From 354356331ac8ca759994e5ebe7a3e362a9f334c9 Mon Sep 17 00:00:00 2001 From: jaimerzp Date: Thu, 13 Jun 2024 19:24:12 +0100 Subject: [PATCH] main functions --- nb/priors_example.ipynb | 148 ++++++++++++++++++++----- src/qp/projectors/__init__.py | 1 + src/qp/projectors/projector_base.py | 53 ++++----- src/qp/projectors/projector_moments.py | 26 ++--- src/qp/projectors/projector_shifts.py | 38 +++---- 5 files changed, 172 insertions(+), 94 deletions(-) diff --git a/nb/priors_example.ipynb b/nb/priors_example.ipynb index 3958bf5..b1c018f 100644 --- a/nb/priors_example.ipynb +++ b/nb/priors_example.ipynb @@ -4,7 +4,21 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (projector_shifts_widths.py, line 71)", + "output_type": "error", + "traceback": [ + "Traceback \u001b[0;36m(most recent call last)\u001b[0m:\n", + "\u001b[0m File \u001b[1;32m~/anaconda3/envs/tutorials/lib/python3.9/site-packages/IPython/core/interactiveshell.py:3508\u001b[0m in \u001b[1;35mrun_code\u001b[0m\n exec(code_obj, self.user_global_ns, self.user_ns)\u001b[0m\n", + "\u001b[0m Cell \u001b[1;32mIn[1], line 9\u001b[0m\n import qp\u001b[0m\n", + "\u001b[0m File \u001b[1;32m~/Documents/UCL/qp/src/qp/__init__.py:38\u001b[0m\n from . import projectors\u001b[0m\n", + "\u001b[0;36m File \u001b[0;32m~/Documents/UCL/qp/src/qp/projectors/__init__.py:3\u001b[0;36m\n\u001b[0;31m from .projector_shifts_widths import ProjectorShiftsWidths\u001b[0;36m\n", + "\u001b[0;36m File \u001b[0;32m~/Documents/UCL/qp/src/qp/projectors/projector_shifts_widths.py:71\u001b[0;36m\u001b[0m\n\u001b[0;31m return mvn([1], [self.width**2])S\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], "source": [ "import numpy as np\n", "from numpy.linalg import cholesky\n", @@ -26,14 +40,13 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "dummy = np.load('../tests/qp/dummy.npz')\n", "zs = dummy['zs']\n", "pzs = dummy['pzs']\n", - "cov = np.cov(pzs.T)\n", "dz = np.mean(np.diff(zs))\n", "zs_edges = np.append(zs - dz/2, zs[-1] + dz/2)\n", "q = qp.Ensemble(qp.hist, data={\"bins\":zs_edges, \"pdfs\":pzs})" @@ -41,12 +54,21 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "base = qp.projectors.ProjectorBase(q)" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -59,9 +81,9 @@ "figure, axis = plt.subplots(2, 1, figsize=(5,10))\n", "figure.subplots_adjust(wspace=0, hspace=0.01)\n", "for i in range(100):\n", - " axis[0].plot(zs, pzs[i], 'k-', alpha=0.05)\n", + " axis[0].plot(base.z, base.nzs[i], 'k-', alpha=0.05)\n", "axis[0].set_ylabel(r'$p(z)$')\n", - "im = axis[1].imshow(abs(cov), aspect='auto',\n", + "im = axis[1].imshow(abs(base.nz_cov), aspect='auto',\n", " origin='lower', cmap='gray',\n", " extent=[min(zs), max(zs), max(zs), min(zs)])\n", "axis[1].set_xlabel(r'$z$')\n", @@ -79,33 +101,25 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "45 (100, 45)\n" - ] - } - ], + "outputs": [], "source": [ "shifts = qp.projectors.ProjectorShifts(q)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "pz_fid = [shifts.z, shifts.pz_mean]" + "pz_fid = [shifts.z, shifts.nz_mean]" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -114,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -123,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -143,7 +157,7 @@ "for i in range(100):\n", " pz = shifted_pzs[i]\n", " axis[0].plot(shifts.z, pz, 'k-', alpha=0.05)\n", - "axis[0].errorbar(shifts.z, shifts.pz_mean, yerr=np.sqrt(np.diag(shifted_cov)), fmt='k-')\n", + "axis[0].errorbar(shifts.z, shifts.nz_mean, yerr=np.sqrt(np.diag(shifted_cov)), fmt='k-')\n", "axis[0].set_ylabel(r'$p(z)$')\n", "im = axis[1].imshow(abs(shifted_cov), aspect='auto',\n", " origin='lower', cmap='gray',\n", @@ -155,6 +169,82 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Shifts & Widths" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "SnW = qp.projectors.ProjectorShiftsWidths(q)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "SnW_pzs = []\n", + "for i in range(100):\n", + " shift_p = SnW._get_shift_prior()\n", + " width_p = SnW._get_width_prior()\n", + " shift = shift_p.rvs()\n", + " width = width_p.rvs()\n", + " pz = SnW.evaluate_model(pz_fid, shift, width)[1]\n", + " SnW_pzs.append(pz)\n", + "SnW_pzs = np.array(SnW_pzs)\n", + "#SnW_pzs = base._normalize(SnW_pzs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "SnW_cov = np.cov(SnW_pzs.T)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "figure, axis = plt.subplots(2, 1, figsize=(5,10))\n", + "figure.subplots_adjust(wspace=0, hspace=0.01)\n", + "for i in range(100):\n", + " axis[0].plot(SnW.z, SnW_pzs[i], 'k-', alpha=0.05)\n", + "axis[0].errorbar(SnW.z, SnW.nz_mean, yerr=np.sqrt(np.diag(SnW_cov)), fmt='k-')\n", + "axis[0].set_ylabel(r'$p(z)$')\n", + "im = axis[1].imshow(abs(SnW_cov), aspect='auto',\n", + " origin='lower', cmap='gray',\n", + " extent=[min(zs), max(zs), max(zs), min(zs)])\n", + "axis[1].set_xlabel(r'$z$')\n", + "cbar_ax = figure.add_axes([0.905, 0.11, 0.02, 0.38])\n", + "figure.colorbar(im, cax=cbar_ax)\n", + "#plt.savefig('docs/source/assets/moments.png')\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -164,7 +254,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -184,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -193,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -202,12 +292,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -221,7 +311,7 @@ "figure.subplots_adjust(wspace=0, hspace=0.01)\n", "for i in range(100):\n", " axis[0].plot(moments.z, moments_pzs[i], 'k-', alpha=0.05)\n", - "axis[0].errorbar(moments.z, moments.pz_mean, yerr=np.sqrt(np.diag(moments_cov)), fmt='k-')\n", + "axis[0].errorbar(moments.z, moments.nz_mean, yerr=np.sqrt(np.diag(moments_cov)), fmt='k-')\n", "axis[0].set_ylabel(r'$p(z)$')\n", "im = axis[1].imshow(abs(moments_cov), aspect='auto',\n", " origin='lower', cmap='gray',\n", diff --git a/src/qp/projectors/__init__.py b/src/qp/projectors/__init__.py index 17d9ce7..1b758cb 100644 --- a/src/qp/projectors/__init__.py +++ b/src/qp/projectors/__init__.py @@ -1,3 +1,4 @@ from .projector_base import ProjectorBase from .projector_shifts import ProjectorShifts +from .projector_shifts_widths import ProjectorShiftsWidths from .projector_moments import ProjectorMoments diff --git a/src/qp/projectors/projector_base.py b/src/qp/projectors/projector_base.py index 71df24b..325a490 100644 --- a/src/qp/projectors/projector_base.py +++ b/src/qp/projectors/projector_base.py @@ -1,6 +1,5 @@ from ..ensemble import Ensemble import numpy as np -from multipledispatch import dispatch class ProjectorBase(object): @@ -15,45 +14,25 @@ class ProjectorBase(object): - get_prior: return the prior distribution of the model given the meadured photometric distributions. """ - @dispatch() - def __init__(self): - self._project_base() - self._project() - - @dispatch(np.ndarray, np.ndarray) - def __init__(self, zs, pzs): - self._project_base(zs, pzs) - - @dispatch(Ensemble) def __init__(self, ens): self._project_base(ens) - @dispatch() - def _project_base(self): - raise NotImplementedError - - @dispatch(np.ndarray, np.ndarray) - def _project_base(self, zs, pzs): - self.pzs = self._normalize(pzs) - self.z = zs - self.pz_mean = np.mean(self.pzs, axis=0) - self.prior = None - - @dispatch(Ensemble) def _project_base(self, ens, z=None): if z is None: z = np.linspace(0, 1.5, 45) self.z = z - pzs = ens.pdf(z) - pzs = ens.objdata()['pdfs'] - self.pzs = self._normalize(pzs) - self.pz_mean = np.mean(self.pzs, axis=0) + nzs = ens.pdf(z) + nzs = ens.objdata()['pdfs'] + self.ens = ens + self.nzs = self._normalize(nzs) + self.nz_mean = np.mean(self.nzs, axis=0) + self.nz_cov = np.cov(self.nzs, rowvar=False) self.prior = None - def _normalize(self, pzs): - norms = np.sum(pzs, axis=1) - pzs /= norms[:, None] - return pzs + def _normalize(self, nzs): + norms = np.sum(nzs, axis=1) + nzs /= norms[:, None] + return nzs def evaluate_model(self, *args): """ @@ -77,8 +56,16 @@ def sample_prior(self): prior = self.get_prior() return prior.rvs() - def save_prior(self): + def save_prior(self, mode="dist"): """ Saves the prior distribution to a file. """ - raise NotImplementedError + prior = self.get_prior() + if mode == "dist": + return prior + if mode == "file": + prior = self.get_prior() + np.save("prior_mean.npy", prior.mean) + np.save("prior_cov.npy", prior.cov) + else: + raise NotImplementedError diff --git a/src/qp/projectors/projector_moments.py b/src/qp/projectors/projector_moments.py index 5e59b6b..29357a7 100644 --- a/src/qp/projectors/projector_moments.py +++ b/src/qp/projectors/projector_moments.py @@ -27,8 +27,8 @@ def __init__(self): self._project() @dispatch(np.ndarray, np.ndarray) - def __init__(self, zs, pzs): - self._project_base(zs, pzs) + def __init__(self, zs, nzs): + self._project_base(zs, nzs) self._project() @dispatch(Ensemble) @@ -37,11 +37,10 @@ def __init__(self, ens): self._project() def _project(self): - self.pz_cov = self._get_cov() - self.pz_chol = cholesky(self.pz_cov) + self.nz_chol = self._get_chol() - def _get_cov(self): - cov = np.cov(self.pzs, rowvar=False) + def _get_chol(self): + cov = self.nz_cov if not self._is_pos_def(cov): print('Warning: Covariance matrix is not positive definite') print('The covariance matrix will be regularized') @@ -55,22 +54,23 @@ def _get_cov(self): print('Warning: regularization failed') print('The covariance matrix will be diagonalized') cov = np.diag(np.diag(cov)) - return cov + chol = cholesky(cov) + return chol def _is_pos_def(self, A): return np.all(np.linalg.eigvals(A) > 0) - def evaluate_model(self, pz, alpha): + def evaluate_model(self, nz, alpha): """ Samples a photometric distribution from a Gaussian distribution with mean and covariance measured from the data. """ - z = pz[0] - pz = pz[1] - return [z, pz + self.pz_chol @ alpha] + z = nz[0] + nz = nz[1] + return [z, nz + self.nz_chol @ alpha] def _get_prior(self): - return mvn(np.zeros_like(self.pz_mean), - np.ones_like(self.pz_mean)) + return mvn(np.zeros_like(self.nz_mean), + np.ones_like(self.nz_mean)) diff --git a/src/qp/projectors/projector_shifts.py b/src/qp/projectors/projector_shifts.py index f5514d0..b4c10f6 100644 --- a/src/qp/projectors/projector_shifts.py +++ b/src/qp/projectors/projector_shifts.py @@ -1,23 +1,23 @@ import numpy as np from ..ensemble import Ensemble -from multipledispatch import dispatch from .projector_base import ProjectorBase from scipy.interpolate import interp1d -from scipy.stats import multivariate_normal +from scipy.stats import multivariate_normal as mvn class ProjectorShifts(ProjectorBase): - @dispatch() - def __init__(self): - self._project_base() - self._project() - - @dispatch(np.ndarray, np.ndarray) - def __init__(self, zs, pzs): - self._project_base(zs, pzs) - self._project() - - @dispatch(Ensemble) + """ + Projector for the shifts model. + The shift model assumes that all the variation in the measured + photometric distributions can be described by a single shift in + the position of the mean of a fiducial n(z) distribution. + + This shift is calibrated by computing the standard deviations + of the measured photometric distributions over redshift. + The shift prior is then given by a Gaussian distribution with + mean 0 and variance equal to the ratio of the standard deviation + of the standard deviations to the mean of the standard deviations. + """ def __init__(self, ens): self._project_base(ens) self._project() @@ -25,26 +25,26 @@ def __init__(self, ens): def _project(self): self.shift = self._find_shift() - def evaluate_model(self, pz, shift): + def evaluate_model(self, nz, shift): """ Aplies a shift to the given p(z) distribution. This is done by interpolating the p(z) distribution at the shifted z values and then evaluating it at the original z values. """ - z = pz[0] - pz = pz[1] + z = nz[0] + nz = nz[1] z_shift = z + shift - pz_shift = interp1d(z_shift, pz, + pz_shift = interp1d(z_shift, nz, kind='linear', fill_value='extrapolate')(z) return [z, pz_shift] def _find_shift(self): - stds = np.std(self.pzs, axis=1) # std of each pz + stds = np.std(self.nzs, axis=1) # std of each pz s_stds = np.std(stds) # std of the z-std m_stds = np.mean(stds) # mean of the z-std return s_stds / m_stds def _get_prior(self): - return multivariate_normal([0], [self.shift**2]) + return mvn([0], [self.shift**2])