verticapy.machine_learning.vertica.TensorFlowModel#
- class verticapy.machine_learning.vertica.TensorFlowModel(name: str)#
Creates a TensorFlow object.
New in version 10.0.0.
Parameters#
- name: str, optional
Name of the model. The model must be stored in the database. If it is not the case, you can use
import_models()to import your TensorFlow model.
Attributes#
All attributes can be accessed using the
get_attributes()method.Note
Several other attributes can be accessed by using the
get_vertica_attributes()method.- __init__(name: str) None#
Must be overridden in the child class
Methods
__init__(name)Must be overridden in the child class
contour([nbins, chart])Draws the model's contour plot.
deploySQL([X])Returns the SQL code needed to deploy the model.
does_model_exists(name[, raise_error, ...])Checks whether the model is stored in the Vertica database.
drop()Drops the model from the Vertica database.
export_models(name, path[, kind])Exports machine learning models.
get_attributes([attr_name])Returns the model attributes.
get_match_index(x, col_list[, str_check])Returns the matching index.
Returns the parameters of the model.
get_plotting_lib([class_name, chart, ...])Returns the first available library (Plotly, Matplotlib, or Highcharts) to draw a specific graphic.
get_vertica_attributes([attr_name])Returns the model Vertica attributes.
import_models(path[, schema, kind])Imports machine learning models.
predict(vdf[, X, name, inplace])Predicts using the input relation.
register(registered_name[, raise_error])Registers the model and adds it to in-DB Model versioning environment with a status of 'under_review'.
set_params([parameters])Sets the parameters of the model.
Summarizes the model.
to_binary(path)Exports the model to the Vertica Binary format.
to_pmml(path)Exports the model to PMML.
to_python([return_proba, ...])Returns the Python function needed for in-memory scoring without using built-in Vertica functions.
to_sql([X, return_proba, ...])Returns the SQL code needed to deploy the model without using built-in Vertica functions.
to_tf(path)Exports the model to the Frozen Graph format (TensorFlow).
Attributes