From 8e7ac20a8f960b5b29a48af8fee870a65a8ad02c Mon Sep 17 00:00:00 2001 From: hvasbath Date: Wed, 21 Jun 2017 14:07:05 +0300 Subject: [PATCH 1/8] Remove necessity to define likelihood variable inside model, is done now inside sampler init * added testing intermediate stage loading results * renamed ATMIP_sample to smc_sample * minor fix in clearing existing stages --- docs/source/notebooks/SMC2_gaussians.ipynb | 58 ++++++---------------- pymc3/step_methods/smc.py | 31 ++++-------- pymc3/tests/test_smc.py | 13 +++-- 3 files changed, 29 insertions(+), 73 deletions(-) diff --git a/docs/source/notebooks/SMC2_gaussians.ipynb b/docs/source/notebooks/SMC2_gaussians.ipynb index ec2850af8e..7f289f7033 100644 --- a/docs/source/notebooks/SMC2_gaussians.ipynb +++ b/docs/source/notebooks/SMC2_gaussians.ipynb @@ -33,7 +33,7 @@ "import shutil\n", "%matplotlib inline\n", "\n", - "test_folder = mkdtemp(prefix='ATMIP_TEST')" + "test_folder = mkdtemp(prefix='SMC_TEST')" ] }, { @@ -118,8 +118,7 @@ " upper=2. * np.ones_like(mu1),\n", " testval=-1. * np.ones_like(mu1),\n", " transform=None)\n", - " like = pm.Deterministic('like', two_gaussians(X))\n", - " llk = pm.Potential('like', like)" + " llk = pm.Potential('llk', two_gaussians(X))" ] }, { @@ -147,16 +146,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/jovyan/pymc3/pymc3/step_methods/smc.py:144: UserWarning: Warning: SMC is an experimental step method, and not yet recommended for use in PyMC3!\n", - " warnings.warn(EXPERIMENTAL_WARNING)\n" + "/usr/local/lib/python2.7/dist-packages/pymc3-3.1rc3-py2.7.egg/pymc3/step_methods/smc.py:138: UserWarning: Warning: SMC is an experimental step method, and not yet recommended for use in PyMC3!\n" ] } ], "source": [ "with ATMIP_test:\n", " step = smc.SMC(\n", - " n_chains=n_chains, tune_interval=tune_interval,\n", - " likelihood_name=ATMIP_test.deterministics[0].name)" + " n_chains=n_chains, tune_interval=tune_interval)" ] }, { @@ -177,44 +174,17 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/jovyan/pymc3/pymc3/step_methods/smc.py:549: UserWarning: Warning: SMC is an experimental step method, and not yet recommended for use in PyMC3!\n", - " warnings.warn(EXPERIMENTAL_WARNING)\n", - "Sample initial stage: ...\n", - "Beta: 0.000000 Stage: 0\n", - "Initialising chain traces ...\n", - "Sampling ...\n", - "Beta: 0.010404 Stage: 1\n", - "Initialising chain traces ...\n", - "Sampling ...\n", - "Beta: 0.028533 Stage: 2\n", - "Initialising chain traces ...\n", - "Sampling ...\n", - "Beta: 0.062573 Stage: 3\n", - "Initialising chain traces ...\n", - "Sampling ...\n", - "Beta: 0.133869 Stage: 4\n", - "Initialising chain traces ...\n", - "Sampling ...\n", - "Beta: 0.279577 Stage: 5\n", - "Initialising chain traces ...\n", - "Sampling ...\n", - "Beta: 0.569002 Stage: 6\n", - "Initialising chain traces ...\n", - "Sampling ...\n", - "Beta > 1.: 1.205892\n", - "Sample final stage\n", - "Initialising chain traces ...\n", - "Sampling ...\n" + "/usr/local/lib/python2.7/dist-packages/pymc3-3.1rc3-py2.7.egg/pymc3/step_methods/smc.py:489: UserWarning: Warning: SMC is an experimental step method, and not yet recommended for use in PyMC3!\n" ] } ], "source": [ - "mtrace = smc.ATMIP_sample(\n", + "mtrace = smc.smc_sample(\n", " n_steps=n_steps,\n", " step=step,\n", " n_jobs=n_jobs,\n", " progressbar=False,\n", - " stage='0',\n", + " stage=0,\n", " homepath=test_folder,\n", " model=ATMIP_test,\n", " rm_flag=True)" @@ -243,9 +213,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAEYCAYAAABBWFftAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1kAAAEYCAYAAACumjzTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlFIqiTTIUkoppZRSSqkk+v/T5eoOK+08tQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -277,21 +247,21 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 2", "language": "python", - "name": "python3" + "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 3 + "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" + "pygments_lexer": "ipython2", + "version": "2.7.3" } }, "nbformat": 4, diff --git a/pymc3/step_methods/smc.py b/pymc3/step_methods/smc.py index ebdb7e733e..650709b0ac 100644 --- a/pymc3/step_methods/smc.py +++ b/pymc3/step_methods/smc.py @@ -28,7 +28,7 @@ from .arraystep import metrop_select from ..backends import smc_text as atext -__all__ = ['SMC', 'ATMIP_sample'] +__all__ = ['SMC', 'smc_sample'] EXPERIMENTAL_WARNING = "Warning: SMC is an experimental step method, and not yet"\ " recommended for use in PyMC3!" @@ -147,6 +147,10 @@ def __init__(self, vars=None, out_vars=None, n_chains=100, scaling=1., covarianc vars = inputvars(vars) if out_vars is None: + if not any(likelihood_name == RV.name for RV in model.unobserved_RVs): + with model: + llk = pm.Deterministic(likelihood_name, model.logpt) + out_vars = model.unobserved_RVs out_varnames = [out_var.name for out_var in out_vars] @@ -419,9 +423,9 @@ def resample(self): return outindx -def ATMIP_sample(n_steps, step=None, start=None, homepath=None, chain=0, stage=0, n_jobs=1, +def smc_sample(n_steps, step=None, start=None, homepath=None, chain=0, stage=0, n_jobs=1, tune=None, progressbar=False, model=None, random_seed=-1, rm_flag=False): - """(C)ATMIP sampling algorithm (Cascading - (C) not always relevant) + """Sequential Monte Carlo sampling Samples the solution space with n_chains of Metropolis chains, where each chain has n_steps iterations. Once finished, the sampled traces are @@ -524,25 +528,8 @@ def ATMIP_sample(n_steps, step=None, start=None, homepath=None, chain=0, stage=0 draws = step.n_steps stage_handler.clean_directory(stage, None, rm_flag) - with model: - chains = stage_handler.recover_existing_results(stage, draws, step, n_jobs) - if chains is not None: - rest = len(chains) % n_jobs - if rest > 0: - pm._log.info('Fixing %i chains ...' % rest) - chains, rest_chains = chains[:-rest], chains[-rest:] - # process traces that are not a multiple of n_jobs - sample_args = { - 'draws': draws, - 'step': step, - 'stage_path': stage_handler.stage_path(stage), - 'progressbar': progressbar, - 'model': model, - 'n_jobs': rest, - 'chains': rest_chains} - _iter_parallel_chains(**sample_args) - pm._log.info('Back to normal!') + chains = stage_handler.recover_existing_results(stage, draws, step, n_jobs) with model: while step.beta < 1: @@ -556,7 +543,7 @@ def ATMIP_sample(n_steps, step=None, start=None, homepath=None, chain=0, stage=0 pm._log.info('Beta: %f Stage: %i' % (step.beta, step.stage)) # Metropolis sampling intermediate stages - chains = stage_handler.clean_directory(stage, chains, rm_flag) + chains = stage_handler.clean_directory(step.stage, chains, rm_flag) sample_args = { 'draws': draws, 'step': step, diff --git a/pymc3/tests/test_smc.py b/pymc3/tests/test_smc.py index 38412acec4..59347912ad 100644 --- a/pymc3/tests/test_smc.py +++ b/pymc3/tests/test_smc.py @@ -51,13 +51,12 @@ def two_gaussians(x): upper=2. * np.ones_like(mu1), testval=-1. * np.ones_like(mu1), transform=None) - like = pm.Deterministic('like', two_gaussians(X)) - llk = pm.Potential('like_potential', like) + llk = pm.Potential('muh', two_gaussians(X)) self.muref = mu1 - @pytest.mark.parametrize('n_jobs', [1, 2]) - def test_sample_n_core(self, n_jobs): + @pytest.mark.parametrize(['n_jobs', 'stage'], [[1, 0], [2, 5]]) + def test_sample_n_core(self, n_jobs, stage): def last_sample(x): return x[(self.n_steps - 1)::self.n_steps] @@ -65,12 +64,12 @@ def last_sample(x): step = smc.SMC( n_chains=self.n_chains, tune_interval=self.tune_interval, - model=self.ATMIP_test, - likelihood_name=self.ATMIP_test.deterministics[0].name) + model=self.ATMIP_test) - mtrace = smc.ATMIP_sample( + mtrace = smc.smc_sample( n_steps=self.n_steps, step=step, + stage=stage, n_jobs=n_jobs, progressbar=True, homepath=self.test_folder, From 60a75756919cbb0108c48610202c69b5cac7e7f0 Mon Sep 17 00:00:00 2001 From: hvasbath Date: Wed, 21 Jun 2017 15:03:53 +0300 Subject: [PATCH 2/8] rename to sample_smc --- pymc3/step_methods/smc.py | 4 ++-- pymc3/tests/test_smc.py | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/pymc3/step_methods/smc.py b/pymc3/step_methods/smc.py index 650709b0ac..2af1dd22a0 100644 --- a/pymc3/step_methods/smc.py +++ b/pymc3/step_methods/smc.py @@ -28,7 +28,7 @@ from .arraystep import metrop_select from ..backends import smc_text as atext -__all__ = ['SMC', 'smc_sample'] +__all__ = ['SMC', 'sample_smc'] EXPERIMENTAL_WARNING = "Warning: SMC is an experimental step method, and not yet"\ " recommended for use in PyMC3!" @@ -423,7 +423,7 @@ def resample(self): return outindx -def smc_sample(n_steps, step=None, start=None, homepath=None, chain=0, stage=0, n_jobs=1, +def sample_smc(n_steps, step=None, start=None, homepath=None, chain=0, stage=0, n_jobs=1, tune=None, progressbar=False, model=None, random_seed=-1, rm_flag=False): """Sequential Monte Carlo sampling diff --git a/pymc3/tests/test_smc.py b/pymc3/tests/test_smc.py index 59347912ad..866f3053ff 100644 --- a/pymc3/tests/test_smc.py +++ b/pymc3/tests/test_smc.py @@ -66,7 +66,7 @@ def last_sample(x): tune_interval=self.tune_interval, model=self.ATMIP_test) - mtrace = smc.smc_sample( + mtrace = smc.sample_smc( n_steps=self.n_steps, step=step, stage=stage, From 2970d18ed7eca7adbd3526a048a9ee7d5c3ac08b Mon Sep 17 00:00:00 2001 From: hvasbath Date: Wed, 21 Jun 2017 16:10:09 +0300 Subject: [PATCH 3/8] rename to sample_SMC, raise error of RV exists with llk_name, restructure test --- docs/source/notebooks/SMC2_gaussians.ipynb | 10 +++++----- pymc3/step_methods/smc.py | 7 +++++-- pymc3/tests/test_smc.py | 16 ++++++++-------- 3 files changed, 18 insertions(+), 15 deletions(-) diff --git a/docs/source/notebooks/SMC2_gaussians.ipynb b/docs/source/notebooks/SMC2_gaussians.ipynb index 7f289f7033..dc3189a333 100644 --- a/docs/source/notebooks/SMC2_gaussians.ipynb +++ b/docs/source/notebooks/SMC2_gaussians.ipynb @@ -174,12 +174,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "/usr/local/lib/python2.7/dist-packages/pymc3-3.1rc3-py2.7.egg/pymc3/step_methods/smc.py:489: UserWarning: Warning: SMC is an experimental step method, and not yet recommended for use in PyMC3!\n" + "/usr/local/lib/python2.7/dist-packages/pymc3-3.1rc3-py2.7.egg/pymc3/step_methods/smc.py:492: UserWarning: Warning: SMC is an experimental step method, and not yet recommended for use in PyMC3!\n" ] } ], "source": [ - "mtrace = smc.smc_sample(\n", + "mtrace = smc.sample_SMC(\n", " n_steps=n_steps,\n", " step=step,\n", " n_jobs=n_jobs,\n", @@ -194,7 +194,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Note: Complex models run for a long time and might stop for some reason during the sampling. In order to restart the sampling in the stage when the sampler stopped, set the stage argument to the right stage number (\"`stage='4'`\"). The `rm_flag` determines whether existing results are deleted - there is NO additional warning, so the user should pay attention to that one! " + "Note: Complex models run for a long time and might stop for some reason during the sampling. In order to restart the sampling in the stage when the sampler stopped, set the stage argument to the right stage number(`stage=4`). The `rm_flag` determines whether existing results are deleted - there is NO additional warning, so the user should pay attention to that one! " ] }, { @@ -213,9 +213,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1kAAAEYCAYAAACumjzTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlFIqiTTIUkoppZRSSqkk+v/T5eoOK+08tQAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1kAAAEYCAYAAACumjzTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/pymc3/step_methods/smc.py b/pymc3/step_methods/smc.py index 2af1dd22a0..652bc49cd7 100644 --- a/pymc3/step_methods/smc.py +++ b/pymc3/step_methods/smc.py @@ -28,7 +28,7 @@ from .arraystep import metrop_select from ..backends import smc_text as atext -__all__ = ['SMC', 'sample_smc'] +__all__ = ['SMC', 'sample_SMC'] EXPERIMENTAL_WARNING = "Warning: SMC is an experimental step method, and not yet"\ " recommended for use in PyMC3!" @@ -150,6 +150,9 @@ def __init__(self, vars=None, out_vars=None, n_chains=100, scaling=1., covarianc if not any(likelihood_name == RV.name for RV in model.unobserved_RVs): with model: llk = pm.Deterministic(likelihood_name, model.logpt) + else: + raise ValueError( + 'The model likelihood name is already being used by a RV!') out_vars = model.unobserved_RVs @@ -423,7 +426,7 @@ def resample(self): return outindx -def sample_smc(n_steps, step=None, start=None, homepath=None, chain=0, stage=0, n_jobs=1, +def sample_SMC(n_steps, step=None, start=None, homepath=None, chain=0, stage=0, n_jobs=1, tune=None, progressbar=False, model=None, random_seed=-1, rm_flag=False): """Sequential Monte Carlo sampling diff --git a/pymc3/tests/test_smc.py b/pymc3/tests/test_smc.py index 866f3053ff..fb36713aa8 100644 --- a/pymc3/tests/test_smc.py +++ b/pymc3/tests/test_smc.py @@ -53,22 +53,22 @@ def two_gaussians(x): transform=None) llk = pm.Potential('muh', two_gaussians(X)) + self.step = smc.SMC( + n_chains=self.n_chains, + tune_interval=self.tune_interval, + model=self.ATMIP_test) + self.muref = mu1 - @pytest.mark.parametrize(['n_jobs', 'stage'], [[1, 0], [2, 5]]) + @pytest.mark.parametrize(['n_jobs', 'stage'], [[1, 0], [2, 6]]) def test_sample_n_core(self, n_jobs, stage): def last_sample(x): return x[(self.n_steps - 1)::self.n_steps] - step = smc.SMC( - n_chains=self.n_chains, - tune_interval=self.tune_interval, - model=self.ATMIP_test) - - mtrace = smc.sample_smc( + mtrace = smc.sample_SMC( n_steps=self.n_steps, - step=step, + step=self.step, stage=stage, n_jobs=n_jobs, progressbar=True, From 19bf9bd892ce11824b2afb68d506d92c4a697d76 Mon Sep 17 00:00:00 2001 From: hvasbath Date: Wed, 21 Jun 2017 16:18:29 +0300 Subject: [PATCH 4/8] fix test_step --- pymc3/tests/test_step.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/pymc3/tests/test_step.py b/pymc3/tests/test_step.py index 32ddfa8561..0e36e64798 100644 --- a/pymc3/tests/test_step.py +++ b/pymc3/tests/test_step.py @@ -163,8 +163,7 @@ def check_trace(self, step_method): with Model(): x = Normal('x', mu=0, sd=1) if step_method.__name__ == 'SMC': - Deterministic('like', - 0.5 * tt.log(2 * np.pi) - 0.5 * x.T.dot(x)) - trace = smc.ATMIP_sample(n_steps=n_steps, step=step_method(random_seed=1), + trace = smc.sample_SMC(n_steps=n_steps, step=step_method(random_seed=1), n_jobs=1, progressbar=False, homepath=self.temp_dir) else: From 8ea0fa5c04e259b4dc343f66e2cc8a0a55ea213a Mon Sep 17 00:00:00 2001 From: hvasbath Date: Wed, 21 Jun 2017 21:33:17 +0300 Subject: [PATCH 5/8] let MVNormal Proposal return 2d step matrix, SMC uses this, remove unused import --- pymc3/step_methods/metropolis.py | 8 ++++++-- pymc3/step_methods/smc.py | 20 +------------------- pymc3/tests/test_step.py | 2 +- 3 files changed, 8 insertions(+), 22 deletions(-) diff --git a/pymc3/step_methods/metropolis.py b/pymc3/step_methods/metropolis.py index 7dc0f11f81..0b50282100 100644 --- a/pymc3/step_methods/metropolis.py +++ b/pymc3/step_methods/metropolis.py @@ -50,8 +50,12 @@ def __init__(self, s): self.chol = scipy.linalg.cholesky(s, lower=True) def __call__(self, num_draws=None): - b = np.random.randn(self.n) - return np.dot(self.chol, b) + if num_draws is not None: + b = np.random.randn(self.n, num_draws) + return np.dot(self.chol, b).T + else: + b = np.random.randn(self.n) + return np.dot(self.chol, b) class Metropolis(ArrayStepShared): diff --git a/pymc3/step_methods/smc.py b/pymc3/step_methods/smc.py index 652bc49cd7..fd49ce10fd 100644 --- a/pymc3/step_methods/smc.py +++ b/pymc3/step_methods/smc.py @@ -25,6 +25,7 @@ from ..theanof import inputvars, make_shared_replacements, join_nonshared_inputs import numpy.random as nr +from .metropolis import MultivariateNormalProposal from .arraystep import metrop_select from ..backends import smc_text as atext @@ -33,25 +34,6 @@ EXPERIMENTAL_WARNING = "Warning: SMC is an experimental step method, and not yet"\ " recommended for use in PyMC3!" - -class Proposal(object): - """Proposal distributions modified from pymc3 to initially create all the - Proposal steps without repeated execution of the RNG - significant speedup! - - Parameters - ---------- - s : :class:`numpy.ndarray` - """ - def __init__(self, s): - self.s = np.atleast_1d(s) - - -class MultivariateNormalProposal(Proposal): - def __call__(self, num_draws=None): - return np.random.multivariate_normal( - mean=np.zeros(self.s.shape[0]), cov=self.s, size=num_draws) - - proposal_dists = { 'MultivariateNormal': MultivariateNormalProposal, } diff --git a/pymc3/tests/test_step.py b/pymc3/tests/test_step.py index 0e36e64798..6aceb4cb31 100644 --- a/pymc3/tests/test_step.py +++ b/pymc3/tests/test_step.py @@ -5,7 +5,7 @@ from .checks import close_to from .models import simple_categorical, mv_simple, mv_simple_discrete, simple_2model, mv_prior_simple from pymc3.sampling import assign_step_methods, sample -from pymc3.model import Model, Deterministic +from pymc3.model import Model from pymc3.step_methods import (NUTS, BinaryGibbsMetropolis, CategoricalGibbsMetropolis, Metropolis, Slice, CompoundStep, NormalProposal, MultivariateNormalProposal, HamiltonianMC, From e9cc38e0a6b9a26830ecf4f4f4423b6521d59fdf Mon Sep 17 00:00:00 2001 From: hvasbath Date: Fri, 23 Jun 2017 22:33:20 +0300 Subject: [PATCH 6/8] sample name change again --- docs/source/notebooks/SMC2_gaussians.ipynb | 2 +- pymc3/step_methods/smc.py | 4 ++-- pymc3/tests/test_smc.py | 2 +- 3 files changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/source/notebooks/SMC2_gaussians.ipynb b/docs/source/notebooks/SMC2_gaussians.ipynb index dc3189a333..c727f4337b 100644 --- a/docs/source/notebooks/SMC2_gaussians.ipynb +++ b/docs/source/notebooks/SMC2_gaussians.ipynb @@ -179,7 +179,7 @@ } ], "source": [ - "mtrace = smc.sample_SMC(\n", + "mtrace = smc.sample_smc(\n", " n_steps=n_steps,\n", " step=step,\n", " n_jobs=n_jobs,\n", diff --git a/pymc3/step_methods/smc.py b/pymc3/step_methods/smc.py index fd49ce10fd..09b7dfbac9 100644 --- a/pymc3/step_methods/smc.py +++ b/pymc3/step_methods/smc.py @@ -29,7 +29,7 @@ from .arraystep import metrop_select from ..backends import smc_text as atext -__all__ = ['SMC', 'sample_SMC'] +__all__ = ['SMC', 'sample_smc'] EXPERIMENTAL_WARNING = "Warning: SMC is an experimental step method, and not yet"\ " recommended for use in PyMC3!" @@ -408,7 +408,7 @@ def resample(self): return outindx -def sample_SMC(n_steps, step=None, start=None, homepath=None, chain=0, stage=0, n_jobs=1, +def sample_smc(n_steps, step=None, start=None, homepath=None, chain=0, stage=0, n_jobs=1, tune=None, progressbar=False, model=None, random_seed=-1, rm_flag=False): """Sequential Monte Carlo sampling diff --git a/pymc3/tests/test_smc.py b/pymc3/tests/test_smc.py index fb36713aa8..22a0f16a71 100644 --- a/pymc3/tests/test_smc.py +++ b/pymc3/tests/test_smc.py @@ -66,7 +66,7 @@ def test_sample_n_core(self, n_jobs, stage): def last_sample(x): return x[(self.n_steps - 1)::self.n_steps] - mtrace = smc.sample_SMC( + mtrace = smc.sample_smc( n_steps=self.n_steps, step=self.step, stage=stage, From f97b8f455f368ecb62e52dbecec790eb4a2ea9cd Mon Sep 17 00:00:00 2001 From: hvasbath Date: Sat, 24 Jun 2017 21:42:10 +0300 Subject: [PATCH 7/8] forgot the test_step, fixed ... --- pymc3/tests/test_step.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pymc3/tests/test_step.py b/pymc3/tests/test_step.py index 6aceb4cb31..ea8624b4df 100644 --- a/pymc3/tests/test_step.py +++ b/pymc3/tests/test_step.py @@ -163,7 +163,7 @@ def check_trace(self, step_method): with Model(): x = Normal('x', mu=0, sd=1) if step_method.__name__ == 'SMC': - trace = smc.sample_SMC(n_steps=n_steps, step=step_method(random_seed=1), + trace = smc.sample_smc(n_steps=n_steps, step=step_method(random_seed=1), n_jobs=1, progressbar=False, homepath=self.temp_dir) else: From f5f3d243617199fb8e894169b2e81b61171964a1 Mon Sep 17 00:00:00 2001 From: hvasbath Date: Tue, 27 Jun 2017 09:13:55 +0300 Subject: [PATCH 8/8] restart travis