gempy
gempy.core.model.Project
gempy.core.model.Project.add_featuresgempy.core.model.Project.add_orientationsgempy.core.model.Project.add_seriesgempy.core.model.Project.add_surface_pointsgempy.core.model.Project.add_surface_valuesgempy.core.model.Project.add_surfacesgempy.core.model.Project.delete_featuresgempy.core.model.Project.delete_orientationsgempy.core.model.Project.delete_seriesgempy.core.model.Project.delete_surface_pointsgempy.core.model.Project.delete_surface_points_basementgempy.core.model.Project.delete_surface_valuesgempy.core.model.Project.delete_surfacesgempy.core.model.Project.get_active_gridsgempy.core.model.Project.get_additional_datagempy.core.model.Project.get_datagempy.core.model.Project.load_model_picklegempy.core.model.Project.map_geometric_data_dfgempy.core.model.Project.map_series_to_surfacesgempy.core.model.Project.map_stack_to_surfacesgempy.core.model.Project.modify_kriging_parametersgempy.core.model.Project.modify_optionsgempy.core.model.Project.modify_order_featuresgempy.core.model.Project.modify_order_seriesgempy.core.model.Project.modify_order_surfacesgempy.core.model.Project.modify_orientationsgempy.core.model.Project.modify_rescaling_parametersgempy.core.model.Project.modify_surface_pointsgempy.core.model.Project.modify_surface_valuesgempy.core.model.Project.new_modelgempy.core.model.Project.read_datagempy.core.model.Project.rename_featuresgempy.core.model.Project.rename_seriesgempy.core.model.Project.rename_surfacesgempy.core.model.Project.rename_featuresgempy.core.model.Project.reorder_seriesgempy.core.model.Project.save_modelgempy.core.model.Project.savel_model_picklegempy.core.model.Project.save_solutiongempy.core.model.Project.set_active_gridgempy.core.model.Project.set_bottom_relationgempy.core.model.Project.set_centered_gridgempy.core.model.Project.set_custom_gridgempy.core.model.Project.set_default_orientationgempy.core.model.Project.set_default_surface_pointgempy.core.model.Project.set_default_surfacesgempy.core.model.Project.set_extentgempy.core.model.Project.set_fault_objectgempy.core.model.Project.set_fault_relationgempy.core.model.Project.set_grid_objectgempy.core.model.Project.set_is_faultgempy.core.model.Project.set_is_finite_faultgempy.core.model.Project.set_orientationsgempy.core.model.Project.set_orientations_objectgempy.core.model.Project.set_regular_gridgempy.core.model.Project.set_section_gridgempy.core.model.Project.set_series_objectgempy.core.model.Project.set_surface_order_from_solutiongempy.core.model.Project.set_surface_pointsgempy.core.model.Project.set_surface_points_objectgempy.core.model.Project.set_surface_valuesgempy.core.model.Project.set_surfaces_objectgempy.core.model.Project.set_theano_functiongempy.core.model.Project.set_theano_graphgempy.core.model.Project.set_topographygempy.core.model.Project.update_additional_datagempy.core.model.Project.update_from_gridgempy.core.model.Project.update_from_seriesgempy.core.model.Project.update_from_surfacesgempy.core.model.Project.update_structuregempy.core.model.Project.update_to_interpolatorgempy.core.model.Project.additional_datagempy.core.model.Project.faultsgempy.core.model.Project.gridgempy.core.model.Project.interpolatorgempy.core.model.Project.orientationsgempy.core.model.Project.rescalinggempy.core.model.Project.seriesgempy.core.model.Project.stackgempy.core.model.Project.surface_pointsgempy.core.model.Project.surfaces
gempy.core.model.ImplicitCoKriging
gempy.core.model.ImplicitCoKriging.add_featuresgempy.core.model.ImplicitCoKriging.add_orientationsgempy.core.model.ImplicitCoKriging.add_seriesgempy.core.model.ImplicitCoKriging.add_surface_pointsgempy.core.model.ImplicitCoKriging.add_surface_valuesgempy.core.model.ImplicitCoKriging.add_surfacesgempy.core.model.ImplicitCoKriging.delete_featuresgempy.core.model.ImplicitCoKriging.delete_orientationsgempy.core.model.ImplicitCoKriging.delete_seriesgempy.core.model.ImplicitCoKriging.delete_surface_pointsgempy.core.model.ImplicitCoKriging.delete_surface_points_basementgempy.core.model.ImplicitCoKriging.delete_surface_valuesgempy.core.model.ImplicitCoKriging.delete_surfacesgempy.core.model.ImplicitCoKriging.get_active_gridsgempy.core.model.ImplicitCoKriging.map_geometric_data_dfgempy.core.model.ImplicitCoKriging.map_series_to_surfacesgempy.core.model.ImplicitCoKriging.map_stack_to_surfacesgempy.core.model.ImplicitCoKriging.modify_kriging_parametersgempy.core.model.ImplicitCoKriging.modify_optionsgempy.core.model.ImplicitCoKriging.modify_order_featuresgempy.core.model.ImplicitCoKriging.modify_order_seriesgempy.core.model.ImplicitCoKriging.modify_order_surfacesgempy.core.model.ImplicitCoKriging.modify_orientationsgempy.core.model.ImplicitCoKriging.modify_rescaling_parametersgempy.core.model.ImplicitCoKriging.modify_surface_pointsgempy.core.model.ImplicitCoKriging.modify_surface_valuesgempy.core.model.ImplicitCoKriging.rename_featuresgempy.core.model.ImplicitCoKriging.rename_seriesgempy.core.model.ImplicitCoKriging.rename_surfacesgempy.core.model.ImplicitCoKriging.reorder_featuresgempy.core.model.ImplicitCoKriging.reorder_seriesgempy.core.model.ImplicitCoKriging.set_active_gridgempy.core.model.ImplicitCoKriging.set_bottom_relationgempy.core.model.ImplicitCoKriging.set_centered_gridgempy.core.model.ImplicitCoKriging.set_custom_gridgempy.core.model.ImplicitCoKriging.set_default_orientationgempy.core.model.ImplicitCoKriging.set_default_surface_pointgempy.core.model.ImplicitCoKriging.set_default_surfacesgempy.core.model.ImplicitCoKriging.set_extentgempy.core.model.ImplicitCoKriging.set_fault_objectgempy.core.model.ImplicitCoKriging.set_fault_relationgempy.core.model.ImplicitCoKriging.set_grid_objectgempy.core.model.ImplicitCoKriging.set_is_faultgempy.core.model.ImplicitCoKriging.set_is_finite_faultgempy.core.model.ImplicitCoKriging.set_orientationsgempy.core.model.ImplicitCoKriging.set_orientations_objectgempy.core.model.ImplicitCoKriging.set_regular_gridgempy.core.model.ImplicitCoKriging.set_section_gridgempy.core.model.ImplicitCoKriging.set_series_objectgempy.core.model.ImplicitCoKriging.set_surface_order_from_solutiongempy.core.model.ImplicitCoKriging.set_surface_pointsgempy.core.model.ImplicitCoKriging.set_surface_points_objectgempy.core.model.ImplicitCoKriging.set_surface_valuesgempy.core.model.ImplicitCoKriging.set_surfaces_objectgempy.core.model.ImplicitCoKriging.set_theano_functiongempy.core.model.ImplicitCoKriging.set_theano_graphgempy.core.model.ImplicitCoKriging.set_topographygempy.core.model.ImplicitCoKriging.update_additional_datagempy.core.model.ImplicitCoKriging.update_from_gridgempy.core.model.ImplicitCoKriging.update_from_seriesgempy.core.model.ImplicitCoKriging.update_from_surfacesgempy.core.model.ImplicitCoKriging.update_structuregempy.core.model.ImplicitCoKriging.update_to_interpolatorgempy.core.model.ImplicitCoKriging.additional_datagempy.core.model.ImplicitCoKriging.faultsgempy.core.model.ImplicitCoKriging.gridgempy.core.model.ImplicitCoKriging.interpolatorgempy.core.model.ImplicitCoKriging.orientationsgempy.core.model.ImplicitCoKriging.rescalinggempy.core.model.ImplicitCoKriging.seriesgempy.core.model.ImplicitCoKriging.stackgempy.core.model.ImplicitCoKriging.surface_pointsgempy.core.model.ImplicitCoKriging.surfaces
gempy.core.data_modules.stack.Stack
gempy.core.data_modules.stack.Series
gempy.core.data_modules.stack.Faults
gempy.core.data.Surfaces
gempy.core.data.Structure
gempy.core.data.KrigingParameters
gempy.core.data.Options
gempy.core.data.AdditionalData
gempy.core.data.Grid
gempy.core.grid_modules.grid_types.RegularGrid
gempy.core.grid_modules.grid_types.CustomGrid
gempy.core.grid_modules.topography.Topography
gempy.core.grid_modules.grid_types.Sections
gempy.core.grid_modules.grid_types.CenteredGrid
gempy.core.data_modules.geometric_data.SurfacePoints
gempy.core.data_modules.geometric_data.Orientations
gempy.core.interpolator.InterpolatorModel
gempy.core.interpolator.InterpolatorModel.calculate_Vgempy.core.interpolator.InterpolatorModel.calculate_tzgempy.core.interpolator.InterpolatorModel.compile_th_fn_geogempy.core.interpolator.InterpolatorModel.crate_theano_graphgempy.core.interpolator.InterpolatorModel.get_python_input_blockgempy.core.interpolator.InterpolatorModel.modify_results_matrices_progempy.core.interpolator.InterpolatorModel.modify_results_weightsgempy.core.interpolator.InterpolatorModel.print_theano_sharedgempy.core.interpolator.InterpolatorModel.remove_series_without_datagempy.core.interpolator.InterpolatorModel.reset_flow_control_initial_resultsgempy.core.interpolator.InterpolatorModel.set_all_shared_parametersgempy.core.interpolator.InterpolatorModel.set_flow_controlgempy.core.interpolator.InterpolatorModel.set_initial_resultsgempy.core.interpolator.InterpolatorModel.set_initial_results_matricesgempy.core.interpolator.InterpolatorModel.set_theano_graphgempy.core.interpolator.InterpolatorModel.set_theano_shared_Vs_kernelgempy.core.interpolator.InterpolatorModel.set_theano_shared_fault_relationgempy.core.interpolator.InterpolatorModel.set_theano_shared_faultsgempy.core.interpolator.InterpolatorModel.set_theano_shared_gravitygempy.core.interpolator.InterpolatorModel.set_theano_shared_gridgempy.core.interpolator.InterpolatorModel.set_theano_shared_is_faultgempy.core.interpolator.InterpolatorModel.set_theano_shared_is_finitegempy.core.interpolator.InterpolatorModel.set_theano_shared_kriginggempy.core.interpolator.InterpolatorModel.set_theano_shared_l0_l1gempy.core.interpolator.InterpolatorModel.set_theano_shared_loopgempy.core.interpolator.InterpolatorModel.set_theano_shared_magnetic_ctsgempy.core.interpolator.InterpolatorModel.set_theano_shared_magneticsgempy.core.interpolator.InterpolatorModel.set_theano_shared_nuggetsgempy.core.interpolator.InterpolatorModel.set_theano_shared_onlap_erodegempy.core.interpolator.InterpolatorModel.set_theano_shared_pos_densitygempy.core.interpolator.InterpolatorModel.set_theano_shared_pos_magneticsgempy.core.interpolator.InterpolatorModel.set_theano_shared_relationsgempy.core.interpolator.InterpolatorModel.set_theano_shared_structuregempy.core.interpolator.InterpolatorModel.set_theano_shared_structure_surfacesgempy.core.interpolator.InterpolatorModel.set_theano_shared_topologygempy.core.interpolator.InterpolatorModel.set_theano_shared_tz_kernelgempy.core.interpolator.InterpolatorModel.set_theano_shared_weights
gempy.core.interpolator.InterpolatorGravity
gempy.core.solution.Solution

set_theano_graph

set_theano_graph是Gempy中gempy.core.interpolator.InterpolatorModel类的一个方法,主要用于构建Theano计算图。Theano是一个用于定义、优化和评估数学表达式的Python库,它允许我们定义数学表达式并进行符号计算。使用Theano,我们可以将高级数学运算与深度学习结合起来,构建准确性更高的深度学习模型。

语法

set_theano_graph(inp: np.ndarray = None, out: np.ndarray = None, rescale: bool = False, save: bool = False)

参数说明

  • inp:Numpy数组,表示输入数据。默认为None。
  • out:Numpy数组,表示输出数据。默认为None。
  • rescale:bool值,指示是否进行重新缩放。默认为False。
  • save:bool值,指示是否保存Theano计算图。默认为False。

返回值

set_theano_graph方法不返回任何值。

功能说明

set_theano_graph方法是Gempy中用于构建Theano计算图的关键方法之一。Theano使用图来表示数学运算,set_theano_graph方法可以根据输入数据和输出数据构建一个包含所有运算的图。

在Theano中,我们可以先定义数学表达式,然后再将数据传递给该表达式进行计算。由于该表达式是纯符号形式的,我们可以对其进行优化,使得计算速度更快,并且支持GPU加速。

示例

import gempy as gp
from gempy.core.interpolator import InterpolatorModel

# 构建Gempy模型
geo_model = gp.create_model('geo_model')

# 构建InterpolatorModel对象
i_model = InterpolatorModel(geo_model)

# 设置Theano计算图
i_model.set_theano_graph()

此示例演示了如何在Gempy中使用Theano计算图。构建一个Gempy模型后,我们可以创建一个InterpolatorModel对象,并使用其set_theano_graph方法来构建Theano计算图。该方法没有指定输入数据和输出数据,因此默认使用None作为输入和输出。最后,我们可以使用构建的Theano计算图进行数学运算。