From 34c2c8d1635067f6e96e79b405cd52596cdf1f13 Mon Sep 17 00:00:00 2001 From: ben18785 Date: Mon, 30 Sep 2019 11:48:37 +0100 Subject: [PATCH 01/19] added docstrings --- pints/_mcmc/_dram_acmcmc.py | 258 ++++++++++++++++++++++++++++++++++++ 1 file changed, 258 insertions(+) create mode 100644 pints/_mcmc/_dram_acmcmc.py diff --git a/pints/_mcmc/_dram_acmcmc.py b/pints/_mcmc/_dram_acmcmc.py new file mode 100644 index 000000000..e6bcf4608 --- /dev/null +++ b/pints/_mcmc/_dram_acmcmc.py @@ -0,0 +1,258 @@ +# +# DRAM AC MC method +# +# This file is part of PINTS. +# Copyright (c) 2017-2018, University of Oxford. +# For licensing information, see the LICENSE file distributed with the PINTS +# software package. +# +from __future__ import absolute_import, division +from __future__ import print_function, unicode_literals +import pints +import numpy as np +import scipy.stats as stats + + +class DramACMCMC(pints.GlobalAdaptiveCovarianceMC): + """ + DRAM (Delayed Rejection Adaptive Covariance) MCMC, as described in [1]_. + In this method, rejections do not necessarily lead an iteration to end. + Instead, if a rejection occurs, another point is proposed although from + a narrower (i.e. more conservative) proposal kernel than was used for the + first proposal. + + In this approach, in each iteration, the following steps return the next + state of the Markov chain (assuming the current state is theta_0 and that + there are 2 proposal kernels):: + + theta_1 ~ N(theta_0, scale_1 * sigma0) + alpha_1(theta_0, theta_1) = min(1, p(theta_1|X) / p(theta_0|X)) + u_1 ~ uniform(0, 1) + if alpha_1(theta_0, theta_1) > u_1: + return theta_1 + theta_2 ~ N(theta_0, scale_2 * sigma0) + alpha_2(theta_0, theta_1, theta_2) = + min(1, p(theta_2|X) (1 - alpha_1(theta_2, theta_1)) / + (p(theta_0|X) (1 - alpha_1(theta_0, theta_1)))) + u_2 ~ uniform(0, 1) + if alpha_2(theta_0, theta_1, theta_2) > u_2: + return theta_2 + else: + return theta_0 + + Our implementation also allows more than 2 proposal kernels to be used. + This means that ``k`` accept-reject steps are taken. In each step (``i``), + the probability that a proposal ``theta_i`` is accepted is:: + + alpha_i(theta_0, theta_1, ..., theta_i) = min(1, + p(theta_i|X) / p(theta_0|X) * n_i / d_i) + + where:: + + n_i = (1 - alpha_1(theta_i, theta_i-1)) + (1 - alpha_2(theta_i, theta_i-1, theta_i-2)) + ... + ((1 - alpha_i-1(theta_i, theta_i-1, ..., theta_0)) + d_i = (1 - alpha_1(theta_0, theta_1)) + (1 - alpha_2(theta_0, theta_1, theta_2)) + ... + (1 - alpha_i-1(theta_0, theta_1, ..., theta_i-1)) + + If ``k`` proposals have been rejected, the initial point ``theta_0`` is + returned. + + *Extends:* :class:`GlobalAdaptiveCovarianceMC` + + References + ---------- + .. [1] "DRAM: Efficient adaptive MCMC". + H Haario, M Laine, A Mira, E Saksman, (2006) Statistical Computing + https://doi.org/10.1007/s11222-006-9438-0 + """ + def __init__(self, x0, sigma0=None): + super(DramACMCMC, self).__init__(x0, sigma0) + + self._kernels = 2 + self._Y = [None] * self._kernels + self._Y_log_pdf = np.zeros(self._kernels) + self._proposal_count = 0 + self._adapt_kernel = np.repeat(True, self._kernels) + self._gamma = np.repeat(1.0, self._kernels) + self._eta = np.repeat(np.copy(self._eta), self._kernels) + + # Set kernels + v_mu = np.copy(self._mu) + self._mu = [v_mu for i in range(self._kernels)] + a_min = np.log10(1) + a_max = np.log10(1000) + self._sigma_scale = 10**np.linspace(a_min, a_max, self._kernels) + m_sigma = np.copy(self._sigma) + self._sigma = [ + self._sigma_scale[i] * m_sigma for i in range(self._kernels)] + + def ask(self): + """ + If first proposal from a position, return + a proposal with an ambitious (i.e. large) + proposal width; if first is rejected + then return a proposal from a conservative + kernel (i.e. with low width). + """ + super(DramACMCMC, self).ask() + + # Propose new point + if self._proposed is None: + self._proposed = np.random.multivariate_normal( + self._current, np.exp(self._loga) * + self._sigma[self._proposal_count]) + self._Y[self._proposal_count] = np.copy(self._proposed) + # Set as read-only + self._proposed.setflags(write=False) + + # Return proposed point + return self._proposed + + def set_sigma_scale(self, minK, maxK): + """ + Set the scale of initial covariance matrix + multipliers for each of the kernels: + (minK,...,maxK) where the gradations are + uniform on the log10 scale. + This means that the covariance matrices are: + maxK * sigma0,..., MinK * sigma0 + where n can be modified by ``set_kernels``. + """ + if minK > maxK: + raise ValueError('Maximum kernel multiplier must ' + + 'exceed minimum.') + a_min = np.log10(minK) + a_max = np.log10(maxK) + self._sigma_scale = 10**np.linspace(a_min, a_max, self._kernels) + self._sigma = [self._sigma_scale[i] * self._sigma + for i in range(self._kernels)] + + def tell(self, fx): + """ + If first proposal, then accept with ordinary + Metropolis probability; if a later proposal, use probability + determined by [1]_. + """ + # Check if we had a proposal + if self._proposed is None: + raise RuntimeError('Tell called before proposal was set.') + + # Ensure fx is a float + fx = float(fx) + self._Y_log_pdf[self._proposal_count] = fx + + # First point? + if self._current is None: + if not np.isfinite(fx): + raise ValueError( + 'Initial point for MCMC must have finite logpdf.') + + # Accept + self._current = self._proposed + self._current_log_pdf = fx + + # Increase iteration count + self._iterations += 1 + + # Clear proposal + self._proposed = None + + # Return first point for chain + return self._current + + # Check if the proposed point can be accepted + accepted = 0 + self._calculate_r_log(fx) + + if np.isfinite(fx): + u = np.log(np.random.uniform(0, 1)) + if u < self._r_log: + accepted = 1 + self._current = self._proposed + self._current_log_pdf = fx + + # Clear proposal + self._proposed = None + # Adapt covariance matrix + a_count = np.copy(self._proposal_count) + if self._adaptive: + # Set gamma based on number of adaptive iterations + self._gamma[a_count] = (self._adaptations**-self._eta[a_count]) + self._adaptations += 1 + + # Update mu, log acceptance rate, and covariance matrix + self._update_mu() + self._update_sigma() + + # Return new point for chain + if accepted == 0: + # rejected first proposal + if self._kernels > 1 and self._proposal_count == 0: + self._proposal_count += 1 + return None + else: + self._proposal_count = 0 + # if accepted or failed on second try + return self._current + + def _update_mu(self): + """ + Updates the means of the various kernels being used according to + adaptive Metropolis routine. + """ + a_count = np.copy(self._proposal_count) + if self._adapt_kernel[a_count]: + self._mu[a_count] = ((1 - self._gamma[a_count]) * + self._mu[a_count] + + self._gamma[a_count] * + self._current) + + def _update_sigma(self): + """ + Updates the covariance matrices of the various kernels being used + according to adaptive Metropolis routine. + """ + a_count = np.copy(self._proposal_count) + if self._adapt_kernel[a_count]: + dsigm = np.reshape(self._current - self._mu[a_count], + (self._dimension, 1)) + self._sigma[a_count] = ((1 - self._gamma[a_count]) * + self._sigma[a_count] + + self._gamma[a_count] * + np.dot(dsigm, dsigm.T)) + + def _calculate_r_log(self, fx): + """ + Calculates value of logged acceptance ratio (eq. 3 in [1]_). + """ + c = self._proposal_count + temp_Y = np.concatenate([[self._current], self._Y[0:(c + 1)]]) + temp_log_Y = np.concatenate([[self._current_log_pdf], + self._Y_log_pdf[0:(c + 1)]]) + alpha_log = temp_log_Y[c + 1] - temp_log_Y[0] + if c == 0: + self._r_log = min(0, alpha_log) + Y_rev = temp_Y[::-1] + log_Y_rev = temp_log_Y[::-1] + for i in range(c): + alpha_log += ( + stats.multivariate_normal.logpdf( + x=temp_Y[c - i - 1], + mean=temp_Y[c + 1], + cov=self._sigma[c], + allow_singular=True) - + stats.multivariate_normal.logpdf( + x=temp_Y[i], + mean=self._current, + cov=self._sigma[0], + allow_singular=True) + + np.log(1 - np.exp(self._calculate_alpha_log( + i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) - + np.log(1 - np.exp(self._calculate_alpha_log( + i, temp_Y[0:(i + 2)], temp_log_Y[0:(i + 2)]))) + ) + self._r_log = min(0, alpha_log) From cbdcfd9f4c69e8dee02f82ae6321319ed4ab4cc2 Mon Sep 17 00:00:00 2001 From: ben18785 Date: Mon, 30 Sep 2019 12:35:35 +0100 Subject: [PATCH 02/19] more thorough docstrings --- pints/_mcmc/_dram_acmcmc.py | 178 +++++++++++++++++------------------- 1 file changed, 84 insertions(+), 94 deletions(-) diff --git a/pints/_mcmc/_dram_acmcmc.py b/pints/_mcmc/_dram_acmcmc.py index e6bcf4608..b26002685 100644 --- a/pints/_mcmc/_dram_acmcmc.py +++ b/pints/_mcmc/_dram_acmcmc.py @@ -25,12 +25,12 @@ class DramACMCMC(pints.GlobalAdaptiveCovarianceMC): state of the Markov chain (assuming the current state is theta_0 and that there are 2 proposal kernels):: - theta_1 ~ N(theta_0, scale_1 * sigma0) + theta_1 ~ N(theta_0, lambda * scale_1 * sigma) alpha_1(theta_0, theta_1) = min(1, p(theta_1|X) / p(theta_0|X)) u_1 ~ uniform(0, 1) if alpha_1(theta_0, theta_1) > u_1: return theta_1 - theta_2 ~ N(theta_0, scale_2 * sigma0) + theta_2 ~ N(theta_0, lambda * scale_2 * sigma0) alpha_2(theta_0, theta_1, theta_2) = min(1, p(theta_2|X) (1 - alpha_1(theta_2, theta_1)) / (p(theta_0|X) (1 - alpha_1(theta_0, theta_1)))) @@ -61,6 +61,19 @@ class DramACMCMC(pints.GlobalAdaptiveCovarianceMC): If ``k`` proposals have been rejected, the initial point ``theta_0`` is returned. + If ``adaptative=1``, at the end of each iterations, a 'base' proposal + kernel is adapted:: + + mu = (1 - gamma) mu + gamma theta + sigma = (1 - gamma) sigma + gamma (theta - mu)(theta - mu)^t + log_lambda = log_lambda + gamma (accepted - target_acceptance_rate) + + where ``gamma = adaptations^-eta``, ``theta`` is the current state of + the Markov chain and ``accepted`` is a binary indicator for whether any of + the series of proposals were accepted. The kernels for the all proposals + are then adapted as ``[scale_1, scale_2, ..., scale_k] * sigma``, where the + scale factors are set using ``set_sigma_scale``. + *Extends:* :class:`GlobalAdaptiveCovarianceMC` References @@ -72,38 +85,60 @@ class DramACMCMC(pints.GlobalAdaptiveCovarianceMC): def __init__(self, x0, sigma0=None): super(DramACMCMC, self).__init__(x0, sigma0) + self._log_lambda = 0 self._kernels = 2 self._Y = [None] * self._kernels self._Y_log_pdf = np.zeros(self._kernels) self._proposal_count = 0 - self._adapt_kernel = np.repeat(True, self._kernels) - self._gamma = np.repeat(1.0, self._kernels) - self._eta = np.repeat(np.copy(self._eta), self._kernels) - - # Set kernels - v_mu = np.copy(self._mu) - self._mu = [v_mu for i in range(self._kernels)] - a_min = np.log10(1) - a_max = np.log10(1000) - self._sigma_scale = 10**np.linspace(a_min, a_max, self._kernels) - m_sigma = np.copy(self._sigma) - self._sigma = [ - self._sigma_scale[i] * m_sigma for i in range(self._kernels)] + self._adapt_kernel = True + + # create proposal kernels + self.set_sigma_scale(1000) + + def _calculate_r_log(self, fx): + """ + Calculates value of logged acceptance ratio (eq. 3 in [1]_). + """ + c = self._proposal_count + temp_Y = np.concatenate([[self._current], self._Y[0:(c + 1)]]) + temp_log_Y = np.concatenate([[self._current_log_pdf], + self._Y_log_pdf[0:(c + 1)]]) + alpha_log = temp_log_Y[c + 1] - temp_log_Y[0] + if c == 0: + self._r_log = min(0, alpha_log) + Y_rev = temp_Y[::-1] + log_Y_rev = temp_log_Y[::-1] + for i in range(c): + alpha_log += ( + stats.multivariate_normal.logpdf( + x=temp_Y[c - i - 1], + mean=temp_Y[c + 1], + cov=self._sigma[c], + allow_singular=True) - + stats.multivariate_normal.logpdf( + x=temp_Y[i], + mean=self._current, + cov=self._sigma[0], + allow_singular=True) + + np.log(1 - np.exp(self._calculate_alpha_log( + i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) - + np.log(1 - np.exp(self._calculate_alpha_log( + i, temp_Y[0:(i + 2)], temp_log_Y[0:(i + 2)]))) + ) + self._r_log = min(0, alpha_log) def ask(self): """ - If first proposal from a position, return - a proposal with an ambitious (i.e. large) - proposal width; if first is rejected - then return a proposal from a conservative - kernel (i.e. with low width). + If first proposal from a position, return a proposal with an ambitious + (i.e. large) proposal width; if first is rejected then return + proposal from a conservative kernel (i.e. with low width). """ super(DramACMCMC, self).ask() # Propose new point if self._proposed is None: self._proposed = np.random.multivariate_normal( - self._current, np.exp(self._loga) * + self._current, np.exp(self._log_lambda) * self._sigma[self._proposal_count]) self._Y[self._proposal_count] = np.copy(self._proposed) # Set as read-only @@ -112,25 +147,29 @@ def ask(self): # Return proposed point return self._proposed - def set_sigma_scale(self, minK, maxK): + def set_sigma_scale(self, upper, lower=1): """ - Set the scale of initial covariance matrix - multipliers for each of the kernels: - (minK,...,maxK) where the gradations are - uniform on the log10 scale. - This means that the covariance matrices are: - maxK * sigma0,..., MinK * sigma0 - where n can be modified by ``set_kernels``. + Set the scale of initial covariance matrix multipliers for each of the + kernels: ``[lower,...,upper]`` where the gradations are uniform on the + log10 scale meaning the proposal covariance matrices are: + ``[10^upper,..., 10^lower] * sigma``. By default ``lower=1``. """ - if minK > maxK: - raise ValueError('Maximum kernel multiplier must ' + - 'exceed minimum.') - a_min = np.log10(minK) - a_max = np.log10(maxK) - self._sigma_scale = 10**np.linspace(a_min, a_max, self._kernels) - self._sigma = [self._sigma_scale[i] * self._sigma + if lower > upper: + raise ValueError('Maximum kernel multiplier must exceed minimum.') + a_min = np.log10(lower) + a_max = np.log10(upper) + self._sigma_scale = np.flip( + 10**np.linspace(a_min, a_max, self._kernels), 0) + self._sigma = [self._sigma_scale[i] * self._sigma[0] for i in range(self._kernels)] + def sigma_scale(self): + """ + Returns scale factors used to multiply a base covariance matrix, + resulting in proposal matrices for each accept-reject step. + """ + return self._sigma_scale + def tell(self, fx): """ If first proposal, then accept with ordinary @@ -175,18 +214,16 @@ def tell(self, fx): self._current = self._proposed self._current_log_pdf = fx - # Clear proposal self._proposed = None - # Adapt covariance matrix - a_count = np.copy(self._proposal_count) if self._adaptive: - # Set gamma based on number of adaptive iterations - self._gamma[a_count] = (self._adaptations**-self._eta[a_count]) + self._gamma = (self._adaptations**-self._eta) self._adaptations += 1 - # Update mu, log acceptance rate, and covariance matrix + # Update mu, covariance matrix and log lambda self._update_mu() self._update_sigma() + self._log_lambda += (self._gamma * + (accepted - self._target_acceptance)) # Return new point for chain if accepted == 0: @@ -199,60 +236,13 @@ def tell(self, fx): # if accepted or failed on second try return self._current - def _update_mu(self): - """ - Updates the means of the various kernels being used according to - adaptive Metropolis routine. - """ - a_count = np.copy(self._proposal_count) - if self._adapt_kernel[a_count]: - self._mu[a_count] = ((1 - self._gamma[a_count]) * - self._mu[a_count] + - self._gamma[a_count] * - self._current) - def _update_sigma(self): """ Updates the covariance matrices of the various kernels being used according to adaptive Metropolis routine. """ - a_count = np.copy(self._proposal_count) - if self._adapt_kernel[a_count]: - dsigm = np.reshape(self._current - self._mu[a_count], - (self._dimension, 1)) - self._sigma[a_count] = ((1 - self._gamma[a_count]) * - self._sigma[a_count] + - self._gamma[a_count] * - np.dot(dsigm, dsigm.T)) - - def _calculate_r_log(self, fx): - """ - Calculates value of logged acceptance ratio (eq. 3 in [1]_). - """ - c = self._proposal_count - temp_Y = np.concatenate([[self._current], self._Y[0:(c + 1)]]) - temp_log_Y = np.concatenate([[self._current_log_pdf], - self._Y_log_pdf[0:(c + 1)]]) - alpha_log = temp_log_Y[c + 1] - temp_log_Y[0] - if c == 0: - self._r_log = min(0, alpha_log) - Y_rev = temp_Y[::-1] - log_Y_rev = temp_log_Y[::-1] - for i in range(c): - alpha_log += ( - stats.multivariate_normal.logpdf( - x=temp_Y[c - i - 1], - mean=temp_Y[c + 1], - cov=self._sigma[c], - allow_singular=True) - - stats.multivariate_normal.logpdf( - x=temp_Y[i], - mean=self._current, - cov=self._sigma[0], - allow_singular=True) + - np.log(1 - np.exp(self._calculate_alpha_log( - i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) - - np.log(1 - np.exp(self._calculate_alpha_log( - i, temp_Y[0:(i + 2)], temp_log_Y[0:(i + 2)]))) - ) - self._r_log = min(0, alpha_log) + dsigm = np.reshape(self._current - self._mu, (self._dimension, 1)) + m_sigma_0 = ((1 - self._gamma) * self._sigma + + self._gamma * np.dot(dsigm, dsigm.T)) + self._sigma = [self._sigma_scale[i] * m_sigma_0 + for i in range(self._kernels)] From 20d1f7df7cab95022a4373a9aca2c23618272e0c Mon Sep 17 00:00:00 2001 From: ben18785 Date: Mon, 30 Sep 2019 12:49:17 +0100 Subject: [PATCH 03/19] updated docstrings --- docs/source/mcmc_samplers/dram_ac_mcmc.rst | 7 +++++ docs/source/mcmc_samplers/index.rst | 1 + pints/__init__.py | 6 ++++- pints/_mcmc/{_dram_acmcmc.py => _dram_ac.py} | 28 ++++++++++---------- 4 files changed, 27 insertions(+), 15 deletions(-) create mode 100644 docs/source/mcmc_samplers/dram_ac_mcmc.rst rename pints/_mcmc/{_dram_acmcmc.py => _dram_ac.py} (92%) diff --git a/docs/source/mcmc_samplers/dram_ac_mcmc.rst b/docs/source/mcmc_samplers/dram_ac_mcmc.rst new file mode 100644 index 000000000..d157de698 --- /dev/null +++ b/docs/source/mcmc_samplers/dram_ac_mcmc.rst @@ -0,0 +1,7 @@ +********* +Dram ACMC +********* + +.. currentmodule:: pints + +.. autoclass:: DramACMC diff --git a/docs/source/mcmc_samplers/index.rst b/docs/source/mcmc_samplers/index.rst index de7ed3731..0a4198a14 100644 --- a/docs/source/mcmc_samplers/index.rst +++ b/docs/source/mcmc_samplers/index.rst @@ -15,6 +15,7 @@ interface, that can be used to sample from an unknown base_classes adaptive_covariance_mc differential_evolution_mcmc + dram_ac_mcmc dream_mcmc emcee_hammer_mcmc global_adaptive_covariance_mc diff --git a/pints/__init__.py b/pints/__init__.py index f732f2242..add22bfdd 100644 --- a/pints/__init__.py +++ b/pints/__init__.py @@ -195,11 +195,15 @@ def version(formatted=False): MultiChainMCMC, SingleChainMCMC, ) +# base classes first from ._mcmc._adaptive_covariance import AdaptiveCovarianceMC +from ._mcmc._global_adaptive_covariance import GlobalAdaptiveCovarianceMC + +# methods from ._mcmc._differential_evolution import DifferentialEvolutionMCMC +from ._mcmc._dram_ac import DramACMC from ._mcmc._dream import DreamMCMC from ._mcmc._emcee_hammer import EmceeHammerMCMC -from ._mcmc._global_adaptive_covariance import GlobalAdaptiveCovarianceMC from ._mcmc._haario_ac import HaarioACMC from ._mcmc._haario_bardenet_ac import HaarioBardenetACMC from ._mcmc._haario_bardenet_ac import AdaptiveCovarianceMCMC diff --git a/pints/_mcmc/_dram_acmcmc.py b/pints/_mcmc/_dram_ac.py similarity index 92% rename from pints/_mcmc/_dram_acmcmc.py rename to pints/_mcmc/_dram_ac.py index b26002685..be0ee909b 100644 --- a/pints/_mcmc/_dram_acmcmc.py +++ b/pints/_mcmc/_dram_ac.py @@ -13,17 +13,17 @@ import scipy.stats as stats -class DramACMCMC(pints.GlobalAdaptiveCovarianceMC): +class DramACMC(pints.GlobalAdaptiveCovarianceMC): """ DRAM (Delayed Rejection Adaptive Covariance) MCMC, as described in [1]_. In this method, rejections do not necessarily lead an iteration to end. - Instead, if a rejection occurs, another point is proposed although from - a narrower (i.e. more conservative) proposal kernel than was used for the - first proposal. + Instead, if a rejection occurs, another point is proposed although + typically from a narrower (i.e. more conservative) proposal kernel than was + used for the first proposal. In this approach, in each iteration, the following steps return the next - state of the Markov chain (assuming the current state is theta_0 and that - there are 2 proposal kernels):: + state of the Markov chain (assuming the current state is ``theta_0`` and + that there are 2 proposal kernels):: theta_1 ~ N(theta_0, lambda * scale_1 * sigma) alpha_1(theta_0, theta_1) = min(1, p(theta_1|X) / p(theta_0|X)) @@ -44,17 +44,17 @@ class DramACMCMC(pints.GlobalAdaptiveCovarianceMC): This means that ``k`` accept-reject steps are taken. In each step (``i``), the probability that a proposal ``theta_i`` is accepted is:: - alpha_i(theta_0, theta_1, ..., theta_i) = min(1, - p(theta_i|X) / p(theta_0|X) * n_i / d_i) + alpha_i(theta_0, theta_1, ..., theta_i) = min(1, p(theta_i|X) / + p(theta_0|X) * n_i / d_i) where:: - n_i = (1 - alpha_1(theta_i, theta_i-1)) - (1 - alpha_2(theta_i, theta_i-1, theta_i-2)) + n_i = (1 - alpha_1(theta_i, theta_i-1)) * + (1 - alpha_2(theta_i, theta_i-1, theta_i-2)) * ... ((1 - alpha_i-1(theta_i, theta_i-1, ..., theta_0)) - d_i = (1 - alpha_1(theta_0, theta_1)) - (1 - alpha_2(theta_0, theta_1, theta_2)) + d_i = (1 - alpha_1(theta_0, theta_1)) * + (1 - alpha_2(theta_0, theta_1, theta_2)) * ... (1 - alpha_i-1(theta_0, theta_1, ..., theta_i-1)) @@ -83,7 +83,7 @@ class DramACMCMC(pints.GlobalAdaptiveCovarianceMC): https://doi.org/10.1007/s11222-006-9438-0 """ def __init__(self, x0, sigma0=None): - super(DramACMCMC, self).__init__(x0, sigma0) + super(DramACMC, self).__init__(x0, sigma0) self._log_lambda = 0 self._kernels = 2 @@ -133,7 +133,7 @@ def ask(self): (i.e. large) proposal width; if first is rejected then return proposal from a conservative kernel (i.e. with low width). """ - super(DramACMCMC, self).ask() + super(DramACMC, self).ask() # Propose new point if self._proposed is None: From f960639b2466543457c125fcfc82f63bb2f13949 Mon Sep 17 00:00:00 2001 From: ben18785 Date: Mon, 30 Sep 2019 12:52:32 +0100 Subject: [PATCH 04/19] added example notebook --- .../sampling-adaptive-covariance-dram.ipynb | 159 ++++++++++++++++++ pints/_mcmc/_dram_ac.py | 2 +- 2 files changed, 160 insertions(+), 1 deletion(-) create mode 100644 examples/sampling-adaptive-covariance-dram.ipynb diff --git a/examples/sampling-adaptive-covariance-dram.ipynb b/examples/sampling-adaptive-covariance-dram.ipynb new file mode 100644 index 000000000..e0149981d --- /dev/null +++ b/examples/sampling-adaptive-covariance-dram.ipynb @@ -0,0 +1,159 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Inference: Delayed Rejection Adaptive Covariance MCMC\n", + "\n", + "This example shows you how to perform Bayesian inference on a time series, using [Adaptive Covariance MCMC](http://pints.readthedocs.io/en/latest/mcmc_samplers/adaptive_covariance_mcmc.html).\n", + "\n", + "It follows on from the [first sampling example](./sampling-first-example.ipynb)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:pints._mcmc:The class `pints.MCMCSampling` is deprecated. Please use `pints.MCMCController` instead.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running...\n" + ] + }, + { + "ename": "AttributeError", + "evalue": "'DramACMC' object has no attribute '_calculate_alpha_log'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 58\u001b[0m \u001b[1;31m# Run!\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 59\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Running...'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 60\u001b[1;33m \u001b[0mchains\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmcmc\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 61\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Done!'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 62\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mc:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\__init__.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 571\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mactive\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m# (active may be modified)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 572\u001b[0m \u001b[0mfx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnext\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfxs_iterator\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 573\u001b[1;33m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_samplers\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtell\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 574\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0my\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 575\u001b[0m \u001b[0msamples\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mn_samples\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mc:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py\u001b[0m in \u001b[0;36mtell\u001b[1;34m(self, fx)\u001b[0m\n\u001b[0;32m 206\u001b[0m \u001b[1;31m# Check if the proposed point can be accepted\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 207\u001b[0m \u001b[0maccepted\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 208\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_calculate_r_log\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 209\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 210\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misfinite\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mc:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py\u001b[0m in \u001b[0;36m_calculate_r_log\u001b[1;34m(self, fx)\u001b[0m\n\u001b[0;32m 122\u001b[0m allow_singular=True) +\n\u001b[0;32m 123\u001b[0m np.log(1 - np.exp(self._calculate_alpha_log(\n\u001b[1;32m--> 124\u001b[1;33m i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) -\n\u001b[0m\u001b[0;32m 125\u001b[0m np.log(1 - np.exp(self._calculate_alpha_log(\n\u001b[0;32m 126\u001b[0m i, temp_Y[0:(i + 2)], temp_log_Y[0:(i + 2)])))\n", + "\u001b[1;31mAttributeError\u001b[0m: 'DramACMC' object has no attribute '_calculate_alpha_log'" + ] + } + ], + "source": [ + "import pints\n", + "import pints.toy as toy\n", + "import pints.plot\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Load a forward model\n", + "model = toy.LogisticModel()\n", + "\n", + "# Create some toy data\n", + "real_parameters = [0.015, 500]\n", + "times = np.linspace(0, 1000, 1000)\n", + "org_values = model.simulate(real_parameters, times)\n", + "\n", + "# Add noise\n", + "noise = 10\n", + "values = org_values + np.random.normal(0, noise, org_values.shape)\n", + "real_parameters = np.array(real_parameters + [noise])\n", + "\n", + "# Get properties of the noise sample\n", + "noise_sample_mean = np.mean(values - org_values)\n", + "noise_sample_std = np.std(values - org_values)\n", + "\n", + "# Create an object with links to the model and time series\n", + "problem = pints.SingleOutputProblem(model, times, values)\n", + "\n", + "# Create a log-likelihood function (adds an extra parameter!)\n", + "log_likelihood = pints.GaussianLogLikelihood(problem)\n", + "\n", + "# Create a uniform prior over both the parameters and the new noise variable\n", + "log_prior = pints.UniformLogPrior(\n", + " [0.01, 400, noise*0.1],\n", + " [0.02, 600, noise*100]\n", + ")\n", + "\n", + "# Create a posterior log-likelihood (log(likelihood * prior))\n", + "log_posterior = pints.LogPosterior(log_likelihood, log_prior)\n", + "\n", + "# Choose starting points for 3 mcmc chains\n", + "xs = [\n", + " real_parameters * 0.9,\n", + " real_parameters * 0.9,\n", + " real_parameters * 0.9,\n", + "]\n", + "\n", + "# Create mcmc routine\n", + "mcmc = pints.MCMCSampling(log_posterior, 3, xs, method=pints.DramACMC)\n", + "\n", + "# Add stopping criterion\n", + "mcmc.set_max_iterations(4000)\n", + "\n", + "# Start adapting after 1000 iterations\n", + "mcmc.set_initial_phase_iterations(1000)\n", + "\n", + "# Disable logging mode\n", + "mcmc.set_log_to_screen(False)\n", + "\n", + "# Run!\n", + "print('Running...')\n", + "chains = mcmc.run()\n", + "print('Done!')\n", + "\n", + "# Show traces and histograms\n", + "pints.plot.trace(chains)\n", + "\n", + "# Discard warm up\n", + "chains = chains[:, 2000:, :]\n", + "\n", + "# Check convergence using rhat criterion\n", + "print('R-hat:')\n", + "print(pints.rhat_all_params(chains))\n", + "\n", + "# Look at distribution in chain 0\n", + "pints.plot.pairwise(chains[0], kde=True)\n", + "\n", + "# Show graphs\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/pints/_mcmc/_dram_ac.py b/pints/_mcmc/_dram_ac.py index be0ee909b..cdb0cb682 100644 --- a/pints/_mcmc/_dram_ac.py +++ b/pints/_mcmc/_dram_ac.py @@ -160,7 +160,7 @@ def set_sigma_scale(self, upper, lower=1): a_max = np.log10(upper) self._sigma_scale = np.flip( 10**np.linspace(a_min, a_max, self._kernels), 0) - self._sigma = [self._sigma_scale[i] * self._sigma[0] + self._sigma = [self._sigma_scale[i] * self._sigma for i in range(self._kernels)] def sigma_scale(self): From 0e941c11243bf511a0c5104fb58bae62e77c6f44 Mon Sep 17 00:00:00 2001 From: ben18785 Date: Mon, 30 Sep 2019 12:54:37 +0100 Subject: [PATCH 05/19] added helper function --- pints/_mcmc/_dram_ac.py | 69 +++++++++++++++++++++++++++++------------ 1 file changed, 49 insertions(+), 20 deletions(-) diff --git a/pints/_mcmc/_dram_ac.py b/pints/_mcmc/_dram_ac.py index cdb0cb682..8304daadd 100644 --- a/pints/_mcmc/_dram_ac.py +++ b/pints/_mcmc/_dram_ac.py @@ -95,6 +95,55 @@ def __init__(self, x0, sigma0=None): # create proposal kernels self.set_sigma_scale(1000) + def ask(self): + """ + If first proposal from a position, return a proposal with an ambitious + (i.e. large) proposal width; if first is rejected then return + proposal from a conservative kernel (i.e. with low width). + """ + super(DramACMC, self).ask() + + # Propose new point + if self._proposed is None: + self._proposed = np.random.multivariate_normal( + self._current, np.exp(self._log_lambda) * + self._sigma[self._proposal_count]) + self._Y[self._proposal_count] = np.copy(self._proposed) + # Set as read-only + self._proposed.setflags(write=False) + + # Return proposed point + return self._proposed + + def _calculate_alpha_log(self, n, Y, log_Y): + """ + Calculates alpha expression necessary in eq. 3 of Haario et al. for + determining accept/reject + """ + alpha_log = log_Y[n + 1] - log_Y[0] + if n == 0: + return min(0, alpha_log) + Y_rev = Y[::-1] + log_Y_rev = log_Y[::-1] + for i in range(n): + alpha_log += ( + stats.multivariate_normal.logpdf( + x=Y[n - i - 1], + mean=Y[n + 1], + cov=self._sigma[n], + allow_singular=True) - + stats.multivariate_normal.logpdf( + x=Y[i], + mean=self._current, + cov=self._sigma[0], + allow_singular=True) + + np.log(1 - np.exp(self._calculate_alpha_log( + i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) - + np.log(1 - np.exp(self._calculate_alpha_log( + i, Y[0:(i + 2)], log_Y[0:(i + 2)]))) + ) + return min(0, alpha_log) + def _calculate_r_log(self, fx): """ Calculates value of logged acceptance ratio (eq. 3 in [1]_). @@ -127,26 +176,6 @@ def _calculate_r_log(self, fx): ) self._r_log = min(0, alpha_log) - def ask(self): - """ - If first proposal from a position, return a proposal with an ambitious - (i.e. large) proposal width; if first is rejected then return - proposal from a conservative kernel (i.e. with low width). - """ - super(DramACMC, self).ask() - - # Propose new point - if self._proposed is None: - self._proposed = np.random.multivariate_normal( - self._current, np.exp(self._log_lambda) * - self._sigma[self._proposal_count]) - self._Y[self._proposal_count] = np.copy(self._proposed) - # Set as read-only - self._proposed.setflags(write=False) - - # Return proposed point - return self._proposed - def set_sigma_scale(self, upper, lower=1): """ Set the scale of initial covariance matrix multipliers for each of the From 7a3c94fdd929f1f880f5ef55552592b4685ba1a6 Mon Sep 17 00:00:00 2001 From: ben18785 Date: Mon, 30 Sep 2019 12:56:23 +0100 Subject: [PATCH 06/19] simplified function --- pints/_mcmc/_dram_ac.py | 25 ++----------------------- 1 file changed, 2 insertions(+), 23 deletions(-) diff --git a/pints/_mcmc/_dram_ac.py b/pints/_mcmc/_dram_ac.py index 8304daadd..f27816a86 100644 --- a/pints/_mcmc/_dram_ac.py +++ b/pints/_mcmc/_dram_ac.py @@ -152,29 +152,8 @@ def _calculate_r_log(self, fx): temp_Y = np.concatenate([[self._current], self._Y[0:(c + 1)]]) temp_log_Y = np.concatenate([[self._current_log_pdf], self._Y_log_pdf[0:(c + 1)]]) - alpha_log = temp_log_Y[c + 1] - temp_log_Y[0] - if c == 0: - self._r_log = min(0, alpha_log) - Y_rev = temp_Y[::-1] - log_Y_rev = temp_log_Y[::-1] - for i in range(c): - alpha_log += ( - stats.multivariate_normal.logpdf( - x=temp_Y[c - i - 1], - mean=temp_Y[c + 1], - cov=self._sigma[c], - allow_singular=True) - - stats.multivariate_normal.logpdf( - x=temp_Y[i], - mean=self._current, - cov=self._sigma[0], - allow_singular=True) + - np.log(1 - np.exp(self._calculate_alpha_log( - i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) - - np.log(1 - np.exp(self._calculate_alpha_log( - i, temp_Y[0:(i + 2)], temp_log_Y[0:(i + 2)]))) - ) - self._r_log = min(0, alpha_log) + self._r_log = self._calculate_alpha_log(c, temp_Y, + temp_log_Y) def set_sigma_scale(self, upper, lower=1): """ From 5eaa9c2cb9861d48a9687024ec088f21c7522b7b Mon Sep 17 00:00:00 2001 From: ben18785 Date: Mon, 30 Sep 2019 13:33:13 +0100 Subject: [PATCH 07/19] something has gone awry --- .../sampling-adaptive-covariance-dram.ipynb | 61 ++++++++++------ pints/_mcmc/_dram_ac.py | 70 ++++++++++++------- 2 files changed, 83 insertions(+), 48 deletions(-) diff --git a/examples/sampling-adaptive-covariance-dram.ipynb b/examples/sampling-adaptive-covariance-dram.ipynb index e0149981d..c97334407 100644 --- a/examples/sampling-adaptive-covariance-dram.ipynb +++ b/examples/sampling-adaptive-covariance-dram.ipynb @@ -6,43 +6,54 @@ "source": [ "# Inference: Delayed Rejection Adaptive Covariance MCMC\n", "\n", - "This example shows you how to perform Bayesian inference on a time series, using [Adaptive Covariance MCMC](http://pints.readthedocs.io/en/latest/mcmc_samplers/adaptive_covariance_mcmc.html).\n", - "\n", - "It follows on from the [first sampling example](./sampling-first-example.ipynb)." + "This example shows you how to perform Bayesian inference on a time series, using [Adaptive Covariance MCMC](http://pints.readthedocs.io/en/latest/mcmc_samplers/adaptive_covariance_mc.html)." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "WARNING:pints._mcmc:The class `pints.MCMCSampling` is deprecated. Please use `pints.MCMCController` instead.\n" + "WARNING:pints._mcmc:The class `pints.MCMCSampling` is deprecated. Please use `pints.MCMCController` instead.\n", + "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:127: RuntimeWarning: invalid value encountered in double_scalars\n", + " alpha_log = log_Y[n + 1] - log_Y[0]\n", + "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:145: RuntimeWarning: divide by zero encountered in log\n", + " i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) -\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Running...\n" + "Running...\n", + "Done!\n", + "R-hat:\n", + "[77880920754567.625, 156054974717881.78, 2438272703296813.5]\n" ] }, { - "ename": "AttributeError", - "evalue": "'DramACMC' object has no attribute '_calculate_alpha_log'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 58\u001b[0m \u001b[1;31m# Run!\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 59\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Running...'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 60\u001b[1;33m \u001b[0mchains\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmcmc\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 61\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Done!'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 62\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32mc:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\__init__.py\u001b[0m in \u001b[0;36mrun\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 571\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mactive\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m# (active may be modified)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 572\u001b[0m \u001b[0mfx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnext\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfxs_iterator\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 573\u001b[1;33m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_samplers\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtell\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 574\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0my\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 575\u001b[0m \u001b[0msamples\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mn_samples\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32mc:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py\u001b[0m in \u001b[0;36mtell\u001b[1;34m(self, fx)\u001b[0m\n\u001b[0;32m 206\u001b[0m \u001b[1;31m# Check if the proposed point can be accepted\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 207\u001b[0m \u001b[0maccepted\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 208\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_calculate_r_log\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 209\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 210\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misfinite\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32mc:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py\u001b[0m in \u001b[0;36m_calculate_r_log\u001b[1;34m(self, fx)\u001b[0m\n\u001b[0;32m 122\u001b[0m allow_singular=True) +\n\u001b[0;32m 123\u001b[0m np.log(1 - np.exp(self._calculate_alpha_log(\n\u001b[1;32m--> 124\u001b[1;33m i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) -\n\u001b[0m\u001b[0;32m 125\u001b[0m np.log(1 - np.exp(self._calculate_alpha_log(\n\u001b[0;32m 126\u001b[0m i, temp_Y[0:(i + 2)], temp_log_Y[0:(i + 2)])))\n", - "\u001b[1;31mAttributeError\u001b[0m: 'DramACMC' object has no attribute '_calculate_alpha_log'" - ] + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj8AAAIvCAYAAACberqsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRMRYSfITERERY+W/8YKHpHYxVPAAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -87,12 +98,12 @@ "# Choose starting points for 3 mcmc chains\n", "xs = [\n", " real_parameters * 0.9,\n", - " real_parameters * 0.9,\n", - " real_parameters * 0.9,\n", + " real_parameters * 1.1,\n", + " real_parameters,\n", "]\n", "\n", "# Create mcmc routine\n", - "mcmc = pints.MCMCSampling(log_posterior, 3, xs, method=pints.DramACMC)\n", + "mcmc = pints.MCMCController(log_posterior, 3, xs, method=pints.DramACMC)\n", "\n", "# Add stopping criterion\n", "mcmc.set_max_iterations(4000)\n", @@ -103,6 +114,10 @@ "# Disable logging mode\n", "mcmc.set_log_to_screen(False)\n", "\n", + "# Try 3 proposal kernels\n", + "# for i in range(len(xs)):\n", + "# mcmc.samplers()[i].set_n_kernels(2)\n", + "\n", "# Run!\n", "print('Running...')\n", "chains = mcmc.run()\n", @@ -118,8 +133,8 @@ "print('R-hat:')\n", "print(pints.rhat_all_params(chains))\n", "\n", - "# Look at distribution in chain 0\n", - "pints.plot.pairwise(chains[0], kde=True)\n", + "# Look at distribution across all chains\n", + "pints.plot.pairwise(np.vstack(chains), kde=False)\n", "\n", "# Show graphs\n", "plt.show()" diff --git a/pints/_mcmc/_dram_ac.py b/pints/_mcmc/_dram_ac.py index f27816a86..3d3f082ce 100644 --- a/pints/_mcmc/_dram_ac.py +++ b/pints/_mcmc/_dram_ac.py @@ -86,14 +86,12 @@ def __init__(self, x0, sigma0=None): super(DramACMC, self).__init__(x0, sigma0) self._log_lambda = 0 - self._kernels = 2 - self._Y = [None] * self._kernels - self._Y_log_pdf = np.zeros(self._kernels) + self._n_kernels = 2 + self._Y = [None] * self._n_kernels + self._Y_log_pdf = np.zeros(self._n_kernels) self._proposal_count = 0 self._adapt_kernel = True - - # create proposal kernels - self.set_sigma_scale(1000) + self._before_kernels_set = True def ask(self): """ @@ -102,6 +100,12 @@ def ask(self): proposal from a conservative kernel (i.e. with low width). """ super(DramACMC, self).ask() + if self._before_kernels_set: + self._sigma_base = np.copy(self._sigma) + self.set_sigma_scale(1000) + self._before_kernels_set = False + self._Y = [None] * self._n_kernels + self._Y_log_pdf = np.zeros(self._n_kernels) # Propose new point if self._proposed is None: @@ -155,6 +159,21 @@ def _calculate_r_log(self, fx): self._r_log = self._calculate_alpha_log(c, temp_Y, temp_log_Y) + def name(self): + """ See :meth:`pints.MCMCSampler.name()`. """ + return 'Delayed Rejection Adaptive Metropolis (Dram) MCMC' + + def n_kernels(self): + """ Returns number of proposal kernels. """ + return self._n_kernels + + def set_n_kernels(self, n_kernels): + """ Sets number of proposal kernels. """ + if n_kernels < 1: + raise ValueError('Number of proposal kernels must be equal to ' + + 'or greater than 1.') + self._n_kernels = int(n_kernels) + def set_sigma_scale(self, upper, lower=1): """ Set the scale of initial covariance matrix multipliers for each of the @@ -167,9 +186,9 @@ def set_sigma_scale(self, upper, lower=1): a_min = np.log10(lower) a_max = np.log10(upper) self._sigma_scale = np.flip( - 10**np.linspace(a_min, a_max, self._kernels), 0) - self._sigma = [self._sigma_scale[i] * self._sigma - for i in range(self._kernels)] + 10**np.linspace(a_min, a_max, self._n_kernels), 0) + self._sigma = [self._sigma_scale[i] * self._sigma_base + for i in range(self._n_kernels)] def sigma_scale(self): """ @@ -223,23 +242,24 @@ def tell(self, fx): self._current_log_pdf = fx self._proposed = None - if self._adaptive: - self._gamma = (self._adaptations**-self._eta) - self._adaptations += 1 - - # Update mu, covariance matrix and log lambda - self._update_mu() - self._update_sigma() - self._log_lambda += (self._gamma * - (accepted - self._target_acceptance)) # Return new point for chain if accepted == 0: - # rejected first proposal - if self._kernels > 1 and self._proposal_count == 0: + # rejected proposal + if self._n_kernels > 1 and ( + self._proposal_count < (self._n_kernels - 1)): self._proposal_count += 1 return None else: + if self._adaptive: + self._gamma = (self._adaptations**-self._eta) + self._adaptations += 1 + + # Update mu, covariance matrix and log lambda + self._update_mu() + self._update_sigma() + self._log_lambda += (self._gamma * + (accepted - self._target_acceptance)) self._proposal_count = 0 # if accepted or failed on second try return self._current @@ -249,8 +269,8 @@ def _update_sigma(self): Updates the covariance matrices of the various kernels being used according to adaptive Metropolis routine. """ - dsigm = np.reshape(self._current - self._mu, (self._dimension, 1)) - m_sigma_0 = ((1 - self._gamma) * self._sigma + - self._gamma * np.dot(dsigm, dsigm.T)) - self._sigma = [self._sigma_scale[i] * m_sigma_0 - for i in range(self._kernels)] + dsigm = np.reshape(self._current - self._mu, (self._n_parameters, 1)) + self._sigma_base = ((1 - self._gamma) * self._sigma_base + + self._gamma * np.dot(dsigm, dsigm.T)) + self._sigma = [self._sigma_scale[i] * self._sigma_base + for i in range(self._n_kernels)] From 880beec83a4027d555b6e032c00063288ad57439 Mon Sep 17 00:00:00 2001 From: ben18785 Date: Mon, 30 Sep 2019 14:39:35 +0100 Subject: [PATCH 08/19] now works --- .../sampling-adaptive-covariance-dram.ipynb | 129 +++++++++++++++--- pints/_mcmc/_dram_ac.py | 22 ++- 2 files changed, 120 insertions(+), 31 deletions(-) diff --git a/examples/sampling-adaptive-covariance-dram.ipynb b/examples/sampling-adaptive-covariance-dram.ipynb index c97334407..eab069904 100644 --- a/examples/sampling-adaptive-covariance-dram.ipynb +++ b/examples/sampling-adaptive-covariance-dram.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -19,10 +19,14 @@ "output_type": "stream", "text": [ "WARNING:pints._mcmc:The class `pints.MCMCSampling` is deprecated. Please use `pints.MCMCController` instead.\n", - "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:127: RuntimeWarning: invalid value encountered in double_scalars\n", + "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:126: RuntimeWarning: invalid value encountered in double_scalars\n", " alpha_log = log_Y[n + 1] - log_Y[0]\n", - "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:145: RuntimeWarning: divide by zero encountered in log\n", - " i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) -\n" + "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:144: RuntimeWarning: divide by zero encountered in log\n", + " i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) -\n", + "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:146: RuntimeWarning: divide by zero encountered in log\n", + " i, Y[0:(i + 2)], log_Y[0:(i + 2)])))\n", + "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:146: RuntimeWarning: invalid value encountered in double_scalars\n", + " i, Y[0:(i + 2)], log_Y[0:(i + 2)])))\n" ] }, { @@ -32,14 +36,14 @@ "Running...\n", "Done!\n", "R-hat:\n", - "[77880920754567.625, 156054974717881.78, 2438272703296813.5]\n" + "[1.0159166682758187, 1.0068618471783946, 1.1317059804373399]\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkqSeWGBJkiRJUk8ssCRJkiSpJx8A1ImrE5iw+rEAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -47,9 +51,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj8AAAIvCAYAAACberqsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRMRYSfITERERY+W/8YKHpHYxVPAAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAIrCAYAAAD8/tNwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzjnnXGZ4YOOcc865zPh/jOOXKDqvlzsAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -99,7 +103,7 @@ "xs = [\n", " real_parameters * 0.9,\n", " real_parameters * 1.1,\n", - " real_parameters,\n", + " real_parameters * 1.0,\n", "]\n", "\n", "# Create mcmc routine\n", @@ -115,8 +119,8 @@ "mcmc.set_log_to_screen(False)\n", "\n", "# Try 3 proposal kernels\n", - "# for i in range(len(xs)):\n", - "# mcmc.samplers()[i].set_n_kernels(2)\n", + "for i in range(len(xs)):\n", + " mcmc.samplers()[i].set_n_kernels(3)\n", "\n", "# Run!\n", "print('Running...')\n", @@ -140,14 +144,103 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Try with 2 proposal kernels instead." + ] + }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:126: RuntimeWarning: invalid value encountered in double_scalars\n", + " alpha_log = log_Y[n + 1] - log_Y[0]\n", + "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:144: RuntimeWarning: divide by zero encountered in log\n", + " i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) -\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Done!\n", + "R-hat:\n", + "[1.0045131384927379, 1.0022411717625286, 1.0006527181713485]\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQf4PMGqPhfwH8gIAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAIvCAYAAABnb5FmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSVIAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create mcmc routine\n", + "mcmc = pints.MCMCController(log_posterior, 3, xs, method=pints.DramACMC)\n", + "\n", + "# Add stopping criterion\n", + "mcmc.set_max_iterations(4000)\n", + "\n", + "# Start adapting after 1000 iterations\n", + "mcmc.set_initial_phase_iterations(1000)\n", + "\n", + "# Disable logging mode\n", + "mcmc.set_log_to_screen(False)\n", + "\n", + "# Try 3 proposal kernels\n", + "for i in range(len(xs)):\n", + " mcmc.samplers()[i].set_n_kernels(2)\n", + "\n", + "# Run!\n", + "print('Running...')\n", + "chains = mcmc.run()\n", + "print('Done!')\n", + "\n", + "# Show traces and histograms\n", + "pints.plot.trace(chains)\n", + "\n", + "# Discard warm up\n", + "chains = chains[:, 2000:, :]\n", + "\n", + "# Check convergence using rhat criterion\n", + "print('R-hat:')\n", + "print(pints.rhat_all_params(chains))\n", + "\n", + "# Look at distribution across all chains\n", + "pints.plot.pairwise(np.vstack(chains), kde=False)\n", + "\n", + "# Show graphs\n", + "plt.show()" + ] } ], "metadata": { diff --git a/pints/_mcmc/_dram_ac.py b/pints/_mcmc/_dram_ac.py index 3d3f082ce..3d5300e8f 100644 --- a/pints/_mcmc/_dram_ac.py +++ b/pints/_mcmc/_dram_ac.py @@ -61,8 +61,7 @@ class DramACMC(pints.GlobalAdaptiveCovarianceMC): If ``k`` proposals have been rejected, the initial point ``theta_0`` is returned. - If ``adaptative=1``, at the end of each iterations, a 'base' proposal - kernel is adapted:: + At the end of each iterations, a 'base' proposal kernel is adapted:: mu = (1 - gamma) mu + gamma theta sigma = (1 - gamma) sigma + gamma (theta - mu)(theta - mu)^t @@ -243,7 +242,6 @@ def tell(self, fx): self._proposed = None - # Return new point for chain if accepted == 0: # rejected proposal if self._n_kernels > 1 and ( @@ -251,17 +249,15 @@ def tell(self, fx): self._proposal_count += 1 return None else: - if self._adaptive: - self._gamma = (self._adaptations**-self._eta) - self._adaptations += 1 - - # Update mu, covariance matrix and log lambda - self._update_mu() - self._update_sigma() - self._log_lambda += (self._gamma * - (accepted - self._target_acceptance)) self._proposal_count = 0 - # if accepted or failed on second try + self._gamma = (self._adaptations**-self._eta) + self._adaptations += 1 + + # Update mu, covariance matrix and log lambda + self._update_mu() + self._update_sigma() + self._log_lambda += (self._gamma * + (accepted - self._target_acceptance)) return self._current def _update_sigma(self): From 8283175f4bcababb0acdf44a547f7c8f38814f40 Mon Sep 17 00:00:00 2001 From: ben18785 Date: Mon, 30 Sep 2019 14:44:53 +0100 Subject: [PATCH 09/19] cleaned up docstrings --- .../sampling-adaptive-covariance-dram.ipynb | 39 ++++++++++++------- pints/_mcmc/_dram_ac.py | 2 +- 2 files changed, 25 insertions(+), 16 deletions(-) diff --git a/examples/sampling-adaptive-covariance-dram.ipynb b/examples/sampling-adaptive-covariance-dram.ipynb index eab069904..d2abd28c4 100644 --- a/examples/sampling-adaptive-covariance-dram.ipynb +++ b/examples/sampling-adaptive-covariance-dram.ipynb @@ -6,19 +6,29 @@ "source": [ "# Inference: Delayed Rejection Adaptive Covariance MCMC\n", "\n", - "This example shows you how to perform Bayesian inference on a time series, using [Adaptive Covariance MCMC](http://pints.readthedocs.io/en/latest/mcmc_samplers/adaptive_covariance_mc.html)." + "This example shows you how to perform Bayesian inference on a time series, using [DRAM ACMC](http://pints.readthedocs.io/en/latest/mcmc_samplers/dram_ac_mcmc.html) as described in [1].\n", + "\n", + "[1] \"DRAM: Efficient adaptive MCMC\".\n", + " H Haario, M Laine, A Mira, E Saksman, (2006) Statistical Computing\n", + " https://doi.org/10.1007/s11222-006-9438-0" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running...\n" + ] + }, { "name": "stderr", "output_type": "stream", "text": [ - "WARNING:pints._mcmc:The class `pints.MCMCSampling` is deprecated. Please use `pints.MCMCController` instead.\n", "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:126: RuntimeWarning: invalid value encountered in double_scalars\n", " alpha_log = log_Y[n + 1] - log_Y[0]\n", "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:144: RuntimeWarning: divide by zero encountered in log\n", @@ -33,17 +43,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "Running...\n", "Done!\n", "R-hat:\n", - "[1.0159166682758187, 1.0068618471783946, 1.1317059804373399]\n" + "[1.000102283052241, 1.0012143095441535, 1.0032113575490376]\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkqSeWGBJkiRJUk8ssCRJkiSpJx8A1ImrE5iw+rEAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -51,9 +60,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAIrCAYAAAD8/tNwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzjnnXGZ4YOOcc865zPh/jOOXKDqvlzsAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAIvCAYAAABnb5FmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWcdwYmNmZmYdw4mNmZmZdYz/D8aHW4rHhTVRAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -153,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -179,14 +188,14 @@ "text": [ "Done!\n", "R-hat:\n", - "[1.0045131384927379, 1.0022411717625286, 1.0006527181713485]\n" + "[1.0011491308333893, 1.0038593139542413, 0.99975788963061818]\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQf4PMGqPhfwH8gIAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -194,9 +203,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAIvCAYAAABnb5FmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSVIAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAIvCAYAAABnb5FmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYRiGUTD8f1C0X9eZSPmhAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/pints/_mcmc/_dram_ac.py b/pints/_mcmc/_dram_ac.py index 3d5300e8f..4de15b19f 100644 --- a/pints/_mcmc/_dram_ac.py +++ b/pints/_mcmc/_dram_ac.py @@ -52,7 +52,7 @@ class DramACMC(pints.GlobalAdaptiveCovarianceMC): n_i = (1 - alpha_1(theta_i, theta_i-1)) * (1 - alpha_2(theta_i, theta_i-1, theta_i-2)) * ... - ((1 - alpha_i-1(theta_i, theta_i-1, ..., theta_0)) + (1 - alpha_i-1(theta_i, theta_i-1, ..., theta_0)) d_i = (1 - alpha_1(theta_0, theta_1)) * (1 - alpha_2(theta_0, theta_1, theta_2)) * ... From 1d2b85524b44c698936edf5b6a52bfdad2eb8b92 Mon Sep 17 00:00:00 2001 From: ben18785 Date: Mon, 30 Sep 2019 15:13:15 +0100 Subject: [PATCH 10/19] Added tests --- examples/README.md | 1 + .../sampling-adaptive-covariance-dram.ipynb | 36 ++-- pints/_mcmc/_dram_ac.py | 49 ++++- pints/tests/test_mcmc_dram_ac.py | 178 ++++++++++++++++++ 4 files changed, 237 insertions(+), 27 deletions(-) create mode 100644 pints/tests/test_mcmc_dram_ac.py diff --git a/examples/README.md b/examples/README.md index feb77109c..ef6b9213a 100644 --- a/examples/README.md +++ b/examples/README.md @@ -38,6 +38,7 @@ relevant code. ### MCMC without gradients - [Differential Evolution MCMC](./sampling-differential-evolution-mcmc.ipynb) +- [DRAM ACMC](./sampling-adaptive-covariance-dram.ipynb) - [DREAM MCMC](./sampling-dream-mcmc.ipynb) - [Emcee Hammer](./sampling-emcee-hammer.ipynb) - [Haario Adaptive Covariance MCMC](./sampling-adaptive-covariance-haario.ipynb) diff --git a/examples/sampling-adaptive-covariance-dram.ipynb b/examples/sampling-adaptive-covariance-dram.ipynb index d2abd28c4..2207ccb37 100644 --- a/examples/sampling-adaptive-covariance-dram.ipynb +++ b/examples/sampling-adaptive-covariance-dram.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -29,13 +29,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:126: RuntimeWarning: invalid value encountered in double_scalars\n", + "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:127: RuntimeWarning: invalid value encountered in double_scalars\n", " alpha_log = log_Y[n + 1] - log_Y[0]\n", - "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:144: RuntimeWarning: divide by zero encountered in log\n", + "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:145: RuntimeWarning: divide by zero encountered in log\n", " i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) -\n", - "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:146: RuntimeWarning: divide by zero encountered in log\n", + "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:147: RuntimeWarning: divide by zero encountered in log\n", " i, Y[0:(i + 2)], log_Y[0:(i + 2)])))\n", - "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:146: RuntimeWarning: invalid value encountered in double_scalars\n", + "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:147: RuntimeWarning: invalid value encountered in double_scalars\n", " i, Y[0:(i + 2)], log_Y[0:(i + 2)])))\n" ] }, @@ -45,14 +45,14 @@ "text": [ "Done!\n", "R-hat:\n", - "[1.000102283052241, 1.0012143095441535, 1.0032113575490376]\n" + "[1.0015186597160106, 1.0318115082211312, 1.0070155502447691]\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAFu5eP0QSBIPAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -60,9 +60,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAIvCAYAAABnb5FmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWcdwYmNmZmYdw4mNmZmZdYz/D8aHW4rHhTVRAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAIrCAYAAAD8/tNwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nExvnnHPOlQ1PbJxzzjlXNv4fG+FSLlkcZ24AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -162,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -176,9 +176,9 @@ "name": "stderr", "output_type": "stream", "text": [ - "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:126: RuntimeWarning: invalid value encountered in double_scalars\n", + "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:127: RuntimeWarning: invalid value encountered in double_scalars\n", " alpha_log = log_Y[n + 1] - log_Y[0]\n", - "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:144: RuntimeWarning: divide by zero encountered in log\n", + "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:145: RuntimeWarning: divide by zero encountered in log\n", " i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) -\n" ] }, @@ -188,14 +188,14 @@ "text": [ "Done!\n", "R-hat:\n", - "[1.0011491308333893, 1.0038593139542413, 0.99975788963061818]\n" + "[1.0010105168062291, 1.0024249313924265, 1.0073084938496237]\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -203,9 +203,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAIvCAYAAABnb5FmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYRiGUTD8f1C0X9eZSPmhAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAIvCAYAAABnb5FmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/pints/_mcmc/_dram_ac.py b/pints/_mcmc/_dram_ac.py index 4de15b19f..84a1126da 100644 --- a/pints/_mcmc/_dram_ac.py +++ b/pints/_mcmc/_dram_ac.py @@ -86,6 +86,7 @@ def __init__(self, x0, sigma0=None): self._log_lambda = 0 self._n_kernels = 2 + self._upper_scale = 1000 self._Y = [None] * self._n_kernels self._Y_log_pdf = np.zeros(self._n_kernels) self._proposal_count = 0 @@ -101,10 +102,10 @@ def ask(self): super(DramACMC, self).ask() if self._before_kernels_set: self._sigma_base = np.copy(self._sigma) - self.set_sigma_scale(1000) - self._before_kernels_set = False + self.set_sigma_scale() self._Y = [None] * self._n_kernels self._Y_log_pdf = np.zeros(self._n_kernels) + self._before_kernels_set = False # Propose new point if self._proposed is None: @@ -166,6 +167,20 @@ def n_kernels(self): """ Returns number of proposal kernels. """ return self._n_kernels + def n_hyper_parameters(self): + """ See :meth:`TunableMethod.n_hyper_parameters()`. """ + return 3 + + def set_hyper_parameters(self, x): + """ + The hyper-parameter vector is ``[eta, n_kernels, upper_scale]``. + + See :meth:`TunableMethod.set_hyper_parameters()`. + """ + self.set_eta(x[0]) + self.set_n_kernels(x[1]) + self.set_upper_scale(x[2]) + def set_n_kernels(self, n_kernels): """ Sets number of proposal kernels. """ if n_kernels < 1: @@ -173,17 +188,26 @@ def set_n_kernels(self, n_kernels): 'or greater than 1.') self._n_kernels = int(n_kernels) - def set_sigma_scale(self, upper, lower=1): + def set_upper_scale(self, upper_scale): + """ + Set the upper scale of initial covariance matrix multipliers for each + of the kernels: ``[0,...,upper]`` where the gradations are uniform on + the log10 scale meaning the proposal covariance matrices are: + ``[10^upper,..., 1] * sigma``. + """ + if upper_scale < 0: + raise ValueError('Upper scale must be positive.') + self._upper_scale = upper_scale + + def set_sigma_scale(self): """ Set the scale of initial covariance matrix multipliers for each of the - kernels: ``[lower,...,upper]`` where the gradations are uniform on the + kernels: ``[0,...,upper]`` where the gradations are uniform on the log10 scale meaning the proposal covariance matrices are: - ``[10^upper,..., 10^lower] * sigma``. By default ``lower=1``. + ``[10^upper,..., 1] * sigma``. """ - if lower > upper: - raise ValueError('Maximum kernel multiplier must exceed minimum.') - a_min = np.log10(lower) - a_max = np.log10(upper) + a_min = np.log10(1) + a_max = np.log10(self._upper_scale) self._sigma_scale = np.flip( 10**np.linspace(a_min, a_max, self._n_kernels), 0) self._sigma = [self._sigma_scale[i] * self._sigma_base @@ -270,3 +294,10 @@ def _update_sigma(self): self._gamma * np.dot(dsigm, dsigm.T)) self._sigma = [self._sigma_scale[i] * self._sigma_base for i in range(self._n_kernels)] + + def upper_scale(self): + """ + Returns upper scale limit (see + :meth:`pints.DramACMC.set_upper_scale()`). + """ + return self._upper_scale diff --git a/pints/tests/test_mcmc_dram_ac.py b/pints/tests/test_mcmc_dram_ac.py new file mode 100644 index 000000000..f652661e2 --- /dev/null +++ b/pints/tests/test_mcmc_dram_ac.py @@ -0,0 +1,178 @@ +#!/usr/bin/env python +# +# Tests the basic methods of the Dram ACMC routine. +# +# This file is part of PINTS. +# Copyright (c) 2017-2019, University of Oxford. +# For licensing information, see the LICENSE file distributed with the PINTS +# software package. +# +import pints +import pints.toy as toy +import unittest +import numpy as np + +from shared import StreamCapture + +# Consistent unit testing in Python 2 and 3 +try: + unittest.TestCase.assertRaisesRegex +except AttributeError: + unittest.TestCase.assertRaisesRegex = unittest.TestCase.assertRaisesRegexp + + +class TestDramACMC(unittest.TestCase): + """ + Tests the basic methods of the adaptive covariance MCMC routine. + """ + + @classmethod + def setUpClass(cls): + """ Set up problem for tests. """ + + # Create toy model + cls.model = toy.LogisticModel() + cls.real_parameters = [0.015, 500] + cls.times = np.linspace(0, 1000, 1000) + cls.values = cls.model.simulate(cls.real_parameters, cls.times) + + # Add noise + cls.noise = 10 + cls.values += np.random.normal(0, cls.noise, cls.values.shape) + cls.real_parameters.append(cls.noise) + cls.real_parameters = np.array(cls.real_parameters) + + # Create an object with links to the model and time series + cls.problem = pints.SingleOutputProblem( + cls.model, cls.times, cls.values) + + # Create a uniform prior over both the parameters and the new noise + # variable + cls.log_prior = pints.UniformLogPrior( + [0.01, 400, cls.noise * 0.1], + [0.02, 600, cls.noise * 100] + ) + + # Create a log likelihood + cls.log_likelihood = pints.GaussianLogLikelihood(cls.problem) + + # Create an un-normalised log-posterior (log-likelihood + log-prior) + cls.log_posterior = pints.LogPosterior( + cls.log_likelihood, cls.log_prior) + + def test_method(self): + + # Create mcmc + x0 = self.real_parameters * 1.1 + mcmc = pints.DramACMC(x0) + + # Configure + mcmc.set_target_acceptance_rate(0.3) + mcmc.set_initial_phase(True) + + # Perform short run + rate = [] + chain = [] + for i in range(100): + x = mcmc.ask() + fx = self.log_posterior(x) + sample = mcmc.tell(fx) + while sample is None: + x = mcmc.ask() + fx = self.log_posterior(x) + sample = mcmc.tell(fx) + if i == 20: + mcmc.set_initial_phase(False) + if i >= 50: + chain.append(sample) + rate.append(mcmc.acceptance_rate()) + if np.all(sample == x): + self.assertEqual(mcmc.current_log_pdf(), fx) + + chain = np.array(chain) + rate = np.array(rate) + self.assertEqual(chain.shape[0], 50) + self.assertEqual(chain.shape[1], len(x0)) + self.assertEqual(rate.shape[0], 100) + + # Test with more kernels + x0 = self.real_parameters * 1.1 + mcmc = pints.DramACMC(x0) + + # Configure + mcmc.set_n_kernels(4) + + # Perform short run + rate = [] + chain = [] + for i in range(100): + x = mcmc.ask() + fx = self.log_posterior(x) + sample = mcmc.tell(fx) + while sample is None: + x = mcmc.ask() + fx = self.log_posterior(x) + sample = mcmc.tell(fx) + if i == 20: + mcmc.set_initial_phase(False) + if i >= 50: + chain.append(sample) + rate.append(mcmc.acceptance_rate()) + if np.all(sample == x): + self.assertEqual(mcmc.current_log_pdf(), fx) + + chain = np.array(chain) + rate = np.array(rate) + self.assertEqual(chain.shape[0], 50) + self.assertEqual(chain.shape[1], len(x0)) + self.assertEqual(rate.shape[0], 100) + + def test_options(self): + + # Test setting acceptance rate + x0 = self.real_parameters + mcmc = pints.DramACMC(x0) + self.assertNotEqual(mcmc.target_acceptance_rate(), 0.5) + mcmc.set_target_acceptance_rate(0.5) + self.assertEqual(mcmc.target_acceptance_rate(), 0.5) + mcmc.set_target_acceptance_rate(1) + self.assertRaises(ValueError, mcmc.set_target_acceptance_rate, 0) + self.assertRaises(ValueError, mcmc.set_target_acceptance_rate, -1e-6) + self.assertRaises(ValueError, mcmc.set_target_acceptance_rate, 1.00001) + + # test hyperparameter setters and getters + self.assertEqual(mcmc.n_hyper_parameters(), 3) + self.assertRaises(ValueError, mcmc.set_hyper_parameters, [-0.1, 1, 3]) + self.assertRaises(ValueError, mcmc.set_hyper_parameters, [0.5, 0, 3]) + self.assertRaises(ValueError, mcmc.set_hyper_parameters, [0.5, 1, -1]) + mcmc.set_hyper_parameters([0.1, 4, 3.5]) + self.assertEqual(mcmc.eta(), 0.1) + self.assertEqual(mcmc.n_kernels(), 4) + self.assertEqual(mcmc.upper_scale(), 3.5) + mcmc.ask() + mcmc.set_sigma_scale() + scale = mcmc.sigma_scale() + a_min = np.log10(1) + a_max = np.log10(3.5) + scale1 = np.flip(10**np.linspace(a_min, a_max, 4), 0) + self.assertTrue(np.array_equal(scale, scale1)) + + self.assertEqual(mcmc.name(), ( + 'Delayed Rejection Adaptive Metropolis (Dram) MCMC')) + + def test_logging(self): + + # Test logging includes name. + x = [self.real_parameters] * 3 + mcmc = pints.MCMCController( + self.log_posterior, 3, x, method=pints.DramACMC) + mcmc.set_max_iterations(5) + with StreamCapture() as c: + mcmc.run() + text = c.text() + self.assertIn('Delayed Rejection Adaptive Metropolis (Dram) MCMC', + text) + + +if __name__ == '__main__': + unittest.main() From d87f630ae2769219cad0c8b1cdb66cc44286533f Mon Sep 17 00:00:00 2001 From: ben18785 Date: Mon, 30 Sep 2019 15:26:43 +0100 Subject: [PATCH 11/19] Replaced numpy flip with base routine --- pints/_mcmc/_dram_ac.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pints/_mcmc/_dram_ac.py b/pints/_mcmc/_dram_ac.py index 84a1126da..ab6200cc7 100644 --- a/pints/_mcmc/_dram_ac.py +++ b/pints/_mcmc/_dram_ac.py @@ -208,8 +208,8 @@ def set_sigma_scale(self): """ a_min = np.log10(1) a_max = np.log10(self._upper_scale) - self._sigma_scale = np.flip( - 10**np.linspace(a_min, a_max, self._n_kernels), 0) + self._sigma_scale = 10**np.linspace(a_min, a_max, self._n_kernels) + self._sigma_scale = self._sigma_scale[::-1] self._sigma = [self._sigma_scale[i] * self._sigma_base for i in range(self._n_kernels)] From c918c7d2236e88f0ffb0256a9ee32a82585c1898 Mon Sep 17 00:00:00 2001 From: ben18785 Date: Mon, 30 Sep 2019 15:30:12 +0100 Subject: [PATCH 12/19] improved test coverage --- pints/tests/test_mcmc_dram_ac.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/pints/tests/test_mcmc_dram_ac.py b/pints/tests/test_mcmc_dram_ac.py index f652661e2..1de7e0f85 100644 --- a/pints/tests/test_mcmc_dram_ac.py +++ b/pints/tests/test_mcmc_dram_ac.py @@ -132,6 +132,12 @@ def test_options(self): # Test setting acceptance rate x0 = self.real_parameters mcmc = pints.DramACMC(x0) + self.assertRaises(RuntimeError, mcmc.tell, 0.0) + x0 = self.real_parameters + mcmc = pints.DramACMC(x0) + mcmc.ask() + self.assertRaises(ValueError, mcmc.tell, -float('inf')) + self.assertNotEqual(mcmc.target_acceptance_rate(), 0.5) mcmc.set_target_acceptance_rate(0.5) self.assertEqual(mcmc.target_acceptance_rate(), 0.5) From 368e11d37a50096370fe948b9b42de93b7c0181e Mon Sep 17 00:00:00 2001 From: ben18785 Date: Mon, 30 Sep 2019 15:38:42 +0100 Subject: [PATCH 13/19] remove newly introduced numpy flip --- pints/tests/test_mcmc_dram_ac.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/pints/tests/test_mcmc_dram_ac.py b/pints/tests/test_mcmc_dram_ac.py index 1de7e0f85..5b0f3dc29 100644 --- a/pints/tests/test_mcmc_dram_ac.py +++ b/pints/tests/test_mcmc_dram_ac.py @@ -160,7 +160,8 @@ def test_options(self): scale = mcmc.sigma_scale() a_min = np.log10(1) a_max = np.log10(3.5) - scale1 = np.flip(10**np.linspace(a_min, a_max, 4), 0) + scale1 = 10**np.linspace(a_min, a_max, 4) + scale1 = scale1[::-1] self.assertTrue(np.array_equal(scale, scale1)) self.assertEqual(mcmc.name(), ( From 7ab18c19b4f99a3fa363b9ae5605281858eb115d Mon Sep 17 00:00:00 2001 From: Ben Lambert Date: Wed, 18 Mar 2020 01:48:55 +0000 Subject: [PATCH 14/19] now working --- .../sampling-adaptive-covariance-dram.ipynb | 276 ----------------- .../sampling/adaptive-covariance-dram.ipynb | 282 ++++++++++++++++++ pints/__init__.py | 1 - pints/_mcmc/_dram_ac.py | 71 ++--- 4 files changed, 312 insertions(+), 318 deletions(-) delete mode 100644 examples/sampling-adaptive-covariance-dram.ipynb create mode 100644 examples/sampling/adaptive-covariance-dram.ipynb diff --git a/examples/sampling-adaptive-covariance-dram.ipynb b/examples/sampling-adaptive-covariance-dram.ipynb deleted file mode 100644 index 2207ccb37..000000000 --- a/examples/sampling-adaptive-covariance-dram.ipynb +++ /dev/null @@ -1,276 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Inference: Delayed Rejection Adaptive Covariance MCMC\n", - "\n", - "This example shows you how to perform Bayesian inference on a time series, using [DRAM ACMC](http://pints.readthedocs.io/en/latest/mcmc_samplers/dram_ac_mcmc.html) as described in [1].\n", - "\n", - "[1] \"DRAM: Efficient adaptive MCMC\".\n", - " H Haario, M Laine, A Mira, E Saksman, (2006) Statistical Computing\n", - " https://doi.org/10.1007/s11222-006-9438-0" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Running...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:127: RuntimeWarning: invalid value encountered in double_scalars\n", - " alpha_log = log_Y[n + 1] - log_Y[0]\n", - "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:145: RuntimeWarning: divide by zero encountered in log\n", - " i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) -\n", - "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:147: RuntimeWarning: divide by zero encountered in log\n", - " i, Y[0:(i + 2)], log_Y[0:(i + 2)])))\n", - "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:147: RuntimeWarning: invalid value encountered in double_scalars\n", - " i, Y[0:(i + 2)], log_Y[0:(i + 2)])))\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Done!\n", - "R-hat:\n", - "[1.0015186597160106, 1.0318115082211312, 1.0070155502447691]\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAFu5eP0QSBIPAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAIrCAYAAAD8/tNwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nExvnnHPOlQ1PbJxzzjlXNv4fG+FSLlkcZ24AAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import pints\n", - "import pints.toy as toy\n", - "import pints.plot\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "\n", - "# Load a forward model\n", - "model = toy.LogisticModel()\n", - "\n", - "# Create some toy data\n", - "real_parameters = [0.015, 500]\n", - "times = np.linspace(0, 1000, 1000)\n", - "org_values = model.simulate(real_parameters, times)\n", - "\n", - "# Add noise\n", - "noise = 10\n", - "values = org_values + np.random.normal(0, noise, org_values.shape)\n", - "real_parameters = np.array(real_parameters + [noise])\n", - "\n", - "# Get properties of the noise sample\n", - "noise_sample_mean = np.mean(values - org_values)\n", - "noise_sample_std = np.std(values - org_values)\n", - "\n", - "# Create an object with links to the model and time series\n", - "problem = pints.SingleOutputProblem(model, times, values)\n", - "\n", - "# Create a log-likelihood function (adds an extra parameter!)\n", - "log_likelihood = pints.GaussianLogLikelihood(problem)\n", - "\n", - "# Create a uniform prior over both the parameters and the new noise variable\n", - "log_prior = pints.UniformLogPrior(\n", - " [0.01, 400, noise*0.1],\n", - " [0.02, 600, noise*100]\n", - ")\n", - "\n", - "# Create a posterior log-likelihood (log(likelihood * prior))\n", - "log_posterior = pints.LogPosterior(log_likelihood, log_prior)\n", - "\n", - "# Choose starting points for 3 mcmc chains\n", - "xs = [\n", - " real_parameters * 0.9,\n", - " real_parameters * 1.1,\n", - " real_parameters * 1.0,\n", - "]\n", - "\n", - "# Create mcmc routine\n", - "mcmc = pints.MCMCController(log_posterior, 3, xs, method=pints.DramACMC)\n", - "\n", - "# Add stopping criterion\n", - "mcmc.set_max_iterations(4000)\n", - "\n", - "# Start adapting after 1000 iterations\n", - "mcmc.set_initial_phase_iterations(1000)\n", - "\n", - "# Disable logging mode\n", - "mcmc.set_log_to_screen(False)\n", - "\n", - "# Try 3 proposal kernels\n", - "for i in range(len(xs)):\n", - " mcmc.samplers()[i].set_n_kernels(3)\n", - "\n", - "# Run!\n", - "print('Running...')\n", - "chains = mcmc.run()\n", - "print('Done!')\n", - "\n", - "# Show traces and histograms\n", - "pints.plot.trace(chains)\n", - "\n", - "# Discard warm up\n", - "chains = chains[:, 2000:, :]\n", - "\n", - "# Check convergence using rhat criterion\n", - "print('R-hat:')\n", - "print(pints.rhat_all_params(chains))\n", - "\n", - "# Look at distribution across all chains\n", - "pints.plot.pairwise(np.vstack(chains), kde=False)\n", - "\n", - "# Show graphs\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Try with 2 proposal kernels instead." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Running...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:127: RuntimeWarning: invalid value encountered in double_scalars\n", - " alpha_log = log_Y[n + 1] - log_Y[0]\n", - "c:\\users\\bclamber\\desktop\\pints\\pints\\_mcmc\\_dram_ac.py:145: RuntimeWarning: divide by zero encountered in log\n", - " i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) -\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Done!\n", - "R-hat:\n", - "[1.0010105168062291, 1.0024249313924265, 1.0073084938496237]\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjYAAAIvCAYAAABnb5FmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Create mcmc routine\n", - "mcmc = pints.MCMCController(log_posterior, 3, xs, method=pints.DramACMC)\n", - "\n", - "# Add stopping criterion\n", - "mcmc.set_max_iterations(4000)\n", - "\n", - "# Start adapting after 1000 iterations\n", - "mcmc.set_initial_phase_iterations(1000)\n", - "\n", - "# Disable logging mode\n", - "mcmc.set_log_to_screen(False)\n", - "\n", - "# Try 3 proposal kernels\n", - "for i in range(len(xs)):\n", - " mcmc.samplers()[i].set_n_kernels(2)\n", - "\n", - "# Run!\n", - "print('Running...')\n", - "chains = mcmc.run()\n", - "print('Done!')\n", - "\n", - "# Show traces and histograms\n", - "pints.plot.trace(chains)\n", - "\n", - "# Discard warm up\n", - "chains = chains[:, 2000:, :]\n", - "\n", - "# Check convergence using rhat criterion\n", - "print('R-hat:')\n", - "print(pints.rhat_all_params(chains))\n", - "\n", - "# Look at distribution across all chains\n", - "pints.plot.pairwise(np.vstack(chains), kde=False)\n", - "\n", - "# Show graphs\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "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": "3.6.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/examples/sampling/adaptive-covariance-dram.ipynb b/examples/sampling/adaptive-covariance-dram.ipynb new file mode 100644 index 000000000..54562ed7a --- /dev/null +++ b/examples/sampling/adaptive-covariance-dram.ipynb @@ -0,0 +1,282 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Inference: Delayed Rejection Adaptive Covariance MCMC\n", + "\n", + "This example shows you how to perform Bayesian inference on a time series, using [DRAM ACMC](http://pints.readthedocs.io/en/latest/mcmc_samplers/dram_ac_mcmc.html) as described in [1].\n", + "\n", + "[1] \"DRAM: Efficient adaptive MCMC\".\n", + " H Haario, M Laine, A Mira, E Saksman, (2006) Statistical Computing\n", + " https://doi.org/10.1007/s11222-006-9438-0" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Volumes/Samsung1.5TB/Github/pints/pints/_mcmc/_dram_ac.py:113: RuntimeWarning: invalid value encountered in double_scalars\n", + " alpha_log = log_Y[n + 1] - log_Y[0]\n", + "/Volumes/Samsung1.5TB/Github/pints/pints/_mcmc/_dram_ac.py:131: RuntimeWarning: divide by zero encountered in log\n", + " i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) -\n", + "/Volumes/Samsung1.5TB/Github/pints/pints/_mcmc/_dram_ac.py:133: RuntimeWarning: divide by zero encountered in log\n", + " i, Y[0:(i + 2)], log_Y[0:(i + 2)])))\n", + "/Volumes/Samsung1.5TB/Github/pints/pints/_mcmc/_dram_ac.py:133: RuntimeWarning: invalid value encountered in double_scalars\n", + " i, Y[0:(i + 2)], log_Y[0:(i + 2)])))\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Done!\n", + "R-hat:\n", + "[1.00161683948474, 1.000011084060743, 1.0005687342624958]\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import pints\n", + "import pints.toy as toy\n", + "import pints.plot\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Load a forward model\n", + "model = toy.LogisticModel()\n", + "\n", + "# Create some toy data\n", + "real_parameters = [0.015, 500]\n", + "times = np.linspace(0, 1000, 1000)\n", + "org_values = model.simulate(real_parameters, times)\n", + "\n", + "# Add noise\n", + "noise = 10\n", + "values = org_values + np.random.normal(0, noise, org_values.shape)\n", + "real_parameters = np.array(real_parameters + [noise])\n", + "\n", + "# Get properties of the noise sample\n", + "noise_sample_mean = np.mean(values - org_values)\n", + "noise_sample_std = np.std(values - org_values)\n", + "\n", + "# Create an object with links to the model and time series\n", + "problem = pints.SingleOutputProblem(model, times, values)\n", + "\n", + "# Create a log-likelihood function (adds an extra parameter!)\n", + "log_likelihood = pints.GaussianLogLikelihood(problem)\n", + "\n", + "# Create a uniform prior over both the parameters and the new noise variable\n", + "log_prior = pints.UniformLogPrior(\n", + " [0.01, 400, noise*0.1],\n", + " [0.02, 600, noise*100]\n", + ")\n", + "\n", + "# Create a posterior log-likelihood (log(likelihood * prior))\n", + "log_posterior = pints.LogPosterior(log_likelihood, log_prior)\n", + "\n", + "# Choose starting points for 3 mcmc chains\n", + "xs = [\n", + " real_parameters * 0.9,\n", + " real_parameters * 1.1,\n", + " real_parameters * 1.0,\n", + "]\n", + "\n", + "# Create mcmc routine\n", + "mcmc = pints.MCMCController(log_posterior, 3, xs, method=pints.DramACMC)\n", + "\n", + "# Add stopping criterion\n", + "mcmc.set_max_iterations(4000)\n", + "\n", + "# Start adapting after 1000 iterations\n", + "mcmc.set_initial_phase_iterations(1000)\n", + "\n", + "# Disable logging mode\n", + "mcmc.set_log_to_screen(False)\n", + "\n", + "# Try 3 proposal kernels\n", + "for i in range(len(xs)):\n", + " mcmc.samplers()[i].set_n_kernels(3)\n", + "\n", + "# Run!\n", + "print('Running...')\n", + "chains = mcmc.run()\n", + "print('Done!')\n", + "\n", + "# Show traces and histograms\n", + "pints.plot.trace(chains)\n", + "\n", + "# Discard warm up\n", + "chains = chains[:, 2000:, :]\n", + "\n", + "# Check convergence using rhat criterion\n", + "print('R-hat:')\n", + "print(pints.rhat_all_params(chains))\n", + "\n", + "# Look at distribution across all chains\n", + "pints.plot.pairwise(np.vstack(chains), kde=False)\n", + "\n", + "# Show graphs\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Try with 2 proposal kernels instead." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Volumes/Samsung1.5TB/Github/pints/pints/_mcmc/_dram_ac.py:131: RuntimeWarning: divide by zero encountered in log\n", + " i, Y_rev[0:(i + 2)], log_Y_rev[0:(i + 2)]))) -\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Done!\n", + "R-hat:\n", + "[1.0007695906090857, 1.000101228821209, 1.0005614758111518]\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Create mcmc routine\n", + "mcmc = pints.MCMCController(log_posterior, 3, xs, method=pints.DramACMC)\n", + "\n", + "# Add stopping criterion\n", + "mcmc.set_max_iterations(4000)\n", + "\n", + "# Start adapting after 1000 iterations\n", + "mcmc.set_initial_phase_iterations(1000)\n", + "\n", + "# Disable logging mode\n", + "mcmc.set_log_to_screen(False)\n", + "\n", + "# Try 3 proposal kernels\n", + "for i in range(len(xs)):\n", + " mcmc.samplers()[i].set_n_kernels(2)\n", + "\n", + "# Run!\n", + "print('Running...')\n", + "chains = mcmc.run()\n", + "print('Done!')\n", + "\n", + "# Show traces and histograms\n", + "pints.plot.trace(chains)\n", + "\n", + "# Discard warm up\n", + "chains = chains[:, 2000:, :]\n", + "\n", + "# Check convergence using rhat criterion\n", + "print('R-hat:')\n", + "print(pints.rhat_all_params(chains))\n", + "\n", + "# Look at distribution across all chains\n", + "pints.plot.pairwise(np.vstack(chains), kde=False)\n", + "\n", + "# Show graphs\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/pints/__init__.py b/pints/__init__.py index 9953ecb2a..3ef32b440 100644 --- a/pints/__init__.py +++ b/pints/__init__.py @@ -198,7 +198,6 @@ def version(formatted=False): ) # base classes first from ._mcmc._adaptive_covariance import AdaptiveCovarianceMC -from ._mcmc._global_adaptive_covariance import GlobalAdaptiveCovarianceMC # methods from ._mcmc._differential_evolution import DifferentialEvolutionMCMC diff --git a/pints/_mcmc/_dram_ac.py b/pints/_mcmc/_dram_ac.py index ab6200cc7..a39fb7582 100644 --- a/pints/_mcmc/_dram_ac.py +++ b/pints/_mcmc/_dram_ac.py @@ -13,7 +13,7 @@ import scipy.stats as stats -class DramACMC(pints.GlobalAdaptiveCovarianceMC): +class DramACMC(pints.AdaptiveCovarianceMC): """ DRAM (Delayed Rejection Adaptive Covariance) MCMC, as described in [1]_. In this method, rejections do not necessarily lead an iteration to end. @@ -84,40 +84,26 @@ class DramACMC(pints.GlobalAdaptiveCovarianceMC): def __init__(self, x0, sigma0=None): super(DramACMC, self).__init__(x0, sigma0) + self._adapt_kernel = True + self._before_kernels_set = True self._log_lambda = 0 self._n_kernels = 2 + self._proposal_count = 0 + self._sigma_base = np.copy(self._sigma) self._upper_scale = 1000 self._Y = [None] * self._n_kernels self._Y_log_pdf = np.zeros(self._n_kernels) - self._proposal_count = 0 - self._adapt_kernel = True - self._before_kernels_set = True - def ask(self): + def _adapt_sigma(self): """ - If first proposal from a position, return a proposal with an ambitious - (i.e. large) proposal width; if first is rejected then return - proposal from a conservative kernel (i.e. with low width). + Updates the covariance matrices of the various kernels being used + according to adaptive Metropolis routine. """ - super(DramACMC, self).ask() - if self._before_kernels_set: - self._sigma_base = np.copy(self._sigma) - self.set_sigma_scale() - self._Y = [None] * self._n_kernels - self._Y_log_pdf = np.zeros(self._n_kernels) - self._before_kernels_set = False - - # Propose new point - if self._proposed is None: - self._proposed = np.random.multivariate_normal( - self._current, np.exp(self._log_lambda) * - self._sigma[self._proposal_count]) - self._Y[self._proposal_count] = np.copy(self._proposed) - # Set as read-only - self._proposed.setflags(write=False) - - # Return proposed point - return self._proposed + dsigm = np.reshape(self._current - self._mu, (self._n_parameters, 1)) + self._sigma_base = ((1 - self._gamma) * self._sigma_base + + self._gamma * np.dot(dsigm, dsigm.T)) + self._sigma = [self._sigma_scale[i] * self._sigma_base + for i in range(self._n_kernels)] def _calculate_alpha_log(self, n, Y, log_Y): """ @@ -159,6 +145,20 @@ def _calculate_r_log(self, fx): self._r_log = self._calculate_alpha_log(c, temp_Y, temp_log_Y) + def _generate_proposal(self): + """ See :meth:`AdaptiveCovarianceMC._generate_proposal()`. """ + if self._before_kernels_set: + self.set_sigma_scale() + self._Y = [None] * self._n_kernels + self._Y_log_pdf = np.zeros(self._n_kernels) + self._before_kernels_set = False + + proposed = np.random.multivariate_normal( + self._current, np.exp(self._log_lambda) * + self._sigma[self._proposal_count]) + self._Y[self._proposal_count] = proposed + return proposed + def name(self): """ See :meth:`pints.MCMCSampler.name()`. """ return 'Delayed Rejection Adaptive Metropolis (Dram) MCMC' @@ -255,9 +255,9 @@ def tell(self, fx): # Check if the proposed point can be accepted accepted = 0 - self._calculate_r_log(fx) if np.isfinite(fx): + self._calculate_r_log(fx) u = np.log(np.random.uniform(0, 1)) if u < self._r_log: accepted = 1 @@ -278,23 +278,12 @@ def tell(self, fx): self._adaptations += 1 # Update mu, covariance matrix and log lambda - self._update_mu() - self._update_sigma() + self._adapt_mu() + self._adapt_sigma() self._log_lambda += (self._gamma * (accepted - self._target_acceptance)) return self._current - def _update_sigma(self): - """ - Updates the covariance matrices of the various kernels being used - according to adaptive Metropolis routine. - """ - dsigm = np.reshape(self._current - self._mu, (self._n_parameters, 1)) - self._sigma_base = ((1 - self._gamma) * self._sigma_base + - self._gamma * np.dot(dsigm, dsigm.T)) - self._sigma = [self._sigma_scale[i] * self._sigma_base - for i in range(self._n_kernels)] - def upper_scale(self): """ Returns upper scale limit (see From 72a1bdaf55b5135b0a0929f8ecf033a4e9f18c65 Mon Sep 17 00:00:00 2001 From: Ben Lambert Date: Wed, 18 Mar 2020 11:14:44 +0000 Subject: [PATCH 15/19] Update README.md --- examples/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/README.md b/examples/README.md index ef4e45966..3fd69b738 100644 --- a/examples/README.md +++ b/examples/README.md @@ -38,7 +38,7 @@ relevant code. ### MCMC without gradients - [Differential Evolution MCMC](./sampling/differential-evolution-mcmc.ipynb) -- [DRAM ACMC](./sampling-adaptive-covariance-dram.ipynb) +- [DRAM ACMC](./sampling/adaptive-covariance-dram.ipynb) - [DREAM MCMC](./sampling/dream-mcmc.ipynb) - [Emcee Hammer](./sampling/emcee-hammer.ipynb) - [Haario Adaptive Covariance MCMC](./sampling/adaptive-covariance-haario.ipynb) From 39cbfad87ce7a0c56b4870ecbfff61dd1e4fe911 Mon Sep 17 00:00:00 2001 From: Michael Clerx Date: Thu, 19 Mar 2020 14:48:09 +0000 Subject: [PATCH 16/19] Updated copyright headers --- pints/_mcmc/_dram_ac.py | 8 ++++---- pints/tests/test_mcmc_dram_ac.py | 7 +++---- 2 files changed, 7 insertions(+), 8 deletions(-) diff --git a/pints/_mcmc/_dram_ac.py b/pints/_mcmc/_dram_ac.py index a39fb7582..24c867554 100644 --- a/pints/_mcmc/_dram_ac.py +++ b/pints/_mcmc/_dram_ac.py @@ -1,10 +1,9 @@ # # DRAM AC MC method # -# This file is part of PINTS. -# Copyright (c) 2017-2018, University of Oxford. -# For licensing information, see the LICENSE file distributed with the PINTS -# software package. +# This file is part of PINTS (https://github.com/pints-team/pints/) which is +# released under the BSD 3-clause license. See accompanying LICENSE.md for +# copyright notice and full license details. # from __future__ import absolute_import, division from __future__ import print_function, unicode_literals @@ -16,6 +15,7 @@ class DramACMC(pints.AdaptiveCovarianceMC): """ DRAM (Delayed Rejection Adaptive Covariance) MCMC, as described in [1]_. + In this method, rejections do not necessarily lead an iteration to end. Instead, if a rejection occurs, another point is proposed although typically from a narrower (i.e. more conservative) proposal kernel than was diff --git a/pints/tests/test_mcmc_dram_ac.py b/pints/tests/test_mcmc_dram_ac.py index 5b0f3dc29..18e3eb475 100644 --- a/pints/tests/test_mcmc_dram_ac.py +++ b/pints/tests/test_mcmc_dram_ac.py @@ -2,10 +2,9 @@ # # Tests the basic methods of the Dram ACMC routine. # -# This file is part of PINTS. -# Copyright (c) 2017-2019, University of Oxford. -# For licensing information, see the LICENSE file distributed with the PINTS -# software package. +# This file is part of PINTS (https://github.com/pints-team/pints/) which is +# released under the BSD 3-clause license. See accompanying LICENSE.md for +# copyright notice and full license details. # import pints import pints.toy as toy From 2d81e887bac79f8d6d64785359681db8efb6bcd7 Mon Sep 17 00:00:00 2001 From: Michael Clerx Date: Thu, 19 Mar 2020 14:55:02 +0000 Subject: [PATCH 17/19] Cosmetic changes --- pints/_mcmc/_dram_ac.py | 12 +++++------- 1 file changed, 5 insertions(+), 7 deletions(-) diff --git a/pints/_mcmc/_dram_ac.py b/pints/_mcmc/_dram_ac.py index 24c867554..9a003983a 100644 --- a/pints/_mcmc/_dram_ac.py +++ b/pints/_mcmc/_dram_ac.py @@ -140,10 +140,9 @@ def _calculate_r_log(self, fx): """ c = self._proposal_count temp_Y = np.concatenate([[self._current], self._Y[0:(c + 1)]]) - temp_log_Y = np.concatenate([[self._current_log_pdf], - self._Y_log_pdf[0:(c + 1)]]) - self._r_log = self._calculate_alpha_log(c, temp_Y, - temp_log_Y) + temp_log_Y = np.concatenate( + [[self._current_log_pdf], self._Y_log_pdf[0:(c + 1)]]) + self._r_log = self._calculate_alpha_log(c, temp_Y, temp_log_Y) def _generate_proposal(self): """ See :meth:`AdaptiveCovarianceMC._generate_proposal()`. """ @@ -222,9 +221,8 @@ def sigma_scale(self): def tell(self, fx): """ - If first proposal, then accept with ordinary - Metropolis probability; if a later proposal, use probability - determined by [1]_. + If first proposal, then accept with ordinary Metropolis probability; if + a later proposal, use probability determined by [1]_. """ # Check if we had a proposal if self._proposed is None: From 1de9f7b844ecc5e698021314c9f2a37dbbf7dce7 Mon Sep 17 00:00:00 2001 From: Ben Lambert Date: Thu, 19 Mar 2020 23:31:34 +0000 Subject: [PATCH 18/19] added much more detail as per @michaelclerx comments --- .../sampling/adaptive-covariance-dram.ipynb | 149 ++++++++++-------- 1 file changed, 84 insertions(+), 65 deletions(-) diff --git a/examples/sampling/adaptive-covariance-dram.ipynb b/examples/sampling/adaptive-covariance-dram.ipynb index 54562ed7a..dd51b41d8 100644 --- a/examples/sampling/adaptive-covariance-dram.ipynb +++ b/examples/sampling/adaptive-covariance-dram.ipynb @@ -6,13 +6,21 @@ "source": [ "# Inference: Delayed Rejection Adaptive Covariance MCMC\n", "\n", - "This example shows you how to perform Bayesian inference on a time series, using [DRAM ACMC](http://pints.readthedocs.io/en/latest/mcmc_samplers/dram_ac_mcmc.html) as described in [1].\n", + "This example shows you how to perform Bayesian inference on a time series, using [DRAM ACMC](http://pints.readthedocs.io/en/latest/mcmc_samplers/dram_ac_mcmc.html) as described in [1]. This method allows users to have a number of proposal kernels. Typically, the first proposal kernel is wider (and hence can explore more aggressively); if this proposal is rejected, then subsequent kernels are more narrower to encourage, at least, some movement of the chains.\n", + "\n", "\n", "[1] \"DRAM: Efficient adaptive MCMC\".\n", " H Haario, M Laine, A Mira, E Saksman, (2006) Statistical Computing\n", " https://doi.org/10.1007/s11222-006-9438-0" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In our first use of the model, we try using 3 different proposal kernels that scale the proposal distributions to be of three different orders of magnitude." + ] + }, { "cell_type": "code", "execution_count": 1, @@ -43,14 +51,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Done!\n", - "R-hat:\n", - "[1.00161683948474, 1.000011084060743, 1.0005687342624958]\n" + "Done!\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -59,26 +65,17 @@ "needs_background": "light" }, "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ + "import os\n", + "os.chdir(\"../..\")\n", "import pints\n", "import pints.toy as toy\n", "import pints.plot\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", + "import time\n", "\n", "# Load a forward model\n", "model = toy.LogisticModel()\n", @@ -106,24 +103,20 @@ "# Create a uniform prior over both the parameters and the new noise variable\n", "log_prior = pints.UniformLogPrior(\n", " [0.01, 400, noise*0.1],\n", - " [0.02, 600, noise*100]\n", + " [0.02, 600, noise*10]\n", ")\n", "\n", "# Create a posterior log-likelihood (log(likelihood * prior))\n", "log_posterior = pints.LogPosterior(log_likelihood, log_prior)\n", "\n", - "# Choose starting points for 3 mcmc chains\n", - "xs = [\n", - " real_parameters * 0.9,\n", - " real_parameters * 1.1,\n", - " real_parameters * 1.0,\n", - "]\n", + "# Choose starting points for 4 mcmc chains\n", + "xs = log_prior.sample(4)\n", "\n", "# Create mcmc routine\n", - "mcmc = pints.MCMCController(log_posterior, 3, xs, method=pints.DramACMC)\n", + "mcmc = pints.MCMCController(log_posterior, len(xs), xs, method=pints.DramACMC)\n", "\n", "# Add stopping criterion\n", - "mcmc.set_max_iterations(4000)\n", + "mcmc.set_max_iterations(2000)\n", "\n", "# Start adapting after 1000 iterations\n", "mcmc.set_initial_phase_iterations(1000)\n", @@ -135,24 +128,16 @@ "for i in range(len(xs)):\n", " mcmc.samplers()[i].set_n_kernels(3)\n", "\n", + "start = time.time()\n", "# Run!\n", "print('Running...')\n", "chains = mcmc.run()\n", "print('Done!')\n", + "end = time.time()\n", "\n", "# Show traces and histograms\n", "pints.plot.trace(chains)\n", "\n", - "# Discard warm up\n", - "chains = chains[:, 2000:, :]\n", - "\n", - "# Check convergence using rhat criterion\n", - "print('R-hat:')\n", - "print(pints.rhat_all_params(chains))\n", - "\n", - "# Look at distribution across all chains\n", - "pints.plot.pairwise(np.vstack(chains), kde=False)\n", - "\n", "# Show graphs\n", "plt.show()" ] @@ -161,13 +146,42 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Try with 2 proposal kernels instead." + "We now look at the MCMC sample quantiles and sampling diagnostics." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "param mean std. 2.5% 25% 50% 75% 97.5% rhat ess ess per sec.\n", + "------- ------ ------ ------ ------ ------ ------ ------- ------ ----- --------------\n", + "r 0.02 0.00 0.01 0.01 0.02 0.02 0.02 1.16 37.39 1.49\n", + "k 487.80 26.79 423.93 483.40 498.89 500.63 520.94 1.66 44.85 1.78\n", + "sigma 28.29 20.62 9.33 10.36 14.03 48.83 67.18 2.08 12.30 0.49\n" + ] + } + ], + "source": [ + "results = pints.MCMCSummary(chains=chains, time=end-start, parameter_names=[\"r\", \"k\", \"sigma\"])\n", + "print(results)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With three kernels, things look a little unstable in the sampling, so let's try just two instead." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -188,14 +202,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Done!\n", - "R-hat:\n", - "[1.0007695906090857, 1.000101228821209, 1.0005614758111518]\n" + "Done!\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -204,26 +216,14 @@ "needs_background": "light" }, "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ "# Create mcmc routine\n", - "mcmc = pints.MCMCController(log_posterior, 3, xs, method=pints.DramACMC)\n", + "mcmc = pints.MCMCController(log_posterior, len(xs), xs, method=pints.DramACMC)\n", "\n", "# Add stopping criterion\n", - "mcmc.set_max_iterations(4000)\n", + "mcmc.set_max_iterations(2000)\n", "\n", "# Start adapting after 1000 iterations\n", "mcmc.set_initial_phase_iterations(1000)\n", @@ -243,19 +243,38 @@ "# Show traces and histograms\n", "pints.plot.trace(chains)\n", "\n", - "# Discard warm up\n", - "chains = chains[:, 2000:, :]\n", - "\n", - "# Check convergence using rhat criterion\n", - "print('R-hat:')\n", - "print(pints.rhat_all_params(chains))\n", - "\n", - "# Look at distribution across all chains\n", - "pints.plot.pairwise(np.vstack(chains), kde=False)\n", - "\n", "# Show graphs\n", "plt.show()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above looks much better and we typically get a higher ESS than for the three kernel case." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "param mean std. 2.5% 25% 50% 75% 97.5% rhat ess ess per sec.\n", + "------- ------ ------ ------ ------ ------ ------ ------- ------ ----- --------------\n", + "r 0.02 0.00 0.01 0.01 0.02 0.02 0.02 1.22 44.99 1.79\n", + "k 497.05 26.98 429.13 495.14 499.39 501.20 539.60 2.13 43.37 1.73\n", + "sigma 25.04 19.02 9.35 10.26 11.50 42.06 69.10 1.69 13.67 0.54\n" + ] + } + ], + "source": [ + "results = pints.MCMCSummary(chains=chains, time=end-start, parameter_names=[\"r\", \"k\", \"sigma\"])\n", + "print(results)" + ] } ], "metadata": { From 61cf8b9cf941e83f2117b0c3a62ef6ddb4e45233 Mon Sep 17 00:00:00 2001 From: Ben Lambert Date: Thu, 19 Mar 2020 23:31:52 +0000 Subject: [PATCH 19/19] removed os import --- examples/sampling/adaptive-covariance-dram.ipynb | 2 -- 1 file changed, 2 deletions(-) diff --git a/examples/sampling/adaptive-covariance-dram.ipynb b/examples/sampling/adaptive-covariance-dram.ipynb index dd51b41d8..a52efc161 100644 --- a/examples/sampling/adaptive-covariance-dram.ipynb +++ b/examples/sampling/adaptive-covariance-dram.ipynb @@ -68,8 +68,6 @@ } ], "source": [ - "import os\n", - "os.chdir(\"../..\")\n", "import pints\n", "import pints.toy as toy\n", "import pints.plot\n",