diff --git a/docs/notebooks/passband-demo.ipynb b/docs/notebooks/passband-demo.ipynb index ea918f31..2b946a45 100644 --- a/docs/notebooks/passband-demo.ipynb +++ b/docs/notebooks/passband-demo.ipynb @@ -16,6 +16,23 @@ "from tdastro.astro_utils.passbands import PassbandGroup" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Set Up PassbandGroup" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "passband_group = PassbandGroup(preset=\"LSST\")\n", + "print(passband_group)" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -35,7 +52,7 @@ "\n", "# Load a model\n", "input_times = np.array([1001.0, 1002.0, 1003.0, 1004.0, 1005.0])\n", - "input_wavelengths = np.linspace(2000.0, 10_000.0, 5)\n", + "input_wavelengths = np.linspace(4000.0, 10_000.0, 5)\n", "input_fluxes = np.array(\n", " [\n", " [1.0, 5.0, 2.0, 3.0, 1.0],\n", @@ -49,7 +66,7 @@ "spline_model = SplineModel(input_times, input_wavelengths, input_fluxes, time_degree=3, wave_degree=3)\n", "\n", "times = np.linspace(1000.0, 1006.0, 40)\n", - "wavelengths = np.linspace(2000.0, 11000.0, 30)\n", + "wavelengths = passband_group.waves\n", "fluxes = spline_model.evaluate(times, wavelengths)" ] }, @@ -61,18 +78,19 @@ "source": [ "def plot_flux_spectrogram():\n", " \"\"\"Plot a spectrogram to visualize the fluxes.\"\"\"\n", - " plt.imshow(fluxes.T, cmap=\"plasma\", interpolation=\"nearest\")\n", + " plt.figure(figsize=(12, 5))\n", + " plt.imshow(fluxes.T, cmap=\"plasma\", interpolation=\"nearest\", aspect=\"auto\")\n", "\n", " # Add title, axis labels, and correct ticks\n", " plt.title(\"Flux Spectrogram\")\n", " plt.xlabel(\"Time (days)\")\n", " plt.ylabel(\"Wavelength (Angstrom)\")\n", " plt.xticks(np.arange(len(times))[::4], [f\"{round(time)}\" for time in times][::4])\n", - " plt.yticks(np.arange(len(wavelengths))[::2], [f\"{round(wave)}\" for wave in wavelengths][::2])\n", + " plt.yticks(np.arange(len(wavelengths))[::50], [f\"{round(wave)}\" for wave in wavelengths][::50])\n", "\n", " # Add flux labels\n", " for (j, i), label in np.ndenumerate(fluxes.T):\n", - " if i % 2 == 1:\n", + " if i % 2 == 1 and j % 40 == 20:\n", " plt.text(i, j, round(label, 1), ha=\"center\", va=\"center\", size=8)\n", "\n", " plt.show()\n", @@ -85,7 +103,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Set Up PassbandGroup" + "### Plot Lightcurve" ] }, { @@ -94,8 +112,7 @@ "metadata": {}, "outputs": [], "source": [ - "passband_group = PassbandGroup(preset=\"LSST\")\n", - "print(passband_group)" + "bandfluxes = passband_group.fluxes_to_bandfluxes(fluxes)" ] }, { @@ -104,14 +121,35 @@ "metadata": {}, "outputs": [], "source": [ - "bandfluxes = passband_group.fluxes_to_bandfluxes(fluxes, wavelengths)" + "def plot_lightcurve():\n", + " \"\"\"Plot the passband-normalized lightcurve.\"\"\"\n", + " fig, ax = plt.subplots()\n", + " ax.set_title(\"Passband-Normalized Lightcurve\")\n", + " ax.set_xlabel(\"Time (days)\")\n", + " ax.set_ylabel(\"Flux\")\n", + "\n", + " for _, label in enumerate(bandfluxes.keys()):\n", + " ax.plot(times, bandfluxes[label], marker=\"o\", label=label)\n", + "\n", + " ax.legend()\n", + " plt.show()\n", + "\n", + "\n", + "plot_lightcurve()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Update Wave Grid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Plot Lightcurve" + "By increasing our `delta_wave` parameter, we increase the grid step of our transmission table, and the fluxes caluculated from `passband_group.waves`." ] }, { @@ -120,19 +158,37 @@ "metadata": {}, "outputs": [], "source": [ - "def plot_lightcurve():\n", - " \"\"\"Plot the passband-normalized lightcurve.\"\"\"\n", - " fig, ax = plt.subplots()\n", - " ax.set_title(\"Passband-Normalized Lightcurve\")\n", - " ax.set_xlabel(\"Time (days)\")\n", - " ax.set_ylabel(\"Flux\")\n", + "passband_group.process_transmission_tables(delta_wave=30.0)\n", "\n", - " for i, label in enumerate(bandfluxes.keys()):\n", - " ax.plot(times, bandfluxes[label], marker=\"o\", label=label)\n", + "times = np.linspace(1000.0, 1006.0, 40)\n", + "wavelengths = passband_group.waves\n", + "fluxes = spline_model.evaluate(times, wavelengths)\n", "\n", - " ax.legend()\n", - " plt.show()\n", + "bandfluxes = passband_group.fluxes_to_bandfluxes(fluxes)\n", + "\n", + "plot_lightcurve()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "By setting our `trim_quantile` parameter to None, we disable the automatic trimming performed on transmission table to remove the upper and lower tails." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "passband_group.process_transmission_tables(delta_wave=30.0, trim_quantile=None)\n", + "\n", + "times = np.linspace(1000.0, 1006.0, 40)\n", + "wavelengths = passband_group.waves\n", + "fluxes = spline_model.evaluate(times, wavelengths)\n", "\n", + "bandfluxes = passband_group.fluxes_to_bandfluxes(fluxes)\n", "\n", "plot_lightcurve()" ] diff --git a/src/tdastro/astro_utils/passbands.py b/src/tdastro/astro_utils/passbands.py index 85ccae7c..28e1e60c 100644 --- a/src/tdastro/astro_utils/passbands.py +++ b/src/tdastro/astro_utils/passbands.py @@ -3,7 +3,6 @@ import socket import urllib.parse import urllib.request -from pathlib import Path from typing import Literal, Optional from urllib.error import HTTPError, URLError @@ -18,36 +17,58 @@ class PassbandGroup: Attributes ---------- - passbands : dict - A dictionary of Passband objects. + passbands : dict of Passband + A dictionary of Passband objects, where the keys are the full_names of the passbands (eg, "LSST_u"). + waves : np.ndarray + The union of all wavelengths in the passbands. """ - def __init__(self, preset=None, passbands=None): - """Initialize a PassbandGroup object. - - Attributes - ---------- - preset : str, optional - A pre-defined set of passbands to load. - passbands : dict - A dictionary of Passband objects assigned to the group. The keys are the passbands' full names: - eg, LSST_u, LSST_g, HSC_u, etc. + def __init__( + self, + preset: str = None, + passband_parameters: list = None, + **kwargs, + ): + """Construct a PassbandGroup object. Parameters ---------- preset : str, optional A pre-defined set of passbands to load. - passbands : list, optional - A list of Passband objects assigned to the group. + passband_parameters : list of dict, optional + A list of dictionaries of passband parameters used to create Passband objects. + Each dictionary must contain the following: + - survey : str + - filter_name : str + Dictionaries may also contain the following optional parameters: + - table_path : str + - table_url : str + - delta_wave : float + - trim_quantile : float + - units : str (either 'nm' or 'A') + If survey is not LSST (or other survey with defined defaults), either a table_path or table_url + must be provided. + **kwargs + Additional keyword arguments to pass to the Passband constructor. """ self.passbands = {} + if preset is None and passband_parameters is None: + raise ValueError("PassbandGroup must be initialized with either a preset or passband_parameters.") + if preset is not None: - self._load_preset(preset) + self._load_preset(preset, **kwargs) + + if passband_parameters is not None: + for parameters in passband_parameters: + # Add any missing parameters from kwargs + for key, value in kwargs.items(): + if key not in parameters: + parameters[key] = value + passband = Passband(**parameters) + self.passbands[passband.full_name] = passband - if passbands is not None: - for passband in passbands: - self.passbands[passband.full_name] = passband # This overrides any preset passbands + self._update_waves() def __str__(self) -> str: """Return a string representation of the PassbandGroup.""" @@ -56,44 +77,92 @@ def __str__(self) -> str: f"{', '.join(self.passbands.keys())}" ) - def _load_preset(self, preset): + def _load_preset(self, preset: str, **kwargs) -> None: """Load a pre-defined set of passbands. Parameters ---------- preset : str The name of the pre-defined set of passbands to load. + **kwargs + Additional keyword arguments to pass to the Passband constructor. """ if preset == "LSST": self.passbands = { - "LSST_u": Passband("LSST", "u"), - "LSST_g": Passband("LSST", "g"), - "LSST_r": Passband("LSST", "r"), - "LSST_i": Passband("LSST", "i"), - "LSST_z": Passband("LSST", "z"), - "LSST_y": Passband("LSST", "y"), + "LSST_u": Passband("LSST", "u", **kwargs), + "LSST_g": Passband("LSST", "g", **kwargs), + "LSST_r": Passband("LSST", "r", **kwargs), + "LSST_i": Passband("LSST", "i", **kwargs), + "LSST_z": Passband("LSST", "z", **kwargs), + "LSST_y": Passband("LSST", "y", **kwargs), } else: raise ValueError(f"Unknown passband preset: {preset}") - def fluxes_to_bandfluxes(self, flux_density_matrix, wavelengths_angstrom) -> np.ndarray: + def _update_waves(self) -> None: + """Update the group's wave attribute to be the union of all wavelengths in the passbands.""" + if len(self.passbands) == 0: + self.waves = np.array([]) + else: + self.waves = np.unique(np.concatenate([passband.waves for passband in self.passbands.values()])) + + def process_transmission_tables( + self, delta_wave: Optional[float] = 5.0, trim_quantile: Optional[float] = 1e-3 + ): + """Process the transmission tables for all passbands in the group; recalculate group's wave attribute. + + Parameters + ---------- + delta_wave : float or None, optional + The grid step of the wave grid. Default is 5.0. + trim_quantile : float or None, optional + The quantile to trim the transmission table by. For example, if trim_quantile is 1e-3, the + transmission table will be trimmed to include only the central 99.8% of rows. + """ + for passband in self.passbands.values(): + passband.process_transmission_table(delta_wave, trim_quantile) + + self._update_waves() + + def fluxes_to_bandfluxes(self, flux_density_matrix: np.ndarray) -> np.ndarray: """Calculate bandfluxes for all passbands in the group. Parameters ---------- flux_density_matrix : np.ndarray A 2D array of flux densities where rows are times and columns are wavelengths. - wavelengths_angstrom : np.ndarray - An array of wavelengths in Angstroms corresponding to the columns of flux_density_matrix. Returns ------- - dict - A dictionary of bandfluxes with passband labels as keys. + dict of np.ndarray + A dictionary of bandfluxes with passband names as keys and np.ndarrays of bandfluxes as values. """ + if flux_density_matrix.size == 0 or len(self.waves) != len(flux_density_matrix[0]): + flux_density_matrix_num_cols = 0 if flux_density_matrix.size == 0 else len(flux_density_matrix[0]) + raise ValueError( + f"PassbandGroup mismatched grids: Flux density matrix has {flux_density_matrix_num_cols} " + f"columns, which does not match transmission table's {len(self.waves)} rows. Check that the " + f"flux density matrix was calculated on the same grid as the transmission tables, which can " + f"be accessed via the Passband's or PassbandGroup's waves attribute." + ) + bandfluxes = {} - for label, passband in self.passbands.items(): - bandfluxes[label] = passband.fluxes_to_bandflux(flux_density_matrix, wavelengths_angstrom) + for full_name, passband in self.passbands.items(): + # We only want the fluxes that are in the passband's wavelength range + # So, find the indices in the group's wave grid that are in the passband's wave grid + lower, upper = passband.waves[0], passband.waves[-1] + lower_index, upper_index = np.searchsorted(self.waves, [lower, upper]) + # Check that this is the right grid after all (check will fail if the grid is not regular, or + # passbands are overlapping) + if np.array_equal(self.waves[lower_index : upper_index + 1], passband.waves): + in_band_fluxes = flux_density_matrix[:, lower_index : upper_index + 1] + else: + indices = np.unique(np.searchsorted(passband.waves, self.waves)) + if indices[-1] == len(passband.waves): + indices = indices[:-1] + in_band_fluxes = flux_density_matrix[:, indices] + + bandfluxes[full_name] = passband.fluxes_to_bandflux(in_band_fluxes) return bandfluxes @@ -102,134 +171,149 @@ class Passband: Attributes ---------- - label : str - The label of the passband. Note that this is not unique across surveys. survey : str - The survey to which the passband belongs. + The survey to which the passband belongs: eg, "LSST". + filter_name : str + The name of the passband's filter: eg, "u". full_name : str - The full name of the passband. + The full name of the passband. This is the survey and filter concatenated: eg, "LSST_u". table_path : str The path to the transmission table file. table_url : str The URL to download the transmission table file. - transmission_table : np.ndarray + waves : np.ndarray + The wavelengths of the transmission table. To be used when evaluating models to generate fluxes + that will be passed to fluxes_to_bandflux. + _loaded_table : np.ndarray + A 2D array of wavelengths and transmissions. This is the table loaded from the file, and is neither + interpolated nor normalized. + processed_transmission_table : np.ndarray A 2D array where the first col is wavelengths (Angstrom) and the second col is transmission values. - normalized_transmission_table : np.ndarray - A 2D array of wavelengths and normalized transmissions. + This table is both interpolated to the _wave_grid and normalized to calculate phi_b(λ). """ def __init__( self, survey: str, - label: str, + filter_name: str, + delta_wave: Optional[float] = 5.0, + trim_quantile: Optional[float] = 1e-3, table_path: Optional[str] = None, table_url: Optional[str] = None, units: Optional[Literal["nm", "A"]] = "A", + force_download: bool = False, ): - """Construct a Passband object + """Construct a Passband object. Parameters ---------- survey : str - Which survey does this passband correspond to. Often "LSST" - label : str - Which label does this passband correspond to, Sometimes a filter name like "g" + The survey to which the passband belongs: eg, "LSST". + filter_name : str + The filter_name of the passband: eg, "u". + delta_wave : float or None, optional + The grid step of the wave grid, in angstroms. + It is typically used to downsample transmission using linear interpolation. + Default is 5 angstroms. If `None` the original grid is used. + trim_quantile : float or None, optional + The quantile to trim the transmission table by. For example, if trim_quantile is 1e-3, the + transmission table will be trimmed to include only the central 99.8% of the area under the + transmission curve. table_path : str, optional - Path to the table defining the passband on the filesystem. Will take precedence over table_url + The path to the transmission table file. If None, the table path will be set to a default path; + if no file exists at this location, the file will be downloaded from table_url. table_url : str, optional - URL to download the table from. + The URL to download the transmission table file. If None, the table URL will be set to + a default URL based on the survey and filter_name. Default is None. units : Literal['nm','A'], optional Denotes whether the wavelength units of the table are nanometers ('nm') or Angstroms ('A'). By default 'A'. Does not affect the output units of the class, only the interpretation of the provided passband table. + force_download : bool, optional + If True, the transmission table will be downloaded even if it already exists locally. Default is + False. """ - self.label = label self.survey = survey - self.full_name = f"{survey}_{label}" - self.transmission_table = self._load_transmission_table( - table_path=table_path, table_url=table_url, units=units - ) - self.normalized_transmission_table = self._normalize_transmission_table() + self.filter_name = filter_name + self.full_name = f"{survey}_{filter_name}" - def _load_transmission_table( - self, table_path=None, table_url=None, units: Optional[Literal["nm", "A"]] = "A" - ) -> np.ndarray: - """Load a transmission table from a file or URL. + self.table_path = table_path + self.table_url = table_url + self.units = units - Parameters - ---------- - table_path : str, optional - The path to the transmission table file. If None, a passbands directory will be created in the - current directory. - table_url : str, optional - The URL to download the transmission table file, if it does not exist locally. If None, the URL - will be constructed based on the survey and label. This is only available for the LSST survey at - the moment. - units : Literal['nm','A'], optional - Denotes whether the wavelength units of the table are nanometers ('nm') or Angstroms ('A'). - By default 'A'. Does not affect the output units of the class, only the interpretation of the - provided passband table. + self._load_transmission_table(force_download=force_download) + self.process_transmission_table(delta_wave, trim_quantile) + + def __str__(self) -> str: + """Return a string representation of the Passband.""" + return f"Passband: {self.full_name}" + + def _load_transmission_table(self, force_download: bool = False) -> None: + """Load a transmission table from a file (or download it if it doesn't exist). Table must have 2 + columns: wavelengths and transmissions; wavelengths must be strictly increasing. Returns ------- np.ndarray - A 2D array where the first column is wavelengths (Angstrom) and the second column is transmission - values. + A 2D array of wavelengths and transmissions. """ - if table_path is None: - if table_url is None: - if self.survey == "LSST": - # TODO: This area will be changed with incoming Pooch data manager PR :) - # Consider: https://raw.githubusercontent.com/lsst/throughputs/e70d1daf069e606caa3feb43eccc62ec21e0baf5/baseline/total_g.dat - table_url = ( - f"http://svo2.cab.inta-csic.es/svo/theory/fps3/getdata.php" - f"?format=ascii&id=LSST/LSST.{self.label}" - ) - else: - raise NotImplementedError( - f"Transmission table download is not yet implemented for survey: {self.survey}." - "Please provide a table URL." - ) - - table_cache_dir = Path(__file__).parent / "passbands" / self.survey - table_cache_dir.mkdir(exist_ok=True, parents=True) - - # Cache using the URL provided so when the URL changes we re-download - # Primarily useful for local development - table_cache_filename = f"{urllib.parse.quote_plus(table_url)}_{self.label}.dat" - table_path = table_cache_dir / table_cache_filename - - if not table_path.exists(): - self._download_transmission_table(table_path, table_url) - - np_table = np.loadtxt(table_path) - if units == "nm": - np_table[:, 0] *= 10.0 # Multiply the first column (wavelength) by 10.0 to convert to Angstroms - - # Ensure the table is sorted by wavelength, which is the first column. Most data files do this - # anyway, but we depend on an ascending order in fluxes_to_bandpass() - return np_table[np_table[:, 0].argsort()] - - def _download_transmission_table(self, table_path: Path, table_url: str) -> bool: + # Check if the table file exists locally, and download it if it does not + if self.table_path is None: + self.table_path = os.path.join( + os.path.dirname(__file__), f"passbands/{self.survey}/{self.filter_name}.dat" + ) + os.makedirs(os.path.dirname(self.table_path), exist_ok=True) + if force_download or not os.path.exists(self.table_path): + self._download_transmission_table() + # Load the table file + try: + loaded_table = np.loadtxt(self.table_path) + except OSError as e: + raise OSError(f"Error reading transmission table from file: {e}") from e + # Check that the table has the correct shape + if loaded_table.size == 0 or loaded_table.shape[1] != 2: + raise ValueError("Transmission table must have exactly 2 columns.") + # Check that wavelengths are strictly increasing + if not np.all(np.diff(loaded_table[:, 0]) > 0): + raise ValueError("Wavelengths in transmission table must be strictly increasing.") + + # Correct for units + if self.units == "nm": + loaded_table[ + :, 0 + ] *= 10.0 # Multiply the first column (wavelength) by 10.0 to convert to Angstroms + + self._loaded_table = loaded_table + + def _download_transmission_table(self) -> bool: """Download a transmission table from a URL. - Parameters - ---------- - table_path : str - The path to save the downloaded transmission table. - table_url : str - The URL to download the transmission table file. - Returns ------- bool True if the download was successful, False otherwise. + + Raises + ------ + NotImplementedError + If no table_url has been set and the survey is not supported for transmission table download. """ + if self.table_url is None: + if self.survey == "LSST": + # TODO switch to files at: https://github.com/lsst/throughputs/blob/main/baseline/total_g.dat + self.table_url = ( + f"http://svo2.cab.inta-csic.es/svo/theory/fps3/getdata.php" + f"?format=ascii&id=LSST/LSST.{self.filter_name}" + ) + else: + raise NotImplementedError( + f"Transmission table download is not yet implemented for survey: {self.survey}." + ) try: socket.setdefaulttimeout(10) - logging.info(f"Retrieving {table_url}", flush=True) - urllib.request.urlretrieve(table_url, table_path) - if os.path.getsize(table_path) == 0: + logging.info(f"Retrieving {self.table_url}", flush=True) + urllib.request.urlretrieve(self.table_url, self.table_path) + if os.path.getsize(self.table_path) == 0: logging.error(f"Transmission table downloaded for {self.full_name} is empty.") return False else: @@ -242,31 +326,155 @@ def _download_transmission_table(self, table_path: Path, table_url: str) -> bool logging.error(f"URL error occurred when downloading table for {self.full_name}: {e}") return False - def _normalize_transmission_table(self) -> np.ndarray: + def process_transmission_table( + self, delta_wave: Optional[float] = 5.0, trim_quantile: Optional[float] = 1e-3 + ): + """Process the transmission table. + + Parameters + ---------- + delta_wave : Optional[float] = 5.0 + The grid step of the wave grid. Default is 5.0 Angstroms. + trim_quantile : Optional[float] = 1e-3 + The quantile to trim the transmission table by. For example, if trim_quantile is 1e-3, the + transmission table will be trimmed to include only the central 99.8% of rows. + """ + interpolated_table = self._interpolate_transmission_table(self._loaded_table, delta_wave) + trimmed_table = self._trim_transmission_by_quantile(interpolated_table, trim_quantile) + self.processed_transmission_table = self._normalize_transmission_table(trimmed_table) + + self.waves = self.processed_transmission_table[:, 0] + + def _interpolate_transmission_table(self, table: np.ndarray, delta_wave: Optional[float]) -> np.ndarray: + """Interpolate the transmission table to a new wave grid. + + Parameters + ---------- + table : np.ndarray + A 2D array of wavelengths and transmissions. + delta_wave : float or None + The grid step of the wave grid. + + Returns + ------- + np.ndarray + A 2D array of wavelengths and transmissions. + """ + # Don't interpolate if delta_wave is None or the table is already on the desired grid + if delta_wave is None: + return table + if np.allclose(np.diff(table[:, 0]), delta_wave): + return table + + # Regrid wavelengths to the new wave grid + wavelengths = table[:, 0] + lower_bound, upper_bound = wavelengths[0], wavelengths[-1] + new_wavelengths = np.linspace( + lower_bound, upper_bound, int((upper_bound - lower_bound) / delta_wave) + 1 + ) + + # Interpolate the transmission table to the new wave grid + spline = scipy.interpolate.InterpolatedUnivariateSpline(table[:, 0], table[:, 1], ext="raise", k=1) + interpolated_transmissions = spline(new_wavelengths) + return np.column_stack((new_wavelengths, interpolated_transmissions)) + + def _trim_transmission_by_quantile(self, table: np.ndarray, trim_quantile: Optional[float]) -> np.ndarray: + """Trim the transmission table so that it only includes the central (100 - 2*trim_quartile)% of rows. + + E.g., if trim_quantile is 1e-3, the transmission table will be trimmed to include only the central + 99.8% of rows. + + Parameters + ---------- + table : np.ndarray + A 2D array of wavelengths and transmissions. + trim_quantile : float + The quantile to trim the transmission table by. For example, if trim_quantile is 1e-3, the + transmission table will be trimmed to include only the central 99.8% of rows. Must be greater than + or equal to 0 and less than 0.5. + + Returns + ------- + np.ndarray + A 2D array of wavelengths and transmissions. + """ + if trim_quantile is None or trim_quantile == 0.0: + return table + if trim_quantile < 0 or trim_quantile >= 0.5: + raise ValueError(f"Trim quantile must be between 0 and 0.5; got {trim_quantile}.") + + # Separate wavelengths and transmissions + wavelengths = table[:, 0] + transmissions = table[:, 1] + + # Calculate the cumulative sum of the transmission values (area under the curve) + cumulative_area = scipy.integrate.cumulative_trapezoid(transmissions, x=wavelengths) + + # Normalize cumulative area to range from 0 to 1 + cumulative_area /= cumulative_area[-1] + + # Find indices where the cumulative area exceeds the trim quantiles + lower_bound = max(np.searchsorted(cumulative_area, trim_quantile, side="right") - 1, 0) + upper_bound = np.searchsorted(cumulative_area, 1 - trim_quantile) + + # Trim the table to the desired range + trimmed_table = table[lower_bound : upper_bound + 1] + + return trimmed_table + + def _normalize_transmission_table(self, transmission_table: np.ndarray) -> np.ndarray: """Calculate the value of phi_b for all wavelengths in a transmission table. This is eq. 8 from "On the Choice of LSST Flux Units" (Ivezić et al.): φ_b(λ) = S_b(λ)λ⁻¹ / ∫ S_b(λ)λ⁻¹ dλ - where S_b(λ) is the system response of the passband. Note that we use the transmission table - here as our S_b(λ). + where S_b(λ) is the system response of the passband. Note we use transmission table as our S_b(λ). + + Parameters + ---------- + transmission_table : np.ndarray + A 2D array of wavelengths and transmissions. Returns ------- np.ndarray A 2D array of wavelengths and normalized transmissions. + + Raises + ------ + ValueError + If the transmission table is the wrong size or the calculated denominator is zero. """ - wavelengths_angstrom = self.transmission_table[:, 0] - transmissions = self.transmission_table[:, 1] + if transmission_table.size == 0: + raise ValueError("Transmission table is empty; cannot normalize.") + elif transmission_table.shape[0] == 1: + raise ValueError(f"Cannot normalize transmission table with only one row: {transmission_table}.") + elif transmission_table.ndim != 2 or transmission_table.shape[1] != 2: + raise ValueError("Transmission table must be 2D array with exactly 2 columns.") + + wavelengths_angstrom = transmission_table[:, 0] + transmissions = transmission_table[:, 1] # Calculate the numerators and denominator numerators = transmissions / wavelengths_angstrom denominator = scipy.integrate.trapezoid(numerators, x=wavelengths_angstrom) + + if denominator == 0: + raise ValueError( + "Denominator is zero; cannot normalize transmission table. " + f"Consider checking the transmission table for band {self.full_name}. " + f"With wave grid set to: {self._wave_grid}, transmission table wavelengths are: " + f"{transmission_table[:, 0]}." + ) + # Calculate phi_b for each wavelength normalized_transmissions = numerators / denominator return np.column_stack((wavelengths_angstrom, normalized_transmissions)) - def fluxes_to_bandflux(self, flux_density_matrix, wavelengths_angstrom) -> np.ndarray: + def fluxes_to_bandflux( + self, + flux_density_matrix: np.ndarray, + ) -> np.ndarray: """Calculate the bandflux for a given set of flux densities. This is eq. 7 from "On the Choice of LSST Flux Units" (Ivezić et al.): @@ -280,8 +488,6 @@ def fluxes_to_bandflux(self, flux_density_matrix, wavelengths_angstrom) -> np.nd ---------- flux_density_matrix : np.ndarray A 2D array of flux densities where rows are times and columns are wavelengths. - wavelengths_angstrom : np.ndarray - An array of wavelengths in Angstroms corresponding to the columns of flux_density_matrix. Returns ------- @@ -289,42 +495,19 @@ def fluxes_to_bandflux(self, flux_density_matrix, wavelengths_angstrom) -> np.nd An array of bandfluxes with length flux_density_matrix, where each element is the bandflux at the corresponding time. """ - # TODO: This area will be changed with incoming interpolation/exterpolation PR :) - # Check that the grid of wavelengths_angstrom matches the band's transmission table - # TODO - # For now, min exterpolation check: the bounds of the flux density grid are within the transmission - # table bounds - if ( - wavelengths_angstrom[-1] > self.normalized_transmission_table[-1, 0] - or wavelengths_angstrom[0] < self.normalized_transmission_table[0, 0] - ): + if flux_density_matrix.size == 0 or len(self.waves) != len(flux_density_matrix[0]): + flux_density_matrix_num_cols = 0 if flux_density_matrix.size == 0 else len(flux_density_matrix[0]) raise ValueError( - f"Extrapolation needed: flux density interval [{wavelengths_angstrom[0]}, " - f"{wavelengths_angstrom[-1]}] is outside the transmission table interval " - f"[{self.normalized_transmission_table[0, 0]}, {self.normalized_transmission_table[-1, 0]}]." + f"Passband mismatched grids: Flux density matrix has {flux_density_matrix_num_cols} " + f"columns, which does not match the {len(self.waves)} rows in band {self.full_name}'s " + f"transmission table. Check that the flux density matrix was calculated on the same grid as " + f"the transmission tables, which can be accessed via the Passband's or PassbandGroup's waves " + f"attribute." ) - # Get only the flux densities that are within the passband's wavelength range - passband_wavelengths = self.normalized_transmission_table[:, 0] - passband_wavelengths_indices = np.searchsorted(wavelengths_angstrom, passband_wavelengths) - - # Since the passband wavelength table should (for the moment) always cover a wider range than the - # wavelengths we are sampling, we will always find some passband wavelengths that index past the - # end of of the wavelengths array. We truncate these past-the-end indices and then pad the resulting - # flux array out to the size of our passband table - trunc_condition = passband_wavelengths_indices < len(wavelengths_angstrom) - passband_wavelengths_indices_trunc = np.extract(trunc_condition, passband_wavelengths_indices) - values_truncated = len(passband_wavelengths_indices) - len(passband_wavelengths_indices_trunc) - - # Create and pad flux density array - passband_flux_density_matrix = flux_density_matrix[:, passband_wavelengths_indices_trunc] - passband_flux_density_matrix = np.pad( - passband_flux_density_matrix, [(0, 0), (0, values_truncated)], "constant", constant_values=0.0 - ) - # Calculate the bandflux as ∫ f(λ)φ_b(λ) dλ, # where f(λ) is the in-band flux density and φ_b(λ) is the normalized system response - integrand = passband_flux_density_matrix * self.normalized_transmission_table[:, 1] - bandfluxes = scipy.integrate.trapezoid(integrand, x=passband_wavelengths) + integrand = flux_density_matrix * self.processed_transmission_table[:, 1] + bandfluxes = scipy.integrate.trapezoid(integrand, x=self.waves) return bandfluxes diff --git a/tests/tdastro/astro_utils/test_passband_groups.py b/tests/tdastro/astro_utils/test_passband_groups.py new file mode 100644 index 00000000..6ce5ba8e --- /dev/null +++ b/tests/tdastro/astro_utils/test_passband_groups.py @@ -0,0 +1,126 @@ +from unittest.mock import patch + +import numpy as np +from tdastro.astro_utils.passbands import Passband, PassbandGroup + + +def create_passband_group(path, delta_wave=5.0, trim_quantile=None): + """Helper function to create a PassbandGroup object for testing.""" + # Initialize requirements for PassbandGroup object + survey = "TEST" + filter_names = ["a", "b", "c"] + table_dir = path / survey + table_dir.mkdir() + + transmission_tables = { + "a": "100 0.5\n200 0.75\n300 0.25\n", + "b": "250 0.25\n300 0.5\n350 0.75\n", + "c": "400 0.75\n500 0.25\n600 0.5\n", + } + for filter_name in filter_names: + with open(table_dir / f"{filter_name}.dat", "w") as f: + f.write(transmission_tables[filter_name]) + + # Load the PassbandGroup object + passbands = [] + for filter_name in filter_names: + passbands.append( + { + "survey": survey, + "filter_name": filter_name, + "table_path": table_dir / f"{filter_name}.dat", + "delta_wave": delta_wave, + "trim_quantile": trim_quantile, + } + ) + return PassbandGroup(passband_parameters=passbands) + + +def test_passband_group_init(tmp_path): + """Test the initialization of the Passband class, and implicitly, _load_preset.""" + # Test that we can create an empty PassbandGroup object + empty_passband = PassbandGroup() + assert len(empty_passband.passbands) == 0 + + # Test that the PassbandGroup class can be initialized with a preset + # Mock the transmission table files at passbands/LSST/.dat using patch + transmission_table_array = np.array([[100, 0.5], [200, 0.75], [300, 0.25]]) + + def mock_load_transmission_table(self, **kwargs): + self._loaded_table = transmission_table_array + + with patch.object(Passband, "_load_transmission_table", new=mock_load_transmission_table): + lsst_passband_group = PassbandGroup(preset="LSST") + assert len(lsst_passband_group.passbands) == 6 + assert "LSST_u" in lsst_passband_group.passbands + assert "LSST_g" in lsst_passband_group.passbands + assert "LSST_r" in lsst_passband_group.passbands + assert "LSST_i" in lsst_passband_group.passbands + assert "LSST_z" in lsst_passband_group.passbands + assert "LSST_y" in lsst_passband_group.passbands + + # Test that the PassbandGroup class can be initialized with a list of Passband objects + with patch.object(Passband, "_load_transmission_table", new=mock_load_transmission_table): + lsst_gri_passbands = [ + {"survey": "LSST", "filter_name": "g"}, + {"survey": "LSST", "filter_name": "r"}, + {"survey": "LSST", "filter_name": "i"}, + ] + lsst_gri_passband_group = PassbandGroup(passband_parameters=lsst_gri_passbands) + assert len(lsst_gri_passband_group.passbands) == 3 + assert "LSST_g" in lsst_gri_passband_group.passbands + assert "LSST_r" in lsst_gri_passband_group.passbands + assert "LSST_i" in lsst_gri_passband_group.passbands + + # Test that our helper function creates a PassbandGroup object with the expected passbands + test_passband_group = create_passband_group(tmp_path) + assert len(test_passband_group.passbands) == 3 + assert "TEST_a" in test_passband_group.passbands + assert "TEST_b" in test_passband_group.passbands + assert "TEST_c" in test_passband_group.passbands + assert np.allclose( + test_passband_group.waves, + np.unique(np.concatenate([np.arange(100, 301, 5), np.arange(250, 351, 5), np.arange(400, 601, 5)])), + ) + + # Test that the PassbandGroup class raises an error for an unknown preset + try: + _ = PassbandGroup(preset="Unknown") + except ValueError as e: + assert str(e) == "Unknown passband preset: Unknown" + else: + raise AssertionError("PassbandGroup should raise an error for an unknown preset") + + +def test_passband_group_str(tmp_path): + """Test the __str__ method of the PassbandGroup class.""" + empty_passband_group = PassbandGroup() + assert str(empty_passband_group) == "PassbandGroup containing 0 passbands: " + + # Test that the __str__ method returns the expected string with preset passbands + lsst_passband_group = PassbandGroup(preset="LSST") + assert ( + str(lsst_passband_group) + == "PassbandGroup containing 6 passbands: LSST_u, LSST_g, LSST_r, LSST_i, LSST_z, LSST_y" + ) + + # Test that the __str__ method returns the expected string with custom passbands + test_passband_group = create_passband_group(tmp_path) + assert str(test_passband_group) == "PassbandGroup containing 3 passbands: TEST_a, TEST_b, TEST_c" + + +def test_passband_group_fluxes_to_bandfluxes(tmp_path): + """Test the fluxes_to_bandfluxes method of the PassbandGroup class.""" + # Test with simple passband group + test_passband_group = create_passband_group(tmp_path, delta_wave=20, trim_quantile=None) + + # Create some mock flux data with the same number of columns as wavelengths in our PassbandGroup + flux = np.linspace(test_passband_group.waves * 10, 100, 5) + + bandfluxes = test_passband_group.fluxes_to_bandfluxes(flux) + + # Check structure of result is as expected + assert len(bandfluxes) == 3 + for band_name in test_passband_group.passbands: + assert band_name in bandfluxes + assert bandfluxes[band_name].shape == (5,) diff --git a/tests/tdastro/astro_utils/test_passbands.py b/tests/tdastro/astro_utils/test_passbands.py index 1fd6d901..ea5f36e3 100644 --- a/tests/tdastro/astro_utils/test_passbands.py +++ b/tests/tdastro/astro_utils/test_passbands.py @@ -1,113 +1,99 @@ from unittest.mock import patch import numpy as np -from tdastro.astro_utils.passbands import Passband, PassbandGroup +import pytest +from tdastro.astro_utils.passbands import Passband def test_passband_init(): """Test the initialization of the Passband class.""" - # Test that we can create an empty PassbandGroup object - empty_passband = PassbandGroup() - assert len(empty_passband.passbands) == 0 - - # Test that the PassbandGroup class can be initialized with a preset - lsst_passband_group = PassbandGroup(preset="LSST") - assert len(lsst_passband_group.passbands) == 6 - assert "LSST_u" in lsst_passband_group.passbands - assert "LSST_g" in lsst_passband_group.passbands - assert "LSST_r" in lsst_passband_group.passbands - assert "LSST_i" in lsst_passband_group.passbands - assert "LSST_z" in lsst_passband_group.passbands - assert "LSST_y" in lsst_passband_group.passbands - - # Test that the PassbandGroup class can be initialized with a list of Passband objects - lsst_gri_passbands = [ - Passband("LSST", "g"), - Passband("LSST", "r"), - Passband("LSST", "i"), - ] - lsst_gri_passband_group = PassbandGroup(passbands=lsst_gri_passbands) - assert len(lsst_gri_passband_group.passbands) == 3 - assert "LSST_g" in lsst_gri_passband_group.passbands - assert "LSST_r" in lsst_gri_passband_group.passbands - assert "LSST_i" in lsst_gri_passband_group.passbands - assert "LSST_u" not in lsst_gri_passband_group.passbands - - # Test that the PassbandGroup class raises an error for an unknown preset - try: - _ = PassbandGroup(preset="Unknown") - except ValueError as e: - assert str(e) == "Unknown passband preset: Unknown" - else: - raise AssertionError("PassbandGroup should raise an error for an unknown preset") - - -def test_passband_str(): - """Test the __str__ method of the PassbandGroup class.""" - empty_passband_group = PassbandGroup() - assert str(empty_passband_group) == "PassbandGroup containing 0 passbands: " - - lsst_passband_group = PassbandGroup(preset="LSST") - assert ( - str(lsst_passband_group) - == "PassbandGroup containing 6 passbands: LSST_u, LSST_g, LSST_r, LSST_i, LSST_z, LSST_y" - ) + # Test we get a TypeError if we don't provide a survey and filter_name + with pytest.raises(TypeError): + a_band = Passband() + + # Test we get an NotImplementedError if we don't have a local transmission table or provided URL, and the + # survey has no default URL + with pytest.raises(NotImplementedError): + a_band = Passband("TEST", "a") + + # Test that the Passband class can be initialized with a survey and filter_name + # Mock a transmission table file that we'll "find" at passbands/TEST/a.dat + transmission_table_array = np.array([[100, 0.5], [200, 0.75], [300, 0.25]]) + + def mock_load_transmission_table(self, **kwargs): + self._loaded_table = transmission_table_array + + with patch.object(Passband, "_load_transmission_table", new=mock_load_transmission_table): + a_band = Passband("TEST", "a") + assert a_band.survey == "TEST" + assert a_band.filter_name == "a" + assert a_band.full_name == "TEST_a" + # Cannot check table_path as we have mocked the method that sets it; see unit test for loading tables + assert a_band.table_url is None + np.testing.assert_allclose(a_band._loaded_table, transmission_table_array) + assert a_band.waves is not None + + +def create_test_passband(path, transmission_table, filter_name="a", **kwargs): + """Helper function to create a Passband object for testing.""" + survey = "TEST" + table_path = path / f"{survey}_{filter_name}.dat" - gaia_passbands = [ - Passband( - "GAIA", - "0.Gbp", - table_url="http://svo2.cab.inta-csic.es/svo/theory/fps3/getdata.php?format=ascii&id=GAIA/GAIA0.Gbp", - ), - Passband( - "GAIA", - "0.G", - table_url="http://svo2.cab.inta-csic.es/svo/theory/fps3/getdata.php?format=ascii&id=GAIA/GAIA0.G", - ), - Passband( - "GAIA", - "0.Grp", - table_url="http://svo2.cab.inta-csic.es/svo/theory/fps3/getdata.php?format=ascii&id=GAIA/GAIA0.Grp", - ), - ] - gaia_passband_group = PassbandGroup(passbands=gaia_passbands) - assert ( - str(gaia_passband_group) == "PassbandGroup containing 3 passbands: GAIA_0.Gbp, GAIA_0.G, GAIA_0.Grp" - ) + # Create a transmission table file + with open(table_path, "w") as f: + f.write(transmission_table) + + # Create a Passband object + return Passband(survey, filter_name, table_path=table_path, **kwargs) + + +def test_passband_str(tmp_path): + """Test the __str__ method of the Passband class.""" + transmission_table = "1000 0.5\n1005 0.6\n1010 0.7\n" + + # Check that the __str__ method returns the expected string + a_band = create_test_passband(tmp_path, transmission_table) + assert str(a_band) == "Passband: TEST_a" def test_passband_load_transmission_table(tmp_path): """Test the _load_transmission_table method of the Passband class.""" - survey = "TEST" - band_label = "a" - table_path = tmp_path / f"{survey}_{band_label}.dat" - # Create a transmission table file - transmission_table = "1000 0.5\n1001 0.6\n1002 0.7\n" - with open(table_path, "w") as f: + # Test a toy transmission table was loaded correctly + transmission_table = "1000 0.5\n1005 0.6\n1010 0.7\n" + a_band = create_test_passband(tmp_path, transmission_table) + np.testing.assert_allclose(a_band._loaded_table, np.array([[1000, 0.5], [1005, 0.6], [1010, 0.7]])) + + # Test that we raise an error if the transmission table is blank + transmission_table = "" + with open(a_band.table_path, "w") as f: f.write(transmission_table) + with pytest.raises(ValueError): + a_band._load_transmission_table() - # Initialization of the Passband object automatically loads the transmission table - a_band = Passband(survey, band_label, table_path=table_path) + # Test that we raise an error if the transmission table is not formatted correctly + transmission_table = "1000\n1005 0.6\n1010 0.7" + with open(a_band.table_path, "w") as f: + f.write(transmission_table) + with pytest.raises(ValueError): + a_band._load_transmission_table() - # Check that the transmission table was loaded correctly - assert a_band.transmission_table.shape == (3, 2) - assert a_band.transmission_table[0, 0] == 1000 - assert a_band.transmission_table[0, 1] == 0.5 - assert a_band.transmission_table[1, 0] == 1001 - assert a_band.transmission_table[1, 1] == 0.6 - assert a_band.transmission_table[2, 0] == 1002 - assert a_band.transmission_table[2, 1] == 0.7 + # Test that we raise an error if the transmission table wavelengths are not sorted + transmission_table = "1000 0.5\n900 0.6\n1010 0.7" + with open(a_band.table_path, "w") as f: + f.write(transmission_table) + with pytest.raises(ValueError): + a_band._load_transmission_table() def test_passband_download_transmission_table(tmp_path): """Test the _download_transmission_table method of the Passband class.""" # Initialize a Passband object survey = "TEST" - band_label = "a" - table_path = tmp_path / f"{survey}_{band_label}.dat" - table_url = f"http://example.com/{survey}/{band_label}.dat" - transmission_table = "1000 0.5\n1001 0.6\n1002 0.7\n" + filter_name = "a" + table_path = tmp_path / f"{survey}_{filter_name}.dat" + table_url = f"http://example.com/{survey}/{filter_name}.dat" + transmission_table = "1000 0.5\n1005 0.6\n1010 0.7\n" def mock_urlretrieve(url, filename, *args, **kwargs): # Urlretrieve saves contents directly to filename with open(filename, "w") as f: @@ -116,51 +102,164 @@ def mock_urlretrieve(url, filename, *args, **kwargs): # Urlretrieve saves conte # Mock the urlretrieve portion of the download method with patch("urllib.request.urlretrieve", side_effect=mock_urlretrieve) as mocked_urlretrieve: - a_band = Passband(survey, band_label, table_path=table_path, table_url=table_url) + a_band = Passband(survey, filter_name, table_path=table_path, table_url=table_url) # Check that the transmission table was downloaded mocked_urlretrieve.assert_called_once_with(table_url, table_path) # Check that the transmission table was loaded correctly - assert a_band.transmission_table.shape == (3, 2) - assert a_band.transmission_table[0, 0] == 1000 - assert a_band.transmission_table[0, 1] == 0.5 - assert a_band.transmission_table[1, 0] == 1001 - assert a_band.transmission_table[1, 1] == 0.6 - assert a_band.transmission_table[2, 0] == 1002 - assert a_band.transmission_table[2, 1] == 0.7 + np.testing.assert_allclose(a_band._loaded_table, np.array([[1000, 0.5], [1005, 0.6], [1010, 0.7]])) + + +def test_process_transmission_table(tmp_path): + """Test the process_transmission_table method of the Passband class; check correct methods are called.""" + transmission_table = "100 0.5\n200 0.75\n300 0.25\n" + a_band = create_test_passband(tmp_path, transmission_table) + + # Mock the methods that _process_transmission_table wraps, to check each is called once + with ( + patch.object(a_band, "_interpolate_transmission_table") as mock_interp_table, + patch.object(a_band, "_trim_transmission_by_quantile") as mock_trim_table, + patch.object(a_band, "_normalize_transmission_table") as mock_norm_table, + ): + # Call the _process_transmission_table method + delta_wave, trim_quantile = 1.0, 0.05 + a_band.process_transmission_table(delta_wave, trim_quantile) + + # Check that each method is called once + mock_interp_table.assert_called_once_with(a_band._loaded_table, delta_wave) + mock_trim_table.assert_called_once() + mock_norm_table.assert_called_once() + + # Now call without mocking, to check waves set correctly (other values checked in method-specific tests) + delta_wave, trim_quantile = 5.0, None + a_band.process_transmission_table(delta_wave, trim_quantile) + np.testing.assert_allclose(a_band.waves, np.arange(100, 301, delta_wave)) + + +def test_interpolate_transmission_table(tmp_path): + """Test the _interpolate_transmission_table method of the Passband class.""" + transmission_table = "100 0.5\n200 0.75\n300 0.25\n" + a_band = create_test_passband(tmp_path, transmission_table) + + # Interpolate the transmission table to a large step size (50 Angstrom) + table = a_band._interpolate_transmission_table(a_band._loaded_table, delta_wave=50) + np.testing.assert_allclose(table[:, 0], np.arange(100, 301, 50)) + + # Interpolate the transmission table to a somewhat small step size (1 Angstrom) + table = a_band._interpolate_transmission_table(a_band._loaded_table, delta_wave=1) + np.testing.assert_allclose(table[:, 0], np.arange(100, 301, 1)) + + # Interpolate the transmission table to an even smaller step size (0.1 Angstrom) + table = a_band._interpolate_transmission_table(a_band._loaded_table, delta_wave=0.1) + np.testing.assert_allclose(table[:, 0], np.arange(100, 300.01, 0.1)) + + +def test_trim_transmission_table(tmp_path): + """Test the _trim_transmission_by_quantile method of the Passband class.""" + + # Test: transmission table with only 3 points + transmission_table = "100 0.5\n200 0.75\n300 0.25\n" + a_band = create_test_passband(tmp_path, transmission_table) + + # Trim the transmission table by 5% (should remove the last point) + table = a_band._trim_transmission_by_quantile(a_band._loaded_table, trim_quantile=0.05) + np.testing.assert_allclose(table, np.array([[100, 0.5], [200, 0.75]])) + + # Trim the transmission table by 40% (should still preserve the first point, as table is skewed) + table = a_band._trim_transmission_by_quantile(a_band._loaded_table, trim_quantile=0.4) + np.testing.assert_allclose(table, np.array([[100, 0.5], [200, 0.75]])) + + # Check no trimming if quantile is 0 + table = a_band._trim_transmission_by_quantile(a_band._loaded_table, trim_quantile=None) + np.testing.assert_allclose(table, np.array([[100, 0.5], [200, 0.75], [300, 0.25]])) + + # Check we raise an error if the quantile is not greater or equal to 0 and less than 0.5 + with pytest.raises(ValueError): + a_band._trim_transmission_by_quantile(a_band._loaded_table, trim_quantile=0.5) + with pytest.raises(ValueError): + a_band._trim_transmission_by_quantile(a_band._loaded_table, trim_quantile=-0.1) + + # Test 2: larger, more normal transmission table + transmission_table = "100 0.05\n200 0.1\n300 0.25\n400 0.5\n500 0.8\n600 0.6\n700 0.4\n800 0.2\n900 0.1\n" + b_band = create_test_passband(tmp_path, transmission_table, filter_name="b") + + # Trim the transmission table by 5% (should remove the last point) + table = b_band._trim_transmission_by_quantile(b_band._loaded_table, trim_quantile=0.05) + np.testing.assert_allclose( + table, + np.array( + [[100, 0.05], [200, 0.1], [300, 0.25], [400, 0.5], [500, 0.8], [600, 0.6], [700, 0.4], [800, 0.2]] + ), + ) + + # Trim the transmission table by 40% (should remove most points) + table = b_band._trim_transmission_by_quantile(b_band._loaded_table, trim_quantile=0.4) + np.testing.assert_allclose(table, np.array([[300, 0.25], [400, 0.5], [500, 0.8]])) + + # Check no trimming if quantile is 0 + table = b_band._trim_transmission_by_quantile(b_band._loaded_table, trim_quantile=None) + np.testing.assert_allclose( + table, + np.array( + [ + [100, 0.05], + [200, 0.1], + [300, 0.25], + [400, 0.5], + [500, 0.8], + [600, 0.6], + [700, 0.4], + [800, 0.2], + [900, 0.1], + ] + ), + ) + + # Test 3: much larger transmission table + transmissions = np.random.normal(0.5, 0.1, 1000) + wavelengths = np.arange(100, 1100, 1) + transmission_table = "\n".join( + [f"{wavelength} {transmission}" for wavelength, transmission in zip(wavelengths, transmissions)] + ) + c_band = create_test_passband(tmp_path, transmission_table, filter_name="c") + + # Trim the transmission table by 5% on each side + table = c_band._trim_transmission_by_quantile(c_band._loaded_table, trim_quantile=0.05) + assert len(table) < len(c_band._loaded_table) + + original_area = np.trapz(c_band._loaded_table[:, 1], x=c_band._loaded_table[:, 0]) + trimmed_area = np.trapz(table[:, 1], x=table[:, 0]) + assert trimmed_area >= (original_area * 0.9) def test_passband_normalize_transmission_table(tmp_path): """Test the _normalize_transmission_table method of the Passband class.""" - # Initialize a Passband object - survey = "TEST" - band_label = "a" - table_path = tmp_path / f"{survey}_{band_label}.dat" - transmission_table = "100 0.5\n200 0.75\n300 0.25\n" - with open(table_path, "w") as f: - f.write(transmission_table) + a_band = create_test_passband(tmp_path, transmission_table, delta_wave=100, trim_quantile=None) - a_band = Passband(survey, band_label, table_path=table_path) + # Normalize the transmission table (we skip interpolation as grid already matches) + a_band._normalize_transmission_table(a_band._loaded_table) # Compare results expected_result = np.array([[100.0, 0.0075], [200.0, 0.005625], [300.0, 0.00125]]) - assert np.allclose(a_band.normalized_transmission_table, expected_result) + assert np.allclose(a_band.processed_transmission_table, expected_result) + + # Test that we raise an error if the transmission table is the wrong size or shape + with pytest.raises(ValueError): + a_band._normalize_transmission_table(np.array([[]])) + with pytest.raises(ValueError): + a_band._normalize_transmission_table(np.array([[100, 0.5]])) + with pytest.raises(ValueError): + a_band._normalize_transmission_table(np.array([100, 0.5])) + with pytest.raises(ValueError): + a_band._normalize_transmission_table(np.array([[100, 0.5, 105, 0.6]])) def test_passband_fluxes_to_bandflux(tmp_path): """Test the fluxes_to_bandflux method of the Passband class.""" - # Initialize a Passband object - survey = "TEST" - band_label = "a" - table_path = tmp_path / f"{survey}_{band_label}.dat" - transmission_table = "100 0.5\n200 0.75\n300 0.25\n" - with open(table_path, "w") as f: - f.write(transmission_table) - - a_band = Passband(survey, band_label, table_path=table_path) + a_band = create_test_passband(tmp_path, transmission_table, delta_wave=100, trim_quantile=None) # Define some mock flux values and calculate our expected bandflux flux = np.array( @@ -172,61 +271,33 @@ def test_passband_fluxes_to_bandflux(tmp_path): [1.0, 1.0, 1.0], ] ) - expected_in_band_flux = np.trapz( - flux * a_band.normalized_transmission_table[:, 1], x=a_band.normalized_transmission_table[:, 0] - ) - - # Compare results - in_band_flux = a_band.fluxes_to_bandflux(flux, a_band.normalized_transmission_table[:, 0]) - np.allclose(in_band_flux, expected_in_band_flux) - + expected_in_band_flux = np.trapz(flux * a_band.processed_transmission_table[:, 1], x=a_band.waves) + in_band_flux = a_band.fluxes_to_bandflux(flux) + np.testing.assert_allclose(in_band_flux, expected_in_band_flux) -def test_passband_group_fluxes_to_bandfluxes(tmp_path): - """Test the fluxes_to_bandfluxes method of the PassbandGroup class.""" - # Initialize requirements for PassbandGroup object - survey = "TEST" - band_labels = ["a", "b", "c"] - table_dir = tmp_path / survey - table_dir.mkdir() - - transmission_tables = { - "a": "100 0.5\n200 0.75\n300 0.25\n", - "b": "100 0.25\n200 0.5\n300 0.75\n", - "c": "100 0.75\n200 0.25\n300 0.5\n", - } - for band_label in band_labels: - with open(table_dir / f"{band_label}.dat", "w") as f: - print("Writing", band_label, "to", table_dir / f"{band_label}.dat") - f.write(transmission_tables[band_label]) - - # Load the PassbandGroup object - passbands = [] - for band_label in band_labels: - passbands.append(Passband(survey, band_label, table_path=table_dir / f"{band_label}.dat")) - test_passband_group = PassbandGroup(passbands=passbands) - - # Define some mock flux values and calculate our expected bandfluxes + # Test with a different set of fluxes, regridding the transmission table + a_band.process_transmission_table(delta_wave=50, trim_quantile=None) flux = np.array( [ - [1.0, 1.0, 1.0], - [2.0, 1.0, 1.0], - [3.0, 1.0, 1.0], - [2.0, 1.0, 1.0], - [1.0, 1.0, 1.0], + [100.0, 12.0, 1.0, 0.5, 0.25], + [300.0, 200.0, 100.0, 50.0, 25.0], + [1.0, 500, 1000, 500, 250], + [2.0, 1.0, 1.0, 1.0, 1.0], + [3.0, 1.0, 1.0, 1.0, 1.0], + [200.0, 100.0, 50.0, 25.0, 12.5], + [100.0, 50.0, 25.0, 12.5, 6.25], ] ) - wavelengths = np.array([100, 200, 300]) + in_band_flux = a_band.fluxes_to_bandflux(flux) + expected_in_band_flux = np.trapz( + flux * a_band.processed_transmission_table[:, 1], x=a_band.processed_transmission_table[:, 0] + ) + np.testing.assert_allclose(in_band_flux, expected_in_band_flux) - # Compare results - bandfluxes = test_passband_group.fluxes_to_bandfluxes(flux, wavelengths) - for passband in test_passband_group.passbands: - assert passband in bandfluxes - assert bandfluxes[passband].shape == (5,) - assert np.allclose( - bandfluxes[passband], - np.trapz( - flux * test_passband_group.passbands[passband].normalized_transmission_table[:, 1], - x=wavelengths, - axis=1, - ), - ) + # Test we raise an error if the fluxes are not the right shape + with pytest.raises(ValueError): + a_band.fluxes_to_bandflux(np.array([[1.0, 2.0], [3.0, 4.0]])) + + # Test we raise an error if the fluxes are empty + with pytest.raises(ValueError): + a_band.fluxes_to_bandflux(np.array([])) diff --git a/tests/tdastro/conftest.py b/tests/tdastro/conftest.py index 6311b9e2..1116e9ad 100644 --- a/tests/tdastro/conftest.py +++ b/tests/tdastro/conftest.py @@ -34,3 +34,9 @@ def opsim_small(test_data_dir): def opsim_shorten(test_data_dir): """Return the file path for the bad grid input file.""" return os.path.join(test_data_dir, "opsim_shorten.db") + + +@pytest.fixture +def passbands_dir(test_data_dir): + """Return the file path for passbands directory.""" + return os.path.join(test_data_dir, "passbands") diff --git a/tests/tdastro/data/README.md b/tests/tdastro/data/README.md new file mode 100644 index 00000000..3302068f --- /dev/null +++ b/tests/tdastro/data/README.md @@ -0,0 +1,4 @@ +# TDAstro Test Data + +- **passbands/:** + - Please note that the transmission tables included in this repository are for unit testing purposes only. We do not guarantee that they will be kept up to date, so users are encouraged to download and store their own files. \ No newline at end of file diff --git a/tests/tdastro/data/passbands/LSST/g.dat b/tests/tdastro/data/passbands/LSST/g.dat new file mode 100644 index 00000000..5fff70c5 --- /dev/null +++ b/tests/tdastro/data/passbands/LSST/g.dat @@ -0,0 +1,1813 @@ +# LSST Throughputs files created from syseng_throughputs repo +# Version 1.9 +# sha1 fcc05772f99427e4a45cd1b9da1628dded9a06d5 +# Aerosols added to atmosphere +# Wavelen_cutoff_BLUE 385.60 +# Wavelen_cutoff_RED 566.30 +# Wavelength(nm) Throughput(0-1) +3864 4.99572e-14 +3865 0.000254262 +3866 0.000509039 +3867 0.0010057 +3868 0.00150336 +3869 0.00201547 +3870 0.00252861 +3871 0.00303006 +3872 0.00353276 +3873 0.00405021 +3874 0.00456896 +3875 0.00508899 +3876 0.00560871 +3877 0.00611587 +3878 0.00662401 +3879 0.0071467 +3880 0.00767039 +3881 0.00818144 +3882 0.00869346 +3883 0.0092201 +3884 0.00974774 +3885 0.0102627 +3886 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b/tests/tdastro/data/passbands/LSST/z.dat @@ -0,0 +1,8508 @@ +# LSST Throughputs files created from syseng_throughputs repo +# Version 1.9 +# sha1 fcc05772f99427e4a45cd1b9da1628dded9a06d5 +# Aerosols added to atmosphere +# Wavelen_cutoff_BLUE 799.30 +# Wavelen_cutoff_RED 939.20 +# Wavelength(nm) Throughput(0-1) +300.0 0.0 +300.1 0.0 +300.20000000000005 0.0 +300.30000000000007 0.0 +300.4000000000001 0.0 +300.5000000000001 0.0 +300.60000000000014 0.0 +300.70000000000016 0.0 +300.8000000000002 0.0 +300.9000000000002 0.0 +301.0000000000002 0.0 +301.10000000000025 0.0 +301.2000000000003 0.0 +301.3000000000003 0.0 +301.4000000000003 0.0 +301.50000000000034 0.0 +301.60000000000036 0.0 +301.7000000000004 0.0 +301.8000000000004 0.0 +301.90000000000043 0.0 +302.00000000000045 0.0 +302.1000000000005 0.0 +302.2000000000005 0.0 +302.3000000000005 0.0 +302.40000000000055 0.0 +302.50000000000057 0.0 +302.6000000000006 0.0 +302.7000000000006 0.0 +302.80000000000064 0.0 +302.90000000000066 0.0 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passbands.fluxes_to_bandfluxes(flux_fnu) res["bandfluxes"] = bandfluxes res["state"] = state @@ -72,6 +72,7 @@ def draw_single_random_sn( def test_snia_end2end( opsim_small, + passbands_dir, opsim_db_file=None, opsim=True, nsample=1, @@ -127,13 +128,24 @@ def test_snia_end2end( source.add_effect(Redshift(redshift=source.redshift, t0=source.t0)) - url_base = "https://raw.githubusercontent.com/lsst/throughputs/e70d1daf069e606caa3feb43eccc62ec21e0baf5/" passbands = PassbandGroup( - passbands=[ - Passband("LSST", "g", table_url=f"{url_base}baseline/total_g.dat", units="nm"), - Passband("LSST", "r", table_url=f"{url_base}baseline/total_r.dat", units="nm"), - ] + passband_parameters=[ + { + "survey": "LSST", + "filter_name": "u", + "table_path": f"{passbands_dir}/LSST/u.dat", + "units": "nm", + }, + { + "survey": "LSST", + "filter_name": "r", + "table_path": f"{passbands_dir}/LSST/r.dat", + "units": "nm", + }, + ], + delta_wave=1, ) + wavelengths_rest = passbands.waves res_list = []