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setup.py
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from setuptools import setup, find_packages
setup(
name='predictor',
version='0.1.0',
packages=find_packages(),
entry_points={
'console_scripts': [
'predictor=app.main:main'
],
# Plugins para el Predictor
'predictor.plugins': [
'default_predictor=predictor_plugins.predictor_plugin_ann:Plugin',
'ann=predictor_plugins.predictor_plugin_ann:Plugin',
'n_beats=predictor_plugins.predictor_plugin_n_beats:Plugin',
'cnn=predictor_plugins.predictor_plugin_cnn:Plugin',
'lstm=predictor_plugins.predictor_plugin_lstm:Plugin',
'transformer=predictor_plugins.predictor_plugin_transformer:Plugin',
'mimo=predictor_plugins.predictor_plugin_mimo:Plugin',
'tft=predictor_plugins.predictor_plugin_tft:Plugin',
'tcn=predictor_plugins.predictor_plugin_tcn:Plugin',
'base=predictor_plugin.predictor_plugin_base:Plugin',
# Binary classification plugins
'binary_ann=predictor_plugins.binary.predictor_plugin_binary_ann:Plugin',
'binary_cnn=predictor_plugins.binary.predictor_plugin_binary_cnn:Plugin',
'binary_lstm=predictor_plugins.binary.predictor_plugin_binary_lstm:Plugin',
'binary_transformer=predictor_plugins.binary.predictor_plugin_binary_transformer:Plugin',
'binary_n_beats=predictor_plugins.binary.predictor_plugin_binary_n_beats:Plugin',
'binary_tft=predictor_plugins.binary.predictor_plugin_binary_tft:Plugin',
'binary_tcn=predictor_plugins.binary.predictor_plugin_binary_tcn:Plugin',
'binary_mimo=predictor_plugins.binary.predictor_plugin_binary_mimo:Plugin',
'binary_logistic=predictor_plugins.binary.predictor_plugin_binary_logistic:Plugin',
# Direction classification plugins
'direction_ann=predictor_plugins.direction.predictor_plugin_direction_ann:Plugin',
'direction_cnn=predictor_plugins.direction.predictor_plugin_direction_cnn:Plugin',
'direction_lstm=predictor_plugins.direction.predictor_plugin_direction_lstm:Plugin',
'direction_transformer=predictor_plugins.direction.predictor_plugin_direction_transformer:Plugin',
'direction_n_beats=predictor_plugins.direction.predictor_plugin_direction_n_beats:Plugin',
'direction_tft=predictor_plugins.direction.predictor_plugin_direction_tft:Plugin',
'direction_tcn=predictor_plugins.direction.predictor_plugin_direction_tcn:Plugin',
'direction_mimo=predictor_plugins.direction.predictor_plugin_direction_mimo:Plugin',
'direction_logistic=predictor_plugins.direction.predictor_plugin_direction_logistic:Plugin',
],
# Plugins para la Optimización (por defecto, basado en DEAP)
'optimizer.plugins': [
'default_optimizer=optimizer_plugins.default_optimizer:Plugin',
'neat_optimizer=optimizer_plugins.neat_optimizer:Plugin'
],
# Plugins para el Pipeline (orquestación del flujo completo)
'pipeline.plugins': [
'default_pipeline=pipeline_plugins.default_pipeline:PipelinePlugin',
'stl_pipeline=pipeline_plugins.stl_pipeline:STLPipelinePlugin',
'binary_pipeline=pipeline_plugins.binary_pipeline:BinaryPipelinePlugin',
'direction_pipeline=pipeline_plugins.direction_pipeline:DirectionPipelinePlugin'
],
# Plugins para el Preprocesamiento (incluye process_data, ventanas deslizantes y STL)
'preprocessor.plugins': [
'default_preprocessor=preprocessor_plugins.default_preprocessor:PreprocessorPlugin',
'stl_preprocessor=preprocessor_plugins.stl_preprocessor:PreprocessorPlugin'
],
'target.plugins': [
'default_target=target_plugins.default_target:TargetPlugin',
'stl_target=target_plugins.stl_target:TargetPlugin',
'binary_target=target_plugins.binary_target:TargetPlugin',
],
# Target plugins
'target.plugins': [
'default_target=target_plugins.default_target:TargetPlugin',
'stl_target=target_plugins.stl_target:TargetPlugin',
'binary_target=target_plugins.binary_target:TargetPlugin',
'direction_target=target_plugins.direction_target:TargetPlugin',
]
},
install_requires=[
'build'
],
author='Harvey Bastidas',
author_email='your.email@example.com',
description=(
'A timeseries prediction system that supports dynamic loading of plugins for prediction, '
'optimization, pipeline orchestration, and data pre-processing.'
)
)