold (float): Threshold for correlated features. Ignored when remove_multicollinearity is not True.\n- bin_numeric_features (any): To convert numeric features into categorical. It takes a list of strings with column names that are related.\n- ignore_features (list): Ignore_features param can be used to ignore features during model training. It takes a list of strings with column names that are to be ignored.\n- seed (int): You can use random_state for reproducibility.\n- log_experiment (bool): Logging setup and training.\n- experiment_name (str): Name of the experiment for logging.\n- use_gpu (bool): Whether to use GPU for training.", "lineNo": [ { - "lineno": 10, - "end_lineno": 96 + "lineno": 5, + "end_lineno": 74 } ] }, @@ -1983,14 +1998,14 @@ "y": 26.03124237060547, "ports": [ { - "id": "2f27bb20-30c8-42a4-a8af-d981f0ee44f3", + "id": "c65ed5b8-b74c-44e7-8c98-1389037c1db2", "type": "default", "extras": {}, - "x": 430.02081435562906, - "y": 52.687546656802766, + "x": 430.1499413355092, + "y": 52.824988631599425, "name": "in-0", "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", + "parentNode": "f42ec2e1-a525-4695-8915-ffc2df9b94e2", "links": [ "17341581-0eaf-4fbe-b3b4-bdb55892c35d" ], @@ -2001,14 +2016,14 @@ "dataType": "" }, { - "id": "291f497c-1ed3-494b-ae35-29213e931d18", + "id": "2cb103e6-9aeb-4d40-8618-f519a0b699fd", "type": "default", "extras": {}, - "x": 430.02081435562906, - "y": 74.02088890851509, + "x": 430.1499413355092, + "y": 74.4250127112227, "name": "parameter-any-in_dataset", "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", + "parentNode": "f42ec2e1-a525-4695-8915-ffc2df9b94e2", "links": [ "976e9983-44a7-4d4d-aae7-138ec89ab1d1" ], @@ -2019,14 +2034,14 @@ "dataType": "any" }, { - "id": "e57bc0ec-a083-4cda-8db7-6856a7897fde", + "id": "da12f391-a9c9-4602-9e18-4557765777d4", "type": "default", "extras": {}, - "x": 430.02081435562906, - "y": 95.35415591140465, + "x": 430.1499413355092, + "y": 96.025036790846, "name": "parameter-boolean-preprocess", "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", + "parentNode": "f42ec2e1-a525-4695-8915-ffc2df9b94e2", "links": [], "in": true, "label": "preprocess", @@ -2035,14 +2050,14 @@ "dataType": "boolean" }, { - "id": "2217bdf7-f920-40aa-afa9-06f5e2fbee05", + "id": "59bbc39f-0d2e-428d-b70a-8c8fca36e5ba", "type": "default", "extras": {}, - "x": 430.02081435562906, - "y": 116.68749816311697, + "x": 430.1499413355092, + "y": 117.6250232460579, "name": "parameter-boolean-normalize", "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", + "parentNode": "f42ec2e1-a525-4695-8915-ffc2df9b94e2", "links": [], "in": true, "label": "normalize", @@ -2051,14 +2066,14 @@ "dataType": "boolean" }, { - "id": "c11e8596-7283-4ba7-8f83-8815ca1050ad", + "id": "e9bff645-14cb-4d12-a7cf-887f57582ced", "type": "default", "extras": {}, - "x": 430.02081435562906, - "y": 138.0208404148293, + "x": 430.1499413355092, + "y": 139.22504732568117, "name": "parameter-boolean-transformation", "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", + "parentNode": "f42ec2e1-a525-4695-8915-ffc2df9b94e2", "links": [], "in": true, "label": "transformation", @@ -2067,30 +2082,14 @@ "dataType": "boolean" }, { - "id": "479a700c-0ee8-4ab9-a794-60d2e48408e9", + "id": "06f6e794-c654-4789-a319-26d6417a314d", "type": "default", "extras": {}, - "x": 430.02081435562906, - "y": 159.35418266654165, - "name": "parameter-boolean-ignore_low_variance", - "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", - "links": [], - "in": true, - "label": "ignore_low_variance", - "varName": "ignore_low_variance", - "portType": "", - "dataType": "boolean" - }, - { - "id": "36c816f2-b64a-4c1d-acf2-6be04dd799a8", - "type": "default", - "extras": {}, - "x": 430.02081435562906, - "y": 180.68748729384257, + "x": 430.1499413355092, + "y": 160.8249961564817, "name": "parameter-boolean-remove_multicollinearity", "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", + "parentNode": "f42ec2e1-a525-4695-8915-ffc2df9b94e2", "links": [], "in": true, "label": "remove_multicollinearity", @@ -2099,14 +2098,14 @@ "dataType": "boolean" }, { - "id": "2e51143e-a192-4ff4-aae7-ca3d5859ad3c", + "id": "56fddc71-2e33-4705-b071-ec94ad44b87b", "type": "default", "extras": {}, - "x": 430.02081435562906, - "y": 202.0208295455549, + "x": 430.1499413355092, + "y": 182.42502023610498, "name": "parameter-float-multicollinearity_threshold", "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", + "parentNode": "f42ec2e1-a525-4695-8915-ffc2df9b94e2", "links": [], "in": true, "label": "multicollinearity_threshold", @@ -2115,46 +2114,14 @@ "dataType": "float" }, { - "id": "27025061-c1ae-4a28-a9d0-a7e76280ebf1", - "type": "default", - "extras": {}, - "x": 430.02081435562906, - "y": 223.35417179726724, - "name": "parameter-boolean-combine_rare_levels", - "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", - "links": [], - "in": true, - "label": "combine_rare_levels", - "varName": "combine_rare_levels", - "portType": "", - "dataType": "boolean" - }, - { - "id": "ec249b96-1a13-448d-b5e9-dad717eb7541", - "type": "default", - "extras": {}, - "x": 430.02081435562906, - "y": 244.68751404897955, - "name": "parameter-float-rare_level_threshold", - "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", - "links": [], - "in": true, - "label": "rare_level_threshold", - "varName": "rare_level_threshold", - "portType": "", - "dataType": "float" - }, - { - "id": "90b911d3-56b9-4005-bd17-e392157a9a01", + "id": "a9efa41b-c8b6-46e3-88a8-d070097095a4", "type": "default", "extras": {}, - "x": 430.02081435562906, - "y": 266.0208939251033, + "x": 430.1499413355092, + "y": 204.0250066913169, "name": "parameter-any-bin_numeric_features", "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", + "parentNode": "f42ec2e1-a525-4695-8915-ffc2df9b94e2", "links": [], "in": true, "label": "bin_numeric_features", @@ -2163,30 +2130,14 @@ "dataType": "any" }, { - "id": "7dbd5b89-3d57-48e8-a360-f2a03c9e77ed", - "type": "default", - "extras": {}, - "x": 430.02081435562906, - "y": 287.3542361768156, - "name": "parameter-any-group_features", - "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", - "links": [], - "in": true, - "label": "group_features", - "varName": "group_features", - "portType": "", - "dataType": "any" - }, - { - "id": "4c3a3331-14b3-4545-a016-57894e065520", + "id": "8649bdbf-73d6-43b6-a37b-1f487e89b36a", "type": "default", "extras": {}, - "x": 430.02081435562906, - "y": 308.68757842852796, + "x": 430.1499413355092, + "y": 225.62503077094019, "name": "parameter-list-ignore_features", "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", + "parentNode": "f42ec2e1-a525-4695-8915-ffc2df9b94e2", "links": [ "47f8ecc8-50f4-4098-9e6b-5cc97118331b" ], @@ -2197,14 +2148,14 @@ "dataType": "list" }, { - "id": "4436890e-28c7-4f81-b0d2-27e74cc64e44", + "id": "12f33b48-2519-4775-94d7-f69e6e38facf", "type": "default", "extras": {}, - "x": 430.02081435562906, - "y": 330.0208454314175, + "x": 430.1499413355092, + "y": 247.2250172261521, "name": "parameter-int-seed", "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", + "parentNode": "f42ec2e1-a525-4695-8915-ffc2df9b94e2", "links": [ "6628c583-cc1a-4e5a-a015-6cb50904812d" ], @@ -2215,14 +2166,14 @@ "dataType": "int" }, { - "id": "4406d178-cf57-42f2-a83f-2a929401cd78", + "id": "b5b3fa25-e3ff-4423-a8f6-deb0fea025d9", "type": "default", "extras": {}, - "x": 430.02081435562906, - "y": 351.3541876831298, + "x": 430.1499413355092, + "y": 268.82504130577536, "name": "parameter-boolean-log_experiment", "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", + "parentNode": "f42ec2e1-a525-4695-8915-ffc2df9b94e2", "links": [ "93574197-f254-4944-8c47-311d50279d49" ], @@ -2233,14 +2184,14 @@ "dataType": "boolean" }, { - "id": "785da870-f933-49cc-9ac8-e9118e829220", + "id": "3996d907-d882-4859-a62a-1e9e4e96209b", "type": "default", "extras": {}, - "x": 430.02081435562906, - "y": 372.68752993484213, + "x": 430.1499413355092, + "y": 290.4250653853986, "name": "parameter-string-experiment_name", "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", + "parentNode": "f42ec2e1-a525-4695-8915-ffc2df9b94e2", "links": [ "c8700ea0-85a0-4594-a081-7628dfcfb301" ], @@ -2251,14 +2202,14 @@ "dataType": "string" }, { - "id": "473f22c8-24f7-415f-885b-f5fb3f0fa2da", + "id": "a2910628-03c6-4982-ac68-7e021ca0a19b", "type": "default", "extras": {}, - "x": 430.02081435562906, - "y": 394.0207969377317, + "x": 430.1499413355092, + "y": 312.02501421619917, "name": "parameter-boolean-use_gpu", "alignment": "left", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", + "parentNode": "f42ec2e1-a525-4695-8915-ffc2df9b94e2", "links": [], "in": true, "label": "use_gpu", @@ -2267,14 +2218,14 @@ "dataType": "boolean" }, { - "id": "cf0de93c-9a4a-4e7d-9147-9d34dccac870", + "id": "23e2de2a-d987-4842-b07e-0d5e57f92f48", "type": "default", "extras": {}, - "x": 606.9166499185571, - "y": 52.687546656802766, + "x": 607.3126092239937, + "y": 52.824988631599425, "name": "out-0", "alignment": "right", - "parentNode": "5645e518-0838-47fd-83e5-f28acb3bfe78", + "parentNode": "f42ec2e1-a525-4695-8915-ffc2df9b94e2", "links": [ "ffab46e5-0c90-4419-bfca-da92ca533c7b" ], @@ -2288,40 +2239,36 @@ "name": "SetupClustering", "color": "blue", "portsInOrder": [ - "2f27bb20-30c8-42a4-a8af-d981f0ee44f3", - "291f497c-1ed3-494b-ae35-29213e931d18", - "e57bc0ec-a083-4cda-8db7-6856a7897fde", - "2217bdf7-f920-40aa-afa9-06f5e2fbee05", - "c11e8596-7283-4ba7-8f83-8815ca1050ad", - "479a700c-0ee8-4ab9-a794-60d2e48408e9", - "36c816f2-b64a-4c1d-acf2-6be04dd799a8", - "2e51143e-a192-4ff4-aae7-ca3d5859ad3c", - "27025061-c1ae-4a28-a9d0-a7e76280ebf1", - "ec249b96-1a13-448d-b5e9-dad717eb7541", - "90b911d3-56b9-4005-bd17-e392157a9a01", - "7dbd5b89-3d57-48e8-a360-f2a03c9e77ed", - "4c3a3331-14b3-4545-a016-57894e065520", - "4436890e-28c7-4f81-b0d2-27e74cc64e44", - "4406d178-cf57-42f2-a83f-2a929401cd78", - "785da870-f933-49cc-9ac8-e9118e829220", - "473f22c8-24f7-415f-885b-f5fb3f0fa2da" + "c65ed5b8-b74c-44e7-8c98-1389037c1db2", + "2cb103e6-9aeb-4d40-8618-f519a0b699fd", + "da12f391-a9c9-4602-9e18-4557765777d4", + "59bbc39f-0d2e-428d-b70a-8c8fca36e5ba", + "e9bff645-14cb-4d12-a7cf-887f57582ced", + "06f6e794-c654-4789-a319-26d6417a314d", + "56fddc71-2e33-4705-b071-ec94ad44b87b", + "a9efa41b-c8b6-46e3-88a8-d070097095a4", + "8649bdbf-73d6-43b6-a37b-1f487e89b36a", + "12f33b48-2519-4775-94d7-f69e6e38facf", + "b5b3fa25-e3ff-4423-a8f6-deb0fea025d9", + "3996d907-d882-4859-a62a-1e9e4e96209b", + "a2910628-03c6-4982-ac68-7e021ca0a19b" ], "portsOutOrder": [ - "cf0de93c-9a4a-4e7d-9147-9d34dccac870" + "23e2de2a-d987-4842-b07e-0d5e57f92f48" ] }, - "3fd4e3ff-5868-46a5-ac05-cade5620f449": { - "id": "3fd4e3ff-5868-46a5-ac05-cade5620f449", + "9385f2ed-14a4-4508-ab67-ea737148c1fe": { + "id": "9385f2ed-14a4-4508-ab67-ea737148c1fe", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/clustering.py", - "description": null, + "description": "Trains a given model from the model library. All available models can be accessed using the models function.\n\n##### inPorts:\n- model_id (str): ID of a model available in the model library or pass an untrained model object consistent with scikit-learn API.\n- num_clusters (int): The number of clusters to form.\n\n##### outPorts:\n- out_created_model (any): Trained Model object.", "lineNo": [ { - "lineno": 104, - "end_lineno": 132 + "lineno": 77, + "end_lineno": 108 } ] }, @@ -2329,14 +2276,14 @@ "y": 2.0312423706054688, "ports": [ { - "id": "7d1d6676-cc12-47f8-835a-7375ff2aa195", + "id": "7f129c2e-5e6a-4a69-a98a-c72f9d43157a", "type": "default", "extras": {}, - "x": 874.0207742229236, - "y": 28.687536623626393, + "x": 874.1499012028037, + "y": 28.825016222834442, "name": "in-0", "alignment": "left", - "parentNode": "3fd4e3ff-5868-46a5-ac05-cade5620f449", + "parentNode": "9385f2ed-14a4-4508-ab67-ea737148c1fe", "links": [ "ffab46e5-0c90-4419-bfca-da92ca533c7b" ], @@ -2347,14 +2294,14 @@ "dataType": "" }, { - "id": "7415034e-1414-4eea-9b21-8587c3d06e8c", + "id": "40a097a7-42df-47a0-998c-4fbb00f874a4", "type": "default", "extras": {}, - "x": 874.0207742229236, - "y": 50.02080362651595, + "x": 874.1499012028037, + "y": 50.42500267804634, "name": "parameter-string-model_id", "alignment": "left", - "parentNode": "3fd4e3ff-5868-46a5-ac05-cade5620f449", + "parentNode": "9385f2ed-14a4-4508-ab67-ea737148c1fe", "links": [ "5bdedacf-ec97-4676-9947-300f6932222c" ], @@ -2365,14 +2312,14 @@ "dataType": "string" }, { - "id": "fc2448d2-b0fd-48f3-930e-df654bd6921e", + "id": "04b868d3-a0de-4c46-9d51-1b157d77b9c2", "type": "default", "extras": {}, - "x": 874.0207742229236, - "y": 71.35414587822828, + "x": 874.1499012028037, + "y": 72.02502675766964, "name": "parameter-int-num_clusters", "alignment": "left", - "parentNode": "3fd4e3ff-5868-46a5-ac05-cade5620f449", + "parentNode": "9385f2ed-14a4-4508-ab67-ea737148c1fe", "links": [ "2d4ef5f0-ac1a-4010-a077-6c39c39bccbe" ], @@ -2383,14 +2330,14 @@ "dataType": "int" }, { - "id": "3ab88fee-5965-48c2-94cd-4396dbb3ef2b", + "id": "da476c5d-be60-40ef-9ba8-8d9087a1948a", "type": "default", "extras": {}, - "x": 1083.9479835283603, - "y": 28.687536623626393, + "x": 1084.3623035465537, + "y": 28.825016222834442, "name": "out-0", "alignment": "right", - "parentNode": "3fd4e3ff-5868-46a5-ac05-cade5620f449", + "parentNode": "9385f2ed-14a4-4508-ab67-ea737148c1fe", "links": [ "faacb69f-907c-41e1-a782-21d733bbd0a8" ], @@ -2401,14 +2348,14 @@ "dataType": "" }, { - "id": "5437fe77-d88c-4d74-8002-1916bd2c4d9b", + "id": "f9f8a9a6-aeb2-484c-b75a-72b04bf44c4d", "type": "default", "extras": {}, - "x": 1083.9479835283603, - "y": 50.02080362651595, + "x": 1084.3623035465537, + "y": 50.42500267804634, "name": "parameter-out-any-out_created_model", "alignment": "right", - "parentNode": "3fd4e3ff-5868-46a5-ac05-cade5620f449", + "parentNode": "9385f2ed-14a4-4508-ab67-ea737148c1fe", "links": [ "7b57d1aa-2f2f-4dd0-aa16-1606dfe130d3" ], @@ -2422,27 +2369,27 @@ "name": "CreateModelClustering", "color": "orange", "portsInOrder": [ - "7d1d6676-cc12-47f8-835a-7375ff2aa195", - "7415034e-1414-4eea-9b21-8587c3d06e8c", - "fc2448d2-b0fd-48f3-930e-df654bd6921e" + "7f129c2e-5e6a-4a69-a98a-c72f9d43157a", + "40a097a7-42df-47a0-998c-4fbb00f874a4", + "04b868d3-a0de-4c46-9d51-1b157d77b9c2" ], "portsOutOrder": [ - "3ab88fee-5965-48c2-94cd-4396dbb3ef2b", - "5437fe77-d88c-4d74-8002-1916bd2c4d9b" + "da476c5d-be60-40ef-9ba8-8d9087a1948a", + "f9f8a9a6-aeb2-484c-b75a-72b04bf44c4d" ] }, - "992a9a16-16ea-41d3-9ef9-f3e5fd88d22f": { - "id": "992a9a16-16ea-41d3-9ef9-f3e5fd88d22f", + "222bd98c-f867-40c8-a73c-103aa6d82cf7": { + "id": "222bd98c-f867-40c8-a73c-103aa6d82cf7", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/clustering.py", - "description": null, + "description": "Assigns cluster labels to the dataset for a given model.\n\n##### inPorts:\n- in_model (any): Trained Model Object.\n\n##### outPorts:\n- out_model (any): Trained Model Object with assigned labels.", "lineNo": [ { - "lineno": 191, - "end_lineno": 215 + "lineno": 152, + "end_lineno": 173 } ] }, @@ -2450,14 +2397,14 @@ "y": 10.031242370605469, "ports": [ { - "id": "b057c011-8d92-4585-8b65-f2e18129b59d", + "id": "b0c6366e-7d6e-4fbd-94dc-610be8d024ca", "type": "default", "extras": {}, - "x": 1167.0208778990793, - "y": 36.68753996801852, + "x": 1167.150155376605, + "y": 36.82498194281518, "name": "in-0", "alignment": "left", - "parentNode": "992a9a16-16ea-41d3-9ef9-f3e5fd88d22f", + "parentNode": "222bd98c-f867-40c8-a73c-103aa6d82cf7", "links": [ "faacb69f-907c-41e1-a782-21d733bbd0a8" ], @@ -2468,14 +2415,14 @@ "dataType": "" }, { - "id": "5f44870b-6961-4f9d-8a32-a8ed02bef302", + "id": "7fc2cb94-d5cb-4cb9-8a6c-fedc7eaebf58", "type": "default", "extras": {}, - "x": 1167.0208778990793, - "y": 58.020882219730844, + "x": 1167.150155376605, + "y": 58.42500602243847, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "992a9a16-16ea-41d3-9ef9-f3e5fd88d22f", + "parentNode": "222bd98c-f867-40c8-a73c-103aa6d82cf7", "links": [ "7b57d1aa-2f2f-4dd0-aa16-1606dfe130d3" ], @@ -2486,14 +2433,14 @@ "dataType": "any" }, { - "id": "b2f0c348-4da8-479c-a3f7-36e7861c9a54", + "id": "9fb57d91-599b-4573-93c4-86d1a790dbab", "type": "default", "extras": {}, - "x": 1336.6041833624784, - "y": 36.68753996801852, + "x": 1336.4500737734372, + "y": 36.82498194281518, "name": "out-0", "alignment": "right", - "parentNode": "992a9a16-16ea-41d3-9ef9-f3e5fd88d22f", + "parentNode": "222bd98c-f867-40c8-a73c-103aa6d82cf7", "links": [ "d1a8f02b-056d-4561-a445-3b0b48296da3" ], @@ -2504,14 +2451,14 @@ "dataType": "" }, { - "id": "82e29052-2694-400f-92b8-ac171a35522a", + "id": "c9a3d07c-939b-42c0-afde-d509dcd26cf8", "type": "default", "extras": {}, - "x": 1336.6041833624784, - "y": 58.020882219730844, + "x": 1336.4500737734372, + "y": 58.42500602243847, "name": "parameter-out-any-out_model", "alignment": "right", - "parentNode": "992a9a16-16ea-41d3-9ef9-f3e5fd88d22f", + "parentNode": "222bd98c-f867-40c8-a73c-103aa6d82cf7", "links": [ "72018035-e100-4f71-ada5-6e34620e22fa" ], @@ -2525,26 +2472,26 @@ "name": "AssignModelClustering", "color": "firebrick", "portsInOrder": [ - "b057c011-8d92-4585-8b65-f2e18129b59d", - "5f44870b-6961-4f9d-8a32-a8ed02bef302" + "b0c6366e-7d6e-4fbd-94dc-610be8d024ca", + "7fc2cb94-d5cb-4cb9-8a6c-fedc7eaebf58" ], "portsOutOrder": [ - "b2f0c348-4da8-479c-a3f7-36e7861c9a54", - "82e29052-2694-400f-92b8-ac171a35522a" + "9fb57d91-599b-4573-93c4-86d1a790dbab", + "c9a3d07c-939b-42c0-afde-d509dcd26cf8" ] }, - "117f5f60-40f9-4a33-b61a-dc4b54e5a7ff": { - "id": "117f5f60-40f9-4a33-b61a-dc4b54e5a7ff", + "4eedeb4d-1ffa-4d60-96b3-937a62a3af9f": { + "id": "4eedeb4d-1ffa-4d60-96b3-937a62a3af9f", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/clustering.py", - "description": null, + "description": "Analyzes the performance of a trained model.\n\n##### inPorts:\n- in_model (any): Trained model object.\n- plot_type (str): Plot name.\n- feature (str): Feature to be evaluated when plot = ‘distribution’. When plot type is ‘cluster’ or ‘tsne’ feature column is used as a hoverover tooltip and/or label when the label param is set to True. When the plot type is ‘cluster’ or ‘tsne’ and feature is None, first column of the dataset is used.\n- list_available_plots (bool): List the available plots.\n\n##### outPorts:\n- out_model (any): Trained model object.", "lineNo": [ { - "lineno": 258, - "end_lineno": 303 + "lineno": 202, + "end_lineno": 247 } ] }, @@ -2552,14 +2499,14 @@ "y": -45.96875762939453, "ports": [ { - "id": "0f97cf99-3bd0-4fe1-a875-e616b0261d5c", + "id": "351b7a25-3507-4593-97d5-af94bd720655", "type": "default", "extras": {}, - "x": 1407.0208277331976, - "y": -19.30206148077215, + "x": 1407.1499547130777, + "y": -19.16247491452643, "name": "in-0", "alignment": "left", - "parentNode": "117f5f60-40f9-4a33-b61a-dc4b54e5a7ff", + "parentNode": "4eedeb4d-1ffa-4d60-96b3-937a62a3af9f", "links": [ "d1a8f02b-056d-4561-a445-3b0b48296da3" ], @@ -2570,14 +2517,14 @@ "dataType": "" }, { - "id": "1d1295da-9146-457f-a823-0d243f01d303", + "id": "fb4c8d07-ee1b-4859-a77e-06a2ab9b0d89", "type": "default", "extras": {}, - "x": 1407.0208277331976, - "y": 2.0312807709401786, + "x": 1407.1499547130777, + "y": 2.4375115406854695, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "117f5f60-40f9-4a33-b61a-dc4b54e5a7ff", + "parentNode": "4eedeb4d-1ffa-4d60-96b3-937a62a3af9f", "links": [ "72018035-e100-4f71-ada5-6e34620e22fa" ], @@ -2588,14 +2535,14 @@ "dataType": "any" }, { - "id": "53c78a09-1d27-4429-9ef8-c0476122e46a", + "id": "38e48807-53a9-411b-a350-3d43be65a2f8", "type": "default", "extras": {}, - "x": 1407.0208277331976, - "y": 23.364585398241122, + "x": 1407.1499547130777, + "y": 24.037497995897372, "name": "parameter-string-plot_type", "alignment": "left", - "parentNode": "117f5f60-40f9-4a33-b61a-dc4b54e5a7ff", + "parentNode": "4eedeb4d-1ffa-4d60-96b3-937a62a3af9f", "links": [ "627b842e-9c41-4753-aeaf-c6f1258460d1" ], @@ -2606,14 +2553,14 @@ "dataType": "string" }, { - "id": "68a0bed4-e18a-4717-a867-f43170dddec5", + "id": "b97dbb08-e5cb-463e-8eb3-a99ce0f2b3dc", "type": "default", "extras": {}, - "x": 1407.0208277331976, - "y": 44.69792764995345, + "x": 1407.1499547130777, + "y": 45.63752207552066, "name": "parameter-string-feature", "alignment": "left", - "parentNode": "117f5f60-40f9-4a33-b61a-dc4b54e5a7ff", + "parentNode": "4eedeb4d-1ffa-4d60-96b3-937a62a3af9f", "links": [], "in": true, "label": "feature", @@ -2622,14 +2569,14 @@ "dataType": "string" }, { - "id": "7597f096-6483-40c7-9d36-d817f0c42cae", + "id": "a1e4b172-3d3b-41eb-bfae-286ce08c0914", "type": "default", "extras": {}, - "x": 1407.0208277331976, - "y": 66.03126990166578, + "x": 1407.1499547130777, + "y": 67.23750853073255, "name": "parameter-boolean-list_available_plots", "alignment": "left", - "parentNode": "117f5f60-40f9-4a33-b61a-dc4b54e5a7ff", + "parentNode": "4eedeb4d-1ffa-4d60-96b3-937a62a3af9f", "links": [ "1a0d920c-a832-4eb9-8891-0d68fd3fd54d" ], @@ -2640,14 +2587,14 @@ "dataType": "boolean" }, { - "id": "f0f9966f-c56a-4865-972f-9e9cc6fbf2d3", + "id": "26fb0abe-fb1c-4e59-9344-8477cb5d668f", "type": "default", "extras": {}, - "x": 1601.0730938933002, - "y": -19.30206148077215, + "x": 1601.4625817999784, + "y": -19.16247491452643, "name": "out-0", "alignment": "right", - "parentNode": "117f5f60-40f9-4a33-b61a-dc4b54e5a7ff", + "parentNode": "4eedeb4d-1ffa-4d60-96b3-937a62a3af9f", "links": [ "ff9ef225-28cb-41ad-8990-fbd2c8069f4e" ], @@ -2658,14 +2605,14 @@ "dataType": "" }, { - "id": "ff039371-49f1-425e-9bbe-eaf501d53636", + "id": "5fc7b5cb-b74e-44a8-b264-18d1f20bb9f1", "type": "default", "extras": {}, - "x": 1601.0730938933002, - "y": 2.0312807709401786, + "x": 1601.4625817999784, + "y": 2.4375115406854695, "name": "parameter-out-any-out_model", "alignment": "right", - "parentNode": "117f5f60-40f9-4a33-b61a-dc4b54e5a7ff", + "parentNode": "4eedeb4d-1ffa-4d60-96b3-937a62a3af9f", "links": [ "c1dc3541-1817-4d21-ba22-38530129b3fe" ], @@ -2679,29 +2626,29 @@ "name": "PlotModelClustering", "color": "springgreen", "portsInOrder": [ - "0f97cf99-3bd0-4fe1-a875-e616b0261d5c", - "1d1295da-9146-457f-a823-0d243f01d303", - "53c78a09-1d27-4429-9ef8-c0476122e46a", - "68a0bed4-e18a-4717-a867-f43170dddec5", - "7597f096-6483-40c7-9d36-d817f0c42cae" + "351b7a25-3507-4593-97d5-af94bd720655", + "fb4c8d07-ee1b-4859-a77e-06a2ab9b0d89", + "38e48807-53a9-411b-a350-3d43be65a2f8", + "b97dbb08-e5cb-463e-8eb3-a99ce0f2b3dc", + "a1e4b172-3d3b-41eb-bfae-286ce08c0914" ], "portsOutOrder": [ - "f0f9966f-c56a-4865-972f-9e9cc6fbf2d3", - "ff039371-49f1-425e-9bbe-eaf501d53636" + "26fb0abe-fb1c-4e59-9344-8477cb5d668f", + "5fc7b5cb-b74e-44a8-b264-18d1f20bb9f1" ] }, - "232a1ceb-a460-4866-835a-b7e765849473": { - "id": "232a1ceb-a460-4866-835a-b7e765849473", + "cd2e8681-89e9-4e89-8875-c548dcd75fc4": { + "id": "cd2e8681-89e9-4e89-8875-c548dcd75fc4", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/clustering.py", - "description": null, + "description": "Analyzes the performance of a trained model.\n\n##### inPorts:\n- in_model (any): Trained model object.\n- plot_type (str): Plot name.\n- feature (str): Feature to be evaluated when plot = ‘distribution’. When plot type is ‘cluster’ or ‘tsne’ feature column is used as a hoverover tooltip and/or label when the label param is set to True. When the plot type is ‘cluster’ or ‘tsne’ and feature is None, first column of the dataset is used.\n- list_available_plots (bool): List the available plots.\n\n##### outPorts:\n- out_model (any): Trained model object.", "lineNo": [ { - "lineno": 258, - "end_lineno": 303 + "lineno": 202, + "end_lineno": 247 } ] }, @@ -2709,14 +2656,14 @@ "y": 11.031242370605469, "ports": [ { - "id": "303a7981-b083-4ab5-9183-e084948bd8c7", + "id": "4b1553bf-bd57-4c31-bffd-d2637c77df63", "type": "default", "extras": {}, - "x": 1687.0207942892764, - "y": 37.68752157386184, + "x": 1687.1499212691565, + "y": 37.82503879748128, "name": "in-0", "alignment": "left", - "parentNode": "232a1ceb-a460-4866-835a-b7e765849473", + "parentNode": "cd2e8681-89e9-4e89-8875-c548dcd75fc4", "links": [ "ff9ef225-28cb-41ad-8990-fbd2c8069f4e" ], @@ -2727,14 +2674,14 @@ "dataType": "" }, { - "id": "34ff305c-93aa-4dab-af6d-3a221847a774", + "id": "27b00901-20ce-43dd-b178-975c192f2419", "type": "default", "extras": {}, - "x": 1687.0207942892764, - "y": 59.02086382557417, + "x": 1687.1499212691565, + "y": 59.425025252693175, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "232a1ceb-a460-4866-835a-b7e765849473", + "parentNode": "cd2e8681-89e9-4e89-8875-c548dcd75fc4", "links": [ "c1dc3541-1817-4d21-ba22-38530129b3fe" ], @@ -2745,14 +2692,14 @@ "dataType": "any" }, { - "id": "4b933170-fcb0-48f1-a7ee-3ec27da17e52", + "id": "7aaa0cc1-b320-4143-af53-c375ed22296b", "type": "default", "extras": {}, - "x": 1687.0207942892764, - "y": 80.35416845287511, + "x": 1687.1499212691565, + "y": 81.02501170790508, "name": "parameter-string-plot_type", "alignment": "left", - "parentNode": "232a1ceb-a460-4866-835a-b7e765849473", + "parentNode": "cd2e8681-89e9-4e89-8875-c548dcd75fc4", "links": [ "64ad850b-aa43-4f7d-b416-84c0d6a422c0" ], @@ -2763,14 +2710,14 @@ "dataType": "string" }, { - "id": "a8da991d-b092-41e3-b926-e8db208dc0df", + "id": "abfe3ca8-95bc-4e03-90f1-9f3ecd75fb13", "type": "default", "extras": {}, - "x": 1687.0207942892764, - "y": 101.68751070458744, + "x": 1687.1499212691565, + "y": 102.62499816311697, "name": "parameter-string-feature", "alignment": "left", - "parentNode": "232a1ceb-a460-4866-835a-b7e765849473", + "parentNode": "cd2e8681-89e9-4e89-8875-c548dcd75fc4", "links": [], "in": true, "label": "feature", @@ -2779,14 +2726,14 @@ "dataType": "string" }, { - "id": "13f14ea9-3e03-422f-b14f-14ffc95ceec5", + "id": "260c90ee-ae31-4028-8c53-f1dcb29b9eab", "type": "default", "extras": {}, - "x": 1687.0207942892764, - "y": 123.02085295629976, + "x": 1687.1499212691565, + "y": 124.22498461832888, "name": "parameter-boolean-list_available_plots", "alignment": "left", - "parentNode": "232a1ceb-a460-4866-835a-b7e765849473", + "parentNode": "cd2e8681-89e9-4e89-8875-c548dcd75fc4", "links": [], "in": true, "label": "list_available_plots", @@ -2795,14 +2742,14 @@ "dataType": "boolean" }, { - "id": "4d228c67-e999-40bb-a7d9-9ae9a9ecf5f8", + "id": "b1f7f79e-d9e3-4df1-83d9-3ecaa63cdb23", "type": "default", "extras": {}, - "x": 1881.0727594540879, - "y": 37.68752157386184, + "x": 1881.4625483560571, + "y": 37.82503879748128, "name": "out-0", "alignment": "right", - "parentNode": "232a1ceb-a460-4866-835a-b7e765849473", + "parentNode": "cd2e8681-89e9-4e89-8875-c548dcd75fc4", "links": [ "db83334f-d1f7-44f2-9c36-81c02ed57f8c" ], @@ -2813,14 +2760,14 @@ "dataType": "" }, { - "id": "2fc5d2c5-175a-427e-831e-98f6f71a0e73", + "id": "010c75da-f2e5-4d04-8a8b-889290f582d0", "type": "default", "extras": {}, - "x": 1881.0727594540879, - "y": 59.02086382557417, + "x": 1881.4625483560571, + "y": 59.425025252693175, "name": "parameter-out-any-out_model", "alignment": "right", - "parentNode": "232a1ceb-a460-4866-835a-b7e765849473", + "parentNode": "cd2e8681-89e9-4e89-8875-c548dcd75fc4", "links": [ "9ffcdd11-198f-45fc-997c-2b63fc415d3d" ], @@ -2834,29 +2781,29 @@ "name": "PlotModelClustering", "color": "springgreen", "portsInOrder": [ - "303a7981-b083-4ab5-9183-e084948bd8c7", - "34ff305c-93aa-4dab-af6d-3a221847a774", - "4b933170-fcb0-48f1-a7ee-3ec27da17e52", - "a8da991d-b092-41e3-b926-e8db208dc0df", - "13f14ea9-3e03-422f-b14f-14ffc95ceec5" + "4b1553bf-bd57-4c31-bffd-d2637c77df63", + "27b00901-20ce-43dd-b178-975c192f2419", + "7aaa0cc1-b320-4143-af53-c375ed22296b", + "abfe3ca8-95bc-4e03-90f1-9f3ecd75fb13", + "260c90ee-ae31-4028-8c53-f1dcb29b9eab" ], "portsOutOrder": [ - "4d228c67-e999-40bb-a7d9-9ae9a9ecf5f8", - "2fc5d2c5-175a-427e-831e-98f6f71a0e73" + "b1f7f79e-d9e3-4df1-83d9-3ecaa63cdb23", + "010c75da-f2e5-4d04-8a8b-889290f582d0" ] }, - "1dc50549-44b0-48d0-9b8b-63a1d5ecc01d": { - "id": "1dc50549-44b0-48d0-9b8b-63a1d5ecc01d", + "40a05d44-0573-496c-a147-643ca0e0c414": { + "id": "40a05d44-0573-496c-a147-643ca0e0c414", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/clustering.py", - "description": null, + "description": "Analyzes the performance of a trained model.\n\n##### inPorts:\n- in_model (any): Trained model object.\n- plot_type (str): Plot name.\n- feature (str): Feature to be evaluated when plot = ‘distribution’. When plot type is ‘cluster’ or ‘tsne’ feature column is used as a hoverover tooltip and/or label when the label param is set to True. When the plot type is ‘cluster’ or ‘tsne’ and feature is None, first column of the dataset is used.\n- list_available_plots (bool): List the available plots.\n\n##### outPorts:\n- out_model (any): Trained model object.", "lineNo": [ { - "lineno": 258, - "end_lineno": 303 + "lineno": 202, + "end_lineno": 247 } ] }, @@ -2864,14 +2811,14 @@ "y": 69.03124237060547, "ports": [ { - "id": "9895f647-83de-44be-ac3c-d21e9c4c403e", + "id": "c8af3373-962f-4cae-b933-17caf74ada5f", "type": "default", "extras": {}, - "x": 1965.020948131314, - "y": 95.68750819629335, + "x": 1965.1500751111942, + "y": 95.82502541991278, "name": "in-0", "alignment": "left", - "parentNode": "1dc50549-44b0-48d0-9b8b-63a1d5ecc01d", + "parentNode": "40a05d44-0573-496c-a147-643ca0e0c414", "links": [ "db83334f-d1f7-44f2-9c36-81c02ed57f8c" ], @@ -2882,14 +2829,14 @@ "dataType": "" }, { - "id": "e42a7fad-321b-4552-91e9-d65a52a6808b", + "id": "3928171d-88a5-4ad4-ab6e-352999004342", "type": "default", "extras": {}, - "x": 1965.020948131314, - "y": 117.02085044800567, + "x": 1965.1500751111942, + "y": 117.42501187512468, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "1dc50549-44b0-48d0-9b8b-63a1d5ecc01d", + "parentNode": "40a05d44-0573-496c-a147-643ca0e0c414", "links": [ "9ffcdd11-198f-45fc-997c-2b63fc415d3d" ], @@ -2900,14 +2847,14 @@ "dataType": "any" }, { - "id": "c560cec0-8ffe-40d8-b92b-a78f384d4e20", + "id": "596bc3fa-7bf4-4cc9-9adf-8ebcda87d23c", "type": "default", "extras": {}, - "x": 1965.020948131314, - "y": 138.354192699718, + "x": 1965.1500751111942, + "y": 139.0249983303366, "name": "parameter-string-plot_type", "alignment": "left", - "parentNode": "1dc50549-44b0-48d0-9b8b-63a1d5ecc01d", + "parentNode": "40a05d44-0573-496c-a147-643ca0e0c414", "links": [ "9cc7db36-0847-430c-91bd-c2bdd428f643" ], @@ -2918,14 +2865,14 @@ "dataType": "string" }, { - "id": "cf5dcfb1-c860-4a7f-be0a-62b27e68f92c", + "id": "b7c49766-6bd2-49aa-98c7-b765d1a2441a", "type": "default", "extras": {}, - "x": 1965.020948131314, - "y": 159.68749732701895, + "x": 1965.1500751111942, + "y": 160.62502240995988, "name": "parameter-string-feature", "alignment": "left", - "parentNode": "1dc50549-44b0-48d0-9b8b-63a1d5ecc01d", + "parentNode": "40a05d44-0573-496c-a147-643ca0e0c414", "links": [], "in": true, "label": "feature", @@ -2934,14 +2881,14 @@ "dataType": "string" }, { - "id": "b8dbc971-2d3b-419f-a3ab-cebe02fe1765", + "id": "6b7cd077-cfce-435d-906e-93b187f1ca4e", "type": "default", "extras": {}, - "x": 1965.020948131314, - "y": 181.02083957873128, + "x": 1965.1500751111942, + "y": 182.2249712407604, "name": "parameter-boolean-list_available_plots", "alignment": "left", - "parentNode": "1dc50549-44b0-48d0-9b8b-63a1d5ecc01d", + "parentNode": "40a05d44-0573-496c-a147-643ca0e0c414", "links": [], "in": true, "label": "list_available_plots", @@ -2950,14 +2897,14 @@ "dataType": "boolean" }, { - "id": "617c1abe-98ec-4371-b536-30860a8452e2", + "id": "fcc549a8-67c0-4df6-91a8-552244f0a0df", "type": "default", "extras": {}, - "x": 2159.0732142914167, - "y": 95.68750819629335, + "x": 2159.4627021980946, + "y": 95.82502541991278, "name": "out-0", "alignment": "right", - "parentNode": "1dc50549-44b0-48d0-9b8b-63a1d5ecc01d", + "parentNode": "40a05d44-0573-496c-a147-643ca0e0c414", "links": [ "87eea678-73bf-40db-9e2a-6502348b72c8" ], @@ -2968,14 +2915,14 @@ "dataType": "" }, { - "id": "e0e61dc0-81c4-4847-9996-b11802ea93ee", + "id": "3fe5f55c-d053-4489-9146-5b9c144da2b7", "type": "default", "extras": {}, - "x": 2159.0732142914167, - "y": 117.02085044800567, + "x": 2159.4627021980946, + "y": 117.42501187512468, "name": "parameter-out-any-out_model", "alignment": "right", - "parentNode": "1dc50549-44b0-48d0-9b8b-63a1d5ecc01d", + "parentNode": "40a05d44-0573-496c-a147-643ca0e0c414", "links": [ "0a80d430-5245-4f07-afec-7c6fe2c534c3" ], @@ -2989,29 +2936,29 @@ "name": "PlotModelClustering", "color": "springgreen", "portsInOrder": [ - "9895f647-83de-44be-ac3c-d21e9c4c403e", - "e42a7fad-321b-4552-91e9-d65a52a6808b", - "c560cec0-8ffe-40d8-b92b-a78f384d4e20", - "cf5dcfb1-c860-4a7f-be0a-62b27e68f92c", - "b8dbc971-2d3b-419f-a3ab-cebe02fe1765" + "c8af3373-962f-4cae-b933-17caf74ada5f", + "3928171d-88a5-4ad4-ab6e-352999004342", + "596bc3fa-7bf4-4cc9-9adf-8ebcda87d23c", + "b7c49766-6bd2-49aa-98c7-b765d1a2441a", + "6b7cd077-cfce-435d-906e-93b187f1ca4e" ], "portsOutOrder": [ - "617c1abe-98ec-4371-b536-30860a8452e2", - "e0e61dc0-81c4-4847-9996-b11802ea93ee" + "fcc549a8-67c0-4df6-91a8-552244f0a0df", + "3fe5f55c-d053-4489-9146-5b9c144da2b7" ] }, - "ba3a97d7-fe1c-4036-9c7e-fb82fc31ba44": { - "id": "ba3a97d7-fe1c-4036-9c7e-fb82fc31ba44", + "8817dd52-6b06-4501-908e-35805d810932": { + "id": "8817dd52-6b06-4501-908e-35805d810932", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/clustering.py", - "description": null, + "description": "Analyzes the performance of a trained model.\n\n##### inPorts:\n- in_model (any): Trained model object.\n- plot_type (str): Plot name.\n- feature (str): Feature to be evaluated when plot = ‘distribution’. When plot type is ‘cluster’ or ‘tsne’ feature column is used as a hoverover tooltip and/or label when the label param is set to True. When the plot type is ‘cluster’ or ‘tsne’ and feature is None, first column of the dataset is used.\n- list_available_plots (bool): List the available plots.\n\n##### outPorts:\n- out_model (any): Trained model object.", "lineNo": [ { - "lineno": 258, - "end_lineno": 303 + "lineno": 202, + "end_lineno": 247 } ] }, @@ -3019,14 +2966,14 @@ "y": 130.3645757039389, "ports": [ { - "id": "85f8d571-1093-4b75-9452-fd084480755d", + "id": "e0003768-eabb-45ec-bb3a-92d08c196de3", "type": "default", "extras": {}, - "x": 2255.6355136278894, - "y": 157.0208295455549, + "x": 2255.7748744476667, + "y": 157.1624854544269, "name": "in-0", "alignment": "left", - "parentNode": "ba3a97d7-fe1c-4036-9c7e-fb82fc31ba44", + "parentNode": "8817dd52-6b06-4501-908e-35805d810932", "links": [ "87eea678-73bf-40db-9e2a-6502348b72c8" ], @@ -3037,14 +2984,14 @@ "dataType": "" }, { - "id": "51aebbbc-5e7b-49f9-8e3d-8211fe46b033", + "id": "5451801d-b1af-4da5-8960-f22ef93ef5a5", "type": "default", "extras": {}, - "x": 2255.6355136278894, - "y": 178.35417179726724, + "x": 2255.7748744476667, + "y": 178.7625095340502, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "ba3a97d7-fe1c-4036-9c7e-fb82fc31ba44", + "parentNode": "8817dd52-6b06-4501-908e-35805d810932", "links": [ "0a80d430-5245-4f07-afec-7c6fe2c534c3" ], @@ -3055,14 +3002,14 @@ "dataType": "any" }, { - "id": "6b1033f4-78a7-4e46-935c-31c81df05851", + "id": "a7c5c65c-93f1-40a7-a3ac-1084377fe0eb", "type": "default", "extras": {}, - "x": 2255.6355136278894, - "y": 199.68751404897955, + "x": 2255.7748744476667, + "y": 200.3624959892621, "name": "parameter-string-plot_type", "alignment": "left", - "parentNode": "ba3a97d7-fe1c-4036-9c7e-fb82fc31ba44", + "parentNode": "8817dd52-6b06-4501-908e-35805d810932", "links": [ "bb8968e5-47be-427b-86f8-695c95910635" ], @@ -3073,14 +3020,14 @@ "dataType": "string" }, { - "id": "6b020b03-e675-48af-b418-f46c7ec32b11", + "id": "bcfacf17-6348-425f-a71e-77f421563948", "type": "default", "extras": {}, - "x": 2255.6355136278894, - "y": 221.0208563006919, + "x": 2255.7748744476667, + "y": 221.9625200688854, "name": "parameter-string-feature", "alignment": "left", - "parentNode": "ba3a97d7-fe1c-4036-9c7e-fb82fc31ba44", + "parentNode": "8817dd52-6b06-4501-908e-35805d810932", "links": [ "6e84e975-f200-4280-b638-af677c2db892" ], @@ -3091,14 +3038,14 @@ "dataType": "string" }, { - "id": "a785dc98-86d7-4f2c-a7d6-2ad3971bbdac", + "id": "4d39abbc-5efe-4fe4-9c4b-de91c20693c1", "type": "default", "extras": {}, - "x": 2255.6355136278894, - "y": 242.35419855240423, + "x": 2255.7748744476667, + "y": 243.56254414850866, "name": "parameter-boolean-list_available_plots", "alignment": "left", - "parentNode": "ba3a97d7-fe1c-4036-9c7e-fb82fc31ba44", + "parentNode": "8817dd52-6b06-4501-908e-35805d810932", "links": [], "in": true, "label": "list_available_plots", @@ -3107,14 +3054,14 @@ "dataType": "boolean" }, { - "id": "6bde172b-8bc0-4dea-926e-d70693b8903d", + "id": "56ddd1cb-dc08-457e-915d-8fc34828cc0d", "type": "default", "extras": {}, - "x": 2449.687779787992, - "y": 157.0208295455549, + "x": 2450.0875015345673, + "y": 157.1624854544269, "name": "out-0", "alignment": "right", - "parentNode": "ba3a97d7-fe1c-4036-9c7e-fb82fc31ba44", + "parentNode": "8817dd52-6b06-4501-908e-35805d810932", "links": [ "24348fe6-71af-42e5-9273-0d34945fdff3" ], @@ -3125,14 +3072,14 @@ "dataType": "" }, { - "id": "b7cf0651-81f2-4dd4-aae3-81b7a311f11f", + "id": "da2ed4ed-0e83-4d6f-94d3-375ec2825cdf", "type": "default", "extras": {}, - "x": 2449.687779787992, - "y": 178.35417179726724, + "x": 2450.0875015345673, + "y": 178.7625095340502, "name": "parameter-out-any-out_model", "alignment": "right", - "parentNode": "ba3a97d7-fe1c-4036-9c7e-fb82fc31ba44", + "parentNode": "8817dd52-6b06-4501-908e-35805d810932", "links": [ "1c318e80-284c-4278-b890-3e5d1932077c" ], @@ -3146,29 +3093,29 @@ "name": "PlotModelClustering", "color": "springgreen", "portsInOrder": [ - "85f8d571-1093-4b75-9452-fd084480755d", - "51aebbbc-5e7b-49f9-8e3d-8211fe46b033", - "6b1033f4-78a7-4e46-935c-31c81df05851", - "6b020b03-e675-48af-b418-f46c7ec32b11", - "a785dc98-86d7-4f2c-a7d6-2ad3971bbdac" + "e0003768-eabb-45ec-bb3a-92d08c196de3", + "5451801d-b1af-4da5-8960-f22ef93ef5a5", + "a7c5c65c-93f1-40a7-a3ac-1084377fe0eb", + "bcfacf17-6348-425f-a71e-77f421563948", + "4d39abbc-5efe-4fe4-9c4b-de91c20693c1" ], "portsOutOrder": [ - "6bde172b-8bc0-4dea-926e-d70693b8903d", - "b7cf0651-81f2-4dd4-aae3-81b7a311f11f" + "56ddd1cb-dc08-457e-915d-8fc34828cc0d", + "da2ed4ed-0e83-4d6f-94d3-375ec2825cdf" ] }, - "be87e5d4-0685-4110-b62e-bbfbfe6ddbb2": { - "id": "be87e5d4-0685-4110-b62e-bbfbfe6ddbb2", + "7bac2a4a-a0df-4ed4-95f0-a05fee859dfa": { + "id": "7bac2a4a-a0df-4ed4-95f0-a05fee859dfa", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/clustering.py", - "description": null, + "description": "Saves the transformation pipeline and trained model object into the current working directory as a pickle file for later use.\n\n##### inPorts:\n- in_model (any): Trained model object.\n- save_path (str): Name and saving path of the model.\n- model_only (bool): When set to True, only the trained model object is saved instead of the entire pipeline.", "lineNo": [ { - "lineno": 311, - "end_lineno": 338 + "lineno": 250, + "end_lineno": 266 } ] }, @@ -3176,14 +3123,14 @@ "y": 147.5445988495164, "ports": [ { - "id": "208606ac-ee2c-4f33-a6ff-d27ad190d34b", + "id": "5e8c5d6a-2b6a-42a6-87ee-815e48a31ad6", "type": "default", "extras": {}, - "x": 2587.3645309117073, - "y": 174.2083755309466, + "x": 2587.500279787992, + "y": 174.33754013523813, "name": "in-0", "alignment": "left", - "parentNode": "be87e5d4-0685-4110-b62e-bbfbfe6ddbb2", + "parentNode": "7bac2a4a-a0df-4ed4-95f0-a05fee859dfa", "links": [ "24348fe6-71af-42e5-9273-0d34945fdff3" ], @@ -3194,14 +3141,14 @@ "dataType": "" }, { - "id": "d6a7f688-992a-4ec2-8cfd-639ef39e24c1", + "id": "6a49c254-22aa-4331-b058-0baa003063d8", "type": "default", "extras": {}, - "x": 2587.3645309117073, - "y": 195.54171778265894, + "x": 2587.500279787992, + "y": 195.93748896603864, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "be87e5d4-0685-4110-b62e-bbfbfe6ddbb2", + "parentNode": "7bac2a4a-a0df-4ed4-95f0-a05fee859dfa", "links": [ "1c318e80-284c-4278-b890-3e5d1932077c" ], @@ -3212,14 +3159,14 @@ "dataType": "any" }, { - "id": "b82715e5-2aba-4888-a1de-8582bb6099a7", + "id": "f2a4a91c-e779-4fe0-9ce3-d32d1cb12875", "type": "default", "extras": {}, - "x": 2587.3645309117073, - "y": 216.8749847855485, + "x": 2587.500279787992, + "y": 217.5375130456619, "name": "parameter-string-save_path", "alignment": "left", - "parentNode": "be87e5d4-0685-4110-b62e-bbfbfe6ddbb2", + "parentNode": "7bac2a4a-a0df-4ed4-95f0-a05fee859dfa", "links": [ "d5241040-55a8-40d7-a818-064218071ad5" ], @@ -3230,14 +3177,14 @@ "dataType": "string" }, { - "id": "d7e1d4d2-a758-48dd-8f0f-7c9a21a8936e", + "id": "38a71390-7e28-4638-b613-99a0937d8f6f", "type": "default", "extras": {}, - "x": 2587.3645309117073, - "y": 238.2083270372608, + "x": 2587.500279787992, + "y": 239.1375371252852, "name": "parameter-boolean-model_only", "alignment": "left", - "parentNode": "be87e5d4-0685-4110-b62e-bbfbfe6ddbb2", + "parentNode": "7bac2a4a-a0df-4ed4-95f0-a05fee859dfa", "links": [], "in": true, "label": "model_only", @@ -3246,14 +3193,14 @@ "dataType": "boolean" }, { - "id": "8e8df9c2-1b24-477e-abd3-7cf6a046376f", + "id": "43c81b01-d5bb-4a17-844a-c2b7bb69a242", "type": "default", "extras": {}, - "x": 2748.187518925406, - "y": 174.2083755309466, + "x": 2748.0626058796015, + "y": 174.33754013523813, "name": "out-0", "alignment": "right", - "parentNode": "be87e5d4-0685-4110-b62e-bbfbfe6ddbb2", + "parentNode": "7bac2a4a-a0df-4ed4-95f0-a05fee859dfa", "links": [ "934cfe60-a587-4b06-ad95-dabc7fcc82dc" ], @@ -3267,13 +3214,13 @@ "name": "SaveModelClustering", "color": "red", "portsInOrder": [ - "208606ac-ee2c-4f33-a6ff-d27ad190d34b", - "d6a7f688-992a-4ec2-8cfd-639ef39e24c1", - "b82715e5-2aba-4888-a1de-8582bb6099a7", - "d7e1d4d2-a758-48dd-8f0f-7c9a21a8936e" + "5e8c5d6a-2b6a-42a6-87ee-815e48a31ad6", + "6a49c254-22aa-4331-b058-0baa003063d8", + "f2a4a91c-e779-4fe0-9ce3-d32d1cb12875", + "38a71390-7e28-4638-b613-99a0937d8f6f" ], "portsOutOrder": [ - "8e8df9c2-1b24-477e-abd3-7cf6a046376f" + "43c81b01-d5bb-4a17-844a-c2b7bb69a242" ] } } diff --git a/examples/AutoMLBasicMulticlassClassification.xircuits b/examples/AutoMLBasicMulticlassClassification.xircuits index 72301a9..cdb10cd 100644 --- a/examples/AutoMLBasicMulticlassClassification.xircuits +++ b/examples/AutoMLBasicMulticlassClassification.xircuits @@ -1,36 +1,36 @@ { "id": "46e2beec-4309-42ab-ab13-01357f3705d1", - "offsetX": -269.81093623281595, - "offsetY": 13.603259529185038, - "zoom": 124.16666666666679, + "offsetX": -691.5987769253493, + "offsetY": 78.15958437838373, + "zoom": 74.16666666666679, "gridSize": 0, "layers": [ { - "id": "19e441e7-f5c3-4726-a9e6-9d6d2a98d4b6", + "id": "d753e1c2-0cde-42af-9a4b-7ed1120bd56a", "type": "diagram-links", "isSvg": true, "transformed": true, "models": { "dcf27cd0-7433-4d9c-aa1c-9cf488d899ff": { "id": "dcf27cd0-7433-4d9c-aa1c-9cf488d899ff", - "type": "triangle", + "type": "triangle-link", "selected": false, "source": "8037de71-12dd-4f28-a20e-a76dcc7f34d8", "sourcePort": "6cdf7f1d-3fc9-412c-989c-89cc2ad69a5e", - "target": "f320c5d5-79ec-49af-b3c8-091ce09f6797", - "targetPort": "623e5d8c-36fe-46ed-9a3b-201111e0785b", + "target": "a8b12b9f-6608-4fa4-94a1-8e335bebfcf7", + "targetPort": "cb813fc0-0230-4ff5-9030-0fca663c3381", "points": [ { "id": "4412cbed-bcb7-45e3-ae11-024e0d62bfbd", "type": "point", - "x": 178.710936172225, - "y": 103.4765690561014 + "x": 207.77498967023888, + "y": 105.96250682040241 }, { "id": "b7e9e934-9354-4426-ae27-da4ec60dc6dd", "type": "point", - "x": 303.26170154898796, - "y": 138.82812285142307 + "x": 304.8874798634664, + "y": 141.32500378578925 } ], "labels": [], @@ -41,24 +41,24 @@ }, "a2934c16-25dc-4b9a-883a-cf8e437dd12b": { "id": "a2934c16-25dc-4b9a-883a-cf8e437dd12b", - "type": "custom", + "type": "parameter-link", "selected": false, - "source": "cd57ccd9-be74-4d96-8bb0-b20f507ce184", - "sourcePort": "ba636f1b-cd95-46da-8f04-5105f43c0e63", - "target": "f320c5d5-79ec-49af-b3c8-091ce09f6797", - "targetPort": "6e5bf06c-f113-40db-a305-e688566aff86", + "source": "02e9c860-b4a9-490e-bcd8-d5b8d2c8d1d7", + "sourcePort": "72f09f0c-39dc-43df-8411-2763e1ece8cb", + "target": "a8b12b9f-6608-4fa4-94a1-8e335bebfcf7", + "targetPort": "0048e881-5a35-4a1f-9158-fabf9b6adf54", "points": [ { "id": "8f354e92-70cf-4de6-b61f-7bd534c2c43c", "type": "point", - "x": 248.51559960634955, - "y": 343.4765690561012 + "x": 233.13745277482977, + "y": 342.97500736903265 }, { "id": "2fd48db8-720c-4049-93a5-3c3f60a768f5", "type": "point", - "x": 303.26170154898796, - "y": 154.8242089208245 + "x": 304.8874798634664, + "y": 162.9249889727625 } ], "labels": [], @@ -69,24 +69,24 @@ }, "0ff20c4f-068b-4666-bdff-4d910f85ccd1": { "id": "0ff20c4f-068b-4666-bdff-4d910f85ccd1", - "type": "triangle", + "type": "triangle-link", "selected": false, - "source": "f320c5d5-79ec-49af-b3c8-091ce09f6797", - "sourcePort": "cc6cd8ad-bd76-4aa0-9ed7-9249ee92b27b", - "target": "fd3e8e77-52e7-45d0-b385-d32651a6ae1d", - "targetPort": "b948b2de-5ce9-469e-b716-1e06ffafc745", + "source": "a8b12b9f-6608-4fa4-94a1-8e335bebfcf7", + "sourcePort": "93dab562-857e-4b7b-9d45-74deca6a932f", + "target": "fa7dbea4-51d5-4d54-bd53-469fc80ea6e1", + "targetPort": "1916ca05-bf7d-444e-a57f-0d91ddbe8506", "points": [ { "id": "5febf46c-6a51-4231-829d-a88d2e2eb47e", "type": "point", - "x": 458.3593731601848, - "y": 138.82812285142307 + "x": 465.5874755258554, + "y": 141.32500378578925 }, { "id": "7cdd3242-1b94-41a6-ba95-6003cbc5eef3", "type": "point", - "x": 589.9804689583443, - "y": 187.16797428202153 + "x": 591.5999943335985, + "y": 189.64999336180745 } ], "labels": [], @@ -97,24 +97,24 @@ }, "13377dcc-4bd1-4100-ad08-8d80a23c47bb": { "id": "13377dcc-4bd1-4100-ad08-8d80a23c47bb", - "type": "custom", + "type": "parameter-link", "selected": false, - "source": "f4459292-c737-4379-8c11-a8b98f768874", - "sourcePort": "e94e52fb-bf18-4fcf-80bb-0b3373195340", - "target": "fd3e8e77-52e7-45d0-b385-d32651a6ae1d", - "targetPort": "57c31d97-e0f7-4c68-935e-188f5c6c720b", + "source": "0ff2954e-4414-43e1-abbc-5347288263fd", + "sourcePort": "f2f8d7c8-25c2-43b1-a001-f37e79de133a", + "target": "fa7dbea4-51d5-4d54-bd53-469fc80ea6e1", + "targetPort": "e5b28ba4-769f-4f50-b4d9-468b9ef9d90a", "points": [ { "id": "7abf42b6-cda4-4d05-82ae-5c5ac247b126", "type": "point", - "x": 503.6523111877907, - "y": 385.410179191378 + "x": 488.64997964058495, + "y": 384.9124880383756 }, { "id": "8026e2ae-3487-44fa-8d6e-2f18422f55cc", "type": "point", - "x": 589.9804689583443, - "y": 235.15624017082442 + "x": 591.5999943335985, + "y": 254.45001450123084 } ], "labels": [], @@ -125,24 +125,24 @@ }, "2af7a846-950e-4604-a3c3-8c667216854c": { "id": "2af7a846-950e-4604-a3c3-8c667216854c", - "type": "custom", + "type": "parameter-link", "selected": false, - 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"type": "string" + "type": "string", + "attached": false }, "x": 2821.4414754824165, "y": 506.7184864992779, "ports": [ { - "id": "2d16d83a-3831-4bd1-a9d6-7e0710447ae7", + "id": "57ccace8-3bbf-49c1-84eb-a543b12f1db3", "type": "default", "extras": {}, - "x": 2960.7189732695833, - "y": 531.0417368855307, + "x": 2960.8501849838945, + "y": 530.5125204659639, "name": "out-0", "alignment": "right", - "parentNode": "e6720b7b-1e64-4279-ae81-942ee1708221", + "parentNode": "d6e7d150-172e-4bd3-ae2b-bd183a55dcb5", "links": [ "0656fc60-5205-4611-a738-ee484934f046" ], @@ -1353,20 +1358,57 @@ "label": "Basic Regression Model", "varName": "Basic Regression Model", "portType": "", - "dataType": "" + "dataType": "string" } ], "name": "Literal String", "color": "rgb(15,255,255)", "portsInOrder": [], "portsOutOrder": [ - "2d16d83a-3831-4bd1-a9d6-7e0710447ae7" + "57ccace8-3bbf-49c1-84eb-a543b12f1db3" ] }, - "aa06f003-2b60-410c-a767-1b0857d6da3c": { - "id": "aa06f003-2b60-410c-a767-1b0857d6da3c", + "8c7d6ef9-c80e-42bd-a7c9-17fd022630b9": { + "id": "8c7d6ef9-c80e-42bd-a7c9-17fd022630b9", "type": "custom-node", "selected": false, + "extras": { + "type": "list", + "attached": false + }, + "x": 1125.41015625, + "y": 558.03125, + "ports": [ + { + "id": "eea98e59-4692-4141-ab91-aa8462704971", + "type": "default", + "extras": {}, + "x": 1187.037512975725, + "y": 581.8250398862409, + "name": "out-0", + "alignment": "right", + "parentNode": "8c7d6ef9-c80e-42bd-a7c9-17fd022630b9", + "links": [ + "e405ee9e-ab7d-4653-855d-9cc0e35ef106" + ], + "in": false, + "label": "\"ransac\"", + "varName": "\"ransac\"", + "portType": "", + "dataType": "list" + } + ], + "name": "Literal List", + "color": "rgb(204,204,204)", + "portsInOrder": [], + "portsOutOrder": [ + "eea98e59-4692-4141-ab91-aa8462704971" + ] + }, + "f9637091-3387-4cfd-9e5b-994e89a18ec3": { + "id": "f9637091-3387-4cfd-9e5b-994e89a18ec3", + "type": "custom-node", + "selected": true, "extras": { "type": "Finish" }, @@ -1374,14 +1416,14 @@ "y": 297.42105263157896, "ports": [ { - "id": "b4360656-231c-4c76-b1f6-8a19bf6367b0", + "id": "4a5f5668-32d1-416f-b221-af6a0a25f293", "type": "default", "extras": {}, - "x": 3243.770731082084, - "y": 324.0833476033038, + "x": 3243.8999452821904, + "y": 324.2125201885311, "name": "in-0", "alignment": "left", - "parentNode": "aa06f003-2b60-410c-a767-1b0857d6da3c", + "parentNode": "f9637091-3387-4cfd-9e5b-994e89a18ec3", "links": [ "2bfafe68-b0de-4096-9f68-1cff9492f6ab" ], @@ -1392,14 +1434,14 @@ "dataType": "" }, { - "id": "14d932ae-3106-433c-9078-5925a852eb73", + "id": "be8be570-b9ff-4978-9b14-4ecbebf479a1", "type": "default", "extras": {}, - "x": 3243.770731082084, - "y": 345.41669527065113, + "x": 3243.8999452821904, + "y": 345.81253600218525, "name": "parameter-dynalist-outputs", "alignment": "left", - "parentNode": "aa06f003-2b60-410c-a767-1b0857d6da3c", + "parentNode": "f9637091-3387-4cfd-9e5b-994e89a18ec3", "links": [], "in": true, "label": "outputs", @@ -1416,15 +1458,15 @@ "name": "Finish", "color": "rgb(255,102,102)", "portsInOrder": [ - "b4360656-231c-4c76-b1f6-8a19bf6367b0", - "14d932ae-3106-433c-9078-5925a852eb73" + "4a5f5668-32d1-416f-b221-af6a0a25f293", + "be8be570-b9ff-4978-9b14-4ecbebf479a1" ], "portsOutOrder": [] }, - "cf55945a-549e-4ab5-8f94-3f09d307be11": { - "id": "cf55945a-549e-4ab5-8f94-3f09d307be11", + "c60d9442-9329-467c-836e-94f581035d6b": { + "id": "c60d9442-9329-467c-836e-94f581035d6b", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/utils.py", @@ -1440,14 +1482,14 @@ "y": 198.03125, "ports": [ { - "id": "d8698817-9d4e-4981-83d2-6248f6837879", + "id": "4035bc81-38b2-4e63-b9ac-58d4f822d4a4", "type": "default", "extras": {}, - "x": 247.67707818346506, - "y": 224.6979230760487, + "x": 247.81251380802118, + "y": 224.82500451359311, "name": "in-0", "alignment": "left", - "parentNode": "cf55945a-549e-4ab5-8f94-3f09d307be11", + "parentNode": "c60d9442-9329-467c-836e-94f581035d6b", "links": [ "1fdf6bd0-a1d2-4932-a452-b0feeac5d7cb" ], @@ -1458,14 +1500,14 @@ "dataType": "" }, { - "id": "1715355e-6724-437a-96eb-0a9ded787bba", + "id": "85080b36-2fed-4c40-9b94-f15a6942939a", "type": "default", "extras": {}, - "x": 247.67707818346506, - "y": 246.03124993595642, + "x": 247.81251380802118, + "y": 246.42500992352743, "name": "parameter-string-dataset", "alignment": "left", - "parentNode": "cf55945a-549e-4ab5-8f94-3f09d307be11", + "parentNode": "c60d9442-9329-467c-836e-94f581035d6b", "links": [ "1e13bd6b-10fa-4607-8e2c-8b6b8d820f9f" ], @@ -1476,14 +1518,14 @@ "dataType": "string" }, { - "id": "e9b1758b-0361-4a1e-bc32-64601de2dbf6", + "id": "46823b44-e178-4dd5-bbe2-8d20f6245afc", "type": "default", "extras": {}, - "x": 247.67707818346506, - "y": 267.36459760330376, + "x": 247.81251380802118, + "y": 268.0250257371816, "name": "parameter-boolean-save_copy", "alignment": "left", - "parentNode": "cf55945a-549e-4ab5-8f94-3f09d307be11", + "parentNode": "c60d9442-9329-467c-836e-94f581035d6b", "links": [], "in": true, "label": "save_copy", @@ -1492,14 +1534,14 @@ "dataType": "boolean" }, { - "id": "467111fa-d1df-4778-b7bd-4f5700d547cc", + "id": "be3cc407-10e2-4393-bf6f-8a45d60c936a", "type": "default", "extras": {}, - "x": 247.67707818346506, - "y": 288.6979452706511, + "x": 247.81251380802118, + "y": 289.6250207433961, "name": "parameter-boolean-verbose", "alignment": "left", - "parentNode": "cf55945a-549e-4ab5-8f94-3f09d307be11", + "parentNode": "c60d9442-9329-467c-836e-94f581035d6b", "links": [], "in": true, "label": "verbose", @@ -1508,14 +1550,14 @@ "dataType": "boolean" }, { - "id": "1ee2ff8a-4ad5-4496-a61a-cabd4affb92b", + "id": "fcf85ff1-f966-46fa-9d07-2af2b9f68c19", "type": "default", "extras": {}, - "x": 408.1041439460718, - "y": 224.6979230760487, + "x": 408.51248994882394, + "y": 224.82500451359311, "name": "out-0", "alignment": "right", - "parentNode": "cf55945a-549e-4ab5-8f94-3f09d307be11", + "parentNode": "c60d9442-9329-467c-836e-94f581035d6b", "links": [ "17a56b49-55cf-4f85-841c-e8ebd4f751a0" ], @@ -1526,14 +1568,14 @@ "dataType": "" }, { - "id": "9432912d-b046-4f4d-a665-34c0a33519c5", + "id": "e4a44ab3-316c-4fdd-b911-a2f2e6c8f718", "type": "default", "extras": {}, - "x": 408.1041439460718, - "y": 246.03124993595642, + "x": 408.51248994882394, + "y": 246.42500992352743, "name": "parameter-out-any-out_dataset", "alignment": "right", - "parentNode": "cf55945a-549e-4ab5-8f94-3f09d307be11", + "parentNode": "c60d9442-9329-467c-836e-94f581035d6b", "links": [ "06171d00-b44d-4839-8efe-9cf9e07f55a3" ], @@ -1547,20 +1589,20 @@ "name": "GetData", "color": "green", "portsInOrder": [ - "d8698817-9d4e-4981-83d2-6248f6837879", - "1715355e-6724-437a-96eb-0a9ded787bba", - "e9b1758b-0361-4a1e-bc32-64601de2dbf6", - "467111fa-d1df-4778-b7bd-4f5700d547cc" + "4035bc81-38b2-4e63-b9ac-58d4f822d4a4", + "85080b36-2fed-4c40-9b94-f15a6942939a", + "46823b44-e178-4dd5-bbe2-8d20f6245afc", + "be3cc407-10e2-4393-bf6f-8a45d60c936a" ], "portsOutOrder": [ - "1ee2ff8a-4ad5-4496-a61a-cabd4affb92b", - "9432912d-b046-4f4d-a665-34c0a33519c5" + "fcf85ff1-f966-46fa-9d07-2af2b9f68c19", + "e4a44ab3-316c-4fdd-b911-a2f2e6c8f718" ] }, - "910166c5-3203-45e8-902a-9394a763acbf": { - "id": "910166c5-3203-45e8-902a-9394a763acbf", + "90f9812a-be06-4f89-926a-00fe8b1a6d88": { + "id": "90f9812a-be06-4f89-926a-00fe8b1a6d88", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/utils.py", @@ -1576,14 +1618,14 @@ "y": 279.03125, "ports": [ { - "id": "d9794e67-626e-4ff3-a18f-6c5df2195c97", + "id": "fdd425c4-c04c-4484-9fc3-69f8d21c16b6", "type": "default", "extras": {}, - "x": 520.6770948294171, - "y": 305.69795636795226, + "x": 520.8125096465336, + "y": 305.8250274017768, "name": "in-0", "alignment": "left", - "parentNode": "910166c5-3203-45e8-902a-9394a763acbf", + "parentNode": "90f9812a-be06-4f89-926a-00fe8b1a6d88", "links": [ "17a56b49-55cf-4f85-841c-e8ebd4f751a0" ], @@ -1594,14 +1636,14 @@ "dataType": "" }, { - "id": "743b9ac2-a7cb-4e77-9f30-6aaaf747748b", + "id": "49b06390-e38f-47cd-a8fd-c98eff99d4ff", "type": "default", "extras": {}, - "x": 520.6770948294171, - "y": 327.0312624204203, + "x": 520.8125096465336, + "y": 327.4250224079913, "name": "parameter-any-in_dataset", "alignment": "left", - "parentNode": "910166c5-3203-45e8-902a-9394a763acbf", + "parentNode": "90f9812a-be06-4f89-926a-00fe8b1a6d88", "links": [ "06171d00-b44d-4839-8efe-9cf9e07f55a3" ], @@ -1612,14 +1654,14 @@ "dataType": "any" }, { - "id": "b71c9ab7-a104-46ed-8207-5c659d1f0db3", + "id": "c754e311-4a65-4498-8792-3aae51f0de68", "type": "default", "extras": {}, - "x": 520.6770948294171, - "y": 348.36461008776763, + "x": 520.8125096465336, + "y": 349.0249966067662, "name": "parameter-float-test_fraction", "alignment": "left", - "parentNode": "910166c5-3203-45e8-902a-9394a763acbf", + "parentNode": "90f9812a-be06-4f89-926a-00fe8b1a6d88", "links": [ "275387df-791c-43a7-99b4-d8ee31824031" ], @@ -1630,14 +1672,14 @@ "dataType": "float" }, { - "id": "a8a2db64-8d4a-4832-ae86-0b6e4ec3d0f1", + "id": "f44edfa3-c0c5-4b83-8edf-2d339b3c24b1", "type": "default", "extras": {}, - "x": 520.6770948294171, - "y": 369.6979369476753, + "x": 520.8125096465336, + "y": 370.6250124204204, "name": "parameter-int-seed", "alignment": "left", - "parentNode": "910166c5-3203-45e8-902a-9394a763acbf", + "parentNode": "90f9812a-be06-4f89-926a-00fe8b1a6d88", "links": [ "62b165b1-f5f0-4b2e-a560-21c86b4c06d6" ], @@ -1648,14 +1690,14 @@ "dataType": "int" }, { - "id": "f7094dc8-c351-421f-98d2-d7f983b30076", + "id": "efe45834-7f99-498e-94f9-c9c6c3b27cf7", "type": "default", "extras": {}, - "x": 714.7187457749075, - "y": 305.69795636795226, + "x": 715.1249902262568, + "y": 305.8250274017768, "name": "out-0", "alignment": "right", - "parentNode": "910166c5-3203-45e8-902a-9394a763acbf", + "parentNode": "90f9812a-be06-4f89-926a-00fe8b1a6d88", "links": [ "9034d1e3-970a-4e70-8de5-c1b8ee216488" ], @@ -1666,14 +1708,14 @@ "dataType": "" }, { - "id": "75917e53-d370-4910-945b-1a68c2562080", + "id": "46bbae03-30a9-484d-ad22-7719824d0ffd", "type": "default", "extras": {}, - "x": 714.7187457749075, - "y": 327.0312624204203, + "x": 715.1249902262568, + "y": 327.4250224079913, "name": "parameter-out-any-train_val_dataset", "alignment": "right", - "parentNode": "910166c5-3203-45e8-902a-9394a763acbf", + "parentNode": "90f9812a-be06-4f89-926a-00fe8b1a6d88", "links": [ "558a05bd-3f82-49b8-8933-6838bf2a36a4" ], @@ -1684,14 +1726,14 @@ "dataType": "any" }, { - "id": "98792f37-d4d0-4791-b44a-6f6bbcf63268", + "id": "2d171eb7-4f39-477d-aeb3-7ea96a0ac580", "type": "default", "extras": {}, - "x": 714.7187457749075, - "y": 348.36461008776763, + "x": 715.1249902262568, + "y": 349.0249966067662, "name": "parameter-out-any-test_Dataset", "alignment": "right", - "parentNode": "910166c5-3203-45e8-902a-9394a763acbf", + "parentNode": "90f9812a-be06-4f89-926a-00fe8b1a6d88", "links": [], "in": false, "label": "test_Dataset", @@ -1703,29 +1745,29 @@ "name": "SampleTestData", "color": "green", "portsInOrder": [ - "d9794e67-626e-4ff3-a18f-6c5df2195c97", - "743b9ac2-a7cb-4e77-9f30-6aaaf747748b", - "b71c9ab7-a104-46ed-8207-5c659d1f0db3", - "a8a2db64-8d4a-4832-ae86-0b6e4ec3d0f1" + "fdd425c4-c04c-4484-9fc3-69f8d21c16b6", + "49b06390-e38f-47cd-a8fd-c98eff99d4ff", + "c754e311-4a65-4498-8792-3aae51f0de68", + "f44edfa3-c0c5-4b83-8edf-2d339b3c24b1" ], "portsOutOrder": [ - "f7094dc8-c351-421f-98d2-d7f983b30076", - "75917e53-d370-4910-945b-1a68c2562080", - "98792f37-d4d0-4791-b44a-6f6bbcf63268" + "efe45834-7f99-498e-94f9-c9c6c3b27cf7", + "46bbae03-30a9-484d-ad22-7719824d0ffd", + "2d171eb7-4f39-477d-aeb3-7ea96a0ac580" ] }, - "0d9514bf-d4e2-4c8a-a27f-4cdbb844db01": { - "id": "0d9514bf-d4e2-4c8a-a27f-4cdbb844db01", + "ca6200d8-e922-421d-ae2c-25476fc39652": { + "id": "ca6200d8-e922-421d-ae2c-25476fc39652", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/regression.py", - "description": null, + "description": "Trains and evaluates performance of all estimators available in the model library using cross validation.\nThe output of this component is a score grid with average cross-validated scores.\n\n##### inPorts:\n- sort_by (str): The sort order of the score grid.\n- exclude (list): To omit certain models from training and evaluation, pass a list containing model id in the exclude parameter.\n- num_top (int): Number of top_n models to return.\n\n##### outPorts:\n- top_models (any): List of top models.", "lineNo": [ { - "lineno": 116, - "end_lineno": 147 + "lineno": 86, + "end_lineno": 117 } ] }, @@ -1733,14 +1775,14 @@ "y": 322.03125, "ports": [ { - "id": "af301dac-bf53-4352-96f9-f4fdf2a720ef", + "id": "9fc253fb-cfc8-4b9b-ab11-2f7ef192c039", "type": "default", "extras": {}, - "x": 1257.072982724482, - "y": 348.69794527065113, + "x": 1257.2001161806254, + "y": 348.82501630447575, "name": "in-0", "alignment": "left", - "parentNode": "0d9514bf-d4e2-4c8a-a27f-4cdbb844db01", + "parentNode": "ca6200d8-e922-421d-ae2c-25476fc39652", "links": [ "6e469e0d-cf97-491e-8688-2bb64558d429" ], @@ -1751,14 +1793,14 @@ "dataType": "" }, { - "id": "cfd65154-74e6-40c3-a8f8-0aaaef3cdeeb", + "id": "a5883e44-2b8c-445d-9be0-a1e029fbbd18", "type": "default", "extras": {}, - "x": 1257.072982724482, - "y": 370.0312721305589, + "x": 1257.2001161806254, + "y": 370.42501131069025, "name": "parameter-string-sort_by", "alignment": "left", - "parentNode": "0d9514bf-d4e2-4c8a-a27f-4cdbb844db01", + "parentNode": "ca6200d8-e922-421d-ae2c-25476fc39652", "links": [], "in": true, "label": "sort_by", @@ -1767,14 +1809,14 @@ "dataType": "string" }, { - "id": "1d024675-2ae3-45fa-a247-c56623de3052", + "id": "7b4fa451-1ea6-43f0-97c8-1106a8b397e8", "type": "default", "extras": {}, - "x": 1257.072982724482, - "y": 391.36459899046656, + "x": 1257.2001161806254, + "y": 392.0250271243444, "name": "parameter-list-exclude", "alignment": "left", - "parentNode": "0d9514bf-d4e2-4c8a-a27f-4cdbb844db01", + "parentNode": "ca6200d8-e922-421d-ae2c-25476fc39652", "links": [ "e405ee9e-ab7d-4653-855d-9cc0e35ef106" ], @@ -1785,14 +1827,14 @@ "dataType": "list" }, { - "id": "2b136d19-e5b0-43f8-a901-cc651096ad25", + "id": "4041f5c3-6e96-452b-9e90-58f2e4bd1e8f", "type": "default", "extras": {}, - "x": 1257.072982724482, - "y": 412.69792585037425, + "x": 1257.2001161806254, + "y": 413.62500132311925, "name": "parameter-int-num_top", "alignment": "left", - "parentNode": "0d9514bf-d4e2-4c8a-a27f-4cdbb844db01", + "parentNode": "ca6200d8-e922-421d-ae2c-25476fc39652", "links": [], "in": true, "label": "num_top", @@ -1801,14 +1843,14 @@ "dataType": "int" }, { - "id": "94745475-dc16-43a6-9fd5-6a9809b297d4", + "id": "08a3ace2-2a99-4608-88e9-f982c0d20baa", "type": "default", "extras": {}, - "x": 1451.2813844911725, - "y": 348.69794527065113, + "x": 1451.1624907811226, + "y": 348.82501630447575, "name": "out-0", "alignment": "right", - "parentNode": "0d9514bf-d4e2-4c8a-a27f-4cdbb844db01", + "parentNode": "ca6200d8-e922-421d-ae2c-25476fc39652", "links": [ "07fd67bf-7874-42aa-af16-c3b5e3334d51" ], @@ -1819,14 +1861,14 @@ "dataType": "" }, { - "id": "5010c0c9-142c-4d77-9e52-6cdd379caf3a", + "id": "a9adc8d3-c4fa-4e71-9bf6-75e2fc09069b", "type": "default", "extras": {}, - "x": 1451.2813844911725, - "y": 370.0312721305589, + "x": 1451.1624907811226, + "y": 370.42501131069025, "name": "parameter-out-any-top_models", "alignment": "right", - "parentNode": "0d9514bf-d4e2-4c8a-a27f-4cdbb844db01", + "parentNode": "ca6200d8-e922-421d-ae2c-25476fc39652", "links": [], "in": false, "label": "top_models", @@ -1838,28 +1880,28 @@ "name": "CompareModelsRegression", "color": "firebrick", "portsInOrder": [ - "af301dac-bf53-4352-96f9-f4fdf2a720ef", - "cfd65154-74e6-40c3-a8f8-0aaaef3cdeeb", - "1d024675-2ae3-45fa-a247-c56623de3052", - "2b136d19-e5b0-43f8-a901-cc651096ad25" + "9fc253fb-cfc8-4b9b-ab11-2f7ef192c039", + "a5883e44-2b8c-445d-9be0-a1e029fbbd18", + "7b4fa451-1ea6-43f0-97c8-1106a8b397e8", + "4041f5c3-6e96-452b-9e90-58f2e4bd1e8f" ], "portsOutOrder": [ - "94745475-dc16-43a6-9fd5-6a9809b297d4", - "5010c0c9-142c-4d77-9e52-6cdd379caf3a" + "08a3ace2-2a99-4608-88e9-f982c0d20baa", + "a9adc8d3-c4fa-4e71-9bf6-75e2fc09069b" ] }, - "c56938fb-7712-4c1b-bf8a-8ef4aae0cbf6": { - "id": "c56938fb-7712-4c1b-bf8a-8ef4aae0cbf6", + "a207f086-2d98-48f4-a860-f2713f27be48": { + "id": "a207f086-2d98-48f4-a860-f2713f27be48", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/regression.py", - "description": null, + "description": "Trains and evaluates the performance of a given estimator using cross validation.\nThe output of this component is a score grid with CV scores by fold.\n\n##### inPorts:\n- model_id (str): ID of an estimator available in model library or pass an untrained model object consistent with scikit-learn API.\n- num_fold (int): Controls cross-validation. If None, the CV generator in the fold_strategy parameter of the setup function is used.\n\n##### outPorts:\n- out_created_model (any): Trained Model object.", "lineNo": [ { - "lineno": 155, - "end_lineno": 183 + "lineno": 120, + "end_lineno": 149 } ] }, @@ -1867,14 +1909,14 @@ "y": 314.03125, "ports": [ { - "id": "7e7beffd-293f-4f20-8c60-669287659033", + "id": "06e5b687-cacc-4a64-93c7-80439ab011d5", "type": "default", "extras": {}, - "x": 1526.708353152394, - "y": 340.6979424963259, + "x": 1526.8375673525006, + "y": 340.82501353015044, "name": "in-0", "alignment": "left", - "parentNode": "c56938fb-7712-4c1b-bf8a-8ef4aae0cbf6", + "parentNode": "a207f086-2d98-48f4-a860-f2713f27be48", "links": [ "07fd67bf-7874-42aa-af16-c3b5e3334d51" ], @@ -1885,14 +1927,14 @@ "dataType": "" }, { - "id": "88a0b659-9472-45a5-a5ec-5b0e4a8020ba", + "id": "db0294df-881a-414f-8d46-5904e22b3e6a", "type": "default", "extras": {}, - "x": 1526.708353152394, - "y": 362.03126935623357, + "x": 1526.8375673525006, + "y": 362.42502934380457, "name": "parameter-string-model_id", "alignment": "left", - "parentNode": "c56938fb-7712-4c1b-bf8a-8ef4aae0cbf6", + "parentNode": "a207f086-2d98-48f4-a860-f2713f27be48", "links": [ "d46ab1e3-ae3c-4e59-adcf-58d630fc50b1" ], @@ -1903,14 +1945,14 @@ "dataType": "string" }, { - "id": "a3f4702f-9f45-481b-a2d3-5253f1db2c2d", + "id": "b650cfa4-69f0-41ee-ab37-b0d85c030f0d", "type": "default", "extras": {}, - "x": 1526.708353152394, - "y": 383.36459621614125, + "x": 1526.8375673525006, + "y": 384.02500354257944, "name": "parameter-int-num_fold", "alignment": "left", - "parentNode": "c56938fb-7712-4c1b-bf8a-8ef4aae0cbf6", + "parentNode": "a207f086-2d98-48f4-a860-f2713f27be48", "links": [], "in": true, "label": "num_fold", @@ -1919,14 +1961,14 @@ "dataType": "int" }, { - "id": "b470f8bd-8f6a-4ae0-a9b5-df4b991d9eb9", + "id": "da70b1d6-a10c-466b-94a6-e72cdc19352a", "type": "default", "extras": {}, - "x": 1716.4791938839285, - "y": 340.6979424963259, + "x": 1716.88756069412, + "y": 340.82501353015044, "name": "out-0", "alignment": "right", - "parentNode": "c56938fb-7712-4c1b-bf8a-8ef4aae0cbf6", + "parentNode": "a207f086-2d98-48f4-a860-f2713f27be48", "links": [ "433c888b-e6b8-4f23-96fb-8d26dfd40529" ], @@ -1937,14 +1979,14 @@ "dataType": "" }, { - "id": "59efde79-ab04-4b3a-b953-eb7d6ad38b06", + "id": "f0148c85-5a8c-42ef-8fac-c7d27397f03f", "type": "default", "extras": {}, - "x": 1716.4791938839285, - "y": 362.03126935623357, + "x": 1716.88756069412, + "y": 362.42502934380457, "name": "parameter-out-any-out_created_model", "alignment": "right", - "parentNode": "c56938fb-7712-4c1b-bf8a-8ef4aae0cbf6", + "parentNode": "a207f086-2d98-48f4-a860-f2713f27be48", "links": [ "75b67e8c-1930-41be-8e87-ce50547e8741" ], @@ -1958,27 +2000,27 @@ "name": "CreateModelRegression", "color": "orange", "portsInOrder": [ - "7e7beffd-293f-4f20-8c60-669287659033", - "88a0b659-9472-45a5-a5ec-5b0e4a8020ba", - "a3f4702f-9f45-481b-a2d3-5253f1db2c2d" + "06e5b687-cacc-4a64-93c7-80439ab011d5", + "db0294df-881a-414f-8d46-5904e22b3e6a", + "b650cfa4-69f0-41ee-ab37-b0d85c030f0d" ], "portsOutOrder": [ - "b470f8bd-8f6a-4ae0-a9b5-df4b991d9eb9", - "59efde79-ab04-4b3a-b953-eb7d6ad38b06" + "da70b1d6-a10c-466b-94a6-e72cdc19352a", + "f0148c85-5a8c-42ef-8fac-c7d27397f03f" ] }, - "1c79a276-2963-406c-9cba-b89c055f7507": { - "id": "1c79a276-2963-406c-9cba-b89c055f7507", + "8cc28b27-026e-470c-93f9-c2b8e9ed454b": { + "id": "8cc28b27-026e-470c-93f9-c2b8e9ed454b", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/regression.py", - "description": null, + "description": "Tunes the hyperparameters of a given model. The output of this component is\na score grid with CV scores by fold of the best selected model based on optimize parameter.\n\n##### inPorts:\n- in_model (any): Trained model object.\n- optimize (str): Metric name to be evaluated for hyperparameter tuning.\n- early_stopping_patience (int): Maximum number of epochs to run for each sampled configuration.\n- num_fold (int): Controls cross-validation. If None, the CV generator in the fold_strategy parameter of the setup function is used.\n- n_iter (int): Number of iterations in the grid search. Increasing 'n_iter' may improve model performance but also increases the training time.\n- custom_grid (any): To define custom search space for hyperparameters, pass a dictionary with parameter name and values to be iterated.\n\n##### outPorts:\n- out_tuned_model (any): Tuned model object.", "lineNo": [ { - "lineno": 191, - "end_lineno": 246 + "lineno": 152, + "end_lineno": 207 } ] }, @@ -1986,14 +2028,14 @@ "y": 305.4523026315789, "ports": [ { - "id": "36185fd5-c130-4239-9b80-cd04c4961f5b", + "id": "77db90b7-0557-4c72-83c1-3881eeab1715", "type": "default", "extras": {}, - "x": 1827.4376122965707, - "y": 332.1146031519544, + "x": 1827.5751494725293, + "y": 332.2500179690709, "name": "in-0", "alignment": "left", - "parentNode": "1c79a276-2963-406c-9cba-b89c055f7507", + "parentNode": "8cc28b27-026e-470c-93f9-c2b8e9ed454b", "links": [ "433c888b-e6b8-4f23-96fb-8d26dfd40529" ], @@ -2004,14 +2046,14 @@ "dataType": "" }, { - "id": "2cca08f8-6e9a-461a-b858-290b47bc8501", + "id": "b85a127b-88c4-400a-9bba-0a2e63680d60", "type": "default", "extras": {}, - "x": 1827.4376122965707, - "y": 353.44795081930175, + "x": 1827.5751494725293, + "y": 353.850033782725, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "1c79a276-2963-406c-9cba-b89c055f7507", + "parentNode": "8cc28b27-026e-470c-93f9-c2b8e9ed454b", "links": [ "75b67e8c-1930-41be-8e87-ce50547e8741" ], @@ -2022,14 +2064,14 @@ "dataType": "any" }, { - "id": "6c6dea6a-10a1-4b74-83e9-75b1fed01901", + "id": "2a9ef244-6d91-41df-ac0e-6d1cc92667dc", "type": "default", "extras": {}, - "x": 1827.4376122965707, - "y": 374.7812568717698, + "x": 1827.5751494725293, + "y": 375.4500079814999, "name": "parameter-string-optimize", "alignment": "left", - "parentNode": "1c79a276-2963-406c-9cba-b89c055f7507", + "parentNode": "8cc28b27-026e-470c-93f9-c2b8e9ed454b", "links": [ "8b492162-334e-4c37-abfa-95edc5caae18" ], @@ -2040,14 +2082,14 @@ "dataType": "string" }, { - "id": "6e2a3cce-0662-4ca2-b1ec-ba12219980f4", + "id": "f4dc74b2-76bd-4a5a-a82c-465cee60a945", "type": "default", "extras": {}, - "x": 1827.4376122965707, - "y": 396.1146045391171, + "x": 1827.5751494725293, + "y": 397.05000298771444, "name": "parameter-int-early_stopping_patience", "alignment": "left", - "parentNode": "1c79a276-2963-406c-9cba-b89c055f7507", + "parentNode": "8cc28b27-026e-470c-93f9-c2b8e9ed454b", "links": [], "in": true, "label": "early_stopping_patience", @@ -2056,14 +2098,14 @@ "dataType": "int" }, { - "id": "48b0382d-3bc5-4271-bf6f-ebd8deb27a81", + "id": "8ebda45b-7dcc-486f-8b78-419965019df8", "type": "default", "extras": {}, - "x": 1827.4376122965707, - "y": 417.4479313990248, + "x": 1827.5751494725293, + "y": 418.65001880136856, "name": "parameter-int-num_fold", "alignment": "left", - "parentNode": "1c79a276-2963-406c-9cba-b89c055f7507", + "parentNode": "8cc28b27-026e-470c-93f9-c2b8e9ed454b", "links": [], "in": true, "label": "num_fold", @@ -2072,14 +2114,14 @@ "dataType": "int" }, { - "id": "600dcf0e-4545-4cf8-aaa8-c82c2d32f438", + "id": "1bc90a90-c46e-4171-a254-a66ae30003f6", "type": "default", "extras": {}, - "x": 1827.4376122965707, - "y": 438.7812998738118, + "x": 1827.5751494725293, + "y": 440.25001380758306, "name": "parameter-int-n_iter", "alignment": "left", - "parentNode": "1c79a276-2963-406c-9cba-b89c055f7507", + "parentNode": "8cc28b27-026e-470c-93f9-c2b8e9ed454b", "links": [], "in": true, "label": "n_iter", @@ -2088,14 +2130,14 @@ "dataType": "int" }, { - "id": "50c446ca-5536-4bca-9d13-b8d9db3836ba", + "id": "ced9bf61-63f9-4664-9418-10ae7755d3f3", "type": "default", "extras": {}, - "x": 1827.4376122965707, - "y": 460.11458511884024, + "x": 1827.5751494725293, + "y": 461.85005042867687, "name": "parameter-any-custom_grid", "alignment": "left", - "parentNode": "1c79a276-2963-406c-9cba-b89c055f7507", + "parentNode": "8cc28b27-026e-470c-93f9-c2b8e9ed454b", "links": [], "in": true, "label": "custom_grid", @@ -2104,14 +2146,14 @@ "dataType": "any" }, { - "id": "77bc918b-b693-460d-b62a-b739edf982f5", + "id": "0b05d067-3dc7-484e-b57d-c58f407b2504", "type": "default", "extras": {}, - "x": 2082.052092055094, - "y": 332.1146031519544, + "x": 2082.46245637949, + "y": 332.2500179690709, "name": "out-0", "alignment": "right", - "parentNode": "1c79a276-2963-406c-9cba-b89c055f7507", + "parentNode": "8cc28b27-026e-470c-93f9-c2b8e9ed454b", "links": [ "5bc61c0c-df8b-472b-8353-250ba44ef99a" ], @@ -2122,14 +2164,14 @@ "dataType": "" }, { - "id": "06b104d5-5407-496d-a636-f4a93bce4e7d", + "id": "43c0f857-40ec-49af-bb8f-ec16bf4266c6", "type": "default", "extras": {}, - "x": 2082.052092055094, - "y": 353.44795081930175, + "x": 2082.46245637949, + "y": 353.850033782725, "name": "parameter-out-any-out_tuned_model", "alignment": "right", - "parentNode": "1c79a276-2963-406c-9cba-b89c055f7507", + "parentNode": "8cc28b27-026e-470c-93f9-c2b8e9ed454b", "links": [ "2b983d2d-7fa8-40da-a8a7-4883e7f553ea" ], @@ -2143,31 +2185,31 @@ "name": "TuneModelRegression", "color": "salmon", "portsInOrder": [ - "36185fd5-c130-4239-9b80-cd04c4961f5b", - "2cca08f8-6e9a-461a-b858-290b47bc8501", - "6c6dea6a-10a1-4b74-83e9-75b1fed01901", - "6e2a3cce-0662-4ca2-b1ec-ba12219980f4", - "48b0382d-3bc5-4271-bf6f-ebd8deb27a81", - "600dcf0e-4545-4cf8-aaa8-c82c2d32f438", - "50c446ca-5536-4bca-9d13-b8d9db3836ba" + "77db90b7-0557-4c72-83c1-3881eeab1715", + "b85a127b-88c4-400a-9bba-0a2e63680d60", + "2a9ef244-6d91-41df-ac0e-6d1cc92667dc", + "f4dc74b2-76bd-4a5a-a82c-465cee60a945", + "8ebda45b-7dcc-486f-8b78-419965019df8", + "1bc90a90-c46e-4171-a254-a66ae30003f6", + "ced9bf61-63f9-4664-9418-10ae7755d3f3" ], "portsOutOrder": [ - "77bc918b-b693-460d-b62a-b739edf982f5", - "06b104d5-5407-496d-a636-f4a93bce4e7d" + "0b05d067-3dc7-484e-b57d-c58f407b2504", + "43c0f857-40ec-49af-bb8f-ec16bf4266c6" ] }, - "09e04a50-8930-47d8-a3d7-24d87b2a34b0": { - "id": "09e04a50-8930-47d8-a3d7-24d87b2a34b0", + "35ac46ea-a55e-457a-a1d3-d3aef8e21417": { + "id": "35ac46ea-a55e-457a-a1d3-d3aef8e21417", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/regression.py", - "description": null, + "description": "Analyzes the performance of a trained model.\n\n##### inPorts:\n- in_model (any): Trained model object.\n- plot_type (str): Plot name.\n- list_available_plots (bool): List the available plots.\n\n##### outPorts:\n- out_model (any): Trained model object.", "lineNo": [ { - "lineno": 252, - "end_lineno": 291 + "lineno": 210, + "end_lineno": 251 } ] }, @@ -2175,14 +2217,14 @@ "y": 305.45230263157896, "ports": [ { - "id": "478a42b0-7975-4e14-a5bf-9ceadee0f93b", + "id": "9e9c625b-9560-4d0c-b87c-ffca044fcb6a", "type": "default", "extras": {}, - "x": 2159.0206423036734, - "y": 332.1146031519544, + "x": 2159.150022963297, + "y": 332.2500179690709, "name": "in-0", "alignment": "left", - "parentNode": "09e04a50-8930-47d8-a3d7-24d87b2a34b0", + "parentNode": "35ac46ea-a55e-457a-a1d3-d3aef8e21417", "links": [ "5bc61c0c-df8b-472b-8353-250ba44ef99a" ], @@ -2193,14 +2235,14 @@ "dataType": "" }, { - "id": "be356946-e076-4ab8-b0b3-d93d273f28f3", + "id": "b2f98070-221f-4958-8741-27abe6e726a2", "type": "default", "extras": {}, - "x": 2159.0206423036734, - "y": 353.44795081930175, + "x": 2159.150022963297, + "y": 353.850033782725, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "09e04a50-8930-47d8-a3d7-24d87b2a34b0", + "parentNode": "35ac46ea-a55e-457a-a1d3-d3aef8e21417", "links": [ "2b983d2d-7fa8-40da-a8a7-4883e7f553ea" ], @@ -2211,14 +2253,14 @@ "dataType": "any" }, { - "id": "a419aa09-a682-4f90-8b5d-62c15d640e67", + "id": "8d7e8df7-1a35-42ef-b614-44b7a8071f7f", "type": "default", "extras": {}, - "x": 2159.0206423036734, - "y": 374.7812568717698, + "x": 2159.150022963297, + "y": 375.4500079814999, "name": "parameter-string-plot_type", "alignment": "left", - "parentNode": "09e04a50-8930-47d8-a3d7-24d87b2a34b0", + "parentNode": "35ac46ea-a55e-457a-a1d3-d3aef8e21417", "links": [], "in": true, "label": "plot_type", @@ -2227,14 +2269,14 @@ "dataType": "string" }, { - "id": "36f58bf3-d3cc-42f6-96ab-7774f5408052", + "id": "f3dee89d-dbb2-45ce-9fa3-a9614168b038", "type": "default", "extras": {}, - "x": 2159.0206423036734, - "y": 396.1146045391171, + "x": 2159.150022963297, + "y": 397.05000298771444, "name": "parameter-boolean-list_available_plots", "alignment": "left", - "parentNode": "09e04a50-8930-47d8-a3d7-24d87b2a34b0", + "parentNode": "35ac46ea-a55e-457a-a1d3-d3aef8e21417", "links": [ "b990cd72-26ca-4a3c-b0fc-489b3a50bbbb" ], @@ -2245,14 +2287,14 @@ "dataType": "boolean" }, { - "id": "1fce6d9c-b1ff-4ae3-a19f-1594782ddd6f", + "id": "07f9286e-76af-4574-bf0a-a9df916da044", "type": "default", "extras": {}, - "x": 2353.072988273134, - "y": 332.1146031519544, + "x": 2353.4625451578995, + "y": 332.2500179690709, "name": "out-0", "alignment": "right", - "parentNode": "09e04a50-8930-47d8-a3d7-24d87b2a34b0", + "parentNode": "35ac46ea-a55e-457a-a1d3-d3aef8e21417", "links": [ "f6ddafbb-8067-4e1e-a71a-8f271d8a0d0a" ], @@ -2263,14 +2305,14 @@ "dataType": "" }, { - "id": "988c4054-4d80-484f-b777-18140bfeaf83", + "id": "d24b3ca2-e8bc-4f44-bcb7-19c230805239", "type": "default", "extras": {}, - "x": 2353.072988273134, - "y": 353.44795081930175, + "x": 2353.4625451578995, + "y": 353.850033782725, "name": "parameter-out-any-out_model", "alignment": "right", - "parentNode": "09e04a50-8930-47d8-a3d7-24d87b2a34b0", + "parentNode": "35ac46ea-a55e-457a-a1d3-d3aef8e21417", "links": [ "51eb6dcc-eeba-41de-9b02-15812ce6a061" ], @@ -2284,28 +2326,28 @@ "name": "PlotModelRegression", "color": "springgreen", "portsInOrder": [ - "478a42b0-7975-4e14-a5bf-9ceadee0f93b", - "be356946-e076-4ab8-b0b3-d93d273f28f3", - "a419aa09-a682-4f90-8b5d-62c15d640e67", - "36f58bf3-d3cc-42f6-96ab-7774f5408052" + "9e9c625b-9560-4d0c-b87c-ffca044fcb6a", + "b2f98070-221f-4958-8741-27abe6e726a2", + "8d7e8df7-1a35-42ef-b614-44b7a8071f7f", + "f3dee89d-dbb2-45ce-9fa3-a9614168b038" ], "portsOutOrder": [ - "1fce6d9c-b1ff-4ae3-a19f-1594782ddd6f", - "988c4054-4d80-484f-b777-18140bfeaf83" + "07f9286e-76af-4574-bf0a-a9df916da044", + "d24b3ca2-e8bc-4f44-bcb7-19c230805239" ] }, - "61b4d081-2eb7-4686-aa8d-0b22c63d6480": { - "id": "61b4d081-2eb7-4686-aa8d-0b22c63d6480", + "753d654e-87c2-4e4f-af38-2aad6ad44851": { + "id": "753d654e-87c2-4e4f-af38-2aad6ad44851", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/regression.py", - "description": null, + "description": "Trains a given estimator on the entire dataset including the holdout set.\n\n##### inPorts:\n- in_model (any): Trained model object.\n\n##### outPorts:\n- out_finalize_model (any): Trained model object.", "lineNo": [ { - "lineno": 299, - "end_lineno": 324 + "lineno": 254, + "end_lineno": 275 } ] }, @@ -2313,14 +2355,14 @@ "y": 312.8207236842105, "ports": [ { - "id": "3feaef53-e089-444f-8200-31ae03341d49", + "id": "ee1f2518-82a0-4631-960c-d327b61b4805", "type": "default", "extras": {}, - "x": 2428.489802903816, - "y": 339.47918833483794, + "x": 2428.62534256557, + "y": 339.6125224079913, "name": "in-0", "alignment": "left", - "parentNode": "61b4d081-2eb7-4686-aa8d-0b22c63d6480", + "parentNode": "753d654e-87c2-4e4f-af38-2aad6ad44851", "links": [ "f6ddafbb-8067-4e1e-a71a-8f271d8a0d0a" ], @@ -2331,14 +2373,14 @@ "dataType": "" }, { - "id": "e975febe-01e8-4b9f-bc1a-24e15e24a0e8", + "id": "d058161e-d78c-40a8-bbe1-9279be477a5e", "type": "default", "extras": {}, - "x": 2428.489802903816, - "y": 360.81253600218525, + "x": 2428.62534256557, + "y": 361.2125382216455, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "61b4d081-2eb7-4686-aa8d-0b22c63d6480", + "parentNode": "753d654e-87c2-4e4f-af38-2aad6ad44851", "links": [ "51eb6dcc-eeba-41de-9b02-15812ce6a061" ], @@ -2349,14 +2391,14 @@ "dataType": "any" }, { - "id": "74ae5670-4d8b-4306-9965-b177da2be191", + "id": "23160fbf-627e-474d-88fd-23b47089ba1c", "type": "default", "extras": {}, - "x": 2615.197954981231, - "y": 339.47918833483794, + "x": 2615.61264725307, + "y": 339.6125224079913, "name": "out-0", "alignment": "right", - "parentNode": "61b4d081-2eb7-4686-aa8d-0b22c63d6480", + "parentNode": "753d654e-87c2-4e4f-af38-2aad6ad44851", "links": [ "79656bfa-c8a2-43f3-89c6-3c178232e9cf" ], @@ -2367,14 +2409,14 @@ "dataType": "" }, { - "id": "70e45379-628b-452f-afb5-4d54654cb02b", + "id": "4e9ae13c-f1a6-4036-8ad3-e0e9c3f85cb8", "type": "default", "extras": {}, - "x": 2615.197954981231, - "y": 360.81253600218525, + "x": 2615.61264725307, + "y": 361.2125382216455, "name": "parameter-out-any-out_finalize_model", "alignment": "right", - "parentNode": "61b4d081-2eb7-4686-aa8d-0b22c63d6480", + "parentNode": "753d654e-87c2-4e4f-af38-2aad6ad44851", "links": [ "d0b1cb25-b4a0-4622-9665-fa19c6a54060" ], @@ -2388,26 +2430,26 @@ "name": "FinalizeModelRegression", "color": "crimson", "portsInOrder": [ - "3feaef53-e089-444f-8200-31ae03341d49", - "e975febe-01e8-4b9f-bc1a-24e15e24a0e8" + "ee1f2518-82a0-4631-960c-d327b61b4805", + "d058161e-d78c-40a8-bbe1-9279be477a5e" ], "portsOutOrder": [ - "74ae5670-4d8b-4306-9965-b177da2be191", - "70e45379-628b-452f-afb5-4d54654cb02b" + "23160fbf-627e-474d-88fd-23b47089ba1c", + "4e9ae13c-f1a6-4036-8ad3-e0e9c3f85cb8" ] }, - "84cf27bb-e5db-469e-839a-cf9fda3b0714": { - "id": "84cf27bb-e5db-469e-839a-cf9fda3b0714", + "c9c9ef01-5543-4c9b-a5f7-cbd6eb7ab6dd": { + "id": "c9c9ef01-5543-4c9b-a5f7-cbd6eb7ab6dd", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/regression.py", - "description": null, + "description": "Predicts Label and Score (probability of predicted class) using a trained model.\nWhen data is None, it predicts label and score on the holdout set.\n\n##### inPorts:\n- in_model (any): Trained model object.\n- predict_dataset (any): Shape (n_samples, n_features). All features used during training must be available in the unseen dataset.\n\n##### outPorts:\n- out_model (any): pandas.DataFrame with prediction and score columns.", "lineNo": [ { - "lineno": 332, - "end_lineno": 359 + "lineno": 278, + "end_lineno": 301 } ] }, @@ -2415,14 +2457,14 @@ "y": 308.61019736842115, "ports": [ { - "id": "1dc297ac-a645-40c7-891f-374bfb274ce8", + "id": "f02a644f-b096-4e39-8689-2db132087a1e", "type": "default", "extras": {}, - "x": 2685.3333420550944, - "y": 335.27084205465326, + "x": 2685.462722714718, + "y": 335.4000146398805, "name": "in-0", "alignment": "left", - "parentNode": "84cf27bb-e5db-469e-839a-cf9fda3b0714", + "parentNode": "c9c9ef01-5543-4c9b-a5f7-cbd6eb7ab6dd", "links": [ "79656bfa-c8a2-43f3-89c6-3c178232e9cf" ], @@ -2433,14 +2475,14 @@ "dataType": "" }, { - "id": "64367eb3-3de8-4012-b647-f566a4e70dc7", + "id": "5da16abb-836e-4657-bc5f-7c588a438abe", "type": "default", "extras": {}, - "x": 2685.3333420550944, - "y": 356.60418972200057, + "x": 2685.462722714718, + "y": 357.00000964609507, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "84cf27bb-e5db-469e-839a-cf9fda3b0714", + "parentNode": "c9c9ef01-5543-4c9b-a5f7-cbd6eb7ab6dd", "links": [ "d0b1cb25-b4a0-4622-9665-fa19c6a54060" ], @@ -2451,14 +2493,14 @@ "dataType": "any" }, { - "id": "7f35c816-e11c-4d42-bfd5-6de93c0cdea1", + "id": "b6d26ceb-2270-4375-b0cc-64e274e9dc9c", "type": "default", "extras": {}, - "x": 2685.3333420550944, - "y": 377.9375165819083, + "x": 2685.462722714718, + "y": 378.6000254597492, "name": "parameter-any-predict_dataset", "alignment": "left", - "parentNode": "84cf27bb-e5db-469e-839a-cf9fda3b0714", + "parentNode": "c9c9ef01-5543-4c9b-a5f7-cbd6eb7ab6dd", "links": [], "in": true, "label": "predict_dataset", @@ -2467,14 +2509,14 @@ "dataType": "any" }, { - "id": "f0df0ef3-8cd1-4b6c-9ff8-0a0647904816", + "id": "fbe298e0-76eb-4c4a-bf54-6975129033e7", "type": "default", "extras": {}, - "x": 2862.635366202822, - "y": 335.27084205465326, + "x": 2862.6627071784965, + "y": 335.4000146398805, "name": "out-0", "alignment": "right", - "parentNode": "84cf27bb-e5db-469e-839a-cf9fda3b0714", + "parentNode": "c9c9ef01-5543-4c9b-a5f7-cbd6eb7ab6dd", "links": [ "c28e3bb7-a5e6-440f-a7fa-b463cb0c2c61" ], @@ -2485,14 +2527,14 @@ "dataType": "" }, { - "id": "f74cd067-78f7-483a-a0df-dbfcf49eefb5", + "id": "173fbcdf-e98e-4d46-816f-268fc3460f44", "type": "default", "extras": {}, - "x": 2862.635366202822, - "y": 356.60418972200057, + "x": 2862.6627071784965, + "y": 357.00000964609507, "name": "parameter-out-any-out_model", "alignment": "right", - "parentNode": "84cf27bb-e5db-469e-839a-cf9fda3b0714", + "parentNode": "c9c9ef01-5543-4c9b-a5f7-cbd6eb7ab6dd", "links": [ "397ed20a-2052-4884-a5c1-f4c6f2c0d8a7" ], @@ -2506,43 +2548,42 @@ "name": "PredictModelRegression", "color": "darkviolet", "portsInOrder": [ - "1dc297ac-a645-40c7-891f-374bfb274ce8", - "64367eb3-3de8-4012-b647-f566a4e70dc7", - "7f35c816-e11c-4d42-bfd5-6de93c0cdea1" + "f02a644f-b096-4e39-8689-2db132087a1e", + "5da16abb-836e-4657-bc5f-7c588a438abe", + "b6d26ceb-2270-4375-b0cc-64e274e9dc9c" ], "portsOutOrder": [ - "f0df0ef3-8cd1-4b6c-9ff8-0a0647904816", - "f74cd067-78f7-483a-a0df-dbfcf49eefb5" + "fbe298e0-76eb-4c4a-bf54-6975129033e7", + "173fbcdf-e98e-4d46-816f-268fc3460f44" ] }, - "2b3514f9-df13-4b98-b0b5-66c0aa85c4c4": { - "id": "2b3514f9-df13-4b98-b0b5-66c0aa85c4c4", + "ca7032e3-84a8-4094-842b-968d3230db16": { + "id": "ca7032e3-84a8-4094-842b-968d3230db16", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/regression.py", - "description": null, + "description": "Saves the transformation pipeline and trained model object into the current working directory as a pickle file for later use.\n\n##### inPorts:\n- in_model (any): Trained model object.\n- save_path (str): Name and saving path of the model.\n- model_only (bool): When set to True, only the trained model object is saved instead of the entire pipeline.", "lineNo": [ { - "lineno": 367, - "end_lineno": 394 + "lineno": 304, + "end_lineno": 320 } - ], - "nextNode": "None" + ] }, "x": 2970.070381732416, "y": 298.7184864992778, "ports": [ { - "id": "967ec5ba-889e-4776-b65d-cafd1a2122db", + "id": "a5bfe4bd-a5ad-4547-9ae7-ab83f465a138", "type": "default", "extras": {}, - "x": 2970.729182786629, - "y": 325.37501103325764, + "x": 2970.8627249341785, + "y": 325.5125274017768, "name": "in-0", "alignment": "left", - "parentNode": "2b3514f9-df13-4b98-b0b5-66c0aa85c4c4", + "parentNode": "ca7032e3-84a8-4094-842b-968d3230db16", "links": [ "c28e3bb7-a5e6-440f-a7fa-b463cb0c2c61" ], @@ -2553,14 +2594,14 @@ "dataType": "" }, { - "id": "8b18639c-dda2-4676-ac81-7058063111cd", + "id": "b8a8cba5-078d-481a-b3e7-f9ea65e8a4f2", "type": "default", "extras": {}, - "x": 2970.729182786629, - "y": 346.708358700605, + "x": 2970.8627249341785, + "y": 347.1125224079913, "name": "parameter-any-in_model", "alignment": "left", - "parentNode": "2b3514f9-df13-4b98-b0b5-66c0aa85c4c4", + "parentNode": "ca7032e3-84a8-4094-842b-968d3230db16", "links": [ "397ed20a-2052-4884-a5c1-f4c6f2c0d8a7" ], @@ -2571,14 +2612,14 @@ "dataType": "any" }, { - "id": "6ca55f04-66a5-46b7-846f-fb7a3901b378", + "id": "76255df5-41a7-4ea3-b9db-4615574a7476", "type": "default", "extras": {}, - "x": 2970.729182786629, - "y": 368.0417063679523, + "x": 2970.8627249341785, + "y": 368.7125382216455, "name": "parameter-string-save_path", "alignment": "left", - "parentNode": "2b3514f9-df13-4b98-b0b5-66c0aa85c4c4", + "parentNode": "ca7032e3-84a8-4094-842b-968d3230db16", "links": [ "0656fc60-5205-4611-a738-ee484934f046" ], @@ -2589,14 +2630,14 @@ "dataType": "string" }, { - "id": "0eeda561-d7e4-4b7b-a266-36d1b6d278de", + "id": "2bd0f485-d023-4f14-b9c5-cd66447746cc", "type": "default", "extras": {}, - "x": 2970.729182786629, - "y": 389.3750124204204, + "x": 2970.8627249341785, + "y": 390.3125124204204, "name": "parameter-boolean-model_only", "alignment": "left", - "parentNode": "2b3514f9-df13-4b98-b0b5-66c0aa85c4c4", + "parentNode": "ca7032e3-84a8-4094-842b-968d3230db16", "links": [], "in": true, "label": "model_only", @@ -2605,14 +2646,14 @@ "dataType": "boolean" }, { - "id": "1622f752-1530-4daa-8824-a4e46bd955d4", + "id": "8b8e6526-cf22-488b-a3b9-222793dab43e", "type": "default", "extras": {}, - "x": 3137.677092055095, - "y": 325.37501103325764, + "x": 3137.5502915179854, + "y": 325.5125274017768, "name": "out-0", "alignment": "right", - "parentNode": "2b3514f9-df13-4b98-b0b5-66c0aa85c4c4", + "parentNode": "ca7032e3-84a8-4094-842b-968d3230db16", "links": [ "2bfafe68-b0de-4096-9f68-1cff9492f6ab" ], @@ -2626,27 +2667,27 @@ "name": "SaveModelRegression", "color": "red", "portsInOrder": [ - "967ec5ba-889e-4776-b65d-cafd1a2122db", - "8b18639c-dda2-4676-ac81-7058063111cd", - "6ca55f04-66a5-46b7-846f-fb7a3901b378", - "0eeda561-d7e4-4b7b-a266-36d1b6d278de" + "a5bfe4bd-a5ad-4547-9ae7-ab83f465a138", + "b8a8cba5-078d-481a-b3e7-f9ea65e8a4f2", + "76255df5-41a7-4ea3-b9db-4615574a7476", + "2bd0f485-d023-4f14-b9c5-cd66447746cc" ], "portsOutOrder": [ - "1622f752-1530-4daa-8824-a4e46bd955d4" + "8b8e6526-cf22-488b-a3b9-222793dab43e" ] }, - "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf": { - "id": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "9efbd24d-56b3-40b6-8e1a-416e19fca991": { + "id": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "type": "custom-node", - "selected": false, + "selected": true, "extras": { "type": "library_component", "path": "xai_components/xai_pycaret/regression.py", - "description": null, + "description": "Initializes the training environment and creates the transformation pipeline.\nSetup must be called before executing any other component.\n\n##### inPorts:\n- in_dataset (any): Shape (n_samples, n_features), where n_samples is the number of samples and n_features is the number of features.\n- target (str): Name of the target column to be passed in as a string. The target variable can be either binary or multiclass.\n- train_size_fraction (float): Proportion of the dataset to be used for training and validation. Should be between 0.0 and 1.0.\n- transform_target (bool): When set to True, target variable is transformed using the method defined in transform_target_method param. Target transformation is applied separately from feature transformations.\n- transform_target_method (str): 'quantile' and 'yeo-johnson' methods are supported.\n- normalize (bool): When set to True, it transforms the numeric features by scaling them to a given range.\n- transformation (bool): When set to True, it applies the power transform to make data more Gaussian-like.\n- remove_multicollinearity (bool): When set to True, features with the inter-correlations higher than the defined threshold are removed.\n- multicollinearity_threshold (float): Threshold for correlated features. Ignored when remove_multicollinearity is not True.\n- bin_numeric_features (any): To convert numeric features into categorical. It takes a list of strings with column names that are related.\n- group_features (any): When the dataset contains features with related characteristics, group_features parameter can be used for feature extraction. It takes a list of strings with column names that are related.\n- ignore_features (list): Ignore_features param can be used to ignore features during model training. It takes a list of strings with column names that are to be ignored.\n- seed (int): You can use random_state for reproducibility.\n- log_experiment (bool): Logging setup and training.\n- experiment_name (str): Name of the experiment for logging.\n- use_gpu (bool): Whether to use GPU for training.", "lineNo": [ { - "lineno": 10, - "end_lineno": 107 + "lineno": 5, + "end_lineno": 83 } ] }, @@ -2654,14 +2695,14 @@ "y": 321.67371037987493, "ports": [ { - "id": "207098ed-44c5-471c-93f5-ec8eb8422283", + "id": "a1edcc85-3728-4600-b06a-c94e08814353", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 348.3333573134423, + "x": 859.7125174146448, + "y": 348.46250909123, "name": "in-0", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [ "9034d1e3-970a-4e70-8de5-c1b8ee216488" ], @@ -2672,14 +2713,14 @@ "dataType": "" }, { - "id": "45fabe55-8b34-4ff0-af69-fcb2226650ca", + "id": "d5758c65-8199-48c5-8061-befea96906fc", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 369.66668417335006, + "x": 859.7125174146448, + "y": 370.0625249048841, "name": "parameter-any-in_dataset", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [ "558a05bd-3f82-49b8-8933-6838bf2a36a4" ], @@ -2690,14 +2731,14 @@ "dataType": "any" }, { - "id": "8db286cb-22af-416b-8261-5ce267d191bc", + "id": "a3264e5c-0cd5-4b3b-a07a-bec59fafbdf8", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 391.00001103325775, + "x": 859.7125174146448, + "y": 391.662499103659, "name": "parameter-string-target", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [ "400f7f7b-f7f3-4d01-85ab-bef617345281" ], @@ -2708,14 +2749,14 @@ "dataType": "string" }, { - "id": "4131d79b-eaa4-4cfc-b192-937c7b84af2a", + "id": "33db3cbe-c495-48f3-88e8-d81974befc99", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 412.33335870060506, + "x": 859.7125174146448, + "y": 413.2625357247528, "name": "parameter-float-train_size_fraction", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [ "a37f906e-944d-4a69-8744-5aa5c016019d" ], @@ -2726,14 +2767,14 @@ "dataType": "float" }, { - "id": "0532bb21-9ce1-416f-bc1a-a97caee408c2", + "id": "8d38a78f-3f77-4cb6-af15-6da47f9f40ff", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 433.6667063679524, + "x": 859.7125174146448, + "y": 434.8625099235277, "name": "parameter-boolean-transform_target", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [], "in": true, "label": "transform_target", @@ -2742,14 +2783,14 @@ "dataType": "boolean" }, { - "id": "c163aaaf-47e9-4119-99aa-c3613765afba", + "id": "7e260062-649a-4f84-a69b-3113dc070bb1", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 455.0000332278601, + "x": 859.7125174146448, + "y": 456.46254654462143, "name": "parameter-string-transform_target_method", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [], "in": true, "label": "transform_target_method", @@ -2758,14 +2799,14 @@ "dataType": "string" }, { - "id": "44910d05-9b7a-4136-8c7e-40e60b55a35a", + "id": "68c15a76-7495-48c7-810f-2dc33197bacf", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 476.3333600877678, + "x": 859.7125174146448, + "y": 478.062541550836, "name": "parameter-boolean-normalize", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [], "in": true, "label": "normalize", @@ -2774,14 +2815,14 @@ "dataType": "boolean" }, { - "id": "5793684c-bfe4-4bff-8488-c02c96a1053a", + "id": "f8c9d479-97ea-47e4-894b-0342333bb80a", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 497.6666869476755, + "x": 859.7125174146448, + "y": 499.66249494217124, "name": "parameter-boolean-transformation", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [], "in": true, "label": "transformation", @@ -2790,30 +2831,14 @@ "dataType": "boolean" }, { - "id": "9b0e81ac-70ca-41c9-947e-5aedbd6642f2", - "type": "default", - "extras": {}, - "x": 859.5833864442968, - "y": 519.0000554224624, - "name": "parameter-boolean-ignore_low_variance", - "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", - "links": [], - "in": true, - "label": "ignore_low_variance", - "varName": "ignore_low_variance", - "portType": "", - "dataType": "boolean" - }, - { - "id": "a8521966-40dc-44b2-81e9-8b534a73da11", + "id": "613ebe44-5bdc-4117-9afd-a1746b4dff22", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 540.3333822823702, + "x": 859.7125174146448, + "y": 521.262531563265, "name": "parameter-boolean-remove_multicollinearity", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [], "in": true, "label": "remove_multicollinearity", @@ -2822,14 +2847,14 @@ "dataType": "boolean" }, { - "id": "99695bf2-3619-43b1-86d4-de4388be3a20", + "id": "712fc2d2-8250-4969-8238-6c9db43149f9", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 561.6667091422778, + "x": 859.7125174146448, + "y": 542.8625265694795, "name": "parameter-float-multicollinearity_threshold", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [], "in": true, "label": "multicollinearity_threshold", @@ -2838,46 +2863,14 @@ "dataType": "float" }, { - "id": "c20a9527-14a5-401a-848e-956f23a6a2d2", - "type": "default", - "extras": {}, - "x": 859.5833864442968, - "y": 582.9999943873063, - "name": "parameter-boolean-combine_rare_levels", - "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", - "links": [], - "in": true, - "label": "combine_rare_levels", - "varName": "combine_rare_levels", - "portType": "", - "dataType": "boolean" - }, - { - "id": "abe5d30c-cf18-4e32-adf9-2c034de936c7", - "type": "default", - "extras": {}, - "x": 859.5833864442968, - "y": 604.3333628620933, - "name": "parameter-float-rare_level_threshold", - "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", - "links": [], - "in": true, - "label": "rare_level_threshold", - "varName": "rare_level_threshold", - "portType": "", - "dataType": "float" - }, - { - "id": "68ad369b-9fb2-41a5-b303-9805eaac1374", + "id": "9569c8bc-06ef-4552-ac87-860409a8884a", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 625.6666897220009, + "x": 859.7125174146448, + "y": 564.462521575694, "name": "parameter-any-bin_numeric_features", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [], "in": true, "label": "bin_numeric_features", @@ -2886,14 +2879,14 @@ "dataType": "any" }, { - "id": "08978e14-1c2a-40f9-ba0c-2f139baedaea", + "id": "14d2556d-2e4e-424e-8e39-f2fc3bf69991", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 647.0000165819087, + "x": 859.7125174146448, + "y": 586.0625581967878, "name": "parameter-any-group_features", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [], "in": true, "label": "group_features", @@ -2902,14 +2895,14 @@ "dataType": "any" }, { - "id": "332c9208-8e4e-4208-8f4c-da31c37df540", + "id": "2b1e61f5-f0fc-452a-9bb9-d85f6473dda9", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 668.3333850566956, + "x": 859.7125174146448, + "y": 607.6625532030023, "name": "parameter-list-ignore_features", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [], "in": true, "label": "ignore_features", @@ -2918,14 +2911,14 @@ "dataType": "list" }, { - "id": "25f8c131-06fa-4cb5-bfc5-50a481f396d8", + "id": "56da940c-e7d2-4202-876d-1207d471d733", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 689.6667119166033, + "x": 859.7125174146448, + "y": 629.2625482092169, "name": "parameter-int-seed", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [ "adb0c9a6-c93c-43d3-820d-4f02e38f47fd" ], @@ -2936,14 +2929,14 @@ "dataType": "int" }, { - "id": "174bd326-1719-4d2f-af21-e8cdba8f4e64", + "id": "82a64a08-b206-4eca-8b96-75b590899cef", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 711.000038776511, + "x": 859.7125174146448, + "y": 650.8625016005522, "name": "parameter-boolean-log_experiment", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [ "cf0f7852-e811-4ed8-9042-4b0edec47069" ], @@ -2954,14 +2947,14 @@ "dataType": "boolean" }, { - "id": "c4ddf9d7-b582-4424-8ddc-41652b28ab27", + "id": "44838361-f1af-4520-8beb-dcf80a7e125b", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 732.3334072512979, + "x": 859.7125174146448, + "y": 672.4624966067666, "name": "parameter-string-experiment_name", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [ "750c7af6-a3b5-4932-8e4c-08de5f66c25a" ], @@ -2972,14 +2965,14 @@ "dataType": "string" }, { - "id": "69c41603-ddfd-40cd-9dc2-dd5c28fb97de", + "id": "a1ad555c-442b-4477-ac51-3bc58c2b4cc9", "type": "default", "extras": {}, - "x": 859.5833864442968, - "y": 753.6666924963264, + "x": 859.7125174146448, + "y": 694.0625748427397, "name": "parameter-boolean-use_gpu", "alignment": "left", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [], "in": true, "label": "use_gpu", @@ -2988,14 +2981,14 @@ "dataType": "boolean" }, { - "id": "0f59c818-57b5-4e46-84b4-3bffc1e4aefd", + "id": "bb8b2464-f1b9-4e2b-98e3-bc5afbf41685", "type": "default", "extras": {}, - "x": 1036.4791661406748, - "y": 348.3333573134423, + "x": 1036.8750484870882, + "y": 348.46250909123, "name": "out-0", "alignment": "right", - "parentNode": "2b6bbe5c-5246-415f-86c0-a5cfa70c4daf", + "parentNode": "9efbd24d-56b3-40b6-8e1a-416e19fca991", "links": [ "6e469e0d-cf97-491e-8688-2bb64558d429" ], @@ -3009,66 +3002,26 @@ "name": "SetupRegression", "color": "blue", "portsInOrder": [ - "207098ed-44c5-471c-93f5-ec8eb8422283", - "45fabe55-8b34-4ff0-af69-fcb2226650ca", - "8db286cb-22af-416b-8261-5ce267d191bc", - "4131d79b-eaa4-4cfc-b192-937c7b84af2a", - "0532bb21-9ce1-416f-bc1a-a97caee408c2", - "c163aaaf-47e9-4119-99aa-c3613765afba", - "44910d05-9b7a-4136-8c7e-40e60b55a35a", - "5793684c-bfe4-4bff-8488-c02c96a1053a", - "9b0e81ac-70ca-41c9-947e-5aedbd6642f2", - "a8521966-40dc-44b2-81e9-8b534a73da11", - "99695bf2-3619-43b1-86d4-de4388be3a20", - "c20a9527-14a5-401a-848e-956f23a6a2d2", - 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"id": "cca50cda-7e6c-43a1-b2d5-cf7190c50417", + "id": "055a20b9-cece-4b72-8f67-a430040aafdf", "type": "default", - "x": 1564.1601792876197, - "y": 466.1327914742418, + "extras": {}, + "x": 1547.7375086268692, + "y": 462.82496138322944, "name": "out-0", "alignment": "right", - "parentNode": "295a6bbf-dfc9-46b7-b38a-adcc857d2dd4", + "parentNode": "56b00ea1-99e9-4648-97c4-4568a07500fa", "links": [ "6b3096e9-d2ed-46e6-ab5b-f2105b9a7b63" ], "in": false, - "label": "xgboost" + "label": "xgboost", + "varName": "xgboost", + "portType": "", + "dataType": "string" } ], "name": "Literal String", "color": "rgb(15,255,255)", "portsInOrder": [], "portsOutOrder": [ - "cca50cda-7e6c-43a1-b2d5-cf7190c50417" + "055a20b9-cece-4b72-8f67-a430040aafdf" ] }, - "9259b0c5-8be9-4fd1-8078-968387e3cf6e": { - "id": "9259b0c5-8be9-4fd1-8078-968387e3cf6e", + "1b5b23df-056a-4c7e-91f5-9af994d89e41": { + "id": "1b5b23df-056a-4c7e-91f5-9af994d89e41", "type": "custom-node", + "selected": false, "extras": { - "type": "debug", + "type": "library_component", "path": "xai_components/xai_pycaret/regression.py", - 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The metric used for comparison is defined by the optimize parameter.\n- optimize (str): Metric to compare for model selection when choose_better is True.\n\n##### outPorts:\n- out_stacked_model (any): Trained model object.", + "lineNo": [ + { + "lineno": 428, + "end_lineno": 476 + } + ] }, "x": 1962.41015625, "y": 228.03125, "ports": [ { - "id": "3f251813-ec56-45d7-bcd4-9de1d63afc0a", + "id": "6af73982-d5db-443d-95c4-a9ad2c5990bd", "type": "default", - "x": 1964.3945542876197, - "y": 255.13670466005505, + "extras": {}, + "x": 1963.2000194775635, + "y": 254.82499232466284, "name": "in-0", "alignment": "left", - "parentNode": "9259b0c5-8be9-4fd1-8078-968387e3cf6e", + "parentNode": "1b5b23df-056a-4c7e-91f5-9af994d89e41", "links": [ "b9c129a7-8bc9-431a-9b5e-957baa4df1a7" ], "in": true, - "label": "▶" - }, - { - "id": "22fd8c85-f6c1-4f0c-a3fd-bc1b20180135", - "type": "default", - "x": 2174.5312730376195, - "y": 255.13670466005505, - "name": "out-0", - "alignment": "right", - "parentNode": "9259b0c5-8be9-4fd1-8078-968387e3cf6e", - "links": [ - "5acf9e60-4ea9-451b-a4e9-a4634f84f1ff" - ], - "in": false, - "label": "▶" + "label": "▶", + "varName": "▶", + "portType": "", + "dataType": "" }, { - "id": "a8faebfe-ab44-4e22-b4c0-79653a1ffe86", + "id": "839224ee-b284-43bc-854f-185957e44c6d", "type": "default", - "x": 1964.3945542876197, - "y": 271.13280534586823, + "extras": {}, + "x": 1963.2000194775635, + "y": 276.42498073222174, "name": "parameter-any-top_models", "alignment": "left", - "parentNode": "9259b0c5-8be9-4fd1-8078-968387e3cf6e", + "parentNode": "1b5b23df-056a-4c7e-91f5-9af994d89e41", "links": [ "05f6e446-94c8-45ca-a74f-ad23d2e54efb" ], "in": true, - "label": "top_models" + "label": "top_models", + "varName": "top_models", + "portType": "", + "dataType": "any" }, { - "id": "9d7e0508-ef32-4f7b-8925-de3a8c4b3e2a", + "id": "9f790c72-4ef7-4e63-8bc4-ff6e14a51a11", "type": "default", - "x": 1964.3945542876197, - "y": 287.12889909586823, + "extras": {}, + "x": 1963.2000194775635, + "y": 298.0249701994187, "name": "parameter-any-model_1", "alignment": "left", - 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"parentNode": "9259b0c5-8be9-4fd1-8078-968387e3cf6e", + "parentNode": "1b5b23df-056a-4c7e-91f5-9af994d89e41", "links": [ "0c44898c-d74c-49e3-81d6-247fe9346a37" ], "in": false, - "label": "out_stacked_model" + "label": "out_stacked_model", + "varName": "out_stacked_model", + "portType": "", + "dataType": "any" } ], "name": "StackModelsRegression", "color": "lawngreen", "portsInOrder": [ - "3f251813-ec56-45d7-bcd4-9de1d63afc0a", - "a8faebfe-ab44-4e22-b4c0-79653a1ffe86", - "9d7e0508-ef32-4f7b-8925-de3a8c4b3e2a", - "2036a030-52f5-4250-ab04-cfebc0768c8f", - "57a85120-095c-4927-a3a6-3c1a89453e28", - "76ef0f41-18c2-4afc-a674-6b851b5475b8", - "99c05488-5cad-484b-b7b6-2f1e813bf812", - "2189ea54-5867-40f4-9de0-7abeee61bbba" + "6af73982-d5db-443d-95c4-a9ad2c5990bd", + "839224ee-b284-43bc-854f-185957e44c6d", + "9f790c72-4ef7-4e63-8bc4-ff6e14a51a11", + "27f2af43-f705-40ae-8703-070d6dfd6192", + "ea6f7785-fa88-43f7-a172-332efdcda04b", + "db62b07d-3f1e-4209-9d55-12d20485eb65", + "a9a1f5bf-1025-41a1-ab59-904736c843b3", + "e996dc22-0548-4e54-98d6-95ea9180a95a" ], "portsOutOrder": [ - 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+ import warnings + + # Validate and reformat group_features if necessary + if isinstance(self.group_features.value, dict): + for key, group in self.group_features.value.items(): + # Flatten lists within group values if needed + if isinstance(group, list): + # Ensure all items in the group list are strings + self.group_features.value[key] = [str(g) for g in group] + else: + warnings.warn(f"Invalid format in group '{key}'; setting it to an empty list.") + self.group_features.value[key] = [] + else: + warnings.warn("`group_features` should be a dictionary with string keys and list values. Setting to None.") + self.group_features.value = None + if self.seed.value is None: print("Set the seed value for reproducibility.") - + with capture.capture_output() as captured: setup_pycaret = setup( data=self.in_dataset.value, @@ -70,11 +85,13 @@ def execute(self, ctx) -> None: session_id=self.seed.value, log_experiment=self.log_experiment.value, experiment_name=self.experiment_name.value, - use_gpu=self.use_gpu.value + use_gpu=self.use_gpu.value, + n_jobs=1, + ) - + captured.show() - + print("List of the Available Classification Models: ") print(models()) @@ -266,6 +283,7 @@ class FinalizeModelClassification(Component): def execute(self, ctx) -> None: from pycaret.classification import finalize_model + print(self.in_model.value) with capture.capture_output() as captured: out_finalize_model = finalize_model(self.in_model.value) @@ -289,6 +307,7 @@ class PredictModelClassification(Component): """ in_model: InArg[any] predict_dataset: InArg[any] + prediction_results: OutArg[any] out_model: OutArg[any] def execute(self, ctx) -> None: @@ -298,8 +317,9 @@ def execute(self, ctx) -> None: prediction = predict_model(self.in_model.value, data=self.predict_dataset.value) captured.show() - self.out_model.value = prediction - + self.prediction_results.value = prediction + self.out_model.value = self.in_model.value + @xai_component(color='red') class SaveModelClassification(Component): """ diff --git a/requirements.txt b/requirements.txt index 88fbcd4..5a0bae4 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,3 +1,3 @@ Cython -gensim==3.8.2 -pycaret \ No newline at end of file +pycaret==3.3.2 +mlflow From 6a0229c9ad661bc235987eb3ed084f5963dcdb89 Mon Sep 17 00:00:00 2001 From: rabea-al Date: Sat, 2 Nov 2024 12:19:45 +0800 Subject: [PATCH 4/5] Add workflow --- .github/workflows/run-workflow-tests.yml | 122 +++++++++++++++++++++++ 1 file changed, 122 insertions(+) create mode 100644 .github/workflows/run-workflow-tests.yml diff --git a/.github/workflows/run-workflow-tests.yml b/.github/workflows/run-workflow-tests.yml new file mode 100644 index 0000000..0eb23c9 --- /dev/null +++ b/.github/workflows/run-workflow-tests.yml @@ -0,0 +1,122 @@ +name: Run Xircuits Workflows Test + +on: + push: + branches: [ fahreza/v3-update ] + pull_request: + branches: ["*"] + workflow_dispatch: + + +jobs: + build-and-run: + runs-on: ubuntu-latest + strategy: + fail-fast: false + matrix: + python-version: ["3.9", "3.10", "3.11"] + env: + TEST_XIRCUITS: | + examples/AutoMLBasicAnomalyDetection.xircuits + examples/AutoMLBasicBinaryClassification.xircuits + examples/AutoMLBasicClustering.xircuits + + + steps: + - name: Checkout Repository + uses: actions/checkout@v3 + + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v4 + with: + python-version: ${{ matrix.python-version }} + + - name: Create virtual environment + run: | + python -m venv venv + echo "${{ github.workspace }}/venv/bin" >> $GITHUB_PATH + + - name: Install xircuits in virtual environment + run: pip install xircuits + + - name: Set Environment Variables + run: | + LIBRARY_NAME=$(echo "${GITHUB_REPOSITORY##*/}" | sed 's/-/_/g') + echo "LIBRARY_NAME=$LIBRARY_NAME" >> $GITHUB_ENV + COMPONENT_LIBRARY_PATH="xai_components/${LIBRARY_NAME}" + echo "COMPONENT_LIBRARY_PATH=$COMPONENT_LIBRARY_PATH" >> $GITHUB_ENV + if [ "${{ github.event_name }}" == "pull_request" ]; then + echo "BRANCH_NAME=${{ github.head_ref }}" >> $GITHUB_ENV + else + echo "BRANCH_NAME=${GITHUB_REF#refs/heads/}" >> $GITHUB_ENV + fi + + - name: List Xircuits + run: xircuits list + + - name: Clone Repository + run: | + rm -rf ${{ env.COMPONENT_LIBRARY_PATH }} + if [ "${{ github.event_name }}" == "pull_request" ]; then + REPO_URL="${{ github.event.pull_request.head.repo.clone_url }}" + else + REPO_URL="https://github.com/${{ github.repository }}" + fi + git clone -b ${{ env.BRANCH_NAME }} $REPO_URL ${{ env.COMPONENT_LIBRARY_PATH }} + + - name: Install Component Library + run: | + if [ -f "${{ env.COMPONENT_LIBRARY_PATH }}/requirements.txt" ]; then + echo "requirements.txt found, installing dependencies..." + pip install -r ${{ env.COMPONENT_LIBRARY_PATH }}/requirements.txt + else + echo "requirements.txt not found." + fi + + - name: Test .xircuits Workflows + run: | + export PYTHONPATH="${GITHUB_WORKSPACE}:${PYTHONPATH}" + LOG_FILE="${GITHUB_WORKSPACE}/workflow_logs.txt" + TEST_FILES=$(echo "$TEST_XIRCUITS" | tr '\n' ' ') + echo "Repository: $LIBRARY_NAME" > $LOG_FILE + echo "Branch: $BRANCH_NAME" >> $LOG_FILE + echo -e "Testing Files:\n$TEST_FILES" >> $LOG_FILE + IFS=' ' read -r -a FILE_ARRAY <<< "$TEST_FILES" + FAIL=0 + if [ ${#FILE_ARRAY[@]} -eq 0 ]; then + echo "No .xircuits files specified for testing." | tee -a $LOG_FILE + else + for file in "${FILE_ARRAY[@]}"; do + FULL_PATH="${COMPONENT_LIBRARY_PATH}/${file}" + if [ -f "$FULL_PATH" ]; then + WORKFLOW_LOG_FILE="${FULL_PATH%.*}_workflow_log.txt" + echo -e "\n\nProcessing $FULL_PATH..." | tee -a $LOG_FILE + xircuits compile $FULL_PATH "${FULL_PATH%.*}.py" 2>&1 | tee -a $LOG_FILE + python "${FULL_PATH%.*}.py" 2>&1 | tee -a $WORKFLOW_LOG_FILE + LAST_LINE=$(tail -n 1 "$WORKFLOW_LOG_FILE") + if [[ "$LAST_LINE" != "Finished Executing" ]]; then + echo "Error: Workflow $FULL_PATH did not finish as expected" | tee -a $LOG_FILE + FAIL=1 + else + echo "$FULL_PATH processed successfully" | tee -a $LOG_FILE + fi + cat "$WORKFLOW_LOG_FILE" | tee -a $LOG_FILE + else + echo "Specified file $FULL_PATH does not exist" | tee -a $LOG_FILE + FAIL=1 + fi + done + fi + if [ $FAIL -ne 0 ]; then + echo "One or more workflows failed or did not finish as expected." | tee -a $LOG_FILE + exit 1 + else + echo "Workflow processing completed" | tee -a $LOG_FILE + fi + + - name: Upload log file + if: always() + uses: actions/upload-artifact@v4 + with: + name: ${{ env.LIBRARY_NAME }}-validation-workflow-${{ matrix.python-version }} + path: ${{ github.workspace }}/workflow_logs.txt From 72eb41ef2ae011229366370d5dbb06b83ec42b71 Mon Sep 17 00:00:00 2001 From: rabea-al Date: Sat, 2 Nov 2024 14:06:02 +0800 Subject: [PATCH 5/5] Add pyproject.toml --- .github/workflows/run-workflow-tests.yml | 8 ++++++-- pyproject.toml | 14 ++++++++++++++ 2 files changed, 20 insertions(+), 2 deletions(-) create mode 100644 pyproject.toml diff --git a/.github/workflows/run-workflow-tests.yml b/.github/workflows/run-workflow-tests.yml index 0eb23c9..f1c2963 100644 --- a/.github/workflows/run-workflow-tests.yml +++ b/.github/workflows/run-workflow-tests.yml @@ -18,8 +18,12 @@ jobs: env: TEST_XIRCUITS: | examples/AutoMLBasicAnomalyDetection.xircuits - examples/AutoMLBasicBinaryClassification.xircuits - examples/AutoMLBasicClustering.xircuits + # examples/AutoMLBasicBinaryClassification.xircuits + # examples/AutoMLBasicClustering.xircuits + # examples/AutoMLBasicMulticlassClassification.xircuits + # examples/AutoMLBasicRegression.xircuits + # examples/AutoMLClassificationBlendModels.xircuits + # examples/AutoMLRegressionStackModels.xircuits steps: diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..6595465 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,14 @@ +[project] +name = "xai-pycaret" +version = "0.1.0" +description = "Xircuits component library for PyTorch." +authors = [{ name = "XpressAI", email = "eduardo@xpress.ai" }] +license = "Apache-2.0" +readme = "README.md" +repository = "https://github.com/XpressAI/xai-pycaret" +keywords = ["xircuits", "pytorch", "data preprocessing", "classification"] + +# Xircuits-specific configurations +[tool.xircuits] +default_example_path = "examples/AutoMLBasicAnomalyDetection.xircuits" +requirements_path = "requirements.txt"