{ "cells": [ { "cell_type": "markdown", "id": "19e04547", "metadata": {}, "source": [ "# **Tutorial 1**: An introduction to *sheap*, basic usage, and some of its capabilities\n" ] }, { "cell_type": "markdown", "id": "877f66d6", "metadata": {}, "source": [ "*sheap* is a Python package designed to fit and estimate the posterior parameters of Active Galactic Nuclei (AGN) spectra. It is built on top of **JAX**, enabling GPU-accelerated computations for efficient spectral analysis.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "0e7efc67", "metadata": {}, "outputs": [], "source": [ "from jax import config\n", "config.update(\"jax_enable_x64\", True)\n", "from pathlib import Path\n", "import glob " ] }, { "cell_type": "markdown", "id": "a9d7b4c7", "metadata": {}, "source": [ "Throughout this notebook, we will introduce the basic features of *sheap* and demonstrate its usage through practical examples.\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "d6721e62", "metadata": {}, "outputs": [], "source": [ "import sheap\n", "from sheap import Sheapectral \n", "from sheap.Utils.SpectralReaders import parallel_reader" ] }, { "cell_type": "markdown", "id": "f0688d71", "metadata": {}, "source": [ "**`Sheapectral`** is a class that allows the user to read and handle spectra for the analysis process. \n", "\n", "As a companion tool, we provide **`parallel_reader`**, a utility designed to efficiently read a set of SDSS FITS spectra in parallel. It returns the object coordinates (`coords`) together with the spectra arranged in channels:\n", "\n", "- **Channel 0** — Wavelength \n", "- **Channel 1** — Flux \n", "- **Channel 2** — Error \n", "- **Channel 3 (optional)** — Velocity distribution (if available) \n", "\n", "This structure makes it straightforward to handle large batches of spectra for further processing in **SHEAP**.\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "20f26786", "metadata": {}, "outputs": [], "source": [ "spectrum_dic = Path(sheap.__file__).resolve().parent / \"SuportData\" / \"Spectra\"\n", "files = sorted(glob.glob(f\"{spectrum_dic}/*.fits\"))\n", "coords,_,spectra = parallel_reader(files,function=\"fits_reader_sdss\")\n", "z = [0.184366,0.161769]" ] }, { "cell_type": "code", "execution_count": 4, "id": "7ca863bd", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['/Users/felavila/Work/MyPackages/sheap/sheap/SuportData/Spectra/11109-58523-0450.fits',\n", " '/Users/felavila/Work/MyPackages/sheap/sheap/SuportData/Spectra/8222-57431-0561.fits']" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "files" ] }, { "cell_type": "markdown", "id": "bd7ebaad", "metadata": {}, "source": [ "We instantiate the `Sheapectral` class, passing the spectrum, the object’s redshift (`z`), and sky coordinates (`coords`) so it can apply Galactic reddening automatically.\n", "If `z` is `None`, the spectrum is treated as already in the rest frame.\n", "If your input spectrum is already dereddened, set `extinction_correction=False` to skip correction.\n", "\n", "Next you can call `Sheapectral.fitmodel()` and `Sheapectral.plot()`.\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "1498cbe8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "extinction correction will be do it, change 'extinction_correction' to done if you want to avoid this step\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/felavila/miniconda3/envs/sheap/lib/python3.12/site-packages/jax/_src/ops/scatter.py:92: FutureWarning: scatter inputs have incompatible types: cannot safely cast value from dtype=float64 to dtype=float32 with jax_numpy_dtype_promotion='standard'. In future JAX releases this will result in an error.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "redshift correction will be do it, change 'redshift_correction' to done if you want to avoid this step\n" ] } ], "source": [ "spec_class = Sheapectral(spectra,z=z,coords=coords,names = [f\"spectra_{i}\" for i in range(2)])" ] }, { "cell_type": "markdown", "id": "18bf498e", "metadata": {}, "source": [ "To view the full spectrum, users can access the `quicklook` property. \n", "This displays the object’s spectrum with its ID or name in the top-left corner. \n", "In parentheses, it also shows the object’s position within the spectra and its redshift.\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "b880f122", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spec_class.quicklook(0)" ] }, { "cell_type": "markdown", "id": "ed534ab9", "metadata": {}, "source": [ "To fit the spectra first call the instance method `makemodel` on the `spec_class`, which initializes the `SheapModelBuilder` class. This class loads YAMLs files that contain most known emission lines and creates a `SheapModel` instance with all relevant information about the lines and fit regions. It forms the foundation of the fitting process and includes several key parameters:\n", "\n", "- The tuple (`xmin`,`xmax`): wavelength limits for searching [emission lines](https://sheap.readthedocs.io/en/stable/SuportData/LineRepository/index.html). \n", "- `n_broad` and `n_narrow`: number of broad and narrow components \n", "- `continuum_profile`: continuum model to use; *sheap* supports `['linear', 'powerlaw', 'brokenpowerlaw', 'logparabola', 'exp_cutoff', 'polynomial']` \n", "- `fe_mode`: method for estimating the iron contribution; accepted values are `'none'`, `'model'`, and `'template'` \n", "\n", "In the first example, we fit the Hα region (typically 6000–7200 Å) with a linear continuum profile and no iron contribution." ] }, { "cell_type": "code", "execution_count": 7, "id": "6cc2dd37", "metadata": {}, "outputs": [], "source": [ "spec_class.makemodel((6000,7200),n_broad=1,n_narrow=1,fe_mode =\"None\",continuum_profile=\"brokenpowerlaw\",verbose=True,add_balmer_continuum = False ,add_balmerhighorder_continuum = False)" ] }, { "cell_type": "code", "execution_count": 8, "id": "7fc5af57", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SheapModel(lines=[SpectralLine(line_name='broad1', center=[6046.44, 7002.23, 6562.82, 6678.2, 7065.196], region='broad', component=1, subregion=[None, None, None, None, None], amplitude=[1.0, 1.0, 1.0, 1.0, 1.0], element=['Oxygen', 'Oxygen', 'Hydrogen', 'Helium', 'Helium'], profile='SPAF', region_lines=['OIa', 'OIb', 'Halpha', 'HeIf', 'HeIg'], amplitude_relations=[(0, 1.0, 0), (1, 1.0, 1), (2, 1.0, 2), (3, 1.0, 3), (4, 1.0, 4)], subprofile=None, rarity=None, template_info=None), SpectralLine(line_name='brokenpowerlaw', center=None, region='continuum', component=0, subregion=None, amplitude=None, element=None, profile='brokenpowerlaw', region_lines=None, amplitude_relations=None, subprofile=None, rarity=None, template_info=None), SpectralLine(line_name='narrow1', center=[6562.82, 6678.2, 7065.196, 6300.304, 6363.776, 6548.05, 6583.46, 6716.44, 6730.81], region='narrow', component=1, subregion=[None, None, None, None, None, None, None, None, None], amplitude=[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], element=['Hydrogen', 'Helium', 'Helium', 'Oxygen', 'Oxygen', 'Nitrogen', 'Nitrogen', 'Sulfur', 'Sulfur'], profile='SPAF', region_lines=['Halpha', 'HeIf', 'HeIg', 'OIa', 'OIb', 'NIIa', 'NIIb', 'SIIa', 'SIIb'], amplitude_relations=[(0, 1.0, 0), (1, 1.0, 1), (2, 1.0, 2), (3, 1.0, 3), (4, 1.0, 4), (5, 0.3, 6), (6, 1.0, 6), (7, 1.0, 7), (8, 1.0, 8)], subprofile=None, rarity=None, template_info=None)], profile_functions=[], profile_names=[], params_dict={}, profile_params_index_list=[], params=None, uncertainty_params=None, original_idx=[0, 1, 2], _master_param_names=[], global_profile_params_index_list=[])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spec_class.modelbuild.sheapmodel" ] }, { "cell_type": "markdown", "id": "2587b1ae", "metadata": {}, "source": [ "When the region is already defined, we can call another important instance method of the class—`.fitmodel()`—which invokes the fitting process implemented in the `SheapModelFitting` class. \n", "\n", "Its main parameters are:\n", "\n", "- `list_num_steps=[1_000]`: a list containing the number of iterations to perform. \n", "- `list_learning_rate=[1e-2]`: a list containing the learning rates to try. \n", "- `run_uncertainty_params=False`: whether to run the uncertainty estimation (we’ll compute uncertainties later). \n", "- `add_penalty_function=False`: whether to include a penalty function in the loss. \n", "- `penalty_weight=0.01`: weight applied to the penalty function. \n", "- `curvature_weight=1e3`: weight applied to the curvature regularization term. \n", "- `smoothness_weight=1e5`: weight applied to the smoothness regularization term. \n", "- `max_weight=0.1`: maximum weight scaling factor for constraints. \n", "\n", "By default, these values are pre-set to reasonable choices but can be changed depending on the needs of the user and the complexity of the spectra being fitted. \n", "\n", "In this example, we disable uncertainty estimation (`run_uncertainty_params=False`) and compute uncertainties in a separate step. Note that `list_num_steps` and `list_learning_rate` must have the same length, since each entry in `list_learning_rate` is paired with the corresponding number of steps in `list_num_steps`. \n" ] }, { "cell_type": "code", "execution_count": 9, "id": "4b256a68", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitting 2 spectra with 4590 wavelength pixels\n", "\n", "========================================\n", "STEP1 (step1) params to minimize 21\n", "learning_rate: 0.01 num_steps: 1000 non_optimize_in_axis: 4\n", "Time for step 'step1': 0.87 seconds\n", "The entire process took 0.87 (0.44s by spectra)\n" ] } ], "source": [ "spec_class.fitmodel(list_num_steps=[1_000],list_learning_rate=[1e-2])" ] }, { "cell_type": "markdown", "id": "31ce9b54", "metadata": {}, "source": [ "After fitting, you can visualize the results by calling:\n", "\n", "```python\n", "spec_class.modelplot.plot()" ] }, { "cell_type": "code", "execution_count": 10, "id": "de12fe60", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spec_class.modelplot.plot(1)" ] }, { "cell_type": "markdown", "id": "85a527f0", "metadata": {}, "source": [ "It is easy to see that the fit is not perfect — the poor fit occurs because it requires more components to be fitted effectively. \n", "We will see how to improve the fitting in the next notebooks. \n", "\n", "Finally, we will show the instance `estimate_posteriors`, which uses the `MasterSampler` class. \n", "Currently, *sheap* can handle several types of posterior-parameter estimation:\n", "\n", "- The Monte Carlo method \n", "- The pseudo Monte Carlo method \n", "- The covariance matrix method \n", "- MCMC powered by the NumPyro package \n", "\n", "*sheap* can also summarize the samples and estimate posterior parameters such as luminosity, supermassive black hole mass, among others.\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running Monte Carlo with JAX.,sample over the spectra using init params\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling obj: 100%|██████████| 50/50 [00:34<00:00, 1.43it/s, it_s=0.0003]\n", "Getting posterior-params: 100%|██████████| 2/2 [00:00<00:00, 3.48it/s]\n" ] } ], "source": [ "spec_class.estimate_posteriors(sampling_method=\"montecarlo\",summarize=False,overwrite=True)" ] }, { "cell_type": "code", "execution_count": 13, "id": "c51f6009", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['basic_params', 'L_w', 'L_bol', 'F_cont', 'distances', 'extra_params', 'samples_phys'])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "spec_class.result.posterior[\"montecarlo\"][\"posterior_result\"][\"spectra_1\"].keys()" ] }, { "cell_type": "markdown", "id": "2694e7b0", "metadata": {}, "source": [ "To study the results, the easiest approach is to use the `result` property of the `spec_class` object. This returns a `SheapResult` instance that contains the region, parameter results, and, most importantly, the posterior. The posterior is represented as a dictionary where the keys are the method use to estimate the uncertainties: then inside this you have the `posterior result`, `num_samples`, `key_seed`.\n", "\n", "Then `posterior result` contains all the line information, organized by the names specified by the user when initializing the code—in this case, `['spectra_0', 'spectra_1']`. \n" ] }, { "cell_type": "markdown", "id": "885a9dcc", "metadata": {}, "source": [ "When we inspect the resulting dictionary in detail, it contains the following keys:\n", "\n", "`TODO: update the params that can be calculate and how to take it.`\n", "- `basic_params`: Values for the individual lines in the fit. Since SHEAP groups lines into “templates” that share shift and FWHM, `basic_params` separates these lines for detailed analysis. \n", "- `L_w` and `L_bol`: The luminosity at a specific wavelength (`L_w`) and the bolometric luminosity (`L_bol`). \n", "- `extras_params`: Additional parameters for each line. For example, for Hα it includes: \n", " - `L_w` \n", " - `L_bol` \n", " - `fwhm_kms` \n", " - `log10_smbh` \n", " - `Ledd` \n", " - `mdot_msun_per_year` \n", "- `params_dict_values`: The fitted parameters and their posterior distributions. Note that these parameters remain combined, so their keys follow the pattern `nameparam_linename_region`. For combined lines, `linename = region + component`. \n" ] }, { "cell_type": "markdown", "id": "8b1d9e8f", "metadata": {}, "source": [ "Finally, to save your results, call the `save_to_pickle` method on the instance.\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "fc33c2a4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimated pickle size: 168.64 KB\n" ] } ], "source": [ "spec_class.save_to_pickle(\"dic1.pkl\")" ] }, { "cell_type": "markdown", "id": "9d2139ab", "metadata": {}, "source": [ "To load saved results for further testing or new models, use the `from_pickle` class method:\n", "\n", "```python\n", "new_instance = Sheapectral.from_pickle('path/to/your_saved_results.pkl')\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "0c97cd49", "metadata": {}, "outputs": [ { "ename": "FileNotFoundError", "evalue": "[Errno 2] No such file or directory: 'dic1.pkl'", "output_type": "error", "traceback": [ "\u001b[31m---------------------------------------------------------------------------\u001b[39m", "\u001b[31mFileNotFoundError\u001b[39m Traceback (most recent call last)", "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[15]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m spec_class_readed = \u001b[43mSheapectral\u001b[49m\u001b[43m.\u001b[49m\u001b[43mfrom_pickle\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mdic1.pkl\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n", "\u001b[36mFile \u001b[39m\u001b[32m~/work/MyPackages/sheap/sheap/MainSheap/Sheapectral.py:492\u001b[39m, in \u001b[36mSheapectral.from_pickle\u001b[39m\u001b[34m(cls, filepath)\u001b[39m\n\u001b[32m 478\u001b[39m \u001b[38;5;250m\u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 479\u001b[39m \u001b[33;03mLoad a saved Sheapectral instance from a pickle file.\u001b[39;00m\n\u001b[32m 480\u001b[39m \n\u001b[32m (...)\u001b[39m\u001b[32m 489\u001b[39m \u001b[33;03m Restored object with loaded spectra and results.\u001b[39;00m\n\u001b[32m 490\u001b[39m \u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 491\u001b[39m filepath = Path(filepath)\n\u001b[32m--> \u001b[39m\u001b[32m492\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mfilepath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mrb\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[32m 493\u001b[39m data = pickle.load(f)\n\u001b[32m 495\u001b[39m obj = \u001b[38;5;28mcls\u001b[39m(\n\u001b[32m 496\u001b[39m spectra=data[\u001b[33m\"\u001b[39m\u001b[33mspectra\u001b[39m\u001b[33m\"\u001b[39m],\n\u001b[32m 497\u001b[39m z=data[\u001b[33m\"\u001b[39m\u001b[33mz\u001b[39m\u001b[33m\"\u001b[39m],\n\u001b[32m (...)\u001b[39m\u001b[32m 501\u001b[39m redshift_correction=data[\u001b[33m\"\u001b[39m\u001b[33mredshift_correction\u001b[39m\u001b[33m\"\u001b[39m],\n\u001b[32m 502\u001b[39m )\n", "\u001b[31mFileNotFoundError\u001b[39m: [Errno 2] No such file or directory: 'dic1.pkl'" ] } ], "source": [ "spec_class_readed = Sheapectral.from_pickle(\"dic1.pkl\")" ] }, { "cell_type": "markdown", "id": "92d22f36", "metadata": {}, "source": [ "To reproduce the same plot, simply call the `modelplot.plot()` method again:\n", "\n", "```python\n", "spec_class_readed._fit_instance.modelplot.plot()\n" ] }, { "cell_type": "code", "execution_count": 168, "id": "f7ccc07f", "metadata": {}, "outputs": [], "source": [ "# spec_class.result.posterior[1][\"basic_params\"][\"broad\"][\"luminosity\"]" ] }, { "cell_type": "markdown", "id": "7b7c49a1", "metadata": {}, "source": [ "**End tutorial 1.**" ] } ], "metadata": { "kernelspec": { "display_name": "sheap", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.0" } }, "nbformat": 4, "nbformat_minor": 5 }