.. only:: html .. note:: :class: sphx-glr-download-link-note Click :ref:`here ` to download the full example code .. rst-class:: sphx-glr-example-title .. _sphx_glr_modeling_gallery_spectral_plot_template_spectral.py: .. _template-spectral-model: Template Spectral Model ======================= This model is defined by custom tabular values. The units returned will be the units of the values array provided at initialization. The model will return values interpolated in log-space, returning 0 for energies outside of the limits of the provided energy array. The class implementation follows closely what has been done in `naima.models.TemplateSpectralModel` Example plot ------------ Here is an example plot of the model: .. code-block:: default import numpy as np from astropy import units as u import matplotlib.pyplot as plt Spectral correction Corrections to templates can be applied by multiplication with a normalized spectral model, for example `gammapy.modeling.models.PowerLawNormSpectralModel`. This operation create a new `gammapy.modeling.models.CompoundSpectralModel` .. code-block:: default from gammapy.modeling.models import ( Models, PowerLawNormSpectralModel, SkyModel, TemplateSpectralModel, ) energy_range = [0.1, 1] * u.TeV energy = np.array([1e6, 3e6, 1e7, 3e7]) * u.MeV values = np.array([4.4e-38, 2.0e-38, 8.8e-39, 3.9e-39]) * u.Unit("MeV-1 s-1 cm-2") template = TemplateSpectralModel(energy=energy, values=values) template.plot(energy_range) plt.grid(which="both") new_model = template * PowerLawNormSpectralModel(norm=2, tilt=0) print(new_model) .. image:: /modeling/gallery/spectral/images/sphx_glr_plot_template_spectral_001.png :alt: plot template spectral :class: sphx-glr-single-img .. rst-class:: sphx-glr-script-out Out: .. code-block:: none CompoundSpectralModel Component 1 : TemplateSpectralModel Component 2 : PowerLawNormSpectralModel name value unit min max frozen error --------- ---------- ---- --- --- ------ --------- norm 2.0000e+00 nan nan False 0.000e+00 tilt 0.0000e+00 nan nan True 0.000e+00 reference 1.0000e+00 TeV nan nan True 0.000e+00 Operator : mul YAML representation ------------------- Here is an example YAML file using the model: .. code-block:: default model = SkyModel(spectral_model=template, name="template-model") models = Models([model]) print(models.to_yaml()) .. rst-class:: sphx-glr-script-out Out: .. code-block:: none components: - name: template-model type: SkyModel spectral: type: TemplateSpectralModel energy: data: - 1000000.0 - 3000000.0 - 10000000.0 - 30000000.0 unit: MeV values: data: - 4.4e-38 - 2.0e-38 - 8.8e-39 - 3.9e-39 unit: 1 / (cm2 MeV s) .. _sphx_glr_download_modeling_gallery_spectral_plot_template_spectral.py: .. only :: html .. container:: sphx-glr-footer :class: sphx-glr-footer-example .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: plot_template_spectral.py ` .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: plot_template_spectral.ipynb ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_